2021-04-14 22:39:51,217 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 2021-04-14 22:39:51,224 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar10'), ('is_vit', False), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_mobilenetv2_x1_0'), ('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://127.0.0.1:59057', 'modifications': ['model.name=cifar10_mobilenetv2_x1_0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/mobilenetv2_x1_0'), 'world_size': 1} 2021-04-14 22:39:51,672 INFO : Model details: n_params=2.24M, flops=87.98M. 2021-04-14 22:39:57,960 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 22:40:01,226 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.46ms, fps=784 images/s, loss=5.1029, top1-acc=11.29%, top5-acc=50.94%, remaining_time=0:01:00.742020, arrival_time=2021-04-14 22:41:01.968334, cost_time=0:00:03.265703 2021-04-14 22:40:03,412 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.32ms, fps=1171 images/s, loss=4.5518, top1-acc=10.72%, top5-acc=51.70%, remaining_time=0:00:47.979712, arrival_time=2021-04-14 22:40:51.392405, cost_time=0:00:05.452230 2021-04-14 22:40:05,613 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.71ms, fps=1163 images/s, loss=3.8273, top1-acc=11.59%, top5-acc=53.85%, remaining_time=0:00:42.347264, arrival_time=2021-04-14 22:40:47.960886, cost_time=0:00:07.653130 2021-04-14 22:40:07,814 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=3.3948, top1-acc=13.88%, top5-acc=59.10%, remaining_time=0:00:38.432004, arrival_time=2021-04-14 22:40:46.246896, cost_time=0:00:09.854345 2021-04-14 22:40:10,002 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.64ms, fps=1171 images/s, loss=3.1077, top1-acc=16.27%, top5-acc=63.27%, remaining_time=0:00:35.160888, arrival_time=2021-04-14 22:40:45.162853, cost_time=0:00:12.041409 2021-04-14 22:40:12,189 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.54ms, fps=1171 images/s, loss=2.8988, top1-acc=18.56%, top5-acc=66.62%, remaining_time=0:00:32.251312, arrival_time=2021-04-14 22:40:44.440349, cost_time=0:00:14.228545 2021-04-14 22:40:14,377 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.53ms, fps=1170 images/s, loss=2.7394, top1-acc=20.79%, top5-acc=69.36%, remaining_time=0:00:29.549898, arrival_time=2021-04-14 22:40:43.926951, cost_time=0:00:16.416596 2021-04-14 22:40:16,567 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.58ms, fps=1169 images/s, loss=2.6147, top1-acc=22.55%, top5-acc=71.50%, remaining_time=0:00:26.980440, arrival_time=2021-04-14 22:40:43.548206, cost_time=0:00:18.607160 2021-04-14 22:40:18,760 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=2.5110, top1-acc=24.04%, top5-acc=73.37%, remaining_time=0:00:24.497978, arrival_time=2021-04-14 22:40:43.258638, cost_time=0:00:20.800160 2021-04-14 22:40:20,960 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=2.4266, top1-acc=25.39%, top5-acc=74.84%, remaining_time=0:00:22.079904, arrival_time=2021-04-14 22:40:43.040239, cost_time=0:00:22.999878 2021-04-14 22:40:23,166 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=2.3548, top1-acc=26.49%, top5-acc=76.06%, remaining_time=0:00:19.706212, arrival_time=2021-04-14 22:40:42.872299, cost_time=0:00:25.205572 2021-04-14 22:40:25,358 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=2.2891, top1-acc=27.74%, top5-acc=77.24%, remaining_time=0:00:17.351864, arrival_time=2021-04-14 22:40:42.709979, cost_time=0:00:27.397637 2021-04-14 22:40:27,553 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.61ms, fps=1166 images/s, loss=2.2363, top1-acc=28.69%, top5-acc=78.18%, remaining_time=0:00:15.024240, arrival_time=2021-04-14 22:40:42.577854, cost_time=0:00:29.593144 2021-04-14 22:40:29,752 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=2.1864, top1-acc=29.65%, top5-acc=79.11%, remaining_time=0:00:12.716592, arrival_time=2021-04-14 22:40:42.468630, cost_time=0:00:31.791534 2021-04-14 22:40:31,957 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.69ms, fps=1161 images/s, loss=2.1419, top1-acc=30.65%, top5-acc=79.92%, remaining_time=0:00:10.425808, arrival_time=2021-04-14 22:40:42.383610, cost_time=0:00:33.997261 2021-04-14 22:40:34,159 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=2.1002, top1-acc=31.55%, top5-acc=80.67%, remaining_time=0:00:08.144712, arrival_time=2021-04-14 22:40:42.303944, cost_time=0:00:36.198765 2021-04-14 22:40:36,361 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=2.0649, top1-acc=32.39%, top5-acc=81.31%, remaining_time=0:00:05.873114, arrival_time=2021-04-14 22:40:42.234701, cost_time=0:00:38.401121 2021-04-14 22:40:38,550 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.41ms, fps=1170 images/s, loss=2.0295, top1-acc=33.32%, top5-acc=81.94%, remaining_time=0:00:03.607968, arrival_time=2021-04-14 22:40:42.158132, cost_time=0:00:40.589704 2021-04-14 22:40:40,749 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=1.9976, top1-acc=34.07%, top5-acc=82.46%, remaining_time=0:00:01.351236, arrival_time=2021-04-14 22:40:42.100868, cost_time=0:00:42.789112 2021-04-14 22:40:41,932 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.60ms, fps=1151 images/s, loss=1.9808, top1-acc=34.47%, top5-acc=82.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:41.932085, cost_time=0:00:43.971634 2021-04-14 22:40:42,916 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=1.28ms, fps=2606 images/s, loss=1.6026, top1-acc=39.65%, top5-acc=89.96%, remaining_time=0:00:02.947050, arrival_time=2021-04-14 22:40:45.863684, cost_time=0:00:00.982354 2021-04-14 22:40:43,603 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.42ms, fps=3729 images/s, loss=1.6238, top1-acc=38.59%, top5-acc=90.20%, remaining_time=0:00:01.669480, arrival_time=2021-04-14 22:40:45.273114, cost_time=0:00:01.669479 2021-04-14 22:40:44,291 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.50ms, fps=3724 images/s, loss=1.6065, top1-acc=39.05%, top5-acc=90.49%, remaining_time=0:00:00.785760, arrival_time=2021-04-14 22:40:45.077237, cost_time=0:00:02.357276 2021-04-14 22:40:44,925 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=3661 images/s, loss=1.5968, top1-acc=39.25%, top5-acc=90.63%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:44.925489, cost_time=0:00:02.991359 2021-04-14 22:40:45,090 INFO : Epoch=0001 complete, best val top1-acc=39.25%, top5-acc=90.63% (epoch=1), remaining_time=2:36:19.036762, arrival_time=2021-04-15 01:17:04.126963, cost_time=0:00:47.130838 2021-04-14 22:40:45,091 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 22:40:47,446 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.54ms, fps=1088 images/s, loss=1.3983, top1-acc=48.20%, top5-acc=92.38%, remaining_time=0:00:43.783284, arrival_time=2021-04-14 22:41:31.229326, cost_time=0:00:02.353938 2021-04-14 22:40:49,656 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=1.3858, top1-acc=49.71%, top5-acc=92.64%, remaining_time=0:00:40.161968, arrival_time=2021-04-14 22:41:29.817977, cost_time=0:00:04.563860 2021-04-14 22:40:51,848 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=1.3790, top1-acc=49.90%, top5-acc=92.96%, remaining_time=0:00:37.386686, arrival_time=2021-04-14 22:41:29.235410, cost_time=0:00:06.756628 2021-04-14 22:40:54,041 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=1.3687, top1-acc=50.24%, top5-acc=93.07%, remaining_time=0:00:34.901412, arrival_time=2021-04-14 22:41:28.942673, cost_time=0:00:08.949099 2021-04-14 22:40:56,256 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.76ms, fps=1156 images/s, loss=1.3626, top1-acc=50.40%, top5-acc=93.19%, remaining_time=0:00:32.600778, arrival_time=2021-04-14 22:41:28.857554, cost_time=0:00:11.164628 2021-04-14 22:40:58,454 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=1.3477, top1-acc=51.04%, top5-acc=93.37%, remaining_time=0:00:30.287608, arrival_time=2021-04-14 22:41:28.741877, cost_time=0:00:13.362151 2021-04-14 22:41:00,652 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=1.3350, top1-acc=51.47%, top5-acc=93.37%, remaining_time=0:00:28.009044, arrival_time=2021-04-14 22:41:28.661751, cost_time=0:00:15.560609 2021-04-14 22:41:02,848 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=1.3244, top1-acc=52.03%, top5-acc=93.40%, remaining_time=0:00:25.746432, arrival_time=2021-04-14 22:41:28.594718, cost_time=0:00:17.756188 2021-04-14 22:41:05,054 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=1.3138, top1-acc=52.45%, top5-acc=93.50%, remaining_time=0:00:23.510376, arrival_time=2021-04-14 22:41:28.564294, cost_time=0:00:19.961652 2021-04-14 22:41:07,246 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=1.3052, top1-acc=52.80%, top5-acc=93.69%, remaining_time=0:00:21.268032, arrival_time=2021-04-14 22:41:28.514368, cost_time=0:00:22.154201 2021-04-14 22:41:09,442 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=1.2942, top1-acc=53.22%, top5-acc=93.77%, remaining_time=0:00:19.037820, arrival_time=2021-04-14 22:41:28.480566, cost_time=0:00:24.350646 2021-04-14 22:41:11,643 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=1.2852, top1-acc=53.58%, top5-acc=93.84%, remaining_time=0:00:16.815684, arrival_time=2021-04-14 22:41:28.458930, cost_time=0:00:26.551111 2021-04-14 22:41:13,838 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=1.2789, top1-acc=53.86%, top5-acc=93.92%, remaining_time=0:00:14.594316, arrival_time=2021-04-14 22:41:28.432829, cost_time=0:00:28.746417 2021-04-14 22:41:16,038 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=1.2720, top1-acc=54.11%, top5-acc=93.97%, remaining_time=0:00:12.378352, arrival_time=2021-04-14 22:41:28.416412, cost_time=0:00:30.945927 2021-04-14 22:41:18,236 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.30ms, fps=1165 images/s, loss=1.2637, top1-acc=54.46%, top5-acc=94.09%, remaining_time=0:00:10.164252, arrival_time=2021-04-14 22:41:28.400583, cost_time=0:00:33.144231 2021-04-14 22:41:20,444 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=2.05ms, fps=1160 images/s, loss=1.2570, top1-acc=54.68%, top5-acc=94.17%, remaining_time=0:00:07.954200, arrival_time=2021-04-14 22:41:28.398397, cost_time=0:00:35.351965 2021-04-14 22:41:22,639 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=1.2472, top1-acc=55.05%, top5-acc=94.28%, remaining_time=0:00:05.742594, arrival_time=2021-04-14 22:41:28.382519, cost_time=0:00:37.547774 2021-04-14 22:41:24,844 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.92ms, fps=1162 images/s, loss=1.2399, top1-acc=55.27%, top5-acc=94.39%, remaining_time=0:00:03.533504, arrival_time=2021-04-14 22:41:28.377505, cost_time=0:00:39.751856 2021-04-14 22:41:27,066 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.26ms, fps=1152 images/s, loss=1.2315, top1-acc=55.60%, top5-acc=94.48%, remaining_time=0:00:01.325520, arrival_time=2021-04-14 22:41:28.392394, cost_time=0:00:41.974781 2021-04-14 22:41:28,242 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=1.2255, top1-acc=55.77%, top5-acc=94.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:28.242002, cost_time=0:00:43.149921 2021-04-14 22:41:29,059 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=3.44ms, fps=3138 images/s, loss=1.1650, top1-acc=58.01%, top5-acc=95.04%, remaining_time=0:00:02.447250, arrival_time=2021-04-14 22:41:31.506831, cost_time=0:00:00.815751 2021-04-14 22:41:29,747 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.20ms, fps=3726 images/s, loss=1.1865, top1-acc=57.52%, top5-acc=94.63%, remaining_time=0:00:01.503160, arrival_time=2021-04-14 22:41:31.250145, cost_time=0:00:01.503163 2021-04-14 22:41:30,432 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.52ms, fps=3739 images/s, loss=1.1731, top1-acc=57.73%, top5-acc=94.74%, remaining_time=0:00:00.729410, arrival_time=2021-04-14 22:41:31.161492, cost_time=0:00:02.188235 2021-04-14 22:41:31,058 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=3703 images/s, loss=1.1739, top1-acc=57.98%, top5-acc=94.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:31.058895, cost_time=0:00:02.815090 2021-04-14 22:41:31,604 INFO : Epoch=0002 complete, best val top1-acc=57.98%, top5-acc=94.76% (epoch=2), remaining_time=2:34:30.830250, arrival_time=2021-04-15 01:16:02.434354, cost_time=0:01:33.644750 2021-04-14 22:41:31,605 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 22:41:33,958 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.70ms, fps=1088 images/s, loss=1.0969, top1-acc=61.13%, top5-acc=95.62%, remaining_time=0:00:43.770450, arrival_time=2021-04-14 22:42:17.729175, cost_time=0:00:02.353249 2021-04-14 22:41:36,150 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.44ms, fps=1168 images/s, loss=1.0665, top1-acc=62.27%, top5-acc=95.94%, remaining_time=0:00:39.995824, arrival_time=2021-04-14 22:42:16.146299, cost_time=0:00:04.544972 2021-04-14 22:41:38,358 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=1.0471, top1-acc=62.89%, top5-acc=96.21%, remaining_time=0:00:37.364110, arrival_time=2021-04-14 22:42:15.722140, cost_time=0:00:06.752564 2021-04-14 22:41:40,551 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=1.0433, top1-acc=62.95%, top5-acc=96.33%, remaining_time=0:00:34.889400, arrival_time=2021-04-14 22:42:15.440853, cost_time=0:00:08.945989 2021-04-14 22:41:42,743 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=1.0336, top1-acc=63.34%, top5-acc=96.28%, remaining_time=0:00:32.522522, arrival_time=2021-04-14 22:42:15.265859, cost_time=0:00:11.137865 2021-04-14 22:41:44,934 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=1.0295, top1-acc=63.53%, top5-acc=96.31%, remaining_time=0:00:30.213080, arrival_time=2021-04-14 22:42:15.147834, cost_time=0:00:13.329290 2021-04-14 22:41:47,146 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.69ms, fps=1158 images/s, loss=1.0202, top1-acc=63.76%, top5-acc=96.36%, remaining_time=0:00:27.972756, arrival_time=2021-04-14 22:42:15.118731, cost_time=0:00:15.540442 2021-04-14 22:41:49,345 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=1.0158, top1-acc=64.02%, top5-acc=96.46%, remaining_time=0:00:25.722072, arrival_time=2021-04-14 22:42:15.067000, cost_time=0:00:17.739396 2021-04-14 22:41:51,541 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=1.0124, top1-acc=64.07%, top5-acc=96.52%, remaining_time=0:00:23.480060, arrival_time=2021-04-14 22:42:15.021424, cost_time=0:00:19.935907 2021-04-14 22:41:53,738 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=1.0098, top1-acc=64.23%, top5-acc=96.59%, remaining_time=0:00:21.247296, arrival_time=2021-04-14 22:42:14.985346, cost_time=0:00:22.132593 2021-04-14 22:41:55,937 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=1.0061, top1-acc=64.35%, top5-acc=96.58%, remaining_time=0:00:19.023286, arrival_time=2021-04-14 22:42:14.960858, cost_time=0:00:24.332116 2021-04-14 22:41:58,139 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=1.0038, top1-acc=64.38%, top5-acc=96.62%, remaining_time=0:00:16.805044, arrival_time=2021-04-14 22:42:14.944922, cost_time=0:00:26.534276 2021-04-14 22:42:00,364 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.88ms, fps=1151 images/s, loss=0.9984, top1-acc=64.54%, top5-acc=96.68%, remaining_time=0:00:14.600388, arrival_time=2021-04-14 22:42:14.964314, cost_time=0:00:28.758381 2021-04-14 22:42:02,573 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.80ms, fps=1159 images/s, loss=0.9929, top1-acc=64.80%, top5-acc=96.73%, remaining_time=0:00:12.387144, arrival_time=2021-04-14 22:42:14.960503, cost_time=0:00:30.967828 2021-04-14 22:42:04,785 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.9852, top1-acc=65.07%, top5-acc=96.75%, remaining_time=0:00:10.175154, arrival_time=2021-04-14 22:42:14.960612, cost_time=0:00:33.179917 2021-04-14 22:42:06,981 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.9830, top1-acc=65.12%, top5-acc=96.77%, remaining_time=0:00:07.959528, arrival_time=2021-04-14 22:42:14.940747, cost_time=0:00:35.375682 2021-04-14 22:42:09,176 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.90ms, fps=1166 images/s, loss=0.9796, top1-acc=65.23%, top5-acc=96.79%, remaining_time=0:00:05.746182, arrival_time=2021-04-14 22:42:14.922826, cost_time=0:00:37.571108 2021-04-14 22:42:11,386 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.9735, top1-acc=65.49%, top5-acc=96.82%, remaining_time=0:00:03.536032, arrival_time=2021-04-14 22:42:14.921961, cost_time=0:00:39.780299 2021-04-14 22:42:13,580 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.9685, top1-acc=65.65%, top5-acc=96.89%, remaining_time=0:00:01.325526, arrival_time=2021-04-14 22:42:14.905929, cost_time=0:00:41.974927 2021-04-14 22:42:14,764 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.53ms, fps=1149 images/s, loss=0.9653, top1-acc=65.73%, top5-acc=96.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:14.764409, cost_time=0:00:43.158771 2021-04-14 22:42:15,634 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.21ms, fps=2953 images/s, loss=1.0519, top1-acc=62.89%, top5-acc=96.29%, remaining_time=0:00:02.600220, arrival_time=2021-04-14 22:42:18.234833, cost_time=0:00:00.866738 2021-04-14 22:42:16,323 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.56ms, fps=3722 images/s, loss=1.0563, top1-acc=62.44%, top5-acc=96.43%, remaining_time=0:00:01.555240, arrival_time=2021-04-14 22:42:17.878249, cost_time=0:00:01.555231 2021-04-14 22:42:17,010 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.43ms, fps=3724 images/s, loss=1.0608, top1-acc=62.21%, top5-acc=96.43%, remaining_time=0:00:00.747680, arrival_time=2021-04-14 22:42:17.758514, cost_time=0:00:02.243050 2021-04-14 22:42:17,638 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=3698 images/s, loss=1.0586, top1-acc=62.24%, top5-acc=96.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:17.638518, cost_time=0:00:02.870763 2021-04-14 22:42:17,890 INFO : Epoch=0003 complete, best val top1-acc=62.24%, top5-acc=96.36% (epoch=3), remaining_time=2:33:08.803187, arrival_time=2021-04-15 01:15:26.693556, cost_time=0:02:19.931014 2021-04-14 22:42:17,891 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 22:42:20,277 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.38ms, fps=1073 images/s, loss=0.8619, top1-acc=69.45%, top5-acc=97.54%, remaining_time=0:00:44.375880, arrival_time=2021-04-14 22:43:04.653429, cost_time=0:00:02.385803 2021-04-14 22:42:22,476 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.66ms, fps=1165 images/s, loss=0.8644, top1-acc=69.22%, top5-acc=97.66%, remaining_time=0:00:40.342720, arrival_time=2021-04-14 22:43:02.819015, cost_time=0:00:04.584398 2021-04-14 22:42:24,677 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.8637, top1-acc=69.37%, top5-acc=97.59%, remaining_time=0:00:37.547042, arrival_time=2021-04-14 22:43:02.224464, cost_time=0:00:06.785602 2021-04-14 22:42:26,876 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.8622, top1-acc=69.43%, top5-acc=97.71%, remaining_time=0:00:35.041032, arrival_time=2021-04-14 22:43:01.917752, cost_time=0:00:08.984890 2021-04-14 22:42:29,086 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=2.19ms, fps=1159 images/s, loss=0.8573, top1-acc=69.60%, top5-acc=97.78%, remaining_time=0:00:32.688378, arrival_time=2021-04-14 22:43:01.774844, cost_time=0:00:11.194643 2021-04-14 22:42:31,292 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.8516, top1-acc=69.92%, top5-acc=97.76%, remaining_time=0:00:30.375328, arrival_time=2021-04-14 22:43:01.668077, cost_time=0:00:13.400858 2021-04-14 22:42:33,517 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=7.27ms, fps=1151 images/s, loss=0.8439, top1-acc=70.30%, top5-acc=97.76%, remaining_time=0:00:28.125972, arrival_time=2021-04-14 22:43:01.643335, cost_time=0:00:15.625536 2021-04-14 22:42:35,721 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.63ms, fps=1162 images/s, loss=0.8377, top1-acc=70.49%, top5-acc=97.86%, remaining_time=0:00:25.853500, arrival_time=2021-04-14 22:43:01.575221, cost_time=0:00:17.829972 2021-04-14 22:42:37,916 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.8355, top1-acc=70.57%, top5-acc=97.88%, remaining_time=0:00:23.584894, arrival_time=2021-04-14 22:43:01.501634, cost_time=0:00:20.024928 2021-04-14 22:42:40,114 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.8350, top1-acc=70.66%, top5-acc=97.89%, remaining_time=0:00:21.333312, arrival_time=2021-04-14 22:43:01.447353, cost_time=0:00:22.222172 2021-04-14 22:42:42,310 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.8289, top1-acc=70.93%, top5-acc=97.85%, remaining_time=0:00:19.090882, arrival_time=2021-04-14 22:43:01.401231, cost_time=0:00:24.418544 2021-04-14 22:42:44,518 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=0.8228, top1-acc=71.13%, top5-acc=97.89%, remaining_time=0:00:16.863792, arrival_time=2021-04-14 22:43:01.382608, cost_time=0:00:26.627003 2021-04-14 22:42:46,723 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=2.02ms, fps=1162 images/s, loss=0.8209, top1-acc=71.25%, top5-acc=97.92%, remaining_time=0:00:14.637414, arrival_time=2021-04-14 22:43:01.360479, cost_time=0:00:28.831254 2021-04-14 22:42:48,928 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.8164, top1-acc=71.43%, top5-acc=97.95%, remaining_time=0:00:12.414528, arrival_time=2021-04-14 22:43:01.342741, cost_time=0:00:31.036293 2021-04-14 22:42:51,132 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.8160, top1-acc=71.46%, top5-acc=97.96%, remaining_time=0:00:10.193876, arrival_time=2021-04-14 22:43:01.326491, cost_time=0:00:33.240864 2021-04-14 22:42:53,332 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.8147, top1-acc=71.48%, top5-acc=97.96%, remaining_time=0:00:07.974108, arrival_time=2021-04-14 22:43:01.306370, cost_time=0:00:35.440521 2021-04-14 22:42:55,529 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.8109, top1-acc=71.59%, top5-acc=97.98%, remaining_time=0:00:05.756270, arrival_time=2021-04-14 22:43:01.285240, cost_time=0:00:37.637157 2021-04-14 22:42:57,733 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.8063, top1-acc=71.79%, top5-acc=97.97%, remaining_time=0:00:03.541504, arrival_time=2021-04-14 22:43:01.275259, cost_time=0:00:39.841953 2021-04-14 22:42:59,931 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.8016, top1-acc=71.98%, top5-acc=98.00%, remaining_time=0:00:01.327578, arrival_time=2021-04-14 22:43:01.259300, cost_time=0:00:42.039972 2021-04-14 22:43:01,109 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.25ms, fps=1155 images/s, loss=0.7995, top1-acc=72.07%, top5-acc=98.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:01.109518, cost_time=0:00:43.217786 2021-04-14 22:43:01,952 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.37ms, fps=3043 images/s, loss=0.9695, top1-acc=67.46%, top5-acc=96.56%, remaining_time=0:00:02.523960, arrival_time=2021-04-14 22:43:04.476720, cost_time=0:00:00.841324 2021-04-14 22:43:02,639 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.37ms, fps=3729 images/s, loss=0.9788, top1-acc=67.03%, top5-acc=96.37%, remaining_time=0:00:01.528580, arrival_time=2021-04-14 22:43:04.168474, cost_time=0:00:01.528589 2021-04-14 22:43:03,332 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.48ms, fps=3697 images/s, loss=0.9725, top1-acc=67.08%, top5-acc=96.52%, remaining_time=0:00:00.740480, arrival_time=2021-04-14 22:43:04.073188, cost_time=0:00:02.221449 2021-04-14 22:43:03,960 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.07ms, fps=3697 images/s, loss=0.9701, top1-acc=66.64%, top5-acc=96.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:03.960646, cost_time=0:00:02.849422 2021-04-14 22:43:04,264 INFO : Epoch=0004 complete, best val top1-acc=66.64%, top5-acc=96.46% (epoch=4), remaining_time=2:32:08.928144, arrival_time=2021-04-15 01:15:13.192163, cost_time=0:03:06.304657 2021-04-14 22:43:04,265 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 22:43:06,670 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.53ms, fps=1064 images/s, loss=0.7127, top1-acc=75.70%, top5-acc=98.05%, remaining_time=0:00:44.730954, arrival_time=2021-04-14 22:43:51.401372, cost_time=0:00:02.404894 2021-04-14 22:43:08,882 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.64ms, fps=1158 images/s, loss=0.7016, top1-acc=75.96%, top5-acc=98.26%, remaining_time=0:00:40.630656, arrival_time=2021-04-14 22:43:49.513291, cost_time=0:00:04.617121 2021-04-14 22:43:11,082 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.6953, top1-acc=76.15%, top5-acc=98.35%, remaining_time=0:00:37.721342, arrival_time=2021-04-14 22:43:48.804065, cost_time=0:00:06.817107 2021-04-14 22:43:13,285 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.78ms, fps=1163 images/s, loss=0.7022, top1-acc=75.75%, top5-acc=98.40%, remaining_time=0:00:35.178156, arrival_time=2021-04-14 22:43:48.463815, cost_time=0:00:09.020050 2021-04-14 22:43:15,480 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.7015, top1-acc=75.78%, top5-acc=98.39%, remaining_time=0:00:32.748968, arrival_time=2021-04-14 22:43:48.229828, cost_time=0:00:11.215403 2021-04-14 22:43:17,678 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.7047, top1-acc=75.76%, top5-acc=98.39%, remaining_time=0:00:30.402256, arrival_time=2021-04-14 22:43:48.080535, cost_time=0:00:13.412780 2021-04-14 22:43:19,890 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.7031, top1-acc=75.83%, top5-acc=98.40%, remaining_time=0:00:28.124334, arrival_time=2021-04-14 22:43:48.014454, cost_time=0:00:15.624609 2021-04-14 22:43:22,088 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=2.78ms, fps=1165 images/s, loss=0.6992, top1-acc=76.02%, top5-acc=98.46%, remaining_time=0:00:25.844104, arrival_time=2021-04-14 22:43:47.933055, cost_time=0:00:17.823507 2021-04-14 22:43:24,283 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.6970, top1-acc=76.05%, top5-acc=98.48%, remaining_time=0:00:23.577156, arrival_time=2021-04-14 22:43:47.861037, cost_time=0:00:20.018360 2021-04-14 22:43:26,486 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.6965, top1-acc=76.04%, top5-acc=98.48%, remaining_time=0:00:21.332448, arrival_time=2021-04-14 22:43:47.819257, cost_time=0:00:22.221308 2021-04-14 22:43:28,689 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.6941, top1-acc=76.00%, top5-acc=98.53%, remaining_time=0:00:19.095268, arrival_time=2021-04-14 22:43:47.784943, cost_time=0:00:24.424158 2021-04-14 22:43:30,880 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.41ms, fps=1169 images/s, loss=0.6914, top1-acc=75.99%, top5-acc=98.56%, remaining_time=0:00:16.856268, arrival_time=2021-04-14 22:43:47.736906, cost_time=0:00:26.615195 2021-04-14 22:43:33,088 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=0.6896, top1-acc=76.05%, top5-acc=98.55%, remaining_time=0:00:14.633124, arrival_time=2021-04-14 22:43:47.721505, cost_time=0:00:28.822868 2021-04-14 22:43:35,279 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.52ms, fps=1168 images/s, loss=0.6867, top1-acc=76.15%, top5-acc=98.57%, remaining_time=0:00:12.405736, arrival_time=2021-04-14 22:43:47.685562, cost_time=0:00:31.014383 2021-04-14 22:43:37,471 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.6857, top1-acc=76.20%, top5-acc=98.55%, remaining_time=0:00:10.183204, arrival_time=2021-04-14 22:43:47.654903, cost_time=0:00:33.206110 2021-04-14 22:43:39,674 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.6836, top1-acc=76.29%, top5-acc=98.58%, remaining_time=0:00:07.967124, arrival_time=2021-04-14 22:43:47.641954, cost_time=0:00:35.409384 2021-04-14 22:43:41,876 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.78ms, fps=1163 images/s, loss=0.6825, top1-acc=76.32%, top5-acc=98.59%, remaining_time=0:00:05.752318, arrival_time=2021-04-14 22:43:47.629001, cost_time=0:00:37.611246 2021-04-14 22:43:44,081 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.6831, top1-acc=76.29%, top5-acc=98.61%, remaining_time=0:00:03.539232, arrival_time=2021-04-14 22:43:47.621115, cost_time=0:00:39.816435 2021-04-14 22:43:46,286 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.6811, top1-acc=76.32%, top5-acc=98.61%, remaining_time=0:00:01.326972, arrival_time=2021-04-14 22:43:47.613212, cost_time=0:00:42.020728 2021-04-14 22:43:47,471 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.45ms, fps=1148 images/s, loss=0.6803, top1-acc=76.32%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:47.471264, cost_time=0:00:43.205822 2021-04-14 22:43:48,294 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.40ms, fps=3117 images/s, loss=0.8272, top1-acc=71.21%, top5-acc=97.97%, remaining_time=0:00:02.463540, arrival_time=2021-04-14 22:43:50.757959, cost_time=0:00:00.821185 2021-04-14 22:43:48,989 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=2.28ms, fps=3684 images/s, loss=0.8244, top1-acc=71.05%, top5-acc=98.03%, remaining_time=0:00:01.516560, arrival_time=2021-04-14 22:43:50.506371, cost_time=0:00:01.516569 2021-04-14 22:43:49,685 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.65ms, fps=3681 images/s, loss=0.8350, top1-acc=70.65%, top5-acc=97.92%, remaining_time=0:00:00.737520, arrival_time=2021-04-14 22:43:50.423244, cost_time=0:00:02.212548 2021-04-14 22:43:50,314 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.09ms, fps=3691 images/s, loss=0.8234, top1-acc=71.00%, top5-acc=97.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:50.314684, cost_time=0:00:02.841469 2021-04-14 22:43:50,636 INFO : Epoch=0005 complete, best val top1-acc=71.00%, top5-acc=97.99% (epoch=5), remaining_time=2:31:14.410800, arrival_time=2021-04-15 01:15:05.047401, cost_time=0:03:52.677198 2021-04-14 22:43:50,639 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 22:43:53,032 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.43ms, fps=1070 images/s, loss=0.6327, top1-acc=77.50%, top5-acc=98.98%, remaining_time=0:00:44.514264, arrival_time=2021-04-14 22:44:37.546907, cost_time=0:00:02.393243 2021-04-14 22:43:55,245 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.6326, top1-acc=77.54%, top5-acc=98.79%, remaining_time=0:00:40.535440, arrival_time=2021-04-14 22:44:35.781165, cost_time=0:00:04.606296 2021-04-14 22:43:57,444 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.6223, top1-acc=78.07%, top5-acc=98.79%, remaining_time=0:00:37.651456, arrival_time=2021-04-14 22:44:35.095411, cost_time=0:00:06.804494 2021-04-14 22:43:59,644 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.14ms, fps=1164 images/s, loss=0.6161, top1-acc=78.29%, top5-acc=98.84%, remaining_time=0:00:35.119812, arrival_time=2021-04-14 22:44:34.764305, cost_time=0:00:09.005099 2021-04-14 22:44:01,851 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.6211, top1-acc=78.05%, top5-acc=98.82%, remaining_time=0:00:32.738894, arrival_time=2021-04-14 22:44:34.590327, cost_time=0:00:11.211953 2021-04-14 22:44:04,054 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.6205, top1-acc=78.03%, top5-acc=98.81%, remaining_time=0:00:30.407152, arrival_time=2021-04-14 22:44:34.461376, cost_time=0:00:13.414892 2021-04-14 22:44:06,258 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.87ms, fps=1161 images/s, loss=0.6186, top1-acc=78.19%, top5-acc=98.85%, remaining_time=0:00:28.115136, arrival_time=2021-04-14 22:44:34.373998, cost_time=0:00:15.619490 2021-04-14 22:44:08,457 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.6169, top1-acc=78.33%, top5-acc=98.88%, remaining_time=0:00:25.835984, arrival_time=2021-04-14 22:44:34.293257, cost_time=0:00:17.817935 2021-04-14 22:44:10,662 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.6180, top1-acc=78.36%, top5-acc=98.80%, remaining_time=0:00:23.582986, arrival_time=2021-04-14 22:44:34.245654, cost_time=0:00:20.023301 2021-04-14 22:44:12,867 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.6157, top1-acc=78.51%, top5-acc=98.80%, remaining_time=0:00:21.338496, arrival_time=2021-04-14 22:44:34.205540, cost_time=0:00:22.227583 2021-04-14 22:44:15,080 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.44ms, fps=1157 images/s, loss=0.6167, top1-acc=78.48%, top5-acc=98.81%, remaining_time=0:00:19.108426, arrival_time=2021-04-14 22:44:34.188729, cost_time=0:00:24.440985 2021-04-14 22:44:17,283 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.68ms, fps=1162 images/s, loss=0.6169, top1-acc=78.50%, top5-acc=98.81%, remaining_time=0:00:16.874736, arrival_time=2021-04-14 22:44:34.158379, cost_time=0:00:26.644329 2021-04-14 22:44:19,489 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.6137, top1-acc=78.64%, top5-acc=98.82%, remaining_time=0:00:14.647116, arrival_time=2021-04-14 22:44:34.136904, cost_time=0:00:28.850404 2021-04-14 22:44:21,694 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.6122, top1-acc=78.69%, top5-acc=98.83%, remaining_time=0:00:12.421976, arrival_time=2021-04-14 22:44:34.116177, cost_time=0:00:31.054898 2021-04-14 22:44:23,893 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.71ms, fps=1164 images/s, loss=0.6121, top1-acc=78.71%, top5-acc=98.86%, remaining_time=0:00:10.198016, arrival_time=2021-04-14 22:44:34.091663, cost_time=0:00:33.254334 2021-04-14 22:44:26,099 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.6121, top1-acc=78.75%, top5-acc=98.85%, remaining_time=0:00:07.978428, arrival_time=2021-04-14 22:44:34.077412, cost_time=0:00:35.459615 2021-04-14 22:44:28,314 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.60ms, fps=1156 images/s, loss=0.6128, top1-acc=78.78%, top5-acc=98.86%, remaining_time=0:00:05.762094, arrival_time=2021-04-14 22:44:34.076733, cost_time=0:00:37.675288 2021-04-14 22:44:30,517 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.6114, top1-acc=78.83%, top5-acc=98.86%, remaining_time=0:00:03.544688, arrival_time=2021-04-14 22:44:34.061707, cost_time=0:00:39.877709 2021-04-14 22:44:32,721 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.6114, top1-acc=78.86%, top5-acc=98.88%, remaining_time=0:00:01.328910, arrival_time=2021-04-14 22:44:34.050482, cost_time=0:00:42.082199 2021-04-14 22:44:33,897 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.20ms, fps=1157 images/s, loss=0.6108, top1-acc=78.88%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:33.897626, cost_time=0:00:43.258320 2021-04-14 22:44:34,732 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.21ms, fps=3075 images/s, loss=0.6836, top1-acc=76.64%, top5-acc=98.98%, remaining_time=0:00:02.497440, arrival_time=2021-04-14 22:44:37.229480, cost_time=0:00:00.832485 2021-04-14 22:44:35,416 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.33ms, fps=3741 images/s, loss=0.6907, top1-acc=77.09%, top5-acc=98.65%, remaining_time=0:00:01.517200, arrival_time=2021-04-14 22:44:36.933943, cost_time=0:00:01.517198 2021-04-14 22:44:36,103 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.71ms, fps=3732 images/s, loss=0.6838, top1-acc=77.08%, top5-acc=98.79%, remaining_time=0:00:00.734520, arrival_time=2021-04-14 22:44:36.837659, cost_time=0:00:02.203565 2021-04-14 22:44:36,731 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.07ms, fps=3694 images/s, loss=0.6791, top1-acc=77.20%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:36.731493, cost_time=0:00:02.831991 2021-04-14 22:44:37,073 INFO : Epoch=0006 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:30:24.679016, arrival_time=2021-04-15 01:15:01.752199, cost_time=0:04:39.113787 2021-04-14 22:44:37,075 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 22:44:39,485 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.39ms, fps=1063 images/s, loss=0.5873, top1-acc=79.37%, top5-acc=99.06%, remaining_time=0:00:44.803680, arrival_time=2021-04-14 22:45:24.288591, cost_time=0:00:02.408800 2021-04-14 22:44:41,692 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=2.60ms, fps=1160 images/s, loss=0.5440, top1-acc=81.11%, top5-acc=99.12%, remaining_time=0:00:40.626432, arrival_time=2021-04-14 22:45:22.319269, cost_time=0:00:04.616650 2021-04-14 22:44:43,890 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.5542, top1-acc=80.78%, top5-acc=99.19%, remaining_time=0:00:37.703082, arrival_time=2021-04-14 22:45:21.593027, cost_time=0:00:06.813816 2021-04-14 22:44:46,101 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.5582, top1-acc=80.70%, top5-acc=99.11%, remaining_time=0:00:35.196720, arrival_time=2021-04-14 22:45:21.297734, cost_time=0:00:09.024813 2021-04-14 22:44:48,302 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.5591, top1-acc=80.56%, top5-acc=99.09%, remaining_time=0:00:32.781380, arrival_time=2021-04-14 22:45:21.084119, cost_time=0:00:11.226517 2021-04-14 22:44:50,502 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.5587, top1-acc=80.62%, top5-acc=99.13%, remaining_time=0:00:30.432856, arrival_time=2021-04-14 22:45:20.935201, cost_time=0:00:13.426232 2021-04-14 22:44:52,715 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.57ms, fps=1157 images/s, loss=0.5607, top1-acc=80.54%, top5-acc=99.14%, remaining_time=0:00:28.150920, arrival_time=2021-04-14 22:45:20.866516, cost_time=0:00:15.639378 2021-04-14 22:44:54,926 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.39ms, fps=1158 images/s, loss=0.5596, top1-acc=80.66%, top5-acc=99.12%, remaining_time=0:00:25.883428, arrival_time=2021-04-14 22:45:20.810259, cost_time=0:00:17.850636 2021-04-14 22:44:57,134 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.87ms, fps=1160 images/s, loss=0.5559, top1-acc=80.80%, top5-acc=99.14%, remaining_time=0:00:23.624008, arrival_time=2021-04-14 22:45:20.758196, cost_time=0:00:20.058075 2021-04-14 22:44:59,330 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.5542, top1-acc=80.97%, top5-acc=99.13%, remaining_time=0:00:21.363840, arrival_time=2021-04-14 22:45:20.694021, cost_time=0:00:22.254010 2021-04-14 22:45:01,531 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.5555, top1-acc=80.98%, top5-acc=99.13%, remaining_time=0:00:19.119950, arrival_time=2021-04-14 22:45:20.651841, cost_time=0:00:24.455793 2021-04-14 22:45:03,731 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=2.26ms, fps=1164 images/s, loss=0.5527, top1-acc=80.99%, top5-acc=99.15%, remaining_time=0:00:16.881728, arrival_time=2021-04-14 22:45:20.613273, cost_time=0:00:26.655410 2021-04-14 22:45:05,929 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.5536, top1-acc=80.92%, top5-acc=99.11%, remaining_time=0:00:14.648832, arrival_time=2021-04-14 22:45:20.578691, cost_time=0:00:28.853743 2021-04-14 22:45:08,128 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.5538, top1-acc=80.85%, top5-acc=99.10%, remaining_time=0:00:12.420856, arrival_time=2021-04-14 22:45:20.549161, cost_time=0:00:31.052089 2021-04-14 22:45:10,325 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.5556, top1-acc=80.77%, top5-acc=99.09%, remaining_time=0:00:10.196452, arrival_time=2021-04-14 22:45:20.521955, cost_time=0:00:33.249310 2021-04-14 22:45:12,517 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.5571, top1-acc=80.74%, top5-acc=99.08%, remaining_time=0:00:07.974396, arrival_time=2021-04-14 22:45:20.492297, cost_time=0:00:35.441829 2021-04-14 22:45:14,725 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.5572, top1-acc=80.77%, top5-acc=99.08%, remaining_time=0:00:05.758168, arrival_time=2021-04-14 22:45:20.483822, cost_time=0:00:37.649547 2021-04-14 22:45:16,928 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.5545, top1-acc=80.84%, top5-acc=99.08%, remaining_time=0:00:03.542400, arrival_time=2021-04-14 22:45:20.470564, cost_time=0:00:39.852052 2021-04-14 22:45:19,128 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.5548, top1-acc=80.84%, top5-acc=99.07%, remaining_time=0:00:01.327974, arrival_time=2021-04-14 22:45:20.456608, cost_time=0:00:42.052428 2021-04-14 22:45:20,310 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.30ms, fps=1152 images/s, loss=0.5564, top1-acc=80.79%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:20.310269, cost_time=0:00:43.234225 2021-04-14 22:45:21,133 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.95ms, fps=3121 images/s, loss=0.7508, top1-acc=75.59%, top5-acc=98.05%, remaining_time=0:00:02.461020, arrival_time=2021-04-14 22:45:23.594554, cost_time=0:00:00.820344 2021-04-14 22:45:21,823 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.46ms, fps=3712 images/s, loss=0.7368, top1-acc=75.31%, top5-acc=98.50%, remaining_time=0:00:01.510480, arrival_time=2021-04-14 22:45:23.334098, cost_time=0:00:01.510486 2021-04-14 22:45:22,514 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.37ms, fps=3707 images/s, loss=0.7460, top1-acc=74.58%, top5-acc=98.49%, remaining_time=0:00:00.733810, arrival_time=2021-04-14 22:45:23.248425, cost_time=0:00:02.201425 2021-04-14 22:45:23,143 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.7389, top1-acc=74.74%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:23.143435, cost_time=0:00:02.830342 2021-04-14 22:45:23,305 INFO : Epoch=0007 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:29:30.255351, arrival_time=2021-04-15 01:14:53.560789, cost_time=0:05:25.346052 2021-04-14 22:45:23,307 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 22:45:25,709 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.39ms, fps=1066 images/s, loss=0.5347, top1-acc=80.78%, top5-acc=99.41%, remaining_time=0:00:44.681478, arrival_time=2021-04-14 22:46:10.391148, cost_time=0:00:02.402230 2021-04-14 22:45:27,916 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.79ms, fps=1160 images/s, loss=0.5222, top1-acc=81.76%, top5-acc=99.24%, remaining_time=0:00:40.561664, arrival_time=2021-04-14 22:46:08.478380, cost_time=0:00:04.609270 2021-04-14 22:45:30,133 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.44ms, fps=1155 images/s, loss=0.5278, top1-acc=81.69%, top5-acc=99.28%, remaining_time=0:00:37.769150, arrival_time=2021-04-14 22:46:07.902354, cost_time=0:00:06.825753 2021-04-14 22:45:32,329 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.74ms, fps=1166 images/s, loss=0.5302, top1-acc=81.50%, top5-acc=99.27%, remaining_time=0:00:35.186268, arrival_time=2021-04-14 22:46:07.515832, cost_time=0:00:09.022112 2021-04-14 22:45:34,540 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.38ms, fps=1158 images/s, loss=0.5300, top1-acc=81.66%, top5-acc=99.25%, remaining_time=0:00:32.799776, arrival_time=2021-04-14 22:46:07.340025, cost_time=0:00:11.232808 2021-04-14 22:45:36,737 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=2.02ms, fps=1165 images/s, loss=0.5284, top1-acc=81.80%, top5-acc=99.23%, remaining_time=0:00:30.442376, arrival_time=2021-04-14 22:46:07.180281, cost_time=0:00:13.430455 2021-04-14 22:45:38,952 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.76ms, fps=1156 images/s, loss=0.5269, top1-acc=81.87%, top5-acc=99.18%, remaining_time=0:00:28.160496, arrival_time=2021-04-14 22:46:07.112662, cost_time=0:00:15.644709 2021-04-14 22:45:41,171 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.71ms, fps=1154 images/s, loss=0.5255, top1-acc=81.78%, top5-acc=99.19%, remaining_time=0:00:25.902800, arrival_time=2021-04-14 22:46:07.074263, cost_time=0:00:17.864013 2021-04-14 22:45:43,372 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.74ms, fps=1163 images/s, loss=0.5272, top1-acc=81.69%, top5-acc=99.16%, remaining_time=0:00:23.632064, arrival_time=2021-04-14 22:46:07.004450, cost_time=0:00:20.064949 2021-04-14 22:45:45,576 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.92ms, fps=1162 images/s, loss=0.5267, top1-acc=81.77%, top5-acc=99.14%, remaining_time=0:00:21.377952, arrival_time=2021-04-14 22:46:06.954121, cost_time=0:00:22.268724 2021-04-14 22:45:47,777 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.5275, top1-acc=81.69%, top5-acc=99.15%, remaining_time=0:00:19.131302, arrival_time=2021-04-14 22:46:06.909113, cost_time=0:00:24.470316 2021-04-14 22:45:49,974 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.5278, top1-acc=81.75%, top5-acc=99.17%, remaining_time=0:00:16.889024, arrival_time=2021-04-14 22:46:06.863293, cost_time=0:00:26.666824 2021-04-14 22:45:52,174 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.5289, top1-acc=81.74%, top5-acc=99.15%, remaining_time=0:00:14.655630, arrival_time=2021-04-14 22:46:06.830365, cost_time=0:00:28.867207 2021-04-14 22:45:54,372 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.88ms, fps=1165 images/s, loss=0.5264, top1-acc=81.79%, top5-acc=99.17%, remaining_time=0:00:12.426064, arrival_time=2021-04-14 22:46:06.798640, cost_time=0:00:31.065115 2021-04-14 22:45:56,569 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.5267, top1-acc=81.79%, top5-acc=99.17%, remaining_time=0:00:10.200270, arrival_time=2021-04-14 22:46:06.769438, cost_time=0:00:33.261780 2021-04-14 22:45:58,761 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.5283, top1-acc=81.73%, top5-acc=99.17%, remaining_time=0:00:07.977240, arrival_time=2021-04-14 22:46:06.738945, cost_time=0:00:35.454334 2021-04-14 22:46:00,957 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.5277, top1-acc=81.74%, top5-acc=99.18%, remaining_time=0:00:05.758246, arrival_time=2021-04-14 22:46:06.715712, cost_time=0:00:37.650061 2021-04-14 22:46:03,155 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.5272, top1-acc=81.74%, top5-acc=99.19%, remaining_time=0:00:03.542032, arrival_time=2021-04-14 22:46:06.697491, cost_time=0:00:39.847889 2021-04-14 22:46:05,353 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.18ms, fps=1165 images/s, loss=0.5261, top1-acc=81.76%, top5-acc=99.18%, remaining_time=0:00:01.327770, arrival_time=2021-04-14 22:46:06.681267, cost_time=0:00:42.046125 2021-04-14 22:46:06,532 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.22ms, fps=1154 images/s, loss=0.5267, top1-acc=81.75%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:06.532432, cost_time=0:00:43.224898 2021-04-14 22:46:07,362 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.60ms, fps=3091 images/s, loss=0.6772, top1-acc=75.35%, top5-acc=98.87%, remaining_time=0:00:02.484450, arrival_time=2021-04-14 22:46:09.847170, cost_time=0:00:00.828148 2021-04-14 22:46:08,058 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=2.04ms, fps=3683 images/s, loss=0.6901, top1-acc=75.39%, top5-acc=98.65%, remaining_time=0:00:01.523860, arrival_time=2021-04-14 22:46:09.582246, cost_time=0:00:01.523860 2021-04-14 22:46:08,749 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.33ms, fps=3706 images/s, loss=0.6817, top1-acc=76.08%, top5-acc=98.55%, remaining_time=0:00:00.738380, arrival_time=2021-04-14 22:46:09.488074, cost_time=0:00:02.215134 2021-04-14 22:46:09,378 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.6812, top1-acc=76.19%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:09.378536, cost_time=0:00:02.844103 2021-04-14 22:46:09,495 INFO : Epoch=0008 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:28:36.868992, arrival_time=2021-04-15 01:14:46.364561, cost_time=0:06:11.536209 2021-04-14 22:46:09,496 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 22:46:11,892 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.78ms, fps=1069 images/s, loss=0.5146, top1-acc=81.76%, top5-acc=99.22%, remaining_time=0:00:44.546628, arrival_time=2021-04-14 22:46:56.438715, cost_time=0:00:02.394976 2021-04-14 22:46:14,107 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.94ms, fps=1156 images/s, loss=0.5112, top1-acc=81.99%, top5-acc=99.28%, remaining_time=0:00:40.565184, arrival_time=2021-04-14 22:46:54.672137, cost_time=0:00:04.609678 2021-04-14 22:46:16,324 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.57ms, fps=1155 images/s, loss=0.5109, top1-acc=81.98%, top5-acc=99.18%, remaining_time=0:00:37.775624, arrival_time=2021-04-14 22:46:54.099721, cost_time=0:00:06.826927 2021-04-14 22:46:18,517 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.5119, top1-acc=82.03%, top5-acc=99.19%, remaining_time=0:00:35.179248, arrival_time=2021-04-14 22:46:53.696684, cost_time=0:00:09.020316 2021-04-14 22:46:20,712 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.90ms, fps=1167 images/s, loss=0.5025, top1-acc=82.31%, top5-acc=99.20%, remaining_time=0:00:32.749114, arrival_time=2021-04-14 22:46:53.461692, cost_time=0:00:11.215473 2021-04-14 22:46:22,909 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.5076, top1-acc=82.11%, top5-acc=99.19%, remaining_time=0:00:30.400624, arrival_time=2021-04-14 22:46:53.309678, cost_time=0:00:13.412011 2021-04-14 22:46:25,117 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.5096, top1-acc=82.14%, top5-acc=99.19%, remaining_time=0:00:28.115766, arrival_time=2021-04-14 22:46:53.232761, cost_time=0:00:15.619896 2021-04-14 22:46:27,318 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.5072, top1-acc=82.18%, top5-acc=99.22%, remaining_time=0:00:25.841088, arrival_time=2021-04-14 22:46:53.159797, cost_time=0:00:17.821436 2021-04-14 22:46:29,519 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.5035, top1-acc=82.33%, top5-acc=99.24%, remaining_time=0:00:23.582456, arrival_time=2021-04-14 22:46:53.102375, cost_time=0:00:20.022880 2021-04-14 22:46:31,721 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=2.06ms, fps=1163 images/s, loss=0.5036, top1-acc=82.35%, top5-acc=99.22%, remaining_time=0:00:21.335424, arrival_time=2021-04-14 22:46:53.056953, cost_time=0:00:22.224424 2021-04-14 22:46:33,915 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.5030, top1-acc=82.42%, top5-acc=99.21%, remaining_time=0:00:19.090882, arrival_time=2021-04-14 22:46:53.006536, cost_time=0:00:24.418609 2021-04-14 22:46:36,107 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.5001, top1-acc=82.61%, top5-acc=99.21%, remaining_time=0:00:16.853000, arrival_time=2021-04-14 22:46:52.959975, cost_time=0:00:26.609948 2021-04-14 22:46:38,307 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.83ms, fps=1164 images/s, loss=0.4978, top1-acc=82.72%, top5-acc=99.21%, remaining_time=0:00:14.626788, arrival_time=2021-04-14 22:46:52.934179, cost_time=0:00:28.810283 2021-04-14 22:46:40,526 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=2.12ms, fps=1154 images/s, loss=0.4968, top1-acc=82.81%, top5-acc=99.20%, remaining_time=0:00:12.411560, arrival_time=2021-04-14 22:46:52.937546, cost_time=0:00:31.028949 2021-04-14 22:46:42,727 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=2.12ms, fps=1163 images/s, loss=0.4963, top1-acc=82.88%, top5-acc=99.20%, remaining_time=0:00:10.190518, arrival_time=2021-04-14 22:46:52.917620, cost_time=0:00:33.230005 2021-04-14 22:46:44,920 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.4977, top1-acc=82.86%, top5-acc=99.20%, remaining_time=0:00:07.970256, arrival_time=2021-04-14 22:46:52.890600, cost_time=0:00:35.423299 2021-04-14 22:46:47,113 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.49ms, fps=1167 images/s, loss=0.4980, top1-acc=82.86%, top5-acc=99.20%, remaining_time=0:00:05.753124, arrival_time=2021-04-14 22:46:52.866709, cost_time=0:00:37.616557 2021-04-14 22:46:49,319 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.4994, top1-acc=82.77%, top5-acc=99.19%, remaining_time=0:00:03.539776, arrival_time=2021-04-14 22:46:52.859270, cost_time=0:00:39.822420 2021-04-14 22:46:51,520 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.4993, top1-acc=82.77%, top5-acc=99.20%, remaining_time=0:00:01.327050, arrival_time=2021-04-14 22:46:52.847373, cost_time=0:00:42.023212 2021-04-14 22:46:52,700 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.33ms, fps=1153 images/s, loss=0.5004, top1-acc=82.74%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:52.700070, cost_time=0:00:43.203041 2021-04-14 22:46:53,524 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=4.30ms, fps=3113 images/s, loss=0.6849, top1-acc=76.25%, top5-acc=98.95%, remaining_time=0:00:02.466900, arrival_time=2021-04-14 22:46:55.991130, cost_time=0:00:00.822300 2021-04-14 22:46:54,209 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.35ms, fps=3738 images/s, loss=0.6876, top1-acc=76.41%, top5-acc=98.65%, remaining_time=0:00:01.507440, arrival_time=2021-04-14 22:46:55.716812, cost_time=0:00:01.507448 2021-04-14 22:46:54,895 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.41ms, fps=3735 images/s, loss=0.6836, top1-acc=76.41%, top5-acc=98.78%, remaining_time=0:00:00.731060, arrival_time=2021-04-14 22:46:55.626154, cost_time=0:00:02.193175 2021-04-14 22:46:55,524 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.07ms, fps=3688 images/s, loss=0.6854, top1-acc=76.56%, top5-acc=98.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:55.524488, cost_time=0:00:02.822587 2021-04-14 22:46:55,632 INFO : Epoch=0009 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:27:43.940988, arrival_time=2021-04-15 01:14:39.572961, cost_time=0:06:57.672615 2021-04-14 22:46:55,633 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 22:46:58,001 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.67ms, fps=1081 images/s, loss=0.4752, top1-acc=83.98%, top5-acc=99.34%, remaining_time=0:00:44.041824, arrival_time=2021-04-14 22:47:42.043078, cost_time=0:00:02.367838 2021-04-14 22:47:00,198 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.4670, top1-acc=84.22%, top5-acc=99.26%, remaining_time=0:00:40.167424, arrival_time=2021-04-14 22:47:40.365401, cost_time=0:00:04.564480 2021-04-14 22:47:02,406 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.4616, top1-acc=84.43%, top5-acc=99.31%, remaining_time=0:00:37.478982, arrival_time=2021-04-14 22:47:39.885653, cost_time=0:00:06.773306 2021-04-14 22:47:04,605 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.4610, top1-acc=84.38%, top5-acc=99.37%, remaining_time=0:00:34.991424, arrival_time=2021-04-14 22:47:39.596937, cost_time=0:00:08.972169 2021-04-14 22:47:06,807 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.71ms, fps=1163 images/s, loss=0.4666, top1-acc=84.12%, top5-acc=99.34%, remaining_time=0:00:32.629540, arrival_time=2021-04-14 22:47:39.437445, cost_time=0:00:11.174485 2021-04-14 22:47:09,011 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.83ms, fps=1162 images/s, loss=0.4656, top1-acc=84.07%, top5-acc=99.34%, remaining_time=0:00:30.324056, arrival_time=2021-04-14 22:47:39.335756, cost_time=0:00:13.378272 2021-04-14 22:47:11,228 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.68ms, fps=1155 images/s, loss=0.4649, top1-acc=84.10%, top5-acc=99.34%, remaining_time=0:00:28.070532, arrival_time=2021-04-14 22:47:39.298690, cost_time=0:00:15.594735 2021-04-14 22:47:13,426 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.74ms, fps=1165 images/s, loss=0.4707, top1-acc=83.93%, top5-acc=99.35%, remaining_time=0:00:25.799444, arrival_time=2021-04-14 22:47:39.225664, cost_time=0:00:17.792745 2021-04-14 22:47:15,629 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.4721, top1-acc=83.86%, top5-acc=99.32%, remaining_time=0:00:23.550762, arrival_time=2021-04-14 22:47:39.180159, cost_time=0:00:19.995891 2021-04-14 22:47:17,838 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=0.4765, top1-acc=83.76%, top5-acc=99.31%, remaining_time=0:00:21.316608, arrival_time=2021-04-14 22:47:39.154803, cost_time=0:00:22.204775 2021-04-14 22:47:20,038 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.4767, top1-acc=83.68%, top5-acc=99.30%, remaining_time=0:00:19.080218, arrival_time=2021-04-14 22:47:39.118555, cost_time=0:00:24.404924 2021-04-14 22:47:22,235 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.4746, top1-acc=83.70%, top5-acc=99.33%, remaining_time=0:00:16.848136, arrival_time=2021-04-14 22:47:39.083839, cost_time=0:00:26.602282 2021-04-14 22:47:24,438 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.86ms, fps=1162 images/s, loss=0.4741, top1-acc=83.69%, top5-acc=99.31%, remaining_time=0:00:14.624148, arrival_time=2021-04-14 22:47:39.062720, cost_time=0:00:28.805148 2021-04-14 22:47:26,636 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.74ms, fps=1165 images/s, loss=0.4738, top1-acc=83.71%, top5-acc=99.32%, remaining_time=0:00:12.401088, arrival_time=2021-04-14 22:47:39.037156, cost_time=0:00:31.002654 2021-04-14 22:47:28,832 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.4728, top1-acc=83.77%, top5-acc=99.31%, remaining_time=0:00:10.181134, arrival_time=2021-04-14 22:47:39.013837, cost_time=0:00:33.199342 2021-04-14 22:47:31,037 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.4726, top1-acc=83.73%, top5-acc=99.32%, remaining_time=0:00:07.965900, arrival_time=2021-04-14 22:47:39.003239, cost_time=0:00:35.403937 2021-04-14 22:47:33,233 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.52ms, fps=1168 images/s, loss=0.4721, top1-acc=83.72%, top5-acc=99.34%, remaining_time=0:00:05.750602, arrival_time=2021-04-14 22:47:38.984029, cost_time=0:00:37.600042 2021-04-14 22:47:35,434 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.4716, top1-acc=83.74%, top5-acc=99.35%, remaining_time=0:00:03.537888, arrival_time=2021-04-14 22:47:38.972495, cost_time=0:00:39.801183 2021-04-14 22:47:37,629 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.4730, top1-acc=83.70%, top5-acc=99.33%, remaining_time=0:00:01.326186, arrival_time=2021-04-14 22:47:38.955370, cost_time=0:00:41.995839 2021-04-14 22:47:38,806 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.21ms, fps=1156 images/s, loss=0.4730, top1-acc=83.71%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:38.806534, cost_time=0:00:43.173191 2021-04-14 22:47:39,623 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=4.55ms, fps=3142 images/s, loss=0.6563, top1-acc=77.54%, top5-acc=98.67%, remaining_time=0:00:02.444370, arrival_time=2021-04-14 22:47:42.067664, cost_time=0:00:00.814794 2021-04-14 22:47:40,310 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.95ms, fps=3729 images/s, loss=0.6615, top1-acc=76.97%, top5-acc=98.67%, remaining_time=0:00:01.501820, arrival_time=2021-04-14 22:47:41.812087, cost_time=0:00:01.501824 2021-04-14 22:47:40,999 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.79ms, fps=3716 images/s, loss=0.6442, top1-acc=77.42%, top5-acc=98.74%, remaining_time=0:00:00.730370, arrival_time=2021-04-14 22:47:41.729953, cost_time=0:00:02.191112 2021-04-14 22:47:41,629 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=3687 images/s, loss=0.6553, top1-acc=77.14%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:41.629186, cost_time=0:00:02.820791 2021-04-14 22:47:41,807 INFO : Epoch=0010 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:26:53.108010, arrival_time=2021-04-15 01:14:34.915168, cost_time=0:07:43.847794 2021-04-14 22:47:41,808 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 22:47:44,197 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.59ms, fps=1072 images/s, loss=0.4585, top1-acc=83.67%, top5-acc=99.65%, remaining_time=0:00:44.426286, arrival_time=2021-04-14 22:48:28.623479, cost_time=0:00:02.388507 2021-04-14 22:47:46,400 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=2.18ms, fps=1162 images/s, loss=0.4534, top1-acc=84.12%, top5-acc=99.53%, remaining_time=0:00:40.407488, arrival_time=2021-04-14 22:48:26.808024, cost_time=0:00:04.591768 2021-04-14 22:47:48,605 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.03ms, fps=1161 images/s, loss=0.4473, top1-acc=84.45%, top5-acc=99.52%, remaining_time=0:00:37.609790, arrival_time=2021-04-14 22:48:26.215501, cost_time=0:00:06.796962 2021-04-14 22:47:50,799 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.4639, top1-acc=83.91%, top5-acc=99.45%, remaining_time=0:00:35.065212, arrival_time=2021-04-14 22:48:25.864987, cost_time=0:00:08.991078 2021-04-14 22:47:53,001 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.4643, top1-acc=83.91%, top5-acc=99.41%, remaining_time=0:00:32.682976, arrival_time=2021-04-14 22:48:25.684539, cost_time=0:00:11.192787 2021-04-14 22:47:55,193 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.4585, top1-acc=84.17%, top5-acc=99.41%, remaining_time=0:00:30.339832, arrival_time=2021-04-14 22:48:25.533678, cost_time=0:00:13.385216 2021-04-14 22:47:57,410 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=0.4534, top1-acc=84.32%, top5-acc=99.43%, remaining_time=0:00:28.083636, arrival_time=2021-04-14 22:48:25.494468, cost_time=0:00:15.602021 2021-04-14 22:47:59,611 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.4537, top1-acc=84.32%, top5-acc=99.43%, remaining_time=0:00:25.813712, arrival_time=2021-04-14 22:48:25.425032, cost_time=0:00:17.802571 2021-04-14 22:48:01,816 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=2.14ms, fps=1161 images/s, loss=0.4521, top1-acc=84.36%, top5-acc=99.45%, remaining_time=0:00:23.564542, arrival_time=2021-04-14 22:48:25.380834, cost_time=0:00:20.007602 2021-04-14 22:48:04,021 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.66ms, fps=1161 images/s, loss=0.4573, top1-acc=84.11%, top5-acc=99.44%, remaining_time=0:00:21.323808, arrival_time=2021-04-14 22:48:25.344887, cost_time=0:00:22.212335 2021-04-14 22:48:06,222 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.4561, top1-acc=84.16%, top5-acc=99.43%, remaining_time=0:00:19.087270, arrival_time=2021-04-14 22:48:25.309904, cost_time=0:00:24.413941 2021-04-14 22:48:08,420 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.4587, top1-acc=84.11%, top5-acc=99.41%, remaining_time=0:00:16.854216, arrival_time=2021-04-14 22:48:25.274860, cost_time=0:00:26.611938 2021-04-14 22:48:10,619 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.4575, top1-acc=84.15%, top5-acc=99.41%, remaining_time=0:00:14.627052, arrival_time=2021-04-14 22:48:25.246635, cost_time=0:00:28.810881 2021-04-14 22:48:12,821 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.4562, top1-acc=84.25%, top5-acc=99.41%, remaining_time=0:00:12.404952, arrival_time=2021-04-14 22:48:25.226016, cost_time=0:00:31.012357 2021-04-14 22:48:15,020 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.4544, top1-acc=84.31%, top5-acc=99.41%, remaining_time=0:00:10.184814, arrival_time=2021-04-14 22:48:25.204950, cost_time=0:00:33.211414 2021-04-14 22:48:17,221 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.4546, top1-acc=84.32%, top5-acc=99.41%, remaining_time=0:00:07.967916, arrival_time=2021-04-14 22:48:25.189501, cost_time=0:00:35.412959 2021-04-14 22:48:19,416 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.4550, top1-acc=84.30%, top5-acc=99.41%, remaining_time=0:00:05.751694, arrival_time=2021-04-14 22:48:25.167609, cost_time=0:00:37.607217 2021-04-14 22:48:21,620 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.33ms, fps=1162 images/s, loss=0.4564, top1-acc=84.28%, top5-acc=99.41%, remaining_time=0:00:03.538816, arrival_time=2021-04-14 22:48:25.159128, cost_time=0:00:39.811687 2021-04-14 22:48:23,818 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.25ms, fps=1165 images/s, loss=0.4580, top1-acc=84.20%, top5-acc=99.41%, remaining_time=0:00:01.326624, arrival_time=2021-04-14 22:48:25.145085, cost_time=0:00:42.009725 2021-04-14 22:48:24,995 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.24ms, fps=1156 images/s, loss=0.4578, top1-acc=84.21%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:24.995592, cost_time=0:00:43.186961 2021-04-14 22:48:25,866 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.16ms, fps=2947 images/s, loss=0.7640, top1-acc=73.16%, top5-acc=98.67%, remaining_time=0:00:02.605830, arrival_time=2021-04-14 22:48:28.472042, cost_time=0:00:00.868613 2021-04-14 22:48:26,557 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.34ms, fps=3707 images/s, loss=0.7584, top1-acc=74.02%, top5-acc=98.57%, remaining_time=0:00:01.559760, arrival_time=2021-04-14 22:48:28.117051, cost_time=0:00:01.559754 2021-04-14 22:48:27,245 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.71ms, fps=3721 images/s, loss=0.7626, top1-acc=74.34%, top5-acc=98.46%, remaining_time=0:00:00.749330, arrival_time=2021-04-14 22:48:27.994911, cost_time=0:00:02.247997 2021-04-14 22:48:27,876 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.10ms, fps=3680 images/s, loss=0.7705, top1-acc=74.00%, top5-acc=98.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:27.876484, cost_time=0:00:02.878966 2021-04-14 22:48:28,044 INFO : Epoch=0011 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:26:04.194600, arrival_time=2021-04-15 01:14:32.239367, cost_time=0:08:30.085399 2021-04-14 22:48:28,046 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 22:48:30,470 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.75ms, fps=1056 images/s, loss=0.4167, top1-acc=85.74%, top5-acc=99.49%, remaining_time=0:00:45.083982, arrival_time=2021-04-14 22:49:15.554116, cost_time=0:00:02.423867 2021-04-14 22:48:32,678 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.4048, top1-acc=86.50%, top5-acc=99.51%, remaining_time=0:00:40.760016, arrival_time=2021-04-14 22:49:13.438189, cost_time=0:00:04.631825 2021-04-14 22:48:34,878 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.4168, top1-acc=86.05%, top5-acc=99.44%, remaining_time=0:00:37.805504, arrival_time=2021-04-14 22:49:12.684076, cost_time=0:00:06.832314 2021-04-14 22:48:37,076 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.4204, top1-acc=85.68%, top5-acc=99.51%, remaining_time=0:00:35.217624, arrival_time=2021-04-14 22:49:12.294146, cost_time=0:00:09.030143 2021-04-14 22:48:39,271 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.4294, top1-acc=85.27%, top5-acc=99.48%, remaining_time=0:00:32.777000, arrival_time=2021-04-14 22:49:12.048198, cost_time=0:00:11.225004 2021-04-14 22:48:41,476 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.4295, top1-acc=85.33%, top5-acc=99.47%, remaining_time=0:00:30.441288, arrival_time=2021-04-14 22:49:11.917521, cost_time=0:00:13.429978 2021-04-14 22:48:43,688 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.73ms, fps=1157 images/s, loss=0.4317, top1-acc=85.22%, top5-acc=99.44%, remaining_time=0:00:28.156086, arrival_time=2021-04-14 22:49:11.844700, cost_time=0:00:15.642284 2021-04-14 22:48:45,904 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.96ms, fps=1156 images/s, loss=0.4323, top1-acc=85.28%, top5-acc=99.42%, remaining_time=0:00:25.893520, arrival_time=2021-04-14 22:49:11.797539, cost_time=0:00:17.857584 2021-04-14 22:48:48,118 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.96ms, fps=1156 images/s, loss=0.4322, top1-acc=85.25%, top5-acc=99.44%, remaining_time=0:00:23.640862, arrival_time=2021-04-14 22:49:11.759529, cost_time=0:00:20.072397 2021-04-14 22:48:50,316 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.4346, top1-acc=85.18%, top5-acc=99.44%, remaining_time=0:00:21.379008, arrival_time=2021-04-14 22:49:11.695077, cost_time=0:00:22.269815 2021-04-14 22:48:52,521 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=2.73ms, fps=1161 images/s, loss=0.4352, top1-acc=85.17%, top5-acc=99.45%, remaining_time=0:00:19.134914, arrival_time=2021-04-14 22:49:11.656159, cost_time=0:00:24.474920 2021-04-14 22:48:54,744 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=2.00ms, fps=1152 images/s, loss=0.4363, top1-acc=85.13%, top5-acc=99.45%, remaining_time=0:00:16.908708, arrival_time=2021-04-14 22:49:11.652905, cost_time=0:00:26.697939 2021-04-14 22:48:56,945 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.4361, top1-acc=85.10%, top5-acc=99.43%, remaining_time=0:00:14.671998, arrival_time=2021-04-14 22:49:11.617720, cost_time=0:00:28.899376 2021-04-14 22:48:59,143 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.89ms, fps=1165 images/s, loss=0.4380, top1-acc=84.98%, top5-acc=99.41%, remaining_time=0:00:12.439000, arrival_time=2021-04-14 22:49:11.582665, cost_time=0:00:31.097465 2021-04-14 22:49:01,349 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.68ms, fps=1161 images/s, loss=0.4404, top1-acc=84.83%, top5-acc=99.41%, remaining_time=0:00:10.213058, arrival_time=2021-04-14 22:49:11.562778, cost_time=0:00:33.303405 2021-04-14 22:49:03,557 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=6.39ms, fps=1160 images/s, loss=0.4407, top1-acc=84.77%, top5-acc=99.41%, remaining_time=0:00:07.989948, arrival_time=2021-04-14 22:49:11.547111, cost_time=0:00:35.510881 2021-04-14 22:49:05,755 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.63ms, fps=1165 images/s, loss=0.4420, top1-acc=84.74%, top5-acc=99.41%, remaining_time=0:00:05.767346, arrival_time=2021-04-14 22:49:11.523151, cost_time=0:00:37.709613 2021-04-14 22:49:07,959 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.81ms, fps=1162 images/s, loss=0.4409, top1-acc=84.82%, top5-acc=99.41%, remaining_time=0:00:03.547792, arrival_time=2021-04-14 22:49:11.506729, cost_time=0:00:39.912700 2021-04-14 22:49:10,155 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.4415, top1-acc=84.80%, top5-acc=99.40%, remaining_time=0:00:01.329762, arrival_time=2021-04-14 22:49:11.485012, cost_time=0:00:42.109056 2021-04-14 22:49:11,339 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.22ms, fps=1149 images/s, loss=0.4435, top1-acc=84.76%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:11.339321, cost_time=0:00:43.293139 2021-04-14 22:49:12,210 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.20ms, fps=2945 images/s, loss=0.8076, top1-acc=73.98%, top5-acc=97.62%, remaining_time=0:00:02.607900, arrival_time=2021-04-14 22:49:14.818489, cost_time=0:00:00.869298 2021-04-14 22:49:12,903 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.98ms, fps=3699 images/s, loss=0.8240, top1-acc=73.71%, top5-acc=97.58%, remaining_time=0:00:01.561920, arrival_time=2021-04-14 22:49:14.465150, cost_time=0:00:01.561918 2021-04-14 22:49:13,591 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.72ms, fps=3721 images/s, loss=0.8118, top1-acc=73.75%, top5-acc=97.62%, remaining_time=0:00:00.750110, arrival_time=2021-04-14 22:49:14.341774, cost_time=0:00:02.250342 2021-04-14 22:49:14,228 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.09ms, fps=3644 images/s, loss=0.7980, top1-acc=73.82%, top5-acc=97.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:14.228914, cost_time=0:00:02.887704 2021-04-14 22:49:14,383 INFO : Epoch=0012 complete, best val top1-acc=77.20%, top5-acc=98.76% (epoch=6), remaining_time=2:25:17.304884, arrival_time=2021-04-15 01:14:31.687981, cost_time=0:09:16.423715 2021-04-14 22:49:14,384 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 22:49:16,759 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.40ms, fps=1078 images/s, loss=0.4432, top1-acc=84.53%, top5-acc=99.57%, remaining_time=0:00:44.158446, arrival_time=2021-04-14 22:50:00.917645, cost_time=0:00:02.374110 2021-04-14 22:49:18,965 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.4374, top1-acc=84.86%, top5-acc=99.59%, remaining_time=0:00:40.311216, arrival_time=2021-04-14 22:49:59.277035, cost_time=0:00:04.580815 2021-04-14 22:49:21,160 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.4243, top1-acc=85.43%, top5-acc=99.61%, remaining_time=0:00:37.493258, arrival_time=2021-04-14 22:49:58.654147, cost_time=0:00:06.775886 2021-04-14 22:49:23,361 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.4198, top1-acc=85.57%, top5-acc=99.60%, remaining_time=0:00:35.006556, arrival_time=2021-04-14 22:49:58.367611, cost_time=0:00:08.976053 2021-04-14 22:49:25,559 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.4207, top1-acc=85.34%, top5-acc=99.64%, remaining_time=0:00:32.628372, arrival_time=2021-04-14 22:49:58.187447, cost_time=0:00:11.174075 2021-04-14 22:49:27,762 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.4217, top1-acc=85.36%, top5-acc=99.60%, remaining_time=0:00:30.323240, arrival_time=2021-04-14 22:49:58.086133, cost_time=0:00:13.377890 2021-04-14 22:49:29,966 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.4227, top1-acc=85.38%, top5-acc=99.55%, remaining_time=0:00:28.047222, arrival_time=2021-04-14 22:49:58.014087, cost_time=0:00:15.581793 2021-04-14 22:49:32,174 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.35ms, fps=1160 images/s, loss=0.4217, top1-acc=85.49%, top5-acc=99.53%, remaining_time=0:00:25.794572, arrival_time=2021-04-14 22:49:57.968957, cost_time=0:00:17.789372 2021-04-14 22:49:34,386 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.41ms, fps=1158 images/s, loss=0.4228, top1-acc=85.51%, top5-acc=99.51%, remaining_time=0:00:23.557334, arrival_time=2021-04-14 22:49:57.943875, cost_time=0:00:20.001536 2021-04-14 22:49:36,590 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=2.07ms, fps=1162 images/s, loss=0.4265, top1-acc=85.37%, top5-acc=99.47%, remaining_time=0:00:21.317376, arrival_time=2021-04-14 22:49:57.907977, cost_time=0:00:22.205585 2021-04-14 22:49:38,788 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=2.07ms, fps=1165 images/s, loss=0.4260, top1-acc=85.41%, top5-acc=99.47%, remaining_time=0:00:19.078756, arrival_time=2021-04-14 22:49:57.866906, cost_time=0:00:24.403104 2021-04-14 22:49:40,989 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.4264, top1-acc=85.41%, top5-acc=99.48%, remaining_time=0:00:16.849124, arrival_time=2021-04-14 22:49:57.838043, cost_time=0:00:26.603854 2021-04-14 22:49:43,188 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.4256, top1-acc=85.41%, top5-acc=99.46%, remaining_time=0:00:14.623158, arrival_time=2021-04-14 22:49:57.811290, cost_time=0:00:28.803160 2021-04-14 22:49:45,391 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.4267, top1-acc=85.35%, top5-acc=99.46%, remaining_time=0:00:12.402488, arrival_time=2021-04-14 22:49:57.793774, cost_time=0:00:31.006287 2021-04-14 22:49:47,584 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.57ms, fps=1168 images/s, loss=0.4271, top1-acc=85.33%, top5-acc=99.44%, remaining_time=0:00:10.181042, arrival_time=2021-04-14 22:49:57.765244, cost_time=0:00:33.199091 2021-04-14 22:49:49,777 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.4288, top1-acc=85.30%, top5-acc=99.43%, remaining_time=0:00:07.963308, arrival_time=2021-04-14 22:49:57.740712, cost_time=0:00:35.392461 2021-04-14 22:49:51,980 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.81ms, fps=1162 images/s, loss=0.4293, top1-acc=85.26%, top5-acc=99.44%, remaining_time=0:00:05.749848, arrival_time=2021-04-14 22:49:57.730075, cost_time=0:00:37.595236 2021-04-14 22:49:54,180 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=2.10ms, fps=1164 images/s, loss=0.4321, top1-acc=85.15%, top5-acc=99.42%, remaining_time=0:00:03.537424, arrival_time=2021-04-14 22:49:57.718305, cost_time=0:00:39.795939 2021-04-14 22:49:56,385 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.95ms, fps=1161 images/s, loss=0.4300, top1-acc=85.22%, top5-acc=99.43%, remaining_time=0:00:01.326348, arrival_time=2021-04-14 22:49:57.712252, cost_time=0:00:42.000949 2021-04-14 22:49:57,567 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.55ms, fps=1152 images/s, loss=0.4297, top1-acc=85.22%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:57.567444, cost_time=0:00:43.182386 2021-04-14 22:49:58,393 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=2.29ms, fps=3109 images/s, loss=0.6009, top1-acc=79.34%, top5-acc=98.71%, remaining_time=0:00:02.469870, arrival_time=2021-04-14 22:50:00.863688, cost_time=0:00:00.823291 2021-04-14 22:49:59,084 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.57ms, fps=3711 images/s, loss=0.5941, top1-acc=79.71%, top5-acc=98.83%, remaining_time=0:00:01.513600, arrival_time=2021-04-14 22:50:00.597864, cost_time=0:00:01.513604 2021-04-14 22:49:59,775 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=2.13ms, fps=3705 images/s, loss=0.5961, top1-acc=79.61%, top5-acc=98.76%, remaining_time=0:00:00.735110, arrival_time=2021-04-14 22:50:00.510975, cost_time=0:00:02.205341 2021-04-14 22:50:00,409 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=3667 images/s, loss=0.5845, top1-acc=79.54%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:00.408974, cost_time=0:00:02.838535 2021-04-14 22:50:00,725 INFO : Epoch=0013 complete, best val top1-acc=79.54%, top5-acc=98.78% (epoch=13), remaining_time=2:24:30.559997, arrival_time=2021-04-15 01:14:31.285578, cost_time=0:10:02.766201 2021-04-14 22:50:00,727 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 22:50:03,106 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.40ms, fps=1076 images/s, loss=0.3984, top1-acc=85.70%, top5-acc=99.49%, remaining_time=0:00:44.245866, arrival_time=2021-04-14 22:50:47.352338, cost_time=0:00:02.378812 2021-04-14 22:50:05,303 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.3979, top1-acc=85.68%, top5-acc=99.53%, remaining_time=0:00:40.262288, arrival_time=2021-04-14 22:50:45.565220, cost_time=0:00:04.575260 2021-04-14 22:50:07,507 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.4063, top1-acc=85.76%, top5-acc=99.48%, remaining_time=0:00:37.513012, arrival_time=2021-04-14 22:50:45.020127, cost_time=0:00:06.779457 2021-04-14 22:50:09,714 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.97ms, fps=1160 images/s, loss=0.4063, top1-acc=85.77%, top5-acc=99.45%, remaining_time=0:00:35.049456, arrival_time=2021-04-14 22:50:44.764136, cost_time=0:00:08.987022 2021-04-14 22:50:11,909 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.4106, top1-acc=85.76%, top5-acc=99.45%, remaining_time=0:00:32.652024, arrival_time=2021-04-14 22:50:44.561888, cost_time=0:00:11.182204 2021-04-14 22:50:14,107 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.4081, top1-acc=85.78%, top5-acc=99.50%, remaining_time=0:00:30.327184, arrival_time=2021-04-14 22:50:44.434482, cost_time=0:00:13.379648 2021-04-14 22:50:16,311 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=2.01ms, fps=1162 images/s, loss=0.4105, top1-acc=85.68%, top5-acc=99.49%, remaining_time=0:00:28.051128, arrival_time=2021-04-14 22:50:44.362771, cost_time=0:00:15.583980 2021-04-14 22:50:18,523 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=0.4105, top1-acc=85.75%, top5-acc=99.50%, remaining_time=0:00:25.804084, arrival_time=2021-04-14 22:50:44.327630, cost_time=0:00:17.795951 2021-04-14 22:50:20,724 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.4133, top1-acc=85.60%, top5-acc=99.50%, remaining_time=0:00:23.551292, arrival_time=2021-04-14 22:50:44.275340, cost_time=0:00:19.996396 2021-04-14 22:50:22,931 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.10ms, fps=1160 images/s, loss=0.4107, top1-acc=85.65%, top5-acc=99.52%, remaining_time=0:00:21.316128, arrival_time=2021-04-14 22:50:44.247995, cost_time=0:00:22.204286 2021-04-14 22:50:25,136 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.77ms, fps=1161 images/s, loss=0.4087, top1-acc=85.75%, top5-acc=99.50%, remaining_time=0:00:19.083400, arrival_time=2021-04-14 22:50:44.220092, cost_time=0:00:24.409024 2021-04-14 22:50:27,332 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.4099, top1-acc=85.71%, top5-acc=99.51%, remaining_time=0:00:16.849732, arrival_time=2021-04-14 22:50:44.182108, cost_time=0:00:26.604796 2021-04-14 22:50:29,531 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.4124, top1-acc=85.64%, top5-acc=99.49%, remaining_time=0:00:14.623488, arrival_time=2021-04-14 22:50:44.154980, cost_time=0:00:28.803798 2021-04-14 22:50:31,733 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.4116, top1-acc=85.65%, top5-acc=99.49%, remaining_time=0:00:12.402376, arrival_time=2021-04-14 22:50:44.135909, cost_time=0:00:31.005952 2021-04-14 22:50:33,924 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.56ms, fps=1168 images/s, loss=0.4131, top1-acc=85.61%, top5-acc=99.47%, remaining_time=0:00:10.180536, arrival_time=2021-04-14 22:50:44.105455, cost_time=0:00:33.197337 2021-04-14 22:50:36,130 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.4128, top1-acc=85.64%, top5-acc=99.47%, remaining_time=0:00:07.965720, arrival_time=2021-04-14 22:50:44.096498, cost_time=0:00:35.403129 2021-04-14 22:50:38,335 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.4136, top1-acc=85.62%, top5-acc=99.49%, remaining_time=0:00:05.751824, arrival_time=2021-04-14 22:50:44.087461, cost_time=0:00:37.608016 2021-04-14 22:50:40,538 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.4160, top1-acc=85.56%, top5-acc=99.47%, remaining_time=0:00:03.538736, arrival_time=2021-04-14 22:50:44.077174, cost_time=0:00:39.810850 2021-04-14 22:50:42,739 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.29ms, fps=1164 images/s, loss=0.4156, top1-acc=85.57%, top5-acc=99.46%, remaining_time=0:00:01.326672, arrival_time=2021-04-14 22:50:44.065681, cost_time=0:00:42.011351 2021-04-14 22:50:43,917 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.44ms, fps=1155 images/s, loss=0.4161, top1-acc=85.53%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:43.917071, cost_time=0:00:43.189496 2021-04-14 22:50:44,741 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=2.66ms, fps=3113 images/s, loss=0.6128, top1-acc=78.40%, top5-acc=99.26%, remaining_time=0:00:02.467110, arrival_time=2021-04-14 22:50:47.208301, cost_time=0:00:00.822372 2021-04-14 22:50:45,431 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=2.03ms, fps=3710 images/s, loss=0.6254, top1-acc=77.95%, top5-acc=99.08%, remaining_time=0:00:01.512700, arrival_time=2021-04-14 22:50:46.944224, cost_time=0:00:01.512704 2021-04-14 22:50:46,124 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=2.08ms, fps=3696 images/s, loss=0.6322, top1-acc=77.59%, top5-acc=99.09%, remaining_time=0:00:00.735200, arrival_time=2021-04-14 22:50:46.859609, cost_time=0:00:02.205593 2021-04-14 22:50:46,751 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.09ms, fps=3699 images/s, loss=0.6345, top1-acc=77.60%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:46.751902, cost_time=0:00:02.833118 2021-04-14 22:50:46,916 INFO : Epoch=0014 complete, best val top1-acc=79.54%, top5-acc=98.78% (epoch=13), remaining_time=2:23:41.852556, arrival_time=2021-04-15 01:14:28.768560, cost_time=0:10:48.956644 2021-04-14 22:50:46,917 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 22:50:49,316 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.55ms, fps=1067 images/s, loss=0.4153, top1-acc=85.94%, top5-acc=99.57%, remaining_time=0:00:44.615634, arrival_time=2021-04-14 22:51:33.931797, cost_time=0:00:02.398687 2021-04-14 22:50:51,517 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.14ms, fps=1163 images/s, loss=0.4027, top1-acc=86.33%, top5-acc=99.49%, remaining_time=0:00:40.475776, arrival_time=2021-04-14 22:51:31.992802, cost_time=0:00:04.599520 2021-04-14 22:50:53,711 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.58ms, fps=1167 images/s, loss=0.4032, top1-acc=86.34%, top5-acc=99.52%, remaining_time=0:00:37.592028, arrival_time=2021-04-14 22:51:31.303239, cost_time=0:00:06.793729 2021-04-14 22:50:55,907 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3996, top1-acc=86.19%, top5-acc=99.50%, remaining_time=0:00:35.061936, arrival_time=2021-04-14 22:51:30.969666, cost_time=0:00:08.990247 2021-04-14 22:50:58,105 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.4025, top1-acc=86.13%, top5-acc=99.48%, remaining_time=0:00:32.669252, arrival_time=2021-04-14 22:51:30.774934, cost_time=0:00:11.188123 2021-04-14 22:51:00,313 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.4051, top1-acc=86.20%, top5-acc=99.52%, remaining_time=0:00:30.364312, arrival_time=2021-04-14 22:51:30.677848, cost_time=0:00:13.396048 2021-04-14 22:51:02,524 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.45ms, fps=1158 images/s, loss=0.4086, top1-acc=86.00%, top5-acc=99.48%, remaining_time=0:00:28.092834, arrival_time=2021-04-14 22:51:30.617442, cost_time=0:00:15.607124 2021-04-14 22:51:04,735 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=0.4098, top1-acc=85.87%, top5-acc=99.47%, remaining_time=0:00:25.835752, arrival_time=2021-04-14 22:51:30.570994, cost_time=0:00:17.817775 2021-04-14 22:51:06,949 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.59ms, fps=1157 images/s, loss=0.4129, top1-acc=85.73%, top5-acc=99.44%, remaining_time=0:00:23.592844, arrival_time=2021-04-14 22:51:30.541944, cost_time=0:00:20.031616 2021-04-14 22:51:09,151 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.4130, top1-acc=85.76%, top5-acc=99.42%, remaining_time=0:00:21.344832, arrival_time=2021-04-14 22:51:30.496451, cost_time=0:00:22.234207 2021-04-14 22:51:11,365 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.91ms, fps=1157 images/s, loss=0.4122, top1-acc=85.80%, top5-acc=99.42%, remaining_time=0:00:19.113758, arrival_time=2021-04-14 22:51:30.479051, cost_time=0:00:24.447805 2021-04-14 22:51:13,571 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.4110, top1-acc=85.81%, top5-acc=99.44%, remaining_time=0:00:16.880664, arrival_time=2021-04-14 22:51:30.451781, cost_time=0:00:26.653705 2021-04-14 22:51:15,789 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.44ms, fps=1154 images/s, loss=0.4112, top1-acc=85.87%, top5-acc=99.45%, remaining_time=0:00:14.657874, arrival_time=2021-04-14 22:51:30.446927, cost_time=0:00:28.871566 2021-04-14 22:51:17,986 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.4133, top1-acc=85.89%, top5-acc=99.43%, remaining_time=0:00:12.427520, arrival_time=2021-04-14 22:51:30.413789, cost_time=0:00:31.068835 2021-04-14 22:51:20,183 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.4143, top1-acc=85.83%, top5-acc=99.44%, remaining_time=0:00:10.201558, arrival_time=2021-04-14 22:51:30.384987, cost_time=0:00:33.266023 2021-04-14 22:51:22,387 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.4160, top1-acc=85.77%, top5-acc=99.45%, remaining_time=0:00:07.980732, arrival_time=2021-04-14 22:51:30.368169, cost_time=0:00:35.469851 2021-04-14 22:51:24,584 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.4181, top1-acc=85.68%, top5-acc=99.43%, remaining_time=0:00:05.760742, arrival_time=2021-04-14 22:51:30.344657, cost_time=0:00:37.666431 2021-04-14 22:51:26,788 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.95ms, fps=1162 images/s, loss=0.4182, top1-acc=85.69%, top5-acc=99.43%, remaining_time=0:00:03.544080, arrival_time=2021-04-14 22:51:30.332480, cost_time=0:00:39.870898 2021-04-14 22:51:28,996 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.85ms, fps=1160 images/s, loss=0.4173, top1-acc=85.70%, top5-acc=99.43%, remaining_time=0:00:01.328802, arrival_time=2021-04-14 22:51:30.325101, cost_time=0:00:42.078721 2021-04-14 22:51:30,181 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.49ms, fps=1148 images/s, loss=0.4172, top1-acc=85.68%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:30.181299, cost_time=0:00:43.263889 2021-04-14 22:51:31,040 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.25ms, fps=2988 images/s, loss=0.6897, top1-acc=76.76%, top5-acc=98.75%, remaining_time=0:00:02.570220, arrival_time=2021-04-14 22:51:33.610188, cost_time=0:00:00.856742 2021-04-14 22:51:31,732 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.98ms, fps=3698 images/s, loss=0.6983, top1-acc=76.25%, top5-acc=98.61%, remaining_time=0:00:01.549540, arrival_time=2021-04-14 22:51:33.282238, cost_time=0:00:01.549538 2021-04-14 22:51:32,425 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.02ms, fps=3697 images/s, loss=0.6992, top1-acc=76.37%, top5-acc=98.53%, remaining_time=0:00:00.747460, arrival_time=2021-04-14 22:51:33.173085, cost_time=0:00:02.242392 2021-04-14 22:51:33,059 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.09ms, fps=3661 images/s, loss=0.7062, top1-acc=76.33%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:33.059707, cost_time=0:00:02.876571 2021-04-14 22:51:33,238 INFO : Epoch=0015 complete, best val top1-acc=79.54%, top5-acc=98.78% (epoch=13), remaining_time=2:22:55.106495, arrival_time=2021-04-15 01:14:28.344763, cost_time=0:11:35.278900 2021-04-14 22:51:33,239 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 22:51:35,622 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.51ms, fps=1074 images/s, loss=0.3887, top1-acc=87.81%, top5-acc=99.65%, remaining_time=0:00:44.324730, arrival_time=2021-04-14 22:52:19.947562, cost_time=0:00:02.383049 2021-04-14 22:51:37,824 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3900, top1-acc=87.25%, top5-acc=99.57%, remaining_time=0:00:40.342896, arrival_time=2021-04-14 22:52:18.167207, cost_time=0:00:04.584424 2021-04-14 22:51:40,026 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.14ms, fps=1163 images/s, loss=0.3727, top1-acc=87.55%, top5-acc=99.60%, remaining_time=0:00:37.552852, arrival_time=2021-04-14 22:52:17.579302, cost_time=0:00:06.786671 2021-04-14 22:51:42,224 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.3827, top1-acc=87.18%, top5-acc=99.55%, remaining_time=0:00:35.039160, arrival_time=2021-04-14 22:52:17.263358, cost_time=0:00:08.984412 2021-04-14 22:51:44,430 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.3869, top1-acc=86.84%, top5-acc=99.54%, remaining_time=0:00:32.676990, arrival_time=2021-04-14 22:52:17.107616, cost_time=0:00:11.190735 2021-04-14 22:51:46,633 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.3932, top1-acc=86.51%, top5-acc=99.49%, remaining_time=0:00:30.359824, arrival_time=2021-04-14 22:52:16.993609, cost_time=0:00:13.394070 2021-04-14 22:51:48,836 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.03ms, fps=1163 images/s, loss=0.3941, top1-acc=86.45%, top5-acc=99.47%, remaining_time=0:00:28.073052, arrival_time=2021-04-14 22:52:16.908990, cost_time=0:00:15.596147 2021-04-14 22:51:51,048 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.3958, top1-acc=86.30%, top5-acc=99.46%, remaining_time=0:00:25.822760, arrival_time=2021-04-14 22:52:16.871422, cost_time=0:00:17.808789 2021-04-14 22:51:53,263 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.63ms, fps=1156 images/s, loss=0.4012, top1-acc=86.10%, top5-acc=99.47%, remaining_time=0:00:23.583834, arrival_time=2021-04-14 22:52:16.847585, cost_time=0:00:20.024037 2021-04-14 22:51:55,465 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.35ms, fps=1163 images/s, loss=0.4012, top1-acc=86.16%, top5-acc=99.47%, remaining_time=0:00:21.336384, arrival_time=2021-04-14 22:52:16.801578, cost_time=0:00:22.225418 2021-04-14 22:51:57,670 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.4005, top1-acc=86.20%, top5-acc=99.47%, remaining_time=0:00:19.100084, arrival_time=2021-04-14 22:52:16.770163, cost_time=0:00:24.430356 2021-04-14 22:51:59,865 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.4021, top1-acc=86.13%, top5-acc=99.47%, remaining_time=0:00:16.863032, arrival_time=2021-04-14 22:52:16.728636, cost_time=0:00:26.625898 2021-04-14 22:52:02,070 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.4040, top1-acc=86.02%, top5-acc=99.47%, remaining_time=0:00:14.637282, arrival_time=2021-04-14 22:52:16.708089, cost_time=0:00:28.831027 2021-04-14 22:52:04,267 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.4044, top1-acc=86.01%, top5-acc=99.49%, remaining_time=0:00:12.411280, arrival_time=2021-04-14 22:52:16.679152, cost_time=0:00:31.028168 2021-04-14 22:52:06,471 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=2.89ms, fps=1162 images/s, loss=0.4060, top1-acc=85.96%, top5-acc=99.48%, remaining_time=0:00:10.191116, arrival_time=2021-04-14 22:52:16.662749, cost_time=0:00:33.231867 2021-04-14 22:52:08,678 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.4051, top1-acc=85.97%, top5-acc=99.49%, remaining_time=0:00:07.973604, arrival_time=2021-04-14 22:52:16.651621, cost_time=0:00:35.438300 2021-04-14 22:52:10,874 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.4045, top1-acc=85.99%, top5-acc=99.51%, remaining_time=0:00:05.755880, arrival_time=2021-04-14 22:52:16.630265, cost_time=0:00:37.634682 2021-04-14 22:52:13,071 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.4044, top1-acc=86.00%, top5-acc=99.49%, remaining_time=0:00:03.540592, arrival_time=2021-04-14 22:52:16.612009, cost_time=0:00:39.831701 2021-04-14 22:52:15,272 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.25ms, fps=1164 images/s, loss=0.4043, top1-acc=85.98%, top5-acc=99.48%, remaining_time=0:00:01.327338, arrival_time=2021-04-14 22:52:16.599540, cost_time=0:00:42.032423 2021-04-14 22:52:16,448 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.23ms, fps=1156 images/s, loss=0.4048, top1-acc=85.98%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:16.448738, cost_time=0:00:43.209042 2021-04-14 22:52:17,339 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.33ms, fps=2881 images/s, loss=0.7392, top1-acc=76.41%, top5-acc=98.79%, remaining_time=0:00:02.666010, arrival_time=2021-04-14 22:52:20.005197, cost_time=0:00:00.888666 2021-04-14 22:52:18,028 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=2.05ms, fps=3717 images/s, loss=0.7101, top1-acc=77.32%, top5-acc=98.85%, remaining_time=0:00:01.577800, arrival_time=2021-04-14 22:52:19.606120, cost_time=0:00:01.577806 2021-04-14 22:52:18,719 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.68ms, fps=3706 images/s, loss=0.7238, top1-acc=76.93%, top5-acc=98.84%, remaining_time=0:00:00.756320, arrival_time=2021-04-14 22:52:19.475804, cost_time=0:00:02.268975 2021-04-14 22:52:19,349 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=3685 images/s, loss=0.7250, top1-acc=77.04%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:19.349442, cost_time=0:00:02.898956 2021-04-14 22:52:19,525 INFO : Epoch=0016 complete, best val top1-acc=79.54%, top5-acc=98.78% (epoch=13), remaining_time=2:22:08.007528, arrival_time=2021-04-15 01:14:27.532755, cost_time=0:12:21.565868 2021-04-14 22:52:19,526 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 22:52:21,916 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.59ms, fps=1071 images/s, loss=0.4476, top1-acc=85.04%, top5-acc=99.37%, remaining_time=0:00:44.451768, arrival_time=2021-04-14 22:53:06.368259, cost_time=0:00:02.389880 2021-04-14 22:52:24,122 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.4244, top1-acc=85.74%, top5-acc=99.47%, remaining_time=0:00:40.439872, arrival_time=2021-04-14 22:53:04.561991, cost_time=0:00:04.595449 2021-04-14 22:52:26,326 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.4062, top1-acc=86.29%, top5-acc=99.51%, remaining_time=0:00:37.623734, arrival_time=2021-04-14 22:53:03.949817, cost_time=0:00:06.799478 2021-04-14 22:52:28,524 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.4058, top1-acc=86.43%, top5-acc=99.49%, remaining_time=0:00:35.090952, arrival_time=2021-04-14 22:53:03.615237, cost_time=0:00:08.997684 2021-04-14 22:52:30,727 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.4046, top1-acc=86.48%, top5-acc=99.45%, remaining_time=0:00:32.707942, arrival_time=2021-04-14 22:53:03.435872, cost_time=0:00:11.201333 2021-04-14 22:52:32,925 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.4056, top1-acc=86.31%, top5-acc=99.45%, remaining_time=0:00:30.371112, arrival_time=2021-04-14 22:53:03.296757, cost_time=0:00:13.399049 2021-04-14 22:52:35,127 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.3997, top1-acc=86.40%, top5-acc=99.49%, remaining_time=0:00:28.080990, arrival_time=2021-04-14 22:53:03.208187, cost_time=0:00:15.600532 2021-04-14 22:52:37,333 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.31ms, fps=1161 images/s, loss=0.4011, top1-acc=86.32%, top5-acc=99.43%, remaining_time=0:00:25.819512, arrival_time=2021-04-14 22:53:03.152650, cost_time=0:00:17.806540 2021-04-14 22:52:39,533 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.3983, top1-acc=86.38%, top5-acc=99.43%, remaining_time=0:00:23.563906, arrival_time=2021-04-14 22:53:03.097617, cost_time=0:00:20.007082 2021-04-14 22:52:41,739 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.3998, top1-acc=86.34%, top5-acc=99.41%, remaining_time=0:00:21.324096, arrival_time=2021-04-14 22:53:03.063321, cost_time=0:00:22.212625 2021-04-14 22:52:43,936 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3990, top1-acc=86.37%, top5-acc=99.43%, remaining_time=0:00:19.084002, arrival_time=2021-04-14 22:53:03.020367, cost_time=0:00:24.409774 2021-04-14 22:52:46,130 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.68ms, fps=1167 images/s, loss=0.3963, top1-acc=86.44%, top5-acc=99.45%, remaining_time=0:00:16.848744, arrival_time=2021-04-14 22:53:02.978806, cost_time=0:00:26.603316 2021-04-14 22:52:48,325 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.69ms, fps=1167 images/s, loss=0.3967, top1-acc=86.41%, top5-acc=99.45%, remaining_time=0:00:14.620716, arrival_time=2021-04-14 22:53:02.945691, cost_time=0:00:28.798371 2021-04-14 22:52:50,520 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.3968, top1-acc=86.42%, top5-acc=99.44%, remaining_time=0:00:12.397448, arrival_time=2021-04-14 22:53:02.917711, cost_time=0:00:30.993668 2021-04-14 22:52:52,723 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.3978, top1-acc=86.36%, top5-acc=99.44%, remaining_time=0:00:10.180306, arrival_time=2021-04-14 22:53:02.903567, cost_time=0:00:33.196666 2021-04-14 22:52:54,924 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.3996, top1-acc=86.30%, top5-acc=99.43%, remaining_time=0:00:07.964424, arrival_time=2021-04-14 22:53:02.888452, cost_time=0:00:35.397433 2021-04-14 22:52:57,130 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.4010, top1-acc=86.28%, top5-acc=99.44%, remaining_time=0:00:05.751096, arrival_time=2021-04-14 22:53:02.881109, cost_time=0:00:37.603404 2021-04-14 22:52:59,335 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.95ms, fps=1161 images/s, loss=0.4020, top1-acc=86.23%, top5-acc=99.45%, remaining_time=0:00:03.538528, arrival_time=2021-04-14 22:53:02.873590, cost_time=0:00:39.808460 2021-04-14 22:53:01,539 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.28ms, fps=1162 images/s, loss=0.4030, top1-acc=86.19%, top5-acc=99.45%, remaining_time=0:00:01.326714, arrival_time=2021-04-14 22:53:02.866011, cost_time=0:00:42.012628 2021-04-14 22:53:02,720 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.25ms, fps=1151 images/s, loss=0.4030, top1-acc=86.17%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:02.720922, cost_time=0:00:43.194315 2021-04-14 22:53:03,585 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.21ms, fps=2967 images/s, loss=0.5693, top1-acc=80.31%, top5-acc=99.02%, remaining_time=0:00:02.588670, arrival_time=2021-04-14 22:53:06.174447, cost_time=0:00:00.862891 2021-04-14 22:53:04,271 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.48ms, fps=3735 images/s, loss=0.5626, top1-acc=80.47%, top5-acc=98.96%, remaining_time=0:00:01.548660, arrival_time=2021-04-14 22:53:05.820187, cost_time=0:00:01.548659 2021-04-14 22:53:04,961 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.62ms, fps=3715 images/s, loss=0.5686, top1-acc=80.22%, top5-acc=98.97%, remaining_time=0:00:00.746040, arrival_time=2021-04-14 22:53:05.707019, cost_time=0:00:02.238110 2021-04-14 22:53:05,590 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=3686 images/s, loss=0.5754, top1-acc=80.05%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:05.590639, cost_time=0:00:02.867798 2021-04-14 22:53:05,908 INFO : Epoch=0017 complete, best val top1-acc=80.05%, top5-acc=98.96% (epoch=17), remaining_time=2:21:22.043046, arrival_time=2021-04-15 01:14:27.951749, cost_time=0:13:07.949349 2021-04-14 22:53:05,909 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 22:53:08,281 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.87ms, fps=1080 images/s, loss=0.3851, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:44.105808, arrival_time=2021-04-14 22:53:52.387215, cost_time=0:00:02.371280 2021-04-14 22:53:10,474 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.3804, top1-acc=86.97%, top5-acc=99.55%, remaining_time=0:00:40.162672, arrival_time=2021-04-14 22:53:50.636697, cost_time=0:00:04.563947 2021-04-14 22:53:12,672 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3816, top1-acc=86.99%, top5-acc=99.54%, remaining_time=0:00:37.417396, arrival_time=2021-04-14 22:53:50.089657, cost_time=0:00:06.762193 2021-04-14 22:53:14,872 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.94ms, fps=1164 images/s, loss=0.3868, top1-acc=86.76%, top5-acc=99.55%, remaining_time=0:00:34.952580, arrival_time=2021-04-14 22:53:49.824909, cost_time=0:00:08.962195 2021-04-14 22:53:17,071 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3859, top1-acc=86.78%, top5-acc=99.52%, remaining_time=0:00:32.590850, arrival_time=2021-04-14 22:53:49.662244, cost_time=0:00:11.161256 2021-04-14 22:53:19,276 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.3858, top1-acc=86.76%, top5-acc=99.57%, remaining_time=0:00:30.297128, arrival_time=2021-04-14 22:53:49.573625, cost_time=0:00:13.366372 2021-04-14 22:53:21,476 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.3824, top1-acc=86.89%, top5-acc=99.57%, remaining_time=0:00:28.018872, arrival_time=2021-04-14 22:53:49.495026, cost_time=0:00:15.566048 2021-04-14 22:53:23,676 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.3798, top1-acc=86.97%, top5-acc=99.57%, remaining_time=0:00:25.761628, arrival_time=2021-04-14 22:53:49.438322, cost_time=0:00:17.766619 2021-04-14 22:53:25,880 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.62ms, fps=1162 images/s, loss=0.3857, top1-acc=86.77%, top5-acc=99.55%, remaining_time=0:00:23.520764, arrival_time=2021-04-14 22:53:49.401428, cost_time=0:00:19.970505 2021-04-14 22:53:28,078 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.91ms, fps=1165 images/s, loss=0.3862, top1-acc=86.74%, top5-acc=99.56%, remaining_time=0:00:21.281760, arrival_time=2021-04-14 22:53:49.360441, cost_time=0:00:22.168528 2021-04-14 22:53:30,286 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.68ms, fps=1160 images/s, loss=0.3895, top1-acc=86.64%, top5-acc=99.55%, remaining_time=0:00:19.057944, arrival_time=2021-04-14 22:53:49.344553, cost_time=0:00:24.376456 2021-04-14 22:53:32,491 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.3883, top1-acc=86.70%, top5-acc=99.54%, remaining_time=0:00:16.834836, arrival_time=2021-04-14 22:53:49.326320, cost_time=0:00:26.581342 2021-04-14 22:53:34,688 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.3867, top1-acc=86.77%, top5-acc=99.54%, remaining_time=0:00:14.610354, arrival_time=2021-04-14 22:53:49.298502, cost_time=0:00:28.778014 2021-04-14 22:53:36,892 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.3869, top1-acc=86.75%, top5-acc=99.53%, remaining_time=0:00:12.392912, arrival_time=2021-04-14 22:53:49.285299, cost_time=0:00:30.982231 2021-04-14 22:53:39,089 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.3894, top1-acc=86.61%, top5-acc=99.52%, remaining_time=0:00:10.175108, arrival_time=2021-04-14 22:53:49.264925, cost_time=0:00:33.179665 2021-04-14 22:53:41,289 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.85ms, fps=1164 images/s, loss=0.3908, top1-acc=86.50%, top5-acc=99.52%, remaining_time=0:00:07.960356, arrival_time=2021-04-14 22:53:49.250005, cost_time=0:00:35.379429 2021-04-14 22:53:43,493 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.3922, top1-acc=86.46%, top5-acc=99.52%, remaining_time=0:00:05.748080, arrival_time=2021-04-14 22:53:49.241818, cost_time=0:00:37.583642 2021-04-14 22:53:45,698 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.3936, top1-acc=86.42%, top5-acc=99.52%, remaining_time=0:00:03.536704, arrival_time=2021-04-14 22:53:49.234706, cost_time=0:00:39.787852 2021-04-14 22:53:47,898 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.23ms, fps=1164 images/s, loss=0.3950, top1-acc=86.40%, top5-acc=99.50%, remaining_time=0:00:01.325946, arrival_time=2021-04-14 22:53:49.224269, cost_time=0:00:41.988219 2021-04-14 22:53:49,075 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.24ms, fps=1156 images/s, loss=0.3966, top1-acc=86.37%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:49.075700, cost_time=0:00:43.165631 2021-04-14 22:53:49,892 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=2.68ms, fps=3144 images/s, loss=0.5583, top1-acc=80.74%, top5-acc=99.18%, remaining_time=0:00:02.442780, arrival_time=2021-04-14 22:53:52.334781, cost_time=0:00:00.814261 2021-04-14 22:53:50,580 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.43ms, fps=3720 images/s, loss=0.5541, top1-acc=80.92%, top5-acc=98.87%, remaining_time=0:00:01.503140, arrival_time=2021-04-14 22:53:52.083940, cost_time=0:00:01.503145 2021-04-14 22:53:51,272 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.62ms, fps=3702 images/s, loss=0.5599, top1-acc=80.98%, top5-acc=98.93%, remaining_time=0:00:00.731750, arrival_time=2021-04-14 22:53:52.004601, cost_time=0:00:02.195251 2021-04-14 22:53:51,904 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=3678 images/s, loss=0.5645, top1-acc=80.87%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:51.904003, cost_time=0:00:02.826429 2021-04-14 22:53:52,197 INFO : Epoch=0018 complete, best val top1-acc=80.87%, top5-acc=98.93% (epoch=18), remaining_time=2:20:35.073738, arrival_time=2021-04-15 01:14:27.271166, cost_time=0:13:54.238064 2021-04-14 22:53:52,198 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 22:53:54,560 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.34ms, fps=1084 images/s, loss=0.3962, top1-acc=86.29%, top5-acc=99.61%, remaining_time=0:00:43.925016, arrival_time=2021-04-14 22:54:38.485463, cost_time=0:00:02.361559 2021-04-14 22:53:56,756 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=2.20ms, fps=1166 images/s, loss=0.3899, top1-acc=86.33%, top5-acc=99.59%, remaining_time=0:00:40.102480, arrival_time=2021-04-14 22:54:36.858549, cost_time=0:00:04.557101 2021-04-14 22:53:58,952 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.80ms, fps=1166 images/s, loss=0.3992, top1-acc=86.00%, top5-acc=99.61%, remaining_time=0:00:37.367928, arrival_time=2021-04-14 22:54:36.320069, cost_time=0:00:06.753242 2021-04-14 22:54:01,144 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.55ms, fps=1168 images/s, loss=0.3923, top1-acc=86.28%, top5-acc=99.59%, remaining_time=0:00:34.888776, arrival_time=2021-04-14 22:54:36.033499, cost_time=0:00:08.945840 2021-04-14 22:54:03,338 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.82ms, fps=1167 images/s, loss=0.3905, top1-acc=86.34%, top5-acc=99.60%, remaining_time=0:00:32.528362, arrival_time=2021-04-14 22:54:35.867174, cost_time=0:00:11.139854 2021-04-14 22:54:05,557 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.44ms, fps=1154 images/s, loss=0.3896, top1-acc=86.52%, top5-acc=99.59%, remaining_time=0:00:30.279176, arrival_time=2021-04-14 22:54:35.836557, cost_time=0:00:13.358489 2021-04-14 22:54:07,764 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.3891, top1-acc=86.61%, top5-acc=99.59%, remaining_time=0:00:28.018368, arrival_time=2021-04-14 22:54:35.782986, cost_time=0:00:15.565731 2021-04-14 22:54:09,968 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.3832, top1-acc=86.80%, top5-acc=99.62%, remaining_time=0:00:25.765108, arrival_time=2021-04-14 22:54:35.733057, cost_time=0:00:17.769019 2021-04-14 22:54:12,179 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=0.3833, top1-acc=86.74%, top5-acc=99.59%, remaining_time=0:00:23.531894, arrival_time=2021-04-14 22:54:35.710824, cost_time=0:00:19.979881 2021-04-14 22:54:14,381 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.3832, top1-acc=86.79%, top5-acc=99.57%, remaining_time=0:00:21.295392, arrival_time=2021-04-14 22:54:35.677043, cost_time=0:00:22.182688 2021-04-14 22:54:16,576 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.3856, top1-acc=86.78%, top5-acc=99.56%, remaining_time=0:00:19.058632, arrival_time=2021-04-14 22:54:35.634933, cost_time=0:00:24.377335 2021-04-14 22:54:18,772 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.3866, top1-acc=86.68%, top5-acc=99.56%, remaining_time=0:00:16.829896, arrival_time=2021-04-14 22:54:35.602420, cost_time=0:00:26.573558 2021-04-14 22:54:20,969 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3874, top1-acc=86.64%, top5-acc=99.54%, remaining_time=0:00:14.606460, arrival_time=2021-04-14 22:54:35.575757, cost_time=0:00:28.770342 2021-04-14 22:54:23,161 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.3888, top1-acc=86.60%, top5-acc=99.54%, remaining_time=0:00:12.385184, arrival_time=2021-04-14 22:54:35.547063, cost_time=0:00:30.962920 2021-04-14 22:54:25,361 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.3884, top1-acc=86.63%, top5-acc=99.54%, remaining_time=0:00:10.169956, arrival_time=2021-04-14 22:54:35.531813, cost_time=0:00:33.162872 2021-04-14 22:54:27,557 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.3904, top1-acc=86.57%, top5-acc=99.54%, remaining_time=0:00:07.955640, arrival_time=2021-04-14 22:54:35.512946, cost_time=0:00:35.358428 2021-04-14 22:54:29,761 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=2.07ms, fps=1161 images/s, loss=0.3909, top1-acc=86.55%, top5-acc=99.55%, remaining_time=0:00:05.744908, arrival_time=2021-04-14 22:54:35.506781, cost_time=0:00:37.562915 2021-04-14 22:54:31,956 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.48ms, fps=1167 images/s, loss=0.3904, top1-acc=86.55%, top5-acc=99.55%, remaining_time=0:00:03.534032, arrival_time=2021-04-14 22:54:35.490777, cost_time=0:00:39.757819 2021-04-14 22:54:34,164 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.31ms, fps=1160 images/s, loss=0.3913, top1-acc=86.50%, top5-acc=99.54%, remaining_time=0:00:01.325226, arrival_time=2021-04-14 22:54:35.489590, cost_time=0:00:41.965413 2021-04-14 22:54:35,342 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.46ms, fps=1155 images/s, loss=0.3937, top1-acc=86.46%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:35.341978, cost_time=0:00:43.143104 2021-04-14 22:54:36,163 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.43ms, fps=3122 images/s, loss=0.6118, top1-acc=79.61%, top5-acc=98.71%, remaining_time=0:00:02.459970, arrival_time=2021-04-14 22:54:38.623712, cost_time=0:00:00.819989 2021-04-14 22:54:36,853 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.82ms, fps=3715 images/s, loss=0.6206, top1-acc=79.34%, top5-acc=98.83%, remaining_time=0:00:01.509500, arrival_time=2021-04-14 22:54:38.362759, cost_time=0:00:01.509494 2021-04-14 22:54:37,546 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.91ms, fps=3697 images/s, loss=0.6246, top1-acc=79.32%, top5-acc=98.92%, remaining_time=0:00:00.734160, arrival_time=2021-04-14 22:54:38.280428, cost_time=0:00:02.202484 2021-04-14 22:54:38,175 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=3689 images/s, loss=0.6236, top1-acc=79.59%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:38.175658, cost_time=0:00:02.831974 2021-04-14 22:54:38,407 INFO : Epoch=0019 complete, best val top1-acc=80.87%, top5-acc=98.93% (epoch=18), remaining_time=2:19:47.426332, arrival_time=2021-04-15 01:14:25.833750, cost_time=0:14:40.448068 2021-04-14 22:54:38,409 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 22:54:40,823 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.43ms, fps=1060 images/s, loss=0.4053, top1-acc=86.09%, top5-acc=99.61%, remaining_time=0:00:44.902260, arrival_time=2021-04-14 22:55:25.725519, cost_time=0:00:02.414101 2021-04-14 22:54:43,034 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.71ms, fps=1158 images/s, loss=0.3999, top1-acc=86.58%, top5-acc=99.63%, remaining_time=0:00:40.698592, arrival_time=2021-04-14 22:55:23.732661, cost_time=0:00:04.624839 2021-04-14 22:54:45,238 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=2.16ms, fps=1162 images/s, loss=0.4088, top1-acc=86.30%, top5-acc=99.60%, remaining_time=0:00:37.785418, arrival_time=2021-04-14 22:55:23.023342, cost_time=0:00:06.828703 2021-04-14 22:54:47,442 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.3932, top1-acc=86.80%, top5-acc=99.62%, remaining_time=0:00:35.228076, arrival_time=2021-04-14 22:55:22.670129, cost_time=0:00:09.032829 2021-04-14 22:54:49,649 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.3887, top1-acc=86.96%, top5-acc=99.57%, remaining_time=0:00:32.819924, arrival_time=2021-04-14 22:55:22.468859, cost_time=0:00:11.239709 2021-04-14 22:54:51,855 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.3873, top1-acc=86.88%, top5-acc=99.59%, remaining_time=0:00:30.478688, arrival_time=2021-04-14 22:55:22.334417, cost_time=0:00:13.446510 2021-04-14 22:54:54,058 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3859, top1-acc=86.89%, top5-acc=99.58%, remaining_time=0:00:28.168434, arrival_time=2021-04-14 22:55:22.226931, cost_time=0:00:15.649148 2021-04-14 22:54:56,256 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.3846, top1-acc=86.90%, top5-acc=99.60%, remaining_time=0:00:25.878788, arrival_time=2021-04-14 22:55:22.135417, cost_time=0:00:17.847476 2021-04-14 22:54:58,456 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.3855, top1-acc=86.87%, top5-acc=99.58%, remaining_time=0:00:23.610546, arrival_time=2021-04-14 22:55:22.066475, cost_time=0:00:20.046674 2021-04-14 22:55:00,650 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3852, top1-acc=86.88%, top5-acc=99.57%, remaining_time=0:00:21.351552, arrival_time=2021-04-14 22:55:22.001856, cost_time=0:00:22.241168 2021-04-14 22:55:02,844 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.3840, top1-acc=86.92%, top5-acc=99.56%, remaining_time=0:00:19.103610, arrival_time=2021-04-14 22:55:21.947631, cost_time=0:00:24.434801 2021-04-14 22:55:05,034 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.35ms, fps=1169 images/s, loss=0.3847, top1-acc=86.93%, top5-acc=99.55%, remaining_time=0:00:16.862576, arrival_time=2021-04-14 22:55:21.896887, cost_time=0:00:26.625135 2021-04-14 22:55:07,243 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.60ms, fps=1159 images/s, loss=0.3848, top1-acc=86.89%, top5-acc=99.55%, remaining_time=0:00:14.638932, arrival_time=2021-04-14 22:55:21.882371, cost_time=0:00:28.834216 2021-04-14 22:55:09,444 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.3849, top1-acc=86.95%, top5-acc=99.55%, remaining_time=0:00:12.414024, arrival_time=2021-04-14 22:55:21.858188, cost_time=0:00:31.035008 2021-04-14 22:55:11,653 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.85ms, fps=1159 images/s, loss=0.3871, top1-acc=86.83%, top5-acc=99.54%, remaining_time=0:00:10.194934, arrival_time=2021-04-14 22:55:21.848369, cost_time=0:00:33.244298 2021-04-14 22:55:13,857 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.3864, top1-acc=86.88%, top5-acc=99.54%, remaining_time=0:00:07.975872, arrival_time=2021-04-14 22:55:21.833488, cost_time=0:00:35.448353 2021-04-14 22:55:16,054 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3880, top1-acc=86.82%, top5-acc=99.53%, remaining_time=0:00:05.757492, arrival_time=2021-04-14 22:55:21.811752, cost_time=0:00:37.645122 2021-04-14 22:55:18,255 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.3875, top1-acc=86.80%, top5-acc=99.53%, remaining_time=0:00:03.541888, arrival_time=2021-04-14 22:55:21.797219, cost_time=0:00:39.846189 2021-04-14 22:55:20,453 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.31ms, fps=1165 images/s, loss=0.3867, top1-acc=86.79%, top5-acc=99.53%, remaining_time=0:00:01.327716, arrival_time=2021-04-14 22:55:21.781325, cost_time=0:00:42.044387 2021-04-14 22:55:21,637 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.46ms, fps=1149 images/s, loss=0.3886, top1-acc=86.75%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:21.637811, cost_time=0:00:43.228665 2021-04-14 22:55:22,457 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.56ms, fps=3130 images/s, loss=0.4938, top1-acc=83.09%, top5-acc=99.41%, remaining_time=0:00:02.453280, arrival_time=2021-04-14 22:55:24.910790, cost_time=0:00:00.817760 2021-04-14 22:55:23,147 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.33ms, fps=3714 images/s, loss=0.5106, top1-acc=82.62%, top5-acc=99.16%, remaining_time=0:00:01.507280, arrival_time=2021-04-14 22:55:24.654440, cost_time=0:00:01.507278 2021-04-14 22:55:23,844 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.41ms, fps=3675 images/s, loss=0.5064, top1-acc=82.70%, top5-acc=99.21%, remaining_time=0:00:00.734850, arrival_time=2021-04-14 22:55:24.579208, cost_time=0:00:02.204562 2021-04-14 22:55:24,483 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.11ms, fps=3635 images/s, loss=0.5141, top1-acc=82.64%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:24.483043, cost_time=0:00:02.843239 2021-04-14 22:55:24,789 INFO : Epoch=0020 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:19:01.471260, arrival_time=2021-04-15 01:14:26.260772, cost_time=0:15:26.830140 2021-04-14 22:55:24,790 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 22:55:27,168 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=2.01ms, fps=1077 images/s, loss=0.3780, top1-acc=86.80%, top5-acc=99.26%, remaining_time=0:00:44.212944, arrival_time=2021-04-14 22:56:11.380948, cost_time=0:00:02.377039 2021-04-14 22:55:29,385 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.51ms, fps=1155 images/s, loss=0.3801, top1-acc=86.95%, top5-acc=99.43%, remaining_time=0:00:40.425968, arrival_time=2021-04-14 22:56:09.810881, cost_time=0:00:04.593869 2021-04-14 22:55:31,591 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.3888, top1-acc=86.54%, top5-acc=99.51%, remaining_time=0:00:37.627054, arrival_time=2021-04-14 22:56:09.218185, cost_time=0:00:06.800076 2021-04-14 22:55:33,792 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.27ms, fps=1163 images/s, loss=0.3897, top1-acc=86.46%, top5-acc=99.54%, remaining_time=0:00:35.103744, arrival_time=2021-04-14 22:56:08.895749, cost_time=0:00:09.000949 2021-04-14 22:55:36,001 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.32ms, fps=1159 images/s, loss=0.3866, top1-acc=86.51%, top5-acc=99.56%, remaining_time=0:00:32.735098, arrival_time=2021-04-14 22:56:08.736864, cost_time=0:00:11.210662 2021-04-14 22:55:38,213 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=0.3803, top1-acc=86.81%, top5-acc=99.57%, remaining_time=0:00:30.424288, arrival_time=2021-04-14 22:56:08.637833, cost_time=0:00:13.422508 2021-04-14 22:55:40,412 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.3806, top1-acc=86.81%, top5-acc=99.58%, remaining_time=0:00:28.119042, arrival_time=2021-04-14 22:56:08.531790, cost_time=0:00:15.621674 2021-04-14 22:55:42,618 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.3826, top1-acc=86.79%, top5-acc=99.57%, remaining_time=0:00:25.850020, arrival_time=2021-04-14 22:56:08.468580, cost_time=0:00:17.827591 2021-04-14 22:55:44,820 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.3843, top1-acc=86.77%, top5-acc=99.56%, remaining_time=0:00:23.589876, arrival_time=2021-04-14 22:56:08.410024, cost_time=0:00:20.029100 2021-04-14 22:55:47,024 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.3851, top1-acc=86.68%, top5-acc=99.54%, remaining_time=0:00:21.343872, arrival_time=2021-04-14 22:56:08.368084, cost_time=0:00:22.233235 2021-04-14 22:55:49,224 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.3849, top1-acc=86.74%, top5-acc=99.53%, remaining_time=0:00:19.102750, arrival_time=2021-04-14 22:56:08.327499, cost_time=0:00:24.433706 2021-04-14 22:55:51,423 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=2.64ms, fps=1165 images/s, loss=0.3870, top1-acc=86.66%, top5-acc=99.53%, remaining_time=0:00:16.867288, arrival_time=2021-04-14 22:56:08.290847, cost_time=0:00:26.632538 2021-04-14 22:55:53,621 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.3872, top1-acc=86.64%, top5-acc=99.52%, remaining_time=0:00:14.636886, arrival_time=2021-04-14 22:56:08.258246, cost_time=0:00:28.830283 2021-04-14 22:55:55,817 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3894, top1-acc=86.55%, top5-acc=99.51%, remaining_time=0:00:12.410776, arrival_time=2021-04-14 22:56:08.228622, cost_time=0:00:31.026887 2021-04-14 22:55:58,021 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.59ms, fps=1162 images/s, loss=0.3893, top1-acc=86.54%, top5-acc=99.51%, remaining_time=0:00:10.190748, arrival_time=2021-04-14 22:56:08.212430, cost_time=0:00:33.230721 2021-04-14 22:56:00,223 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.65ms, fps=1163 images/s, loss=0.3881, top1-acc=86.55%, top5-acc=99.51%, remaining_time=0:00:07.972308, arrival_time=2021-04-14 22:56:08.195845, cost_time=0:00:35.432479 2021-04-14 22:56:02,433 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=2.11ms, fps=1159 images/s, loss=0.3873, top1-acc=86.58%, top5-acc=99.50%, remaining_time=0:00:05.757128, arrival_time=2021-04-14 22:56:08.190888, cost_time=0:00:37.642806 2021-04-14 22:56:04,632 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.3893, top1-acc=86.53%, top5-acc=99.50%, remaining_time=0:00:03.541440, arrival_time=2021-04-14 22:56:08.173554, cost_time=0:00:39.841146 2021-04-14 22:56:06,835 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.3887, top1-acc=86.58%, top5-acc=99.50%, remaining_time=0:00:01.327710, arrival_time=2021-04-14 22:56:08.162843, cost_time=0:00:42.044090 2021-04-14 22:56:08,012 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.19ms, fps=1156 images/s, loss=0.3887, top1-acc=86.55%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:08.011979, cost_time=0:00:43.220993 2021-04-14 22:56:08,907 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.60ms, fps=2865 images/s, loss=0.5849, top1-acc=79.77%, top5-acc=99.10%, remaining_time=0:00:02.680410, arrival_time=2021-04-14 22:56:11.588084, cost_time=0:00:00.893467 2021-04-14 22:56:09,595 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.62ms, fps=3724 images/s, loss=0.6190, top1-acc=79.06%, top5-acc=98.79%, remaining_time=0:00:01.581800, arrival_time=2021-04-14 22:56:11.177600, cost_time=0:00:01.581791 2021-04-14 22:56:10,287 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.68ms, fps=3705 images/s, loss=0.6222, top1-acc=78.98%, top5-acc=98.83%, remaining_time=0:00:00.757690, arrival_time=2021-04-14 22:56:11.044858, cost_time=0:00:02.273079 2021-04-14 22:56:10,918 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=3675 images/s, loss=0.6258, top1-acc=78.96%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:10.918937, cost_time=0:00:02.904819 2021-04-14 22:56:11,081 INFO : Epoch=0021 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:18:14.708029, arrival_time=2021-04-15 01:14:25.789574, cost_time=0:16:13.122177 2021-04-14 22:56:11,083 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 22:56:13,451 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.53ms, fps=1081 images/s, loss=0.3809, top1-acc=87.42%, top5-acc=99.53%, remaining_time=0:00:44.045916, arrival_time=2021-04-14 22:56:57.497145, cost_time=0:00:02.368058 2021-04-14 22:56:15,656 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.3878, top1-acc=86.99%, top5-acc=99.47%, remaining_time=0:00:40.241344, arrival_time=2021-04-14 22:56:55.897373, cost_time=0:00:04.572871 2021-04-14 22:56:17,852 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.3863, top1-acc=86.99%, top5-acc=99.49%, remaining_time=0:00:37.454082, arrival_time=2021-04-14 22:56:55.306135, cost_time=0:00:06.768801 2021-04-14 22:56:20,052 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3743, top1-acc=87.28%, top5-acc=99.57%, remaining_time=0:00:34.980972, arrival_time=2021-04-14 22:56:55.033684, cost_time=0:00:08.969464 2021-04-14 22:56:22,265 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.17ms, fps=1157 images/s, loss=0.3843, top1-acc=86.94%, top5-acc=99.48%, remaining_time=0:00:32.651002, arrival_time=2021-04-14 22:56:54.916124, cost_time=0:00:11.181857 2021-04-14 22:56:24,476 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.00ms, fps=1158 images/s, loss=0.3863, top1-acc=86.89%, top5-acc=99.46%, remaining_time=0:00:30.357920, arrival_time=2021-04-14 22:56:54.834539, cost_time=0:00:13.393199 2021-04-14 22:56:26,698 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=2.17ms, fps=1153 images/s, loss=0.3838, top1-acc=86.94%, top5-acc=99.48%, remaining_time=0:00:28.107954, arrival_time=2021-04-14 22:56:54.806757, cost_time=0:00:15.615527 2021-04-14 22:56:28,920 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.44ms, fps=1153 images/s, loss=0.3838, top1-acc=86.95%, top5-acc=99.50%, remaining_time=0:00:25.864056, arrival_time=2021-04-14 22:56:54.784616, cost_time=0:00:17.837305 2021-04-14 22:56:31,121 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.3851, top1-acc=86.89%, top5-acc=99.51%, remaining_time=0:00:23.600794, arrival_time=2021-04-14 22:56:54.722421, cost_time=0:00:20.038373 2021-04-14 22:56:33,326 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.3859, top1-acc=86.86%, top5-acc=99.51%, remaining_time=0:00:21.353184, arrival_time=2021-04-14 22:56:54.679419, cost_time=0:00:22.242858 2021-04-14 22:56:35,526 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.3850, top1-acc=86.90%, top5-acc=99.51%, remaining_time=0:00:19.110232, arrival_time=2021-04-14 22:56:54.636740, cost_time=0:00:24.443333 2021-04-14 22:56:37,721 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.66ms, fps=1166 images/s, loss=0.3835, top1-acc=86.93%, top5-acc=99.53%, remaining_time=0:00:16.871012, arrival_time=2021-04-14 22:56:54.592641, cost_time=0:00:26.638382 2021-04-14 22:56:39,916 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.3843, top1-acc=86.94%, top5-acc=99.52%, remaining_time=0:00:14.638206, arrival_time=2021-04-14 22:56:54.554313, cost_time=0:00:28.832865 2021-04-14 22:56:42,111 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3832, top1-acc=86.99%, top5-acc=99.51%, remaining_time=0:00:12.411280, arrival_time=2021-04-14 22:56:54.522686, cost_time=0:00:31.028194 2021-04-14 22:56:44,312 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.74ms, fps=1163 images/s, loss=0.3853, top1-acc=86.92%, top5-acc=99.51%, remaining_time=0:00:10.190334, arrival_time=2021-04-14 22:56:54.502871, cost_time=0:00:33.229282 2021-04-14 22:56:46,515 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.3832, top1-acc=86.96%, top5-acc=99.51%, remaining_time=0:00:07.972164, arrival_time=2021-04-14 22:56:54.487453, cost_time=0:00:35.431918 2021-04-14 22:56:48,714 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.3843, top1-acc=86.90%, top5-acc=99.50%, remaining_time=0:00:05.755334, arrival_time=2021-04-14 22:56:54.469541, cost_time=0:00:37.631034 2021-04-14 22:56:50,919 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=2.12ms, fps=1161 images/s, loss=0.3840, top1-acc=86.90%, top5-acc=99.51%, remaining_time=0:00:03.540976, arrival_time=2021-04-14 22:56:54.460108, cost_time=0:00:39.835968 2021-04-14 22:56:53,115 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.3843, top1-acc=86.88%, top5-acc=99.50%, remaining_time=0:00:01.327320, arrival_time=2021-04-14 22:56:54.442465, cost_time=0:00:42.031893 2021-04-14 22:56:54,294 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.41ms, fps=1153 images/s, loss=0.3846, top1-acc=86.87%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:54.294716, cost_time=0:00:43.211555 2021-04-14 22:56:55,106 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=2.16ms, fps=3161 images/s, loss=0.5183, top1-acc=81.41%, top5-acc=99.41%, remaining_time=0:00:02.429520, arrival_time=2021-04-14 22:56:57.535971, cost_time=0:00:00.809835 2021-04-14 22:56:55,798 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.29ms, fps=3700 images/s, loss=0.5268, top1-acc=81.56%, top5-acc=99.36%, remaining_time=0:00:01.502180, arrival_time=2021-04-14 22:56:57.300996, cost_time=0:00:01.502183 2021-04-14 22:56:56,487 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.55ms, fps=3718 images/s, loss=0.5441, top1-acc=81.13%, top5-acc=99.17%, remaining_time=0:00:00.730410, arrival_time=2021-04-14 22:56:57.218272, cost_time=0:00:02.191234 2021-04-14 22:56:57,118 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.09ms, fps=3679 images/s, loss=0.5476, top1-acc=81.42%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:57.118907, cost_time=0:00:02.822375 2021-04-14 22:56:57,303 INFO : Epoch=0022 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:17:27.416578, arrival_time=2021-04-15 01:14:24.719572, cost_time=0:16:59.343628 2021-04-14 22:56:57,304 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 22:56:59,668 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.41ms, fps=1083 images/s, loss=0.3977, top1-acc=86.56%, top5-acc=99.65%, remaining_time=0:00:43.967982, arrival_time=2021-04-14 22:57:43.636595, cost_time=0:00:02.363866 2021-04-14 22:57:01,877 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.78ms, fps=1159 images/s, loss=0.3961, top1-acc=86.58%, top5-acc=99.45%, remaining_time=0:00:40.241168, arrival_time=2021-04-14 22:57:42.118570, cost_time=0:00:04.572856 2021-04-14 22:57:04,072 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.3934, top1-acc=86.82%, top5-acc=99.53%, remaining_time=0:00:37.446944, arrival_time=2021-04-14 22:57:41.519010, cost_time=0:00:06.767512 2021-04-14 22:57:06,280 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=2.04ms, fps=1160 images/s, loss=0.3888, top1-acc=86.88%, top5-acc=99.59%, remaining_time=0:00:35.005932, arrival_time=2021-04-14 22:57:41.286452, cost_time=0:00:08.975886 2021-04-14 22:57:08,484 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.73ms, fps=1162 images/s, loss=0.3793, top1-acc=87.12%, top5-acc=99.62%, remaining_time=0:00:32.646622, arrival_time=2021-04-14 22:57:41.131432, cost_time=0:00:11.180327 2021-04-14 22:57:10,681 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.66ms, fps=1166 images/s, loss=0.3774, top1-acc=87.15%, top5-acc=99.60%, remaining_time=0:00:30.321200, arrival_time=2021-04-14 22:57:41.002830, cost_time=0:00:13.377004 2021-04-14 22:57:12,886 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=2.08ms, fps=1161 images/s, loss=0.3752, top1-acc=87.23%, top5-acc=99.63%, remaining_time=0:00:28.047348, arrival_time=2021-04-14 22:57:40.933772, cost_time=0:00:15.581873 2021-04-14 22:57:15,085 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.32ms, fps=1165 images/s, loss=0.3744, top1-acc=87.21%, top5-acc=99.64%, remaining_time=0:00:25.781928, arrival_time=2021-04-14 22:57:40.867007, cost_time=0:00:17.780606 2021-04-14 22:57:17,281 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3754, top1-acc=87.20%, top5-acc=99.62%, remaining_time=0:00:23.527866, arrival_time=2021-04-14 22:57:40.808926, cost_time=0:00:19.976517 2021-04-14 22:57:19,479 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.3759, top1-acc=87.20%, top5-acc=99.63%, remaining_time=0:00:21.288096, arrival_time=2021-04-14 22:57:40.767696, cost_time=0:00:22.175125 2021-04-14 22:57:21,680 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.70ms, fps=1164 images/s, loss=0.3788, top1-acc=87.11%, top5-acc=99.62%, remaining_time=0:00:19.057428, arrival_time=2021-04-14 22:57:40.737625, cost_time=0:00:24.375728 2021-04-14 22:57:23,877 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3791, top1-acc=87.07%, top5-acc=99.62%, remaining_time=0:00:16.829516, arrival_time=2021-04-14 22:57:40.707043, cost_time=0:00:26.572979 2021-04-14 22:57:26,074 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3808, top1-acc=87.00%, top5-acc=99.62%, remaining_time=0:00:14.606328, arrival_time=2021-04-14 22:57:40.680832, cost_time=0:00:28.770038 2021-04-14 22:57:28,276 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3844, top1-acc=86.84%, top5-acc=99.61%, remaining_time=0:00:12.388824, arrival_time=2021-04-14 22:57:40.665483, cost_time=0:00:30.972104 2021-04-14 22:57:30,479 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.3863, top1-acc=86.78%, top5-acc=99.61%, remaining_time=0:00:10.173498, arrival_time=2021-04-14 22:57:40.652443, cost_time=0:00:33.174458 2021-04-14 22:57:32,672 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.3847, top1-acc=86.84%, top5-acc=99.62%, remaining_time=0:00:07.957728, arrival_time=2021-04-14 22:57:40.629856, cost_time=0:00:35.367661 2021-04-14 22:57:34,864 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.66ms, fps=1168 images/s, loss=0.3849, top1-acc=86.86%, top5-acc=99.62%, remaining_time=0:00:05.744466, arrival_time=2021-04-14 22:57:40.609301, cost_time=0:00:37.560048 2021-04-14 22:57:37,065 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.3858, top1-acc=86.85%, top5-acc=99.61%, remaining_time=0:00:03.534320, arrival_time=2021-04-14 22:57:40.599894, cost_time=0:00:39.761090 2021-04-14 22:57:39,267 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.30ms, fps=1163 images/s, loss=0.3855, top1-acc=86.89%, top5-acc=99.58%, remaining_time=0:00:01.325160, arrival_time=2021-04-14 22:57:40.593026, cost_time=0:00:41.963399 2021-04-14 22:57:40,461 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.65ms, fps=1140 images/s, loss=0.3843, top1-acc=86.92%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:40.461366, cost_time=0:00:43.156905 2021-04-14 22:57:41,299 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.44ms, fps=3062 images/s, loss=0.5731, top1-acc=80.04%, top5-acc=98.40%, remaining_time=0:00:02.508390, arrival_time=2021-04-14 22:57:43.807730, cost_time=0:00:00.836128 2021-04-14 22:57:41,984 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.55ms, fps=3738 images/s, loss=0.5761, top1-acc=80.31%, top5-acc=98.48%, remaining_time=0:00:01.521300, arrival_time=2021-04-14 22:57:43.505811, cost_time=0:00:01.521297 2021-04-14 22:57:42,677 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=2.35ms, fps=3698 images/s, loss=0.5773, top1-acc=80.43%, top5-acc=98.54%, remaining_time=0:00:00.737980, arrival_time=2021-04-14 22:57:43.415180, cost_time=0:00:02.213939 2021-04-14 22:57:43,309 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=3675 images/s, loss=0.5779, top1-acc=80.54%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:43.309384, cost_time=0:00:02.846206 2021-04-14 22:57:43,504 INFO : Epoch=0023 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:16:40.065204, arrival_time=2021-04-15 01:14:23.569804, cost_time=0:17:45.545203 2021-04-14 22:57:43,506 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 22:57:45,884 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.35ms, fps=1077 images/s, loss=0.3590, top1-acc=87.81%, top5-acc=99.53%, remaining_time=0:00:44.220570, arrival_time=2021-04-14 22:58:30.104677, cost_time=0:00:02.377453 2021-04-14 22:57:48,090 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.69ms, fps=1161 images/s, loss=0.3640, top1-acc=87.27%, top5-acc=99.65%, remaining_time=0:00:40.338144, arrival_time=2021-04-14 22:58:28.428756, cost_time=0:00:04.583876 2021-04-14 22:57:50,301 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.3715, top1-acc=87.06%, top5-acc=99.64%, remaining_time=0:00:37.596842, arrival_time=2021-04-14 22:58:27.898125, cost_time=0:00:06.794623 2021-04-14 22:57:52,502 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.92ms, fps=1163 images/s, loss=0.3735, top1-acc=87.00%, top5-acc=99.65%, remaining_time=0:00:35.082996, arrival_time=2021-04-14 22:58:27.585369, cost_time=0:00:08.995629 2021-04-14 22:57:54,706 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.3713, top1-acc=87.09%, top5-acc=99.62%, remaining_time=0:00:32.704438, arrival_time=2021-04-14 22:58:27.411231, cost_time=0:00:11.200137 2021-04-14 22:57:56,918 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.3733, top1-acc=87.09%, top5-acc=99.59%, remaining_time=0:00:30.400896, arrival_time=2021-04-14 22:58:27.319717, cost_time=0:00:13.412156 2021-04-14 22:57:59,128 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.13ms, fps=1159 images/s, loss=0.3726, top1-acc=87.10%, top5-acc=99.60%, remaining_time=0:00:28.118790, arrival_time=2021-04-14 22:58:27.247042, cost_time=0:00:15.621520 2021-04-14 22:58:01,328 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3735, top1-acc=87.06%, top5-acc=99.58%, remaining_time=0:00:25.841552, arrival_time=2021-04-14 22:58:27.169874, cost_time=0:00:17.821748 2021-04-14 22:58:03,542 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.53ms, fps=1157 images/s, loss=0.3717, top1-acc=87.19%, top5-acc=99.57%, remaining_time=0:00:23.597190, arrival_time=2021-04-14 22:58:27.139219, cost_time=0:00:20.035375 2021-04-14 22:58:05,756 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.73ms, fps=1157 images/s, loss=0.3722, top1-acc=87.15%, top5-acc=99.60%, remaining_time=0:00:21.359424, arrival_time=2021-04-14 22:58:27.115520, cost_time=0:00:22.249431 2021-04-14 22:58:07,975 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.57ms, fps=1154 images/s, loss=0.3736, top1-acc=87.11%, top5-acc=99.59%, remaining_time=0:00:19.130270, arrival_time=2021-04-14 22:58:27.105937, cost_time=0:00:24.468977 2021-04-14 22:58:10,189 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.38ms, fps=1157 images/s, loss=0.3750, top1-acc=87.11%, top5-acc=99.59%, remaining_time=0:00:16.899132, arrival_time=2021-04-14 22:58:27.088637, cost_time=0:00:26.682839 2021-04-14 22:58:12,399 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=0.3735, top1-acc=87.17%, top5-acc=99.58%, remaining_time=0:00:14.668434, arrival_time=2021-04-14 22:58:27.067547, cost_time=0:00:28.892373 2021-04-14 22:58:14,601 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=2.23ms, fps=1163 images/s, loss=0.3729, top1-acc=87.17%, top5-acc=99.58%, remaining_time=0:00:12.437768, arrival_time=2021-04-14 22:58:27.038889, cost_time=0:00:31.094467 2021-04-14 22:58:16,804 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.3744, top1-acc=87.10%, top5-acc=99.57%, remaining_time=0:00:10.211402, arrival_time=2021-04-14 22:58:27.016076, cost_time=0:00:33.298078 2021-04-14 22:58:19,000 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.3766, top1-acc=87.04%, top5-acc=99.56%, remaining_time=0:00:07.986132, arrival_time=2021-04-14 22:58:26.986830, cost_time=0:00:35.493961 2021-04-14 22:58:21,203 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.3766, top1-acc=87.03%, top5-acc=99.57%, remaining_time=0:00:05.765344, arrival_time=2021-04-14 22:58:26.968475, cost_time=0:00:37.696399 2021-04-14 22:58:23,409 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.3772, top1-acc=87.04%, top5-acc=99.57%, remaining_time=0:00:03.546880, arrival_time=2021-04-14 22:58:26.956118, cost_time=0:00:39.902471 2021-04-14 22:58:25,618 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=0.3779, top1-acc=87.00%, top5-acc=99.56%, remaining_time=0:00:01.329834, arrival_time=2021-04-14 22:58:26.947784, cost_time=0:00:42.111351 2021-04-14 22:58:26,800 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.26ms, fps=1151 images/s, loss=0.3782, top1-acc=87.02%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:26.800412, cost_time=0:00:43.293764 2021-04-14 22:58:27,630 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.39ms, fps=3094 images/s, loss=0.5205, top1-acc=81.52%, top5-acc=99.26%, remaining_time=0:00:02.482410, arrival_time=2021-04-14 22:58:30.112583, cost_time=0:00:00.827467 2021-04-14 22:58:28,319 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.48ms, fps=3717 images/s, loss=0.5351, top1-acc=81.05%, top5-acc=99.12%, remaining_time=0:00:01.516980, arrival_time=2021-04-14 22:58:29.836516, cost_time=0:00:01.516978 2021-04-14 22:58:29,005 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.32ms, fps=3735 images/s, loss=0.5296, top1-acc=81.37%, top5-acc=99.13%, remaining_time=0:00:00.734250, arrival_time=2021-04-14 22:58:29.739564, cost_time=0:00:02.202748 2021-04-14 22:58:29,640 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.11ms, fps=3657 images/s, loss=0.5300, top1-acc=81.60%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:29.640028, cost_time=0:00:02.837462 2021-04-14 22:58:29,823 INFO : Epoch=0024 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:15:53.672032, arrival_time=2021-04-15 01:14:23.495790, cost_time=0:18:31.864367 2021-04-14 22:58:29,825 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 22:58:32,225 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.56ms, fps=1066 images/s, loss=0.3632, top1-acc=87.73%, top5-acc=99.45%, remaining_time=0:00:44.648556, arrival_time=2021-04-14 22:59:16.874376, cost_time=0:00:02.400461 2021-04-14 22:58:34,430 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.3622, top1-acc=87.64%, top5-acc=99.57%, remaining_time=0:00:40.519776, arrival_time=2021-04-14 22:59:14.949728, cost_time=0:00:04.604522 2021-04-14 22:58:36,629 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3671, top1-acc=87.12%, top5-acc=99.65%, remaining_time=0:00:37.651622, arrival_time=2021-04-14 22:59:14.281508, cost_time=0:00:06.804519 2021-04-14 22:58:38,832 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.3717, top1-acc=87.18%, top5-acc=99.64%, remaining_time=0:00:35.126832, arrival_time=2021-04-14 22:59:13.959081, cost_time=0:00:09.006886 2021-04-14 22:58:41,039 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.64ms, fps=1160 images/s, loss=0.3671, top1-acc=87.32%, top5-acc=99.66%, remaining_time=0:00:32.744588, arrival_time=2021-04-14 22:59:13.783934, cost_time=0:00:11.213925 2021-04-14 22:58:43,239 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.3712, top1-acc=87.23%, top5-acc=99.62%, remaining_time=0:00:30.406200, arrival_time=2021-04-14 22:59:13.646064, cost_time=0:00:13.414507 2021-04-14 22:58:45,442 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.3724, top1-acc=87.12%, top5-acc=99.63%, remaining_time=0:00:28.110474, arrival_time=2021-04-14 22:59:13.552764, cost_time=0:00:15.616932 2021-04-14 22:58:47,653 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.35ms, fps=1158 images/s, loss=0.3707, top1-acc=87.14%, top5-acc=99.64%, remaining_time=0:00:25.850832, arrival_time=2021-04-14 22:59:13.504331, cost_time=0:00:17.828157 2021-04-14 22:58:49,873 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.58ms, fps=1154 images/s, loss=0.3699, top1-acc=87.12%, top5-acc=99.66%, remaining_time=0:00:23.612030, arrival_time=2021-04-14 22:59:13.485380, cost_time=0:00:20.047934 2021-04-14 22:58:52,090 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.86ms, fps=1155 images/s, loss=0.3706, top1-acc=87.05%, top5-acc=99.66%, remaining_time=0:00:21.374784, arrival_time=2021-04-14 22:59:13.465540, cost_time=0:00:22.265394 2021-04-14 22:58:54,294 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.3736, top1-acc=86.96%, top5-acc=99.64%, remaining_time=0:00:19.130184, arrival_time=2021-04-14 22:59:13.424447, cost_time=0:00:24.468808 2021-04-14 22:58:56,516 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.57ms, fps=1153 images/s, loss=0.3772, top1-acc=86.86%, top5-acc=99.61%, remaining_time=0:00:16.904148, arrival_time=2021-04-14 22:59:13.420279, cost_time=0:00:26.690771 2021-04-14 22:58:58,733 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.46ms, fps=1155 images/s, loss=0.3759, top1-acc=86.93%, top5-acc=99.60%, remaining_time=0:00:14.676222, arrival_time=2021-04-14 22:59:13.409308, cost_time=0:00:28.907717 2021-04-14 22:59:00,934 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.3757, top1-acc=87.01%, top5-acc=99.60%, remaining_time=0:00:12.443536, arrival_time=2021-04-14 22:59:13.377776, cost_time=0:00:31.108881 2021-04-14 22:59:03,130 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.3777, top1-acc=86.94%, top5-acc=99.60%, remaining_time=0:00:10.213426, arrival_time=2021-04-14 22:59:13.343468, cost_time=0:00:33.304686 2021-04-14 22:59:05,322 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.3789, top1-acc=86.89%, top5-acc=99.59%, remaining_time=0:00:07.986816, arrival_time=2021-04-14 22:59:13.309094, cost_time=0:00:35.497006 2021-04-14 22:59:07,518 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.3792, top1-acc=86.88%, top5-acc=99.58%, remaining_time=0:00:05.764824, arrival_time=2021-04-14 22:59:13.283245, cost_time=0:00:37.693051 2021-04-14 22:59:09,720 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.98ms, fps=1163 images/s, loss=0.3797, top1-acc=86.82%, top5-acc=99.57%, remaining_time=0:00:03.546240, arrival_time=2021-04-14 22:59:13.266797, cost_time=0:00:39.895278 2021-04-14 22:59:11,922 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.21ms, fps=1163 images/s, loss=0.3794, top1-acc=86.82%, top5-acc=99.58%, remaining_time=0:00:01.329396, arrival_time=2021-04-14 22:59:13.252202, cost_time=0:00:42.097455 2021-04-14 22:59:13,099 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.24ms, fps=1156 images/s, loss=0.3811, top1-acc=86.78%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:13.099786, cost_time=0:00:43.274511 2021-04-14 22:59:13,909 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.21ms, fps=3169 images/s, loss=0.6171, top1-acc=79.77%, top5-acc=98.36%, remaining_time=0:00:02.423520, arrival_time=2021-04-14 22:59:16.333083, cost_time=0:00:00.807838 2021-04-14 22:59:14,599 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.45ms, fps=3714 images/s, loss=0.6369, top1-acc=78.83%, top5-acc=98.40%, remaining_time=0:00:01.497500, arrival_time=2021-04-14 22:59:16.096714, cost_time=0:00:01.497499 2021-04-14 22:59:15,290 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.97ms, fps=3704 images/s, loss=0.6329, top1-acc=78.98%, top5-acc=98.32%, remaining_time=0:00:00.729660, arrival_time=2021-04-14 22:59:16.020407, cost_time=0:00:02.188967 2021-04-14 22:59:15,923 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.11ms, fps=3672 images/s, loss=0.6393, top1-acc=78.90%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:15.923032, cost_time=0:00:02.821331 2021-04-14 22:59:16,117 INFO : Epoch=0025 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:15:07.108975, arrival_time=2021-04-15 01:14:23.226757, cost_time=0:19:18.158422 2021-04-14 22:59:16,119 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 22:59:18,480 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.50ms, fps=1084 images/s, loss=0.3902, top1-acc=87.03%, top5-acc=99.49%, remaining_time=0:00:43.915158, arrival_time=2021-04-14 23:00:02.395639, cost_time=0:00:02.361034 2021-04-14 22:59:20,675 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.3871, top1-acc=86.93%, top5-acc=99.45%, remaining_time=0:00:40.094032, arrival_time=2021-04-14 23:00:00.769514, cost_time=0:00:04.556140 2021-04-14 22:59:22,876 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.3710, top1-acc=87.38%, top5-acc=99.49%, remaining_time=0:00:37.389840, arrival_time=2021-04-14 23:00:00.266377, cost_time=0:00:06.757193 2021-04-14 22:59:25,083 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.3711, top1-acc=87.51%, top5-acc=99.44%, remaining_time=0:00:34.958976, arrival_time=2021-04-14 23:00:00.042224, cost_time=0:00:08.963856 2021-04-14 22:59:27,283 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.3638, top1-acc=87.81%, top5-acc=99.47%, remaining_time=0:00:32.600048, arrival_time=2021-04-14 22:59:59.883819, cost_time=0:00:11.164420 2021-04-14 22:59:29,485 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=0.3680, top1-acc=87.63%, top5-acc=99.48%, remaining_time=0:00:30.296992, arrival_time=2021-04-14 22:59:59.782658, cost_time=0:00:13.366321 2021-04-14 22:59:31,680 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.3686, top1-acc=87.52%, top5-acc=99.51%, remaining_time=0:00:28.009926, arrival_time=2021-04-14 22:59:59.690435, cost_time=0:00:15.561058 2021-04-14 22:59:33,894 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.57ms, fps=1156 images/s, loss=0.3702, top1-acc=87.41%, top5-acc=99.54%, remaining_time=0:00:25.774620, arrival_time=2021-04-14 22:59:59.669471, cost_time=0:00:17.775587 2021-04-14 22:59:36,115 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.64ms, fps=1153 images/s, loss=0.3718, top1-acc=87.31%, top5-acc=99.57%, remaining_time=0:00:23.551292, arrival_time=2021-04-14 22:59:59.667009, cost_time=0:00:19.996375 2021-04-14 22:59:38,322 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.3702, top1-acc=87.41%, top5-acc=99.59%, remaining_time=0:00:21.314784, arrival_time=2021-04-14 22:59:59.636917, cost_time=0:00:22.202871 2021-04-14 22:59:40,529 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.3712, top1-acc=87.34%, top5-acc=99.58%, remaining_time=0:00:19.084346, arrival_time=2021-04-14 22:59:59.613916, cost_time=0:00:24.410237 2021-04-14 22:59:42,731 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.3728, top1-acc=87.27%, top5-acc=99.58%, remaining_time=0:00:16.854596, arrival_time=2021-04-14 22:59:59.586366, cost_time=0:00:26.612515 2021-04-14 22:59:44,929 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.3764, top1-acc=87.18%, top5-acc=99.55%, remaining_time=0:00:14.626458, arrival_time=2021-04-14 22:59:59.555531, cost_time=0:00:28.809735 2021-04-14 22:59:47,133 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.3774, top1-acc=87.10%, top5-acc=99.54%, remaining_time=0:00:12.405568, arrival_time=2021-04-14 22:59:59.538685, cost_time=0:00:31.013852 2021-04-14 22:59:49,328 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.3766, top1-acc=87.11%, top5-acc=99.55%, remaining_time=0:00:10.184262, arrival_time=2021-04-14 22:59:59.513116, cost_time=0:00:33.209599 2021-04-14 22:59:51,524 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.3764, top1-acc=87.08%, top5-acc=99.54%, remaining_time=0:00:07.966152, arrival_time=2021-04-14 22:59:59.490659, cost_time=0:00:35.405119 2021-04-14 22:59:53,727 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.00ms, fps=1162 images/s, loss=0.3784, top1-acc=86.99%, top5-acc=99.52%, remaining_time=0:00:05.751824, arrival_time=2021-04-14 22:59:59.479145, cost_time=0:00:37.608062 2021-04-14 22:59:55,922 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3785, top1-acc=86.99%, top5-acc=99.51%, remaining_time=0:00:03.538048, arrival_time=2021-04-14 22:59:59.460391, cost_time=0:00:39.803092 2021-04-14 22:59:58,127 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.3793, top1-acc=86.96%, top5-acc=99.50%, remaining_time=0:00:01.326564, arrival_time=2021-04-14 22:59:59.453801, cost_time=0:00:42.007911 2021-04-14 22:59:59,305 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.29ms, fps=1155 images/s, loss=0.3798, top1-acc=86.97%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:59.305470, cost_time=0:00:43.186196 2021-04-14 23:00:00,130 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.22ms, fps=3112 images/s, loss=0.5465, top1-acc=81.72%, top5-acc=99.45%, remaining_time=0:00:02.467980, arrival_time=2021-04-14 23:00:02.598126, cost_time=0:00:00.822656 2021-04-14 23:00:00,822 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.34ms, fps=3700 images/s, loss=0.5732, top1-acc=80.92%, top5-acc=99.20%, remaining_time=0:00:01.515040, arrival_time=2021-04-14 23:00:02.337689, cost_time=0:00:01.515036 2021-04-14 23:00:01,517 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.39ms, fps=3690 images/s, loss=0.5720, top1-acc=81.02%, top5-acc=99.19%, remaining_time=0:00:00.736520, arrival_time=2021-04-14 23:00:02.253521, cost_time=0:00:02.209559 2021-04-14 23:00:02,151 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.09ms, fps=3661 images/s, loss=0.5615, top1-acc=81.09%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:02.151117, cost_time=0:00:02.843583 2021-04-14 23:00:02,329 INFO : Epoch=0026 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:14:20.015646, arrival_time=2021-04-15 01:14:22.345168, cost_time=0:20:04.370149 2021-04-14 23:00:02,330 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 23:00:04,728 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.34ms, fps=1068 images/s, loss=0.3582, top1-acc=87.42%, top5-acc=99.61%, remaining_time=0:00:44.591268, arrival_time=2021-04-14 23:00:49.319671, cost_time=0:00:02.397384 2021-04-14 23:00:06,927 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.3673, top1-acc=87.30%, top5-acc=99.63%, remaining_time=0:00:40.448848, arrival_time=2021-04-14 23:00:47.376409, cost_time=0:00:04.596462 2021-04-14 23:00:09,143 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.38ms, fps=1156 images/s, loss=0.3607, top1-acc=87.75%, top5-acc=99.65%, remaining_time=0:00:37.692956, arrival_time=2021-04-14 23:00:46.836031, cost_time=0:00:06.811983 2021-04-14 23:00:11,352 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.3657, top1-acc=87.47%, top5-acc=99.66%, remaining_time=0:00:35.181744, arrival_time=2021-04-14 23:00:46.533867, cost_time=0:00:09.020972 2021-04-14 23:00:13,557 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.89ms, fps=1161 images/s, loss=0.3691, top1-acc=87.45%, top5-acc=99.63%, remaining_time=0:00:32.781088, arrival_time=2021-04-14 23:00:46.338605, cost_time=0:00:11.226423 2021-04-14 23:00:15,755 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.3667, top1-acc=87.45%, top5-acc=99.64%, remaining_time=0:00:30.427824, arrival_time=2021-04-14 23:00:46.182948, cost_time=0:00:13.424032 2021-04-14 23:00:17,952 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3690, top1-acc=87.27%, top5-acc=99.58%, remaining_time=0:00:28.118034, arrival_time=2021-04-14 23:00:46.070284, cost_time=0:00:15.621159 2021-04-14 23:00:20,150 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.3708, top1-acc=87.18%, top5-acc=99.59%, remaining_time=0:00:25.838304, arrival_time=2021-04-14 23:00:45.988926, cost_time=0:00:17.819535 2021-04-14 23:00:22,350 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.3721, top1-acc=87.15%, top5-acc=99.61%, remaining_time=0:00:23.578958, arrival_time=2021-04-14 23:00:45.929850, cost_time=0:00:20.019840 2021-04-14 23:00:24,546 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.3753, top1-acc=87.09%, top5-acc=99.61%, remaining_time=0:00:21.326304, arrival_time=2021-04-14 23:00:45.872324, cost_time=0:00:22.214924 2021-04-14 23:00:26,748 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.3768, top1-acc=87.00%, top5-acc=99.60%, remaining_time=0:00:19.089592, arrival_time=2021-04-14 23:00:45.837565, cost_time=0:00:24.416971 2021-04-14 23:00:28,942 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.3754, top1-acc=87.01%, top5-acc=99.61%, remaining_time=0:00:16.854140, arrival_time=2021-04-14 23:00:45.796988, cost_time=0:00:26.611762 2021-04-14 23:00:31,142 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3748, top1-acc=87.06%, top5-acc=99.61%, remaining_time=0:00:14.627184, arrival_time=2021-04-14 23:00:45.769289, cost_time=0:00:28.811096 2021-04-14 23:00:33,340 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.3754, top1-acc=87.04%, top5-acc=99.60%, remaining_time=0:00:12.403552, arrival_time=2021-04-14 23:00:45.743490, cost_time=0:00:31.008839 2021-04-14 23:00:35,532 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.3755, top1-acc=87.04%, top5-acc=99.61%, remaining_time=0:00:10.181916, arrival_time=2021-04-14 23:00:45.714833, cost_time=0:00:33.201898 2021-04-14 23:00:37,727 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.3778, top1-acc=86.96%, top5-acc=99.60%, remaining_time=0:00:07.964208, arrival_time=2021-04-14 23:00:45.691683, cost_time=0:00:35.396479 2021-04-14 23:00:39,929 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.3769, top1-acc=86.99%, top5-acc=99.60%, remaining_time=0:00:05.750394, arrival_time=2021-04-14 23:00:45.680178, cost_time=0:00:37.598691 2021-04-14 23:00:42,132 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.3777, top1-acc=86.94%, top5-acc=99.59%, remaining_time=0:00:03.537952, arrival_time=2021-04-14 23:00:45.670863, cost_time=0:00:39.801906 2021-04-14 23:00:44,335 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.25ms, fps=1163 images/s, loss=0.3773, top1-acc=86.96%, top5-acc=99.60%, remaining_time=0:00:01.326450, arrival_time=2021-04-14 23:00:45.661691, cost_time=0:00:42.004232 2021-04-14 23:00:45,516 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.85ms, fps=1152 images/s, loss=0.3772, top1-acc=86.95%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:45.516076, cost_time=0:00:43.185027 2021-04-14 23:00:46,342 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=2.50ms, fps=3104 images/s, loss=0.6404, top1-acc=78.05%, top5-acc=98.48%, remaining_time=0:00:02.474160, arrival_time=2021-04-14 23:00:48.816789, cost_time=0:00:00.824720 2021-04-14 23:00:47,029 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.35ms, fps=3732 images/s, loss=0.6303, top1-acc=78.59%, top5-acc=98.44%, remaining_time=0:00:01.511080, arrival_time=2021-04-14 23:00:48.540084, cost_time=0:00:01.511088 2021-04-14 23:00:47,716 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.39ms, fps=3728 images/s, loss=0.6164, top1-acc=79.26%, top5-acc=98.58%, remaining_time=0:00:00.732740, arrival_time=2021-04-14 23:00:48.448832, cost_time=0:00:02.198205 2021-04-14 23:00:48,345 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.09ms, fps=3689 images/s, loss=0.6283, top1-acc=79.06%, top5-acc=98.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:48.345216, cost_time=0:00:02.827348 2021-04-14 23:00:48,530 INFO : Epoch=0027 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:13:32.916255, arrival_time=2021-04-15 01:14:21.446377, cost_time=0:20:50.570758 2021-04-14 23:00:48,531 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 23:00:50,923 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.90ms, fps=1070 images/s, loss=0.3574, top1-acc=87.93%, top5-acc=99.49%, remaining_time=0:00:44.485992, arrival_time=2021-04-14 23:01:35.409434, cost_time=0:00:02.391724 2021-04-14 23:00:53,130 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.3688, top1-acc=87.50%, top5-acc=99.55%, remaining_time=0:00:40.465392, arrival_time=2021-04-14 23:01:33.595413, cost_time=0:00:04.598348 2021-04-14 23:00:55,330 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.3732, top1-acc=87.20%, top5-acc=99.51%, remaining_time=0:00:37.620912, arrival_time=2021-04-14 23:01:32.951545, cost_time=0:00:06.798960 2021-04-14 23:00:57,530 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.3657, top1-acc=87.45%, top5-acc=99.48%, remaining_time=0:00:35.095320, arrival_time=2021-04-14 23:01:32.625996, cost_time=0:00:08.998784 2021-04-14 23:00:59,745 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.39ms, fps=1156 images/s, loss=0.3642, top1-acc=87.60%, top5-acc=99.49%, remaining_time=0:00:32.745610, arrival_time=2021-04-14 23:01:32.491476, cost_time=0:00:11.214263 2021-04-14 23:01:01,943 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.3646, top1-acc=87.42%, top5-acc=99.53%, remaining_time=0:00:30.399672, arrival_time=2021-04-14 23:01:32.342980, cost_time=0:00:13.411634 2021-04-14 23:01:04,140 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.3679, top1-acc=87.31%, top5-acc=99.51%, remaining_time=0:00:28.095858, arrival_time=2021-04-14 23:01:32.236400, cost_time=0:00:15.608782 2021-04-14 23:01:06,339 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.3678, top1-acc=87.30%, top5-acc=99.52%, remaining_time=0:00:25.821252, arrival_time=2021-04-14 23:01:32.160613, cost_time=0:00:17.807773 2021-04-14 23:01:08,549 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.87ms, fps=1159 images/s, loss=0.3699, top1-acc=87.20%, top5-acc=99.53%, remaining_time=0:00:23.576414, arrival_time=2021-04-14 23:01:32.125826, cost_time=0:00:20.017734 2021-04-14 23:01:10,747 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3733, top1-acc=87.05%, top5-acc=99.53%, remaining_time=0:00:21.327456, arrival_time=2021-04-14 23:01:32.075108, cost_time=0:00:22.216059 2021-04-14 23:01:12,943 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3709, top1-acc=87.16%, top5-acc=99.52%, remaining_time=0:00:19.085292, arrival_time=2021-04-14 23:01:32.028423, cost_time=0:00:24.411462 2021-04-14 23:01:15,144 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3720, top1-acc=87.13%, top5-acc=99.52%, remaining_time=0:00:16.854900, arrival_time=2021-04-14 23:01:31.999542, cost_time=0:00:26.613057 2021-04-14 23:01:17,347 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.3722, top1-acc=87.10%, top5-acc=99.52%, remaining_time=0:00:14.629494, arrival_time=2021-04-14 23:01:31.976785, cost_time=0:00:28.815611 2021-04-14 23:01:19,541 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.3708, top1-acc=87.13%, top5-acc=99.51%, remaining_time=0:00:12.404056, arrival_time=2021-04-14 23:01:31.945807, cost_time=0:00:31.010122 2021-04-14 23:01:21,738 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.3703, top1-acc=87.18%, top5-acc=99.51%, remaining_time=0:00:10.183434, arrival_time=2021-04-14 23:01:31.921807, cost_time=0:00:33.206782 2021-04-14 23:01:23,936 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.3720, top1-acc=87.13%, top5-acc=99.51%, remaining_time=0:00:07.966188, arrival_time=2021-04-14 23:01:31.903093, cost_time=0:00:35.405227 2021-04-14 23:01:26,132 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3743, top1-acc=87.05%, top5-acc=99.52%, remaining_time=0:00:05.750732, arrival_time=2021-04-14 23:01:31.883185, cost_time=0:00:37.600857 2021-04-14 23:01:28,335 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.3751, top1-acc=87.07%, top5-acc=99.52%, remaining_time=0:00:03.538128, arrival_time=2021-04-14 23:01:31.873667, cost_time=0:00:39.803947 2021-04-14 23:01:30,538 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.3756, top1-acc=87.06%, top5-acc=99.53%, remaining_time=0:00:01.326516, arrival_time=2021-04-14 23:01:31.864575, cost_time=0:00:42.006276 2021-04-14 23:01:31,722 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.25ms, fps=1149 images/s, loss=0.3751, top1-acc=87.07%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:31.722087, cost_time=0:00:43.190492 2021-04-14 23:01:32,564 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.37ms, fps=3046 images/s, loss=0.6334, top1-acc=80.08%, top5-acc=98.71%, remaining_time=0:00:02.521140, arrival_time=2021-04-14 23:01:35.085524, cost_time=0:00:00.840382 2021-04-14 23:01:33,256 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.65ms, fps=3701 images/s, loss=0.6354, top1-acc=79.41%, top5-acc=98.67%, remaining_time=0:00:01.532540, arrival_time=2021-04-14 23:01:34.789078, cost_time=0:00:01.532533 2021-04-14 23:01:33,943 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.40ms, fps=3730 images/s, loss=0.6278, top1-acc=79.24%, top5-acc=98.83%, remaining_time=0:00:00.739750, arrival_time=2021-04-14 23:01:34.683041, cost_time=0:00:02.219254 2021-04-14 23:01:34,574 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.09ms, fps=3676 images/s, loss=0.6252, top1-acc=79.37%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:34.574853, cost_time=0:00:02.850899 2021-04-14 23:01:34,755 INFO : Epoch=0028 complete, best val top1-acc=82.64%, top5-acc=99.12% (epoch=20), remaining_time=2:12:46.035864, arrival_time=2021-04-15 01:14:20.791747, cost_time=0:21:36.796522 2021-04-14 23:01:34,757 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 23:01:37,133 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.48ms, fps=1077 images/s, loss=0.3592, top1-acc=87.66%, top5-acc=99.80%, remaining_time=0:00:44.191554, arrival_time=2021-04-14 23:02:21.324773, cost_time=0:00:02.375891 2021-04-14 23:01:39,335 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.3476, top1-acc=88.05%, top5-acc=99.79%, remaining_time=0:00:40.282352, arrival_time=2021-04-14 23:02:19.617363, cost_time=0:00:04.577544 2021-04-14 23:01:41,548 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.93ms, fps=1157 images/s, loss=0.3535, top1-acc=87.80%, top5-acc=99.70%, remaining_time=0:00:37.577752, arrival_time=2021-04-14 23:02:19.126267, cost_time=0:00:06.791153 2021-04-14 23:01:43,767 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=2.11ms, fps=1154 images/s, loss=0.3523, top1-acc=87.79%, top5-acc=99.67%, remaining_time=0:00:35.139936, arrival_time=2021-04-14 23:02:18.907507, cost_time=0:00:09.010234 2021-04-14 23:01:45,969 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.3582, top1-acc=87.59%, top5-acc=99.67%, remaining_time=0:00:32.739478, arrival_time=2021-04-14 23:02:18.708969, cost_time=0:00:11.212158 2021-04-14 23:01:48,167 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3595, top1-acc=87.56%, top5-acc=99.69%, remaining_time=0:00:30.395728, arrival_time=2021-04-14 23:02:18.562956, cost_time=0:00:13.409895 2021-04-14 23:01:50,365 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3648, top1-acc=87.45%, top5-acc=99.65%, remaining_time=0:00:28.094976, arrival_time=2021-04-14 23:02:18.460629, cost_time=0:00:15.608325 2021-04-14 23:01:52,561 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.3703, top1-acc=87.35%, top5-acc=99.59%, remaining_time=0:00:25.815452, arrival_time=2021-04-14 23:02:18.376532, cost_time=0:00:17.803753 2021-04-14 23:01:54,757 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3704, top1-acc=87.35%, top5-acc=99.57%, remaining_time=0:00:23.555638, arrival_time=2021-04-14 23:02:18.313145, cost_time=0:00:20.000047 2021-04-14 23:01:56,970 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.55ms, fps=1157 images/s, loss=0.3683, top1-acc=87.45%, top5-acc=99.58%, remaining_time=0:00:21.324672, arrival_time=2021-04-14 23:02:18.295157, cost_time=0:00:22.213155 2021-04-14 23:01:59,176 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.3686, top1-acc=87.47%, top5-acc=99.56%, remaining_time=0:00:19.091484, arrival_time=2021-04-14 23:02:18.268176, cost_time=0:00:24.419355 2021-04-14 23:02:01,388 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.92ms, fps=1158 images/s, loss=0.3701, top1-acc=87.40%, top5-acc=99.57%, remaining_time=0:00:16.866604, arrival_time=2021-04-14 23:02:18.255404, cost_time=0:00:26.631436 2021-04-14 23:02:03,605 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.03ms, fps=1155 images/s, loss=0.3732, top1-acc=87.27%, top5-acc=99.56%, remaining_time=0:00:14.645730, arrival_time=2021-04-14 23:02:18.250755, cost_time=0:00:28.847692 2021-04-14 23:02:05,800 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.3733, top1-acc=87.25%, top5-acc=99.57%, remaining_time=0:00:12.417160, arrival_time=2021-04-14 23:02:18.217382, cost_time=0:00:31.042893 2021-04-14 23:02:07,998 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3761, top1-acc=87.14%, top5-acc=99.56%, remaining_time=0:00:10.193830, arrival_time=2021-04-14 23:02:18.192002, cost_time=0:00:33.240776 2021-04-14 23:02:10,196 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3755, top1-acc=87.19%, top5-acc=99.55%, remaining_time=0:00:07.973748, arrival_time=2021-04-14 23:02:18.169969, cost_time=0:00:35.438890 2021-04-14 23:02:12,402 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.88ms, fps=1160 images/s, loss=0.3771, top1-acc=87.13%, top5-acc=99.56%, remaining_time=0:00:05.757544, arrival_time=2021-04-14 23:02:18.160409, cost_time=0:00:37.645537 2021-04-14 23:02:14,606 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.90ms, fps=1162 images/s, loss=0.3776, top1-acc=87.12%, top5-acc=99.55%, remaining_time=0:00:03.542112, arrival_time=2021-04-14 23:02:18.148184, cost_time=0:00:39.848802 2021-04-14 23:02:16,805 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.24ms, fps=1164 images/s, loss=0.3782, top1-acc=87.11%, top5-acc=99.55%, remaining_time=0:00:01.327818, arrival_time=2021-04-14 23:02:18.132797, cost_time=0:00:42.047650 2021-04-14 23:02:17,984 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.42ms, fps=1154 images/s, loss=0.3777, top1-acc=87.13%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:17.984266, cost_time=0:00:43.227017 2021-04-14 23:02:18,788 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.12ms, fps=3193 images/s, loss=0.5195, top1-acc=82.58%, top5-acc=99.22%, remaining_time=0:00:02.405490, arrival_time=2021-04-14 23:02:21.193546, cost_time=0:00:00.801831 2021-04-14 23:02:19,477 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.46ms, fps=3715 images/s, loss=0.5214, top1-acc=82.56%, top5-acc=99.14%, remaining_time=0:00:01.491300, arrival_time=2021-04-14 23:02:20.968810, cost_time=0:00:01.491300 2021-04-14 23:02:20,167 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.77ms, fps=3715 images/s, loss=0.5142, top1-acc=82.77%, top5-acc=99.08%, remaining_time=0:00:00.726890, arrival_time=2021-04-14 23:02:20.893846, cost_time=0:00:02.180675 2021-04-14 23:02:20,799 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=3669 images/s, loss=0.5258, top1-acc=82.78%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:20.799734, cost_time=0:00:02.813544 2021-04-14 23:02:21,124 INFO : Epoch=0029 complete, best val top1-acc=82.78%, top5-acc=99.18% (epoch=29), remaining_time=2:12:00.044037, arrival_time=2021-04-15 01:14:21.168785, cost_time=0:22:23.165374 2021-04-14 23:02:21,126 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 23:02:23,538 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.42ms, fps=1061 images/s, loss=0.3444, top1-acc=87.97%, top5-acc=99.73%, remaining_time=0:00:44.862828, arrival_time=2021-04-14 23:03:08.401238, cost_time=0:00:02.411976 2021-04-14 23:02:25,739 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.3622, top1-acc=87.48%, top5-acc=99.57%, remaining_time=0:00:40.597216, arrival_time=2021-04-14 23:03:06.336838, cost_time=0:00:04.613324 2021-04-14 23:02:27,952 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=2.08ms, fps=1157 images/s, loss=0.3582, top1-acc=87.51%, top5-acc=99.58%, remaining_time=0:00:37.771806, arrival_time=2021-04-14 23:03:05.724381, cost_time=0:00:06.826224 2021-04-14 23:02:30,154 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.3621, top1-acc=87.40%, top5-acc=99.56%, remaining_time=0:00:35.206704, arrival_time=2021-04-14 23:03:05.360571, cost_time=0:00:09.027356 2021-04-14 23:02:32,351 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.3616, top1-acc=87.45%, top5-acc=99.59%, remaining_time=0:00:32.776562, arrival_time=2021-04-14 23:03:05.127697, cost_time=0:00:11.224839 2021-04-14 23:02:34,555 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.74ms, fps=1162 images/s, loss=0.3626, top1-acc=87.42%, top5-acc=99.60%, remaining_time=0:00:30.439248, arrival_time=2021-04-14 23:03:04.994628, cost_time=0:00:13.429079 2021-04-14 23:02:36,756 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.3674, top1-acc=87.30%, top5-acc=99.57%, remaining_time=0:00:28.134162, arrival_time=2021-04-14 23:03:04.890665, cost_time=0:00:15.630114 2021-04-14 23:02:38,962 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.3742, top1-acc=87.03%, top5-acc=99.58%, remaining_time=0:00:25.862200, arrival_time=2021-04-14 23:03:04.824546, cost_time=0:00:17.836024 2021-04-14 23:02:41,170 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.64ms, fps=1160 images/s, loss=0.3759, top1-acc=86.94%, top5-acc=99.57%, remaining_time=0:00:23.607684, arrival_time=2021-04-14 23:03:04.778249, cost_time=0:00:20.044266 2021-04-14 23:02:43,377 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.3741, top1-acc=87.00%, top5-acc=99.59%, remaining_time=0:00:21.361440, arrival_time=2021-04-14 23:03:04.739263, cost_time=0:00:22.251498 2021-04-14 23:02:45,579 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=2.08ms, fps=1163 images/s, loss=0.3743, top1-acc=86.98%, top5-acc=99.57%, remaining_time=0:00:19.117542, arrival_time=2021-04-14 23:03:04.696521, cost_time=0:00:24.452680 2021-04-14 23:02:47,784 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.3749, top1-acc=86.97%, top5-acc=99.58%, remaining_time=0:00:16.883628, arrival_time=2021-04-14 23:03:04.668268, cost_time=0:00:26.658319 2021-04-14 23:02:49,985 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.3741, top1-acc=87.01%, top5-acc=99.57%, remaining_time=0:00:14.651406, arrival_time=2021-04-14 23:03:04.636528, cost_time=0:00:28.858820 2021-04-14 23:02:52,193 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.3741, top1-acc=87.05%, top5-acc=99.58%, remaining_time=0:00:12.426848, arrival_time=2021-04-14 23:03:04.620275, cost_time=0:00:31.067133 2021-04-14 23:02:54,391 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.12ms, fps=1165 images/s, loss=0.3743, top1-acc=87.05%, top5-acc=99.58%, remaining_time=0:00:10.201420, arrival_time=2021-04-14 23:03:04.593160, cost_time=0:00:33.265439 2021-04-14 23:02:56,592 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.3743, top1-acc=87.10%, top5-acc=99.56%, remaining_time=0:00:07.979976, arrival_time=2021-04-14 23:03:04.572724, cost_time=0:00:35.466509 2021-04-14 23:02:58,798 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.3748, top1-acc=87.08%, top5-acc=99.57%, remaining_time=0:00:05.761548, arrival_time=2021-04-14 23:03:04.559512, cost_time=0:00:37.671660 2021-04-14 23:03:00,998 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.3742, top1-acc=87.10%, top5-acc=99.57%, remaining_time=0:00:03.544192, arrival_time=2021-04-14 23:03:04.542598, cost_time=0:00:39.872186 2021-04-14 23:03:03,201 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.3739, top1-acc=87.11%, top5-acc=99.58%, remaining_time=0:00:01.328670, arrival_time=2021-04-14 23:03:04.529587, cost_time=0:00:42.074623 2021-04-14 23:03:04,388 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.62ms, fps=1146 images/s, loss=0.3745, top1-acc=87.11%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:04.388437, cost_time=0:00:43.262220 2021-04-14 23:03:05,209 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=2.46ms, fps=3125 images/s, loss=0.5704, top1-acc=81.60%, top5-acc=99.14%, remaining_time=0:00:02.457420, arrival_time=2021-04-14 23:03:07.666944, cost_time=0:00:00.819137 2021-04-14 23:03:05,900 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.82ms, fps=3705 images/s, loss=0.5677, top1-acc=81.56%, top5-acc=99.20%, remaining_time=0:00:01.510480, arrival_time=2021-04-14 23:03:07.411378, cost_time=0:00:01.510477 2021-04-14 23:03:06,591 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.24ms, fps=3711 images/s, loss=0.5731, top1-acc=81.29%, top5-acc=99.13%, remaining_time=0:00:00.733580, arrival_time=2021-04-14 23:03:07.324689, cost_time=0:00:02.200733 2021-04-14 23:03:07,222 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.5789, top1-acc=81.29%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:07.222355, cost_time=0:00:02.831942 2021-04-14 23:03:07,400 INFO : Epoch=0030 complete, best val top1-acc=82.78%, top5-acc=99.18% (epoch=29), remaining_time=2:11:13.499680, arrival_time=2021-04-15 01:14:20.900163, cost_time=0:23:09.441105 2021-04-14 23:03:07,401 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 23:03:09,822 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.82ms, fps=1058 images/s, loss=0.3578, top1-acc=87.23%, top5-acc=99.69%, remaining_time=0:00:45.013488, arrival_time=2021-04-14 23:03:54.835545, cost_time=0:00:02.420085 2021-04-14 23:03:12,027 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.3710, top1-acc=86.66%, top5-acc=99.65%, remaining_time=0:00:40.706336, arrival_time=2021-04-14 23:03:52.734004, cost_time=0:00:04.625717 2021-04-14 23:03:14,229 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3660, top1-acc=86.87%, top5-acc=99.62%, remaining_time=0:00:37.779442, arrival_time=2021-04-14 23:03:52.009036, cost_time=0:00:06.827604 2021-04-14 23:03:16,426 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3657, top1-acc=86.94%, top5-acc=99.63%, remaining_time=0:00:35.195004, arrival_time=2021-04-14 23:03:51.621352, cost_time=0:00:09.024341 2021-04-14 23:03:18,634 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.3612, top1-acc=87.15%, top5-acc=99.59%, remaining_time=0:00:32.798900, arrival_time=2021-04-14 23:03:51.433545, cost_time=0:00:11.232494 2021-04-14 23:03:20,843 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.3591, top1-acc=87.30%, top5-acc=99.61%, remaining_time=0:00:30.467944, arrival_time=2021-04-14 23:03:51.311741, cost_time=0:00:13.441761 2021-04-14 23:03:23,046 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.06ms, fps=1162 images/s, loss=0.3606, top1-acc=87.30%, top5-acc=99.59%, remaining_time=0:00:28.160244, arrival_time=2021-04-14 23:03:51.207043, cost_time=0:00:15.644568 2021-04-14 23:03:25,254 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.3617, top1-acc=87.33%, top5-acc=99.58%, remaining_time=0:00:25.885864, arrival_time=2021-04-14 23:03:51.140236, cost_time=0:00:17.852346 2021-04-14 23:03:27,456 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.3643, top1-acc=87.27%, top5-acc=99.57%, remaining_time=0:00:23.619980, arrival_time=2021-04-14 23:03:51.076680, cost_time=0:00:20.054655 2021-04-14 23:03:29,655 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=2.27ms, fps=1164 images/s, loss=0.3658, top1-acc=87.23%, top5-acc=99.57%, remaining_time=0:00:21.363648, arrival_time=2021-04-14 23:03:51.019452, cost_time=0:00:22.253758 2021-04-14 23:03:31,855 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.75ms, fps=1164 images/s, loss=0.3652, top1-acc=87.27%, top5-acc=99.58%, remaining_time=0:00:19.118058, arrival_time=2021-04-14 23:03:50.973432, cost_time=0:00:24.453331 2021-04-14 23:03:34,055 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.70ms, fps=1164 images/s, loss=0.3674, top1-acc=87.25%, top5-acc=99.57%, remaining_time=0:00:16.880664, arrival_time=2021-04-14 23:03:50.936471, cost_time=0:00:26.653713 2021-04-14 23:03:36,251 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.3676, top1-acc=87.23%, top5-acc=99.58%, remaining_time=0:00:14.646390, arrival_time=2021-04-14 23:03:50.897431, cost_time=0:00:28.849007 2021-04-14 23:03:38,450 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3675, top1-acc=87.25%, top5-acc=99.59%, remaining_time=0:00:12.419400, arrival_time=2021-04-14 23:03:50.869841, cost_time=0:00:31.048475 2021-04-14 23:03:40,643 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.3682, top1-acc=87.20%, top5-acc=99.60%, remaining_time=0:00:10.194152, arrival_time=2021-04-14 23:03:50.837954, cost_time=0:00:33.241762 2021-04-14 23:03:42,839 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.3685, top1-acc=87.23%, top5-acc=99.59%, remaining_time=0:00:07.973352, arrival_time=2021-04-14 23:03:50.812436, cost_time=0:00:35.437040 2021-04-14 23:03:45,038 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.3697, top1-acc=87.18%, top5-acc=99.58%, remaining_time=0:00:05.756088, arrival_time=2021-04-14 23:03:50.794075, cost_time=0:00:37.635952 2021-04-14 23:03:47,247 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=0.3702, top1-acc=87.16%, top5-acc=99.58%, remaining_time=0:00:03.541840, arrival_time=2021-04-14 23:03:50.789628, cost_time=0:00:39.845652 2021-04-14 23:03:49,451 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.23ms, fps=1162 images/s, loss=0.3703, top1-acc=87.12%, top5-acc=99.58%, remaining_time=0:00:01.327872, arrival_time=2021-04-14 23:03:50.779189, cost_time=0:00:42.049366 2021-04-14 23:03:50,630 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.50ms, fps=1154 images/s, loss=0.3707, top1-acc=87.10%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:50.630265, cost_time=0:00:43.228325 2021-04-14 23:03:51,468 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.37ms, fps=3061 images/s, loss=0.4817, top1-acc=83.83%, top5-acc=99.10%, remaining_time=0:00:02.508750, arrival_time=2021-04-14 23:03:53.976958, cost_time=0:00:00.836254 2021-04-14 23:03:52,157 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.45ms, fps=3716 images/s, loss=0.4689, top1-acc=84.20%, top5-acc=99.16%, remaining_time=0:00:01.525540, arrival_time=2021-04-14 23:03:53.683101, cost_time=0:00:01.525548 2021-04-14 23:03:52,846 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.30ms, fps=3719 images/s, loss=0.4719, top1-acc=83.96%, top5-acc=99.15%, remaining_time=0:00:00.738160, arrival_time=2021-04-14 23:03:53.584607, cost_time=0:00:02.214489 2021-04-14 23:03:53,477 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.09ms, fps=3678 images/s, loss=0.4802, top1-acc=83.82%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:53.477546, cost_time=0:00:02.845633 2021-04-14 23:03:53,787 INFO : Epoch=0031 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:10:27.581112, arrival_time=2021-04-15 01:14:21.368990, cost_time=0:23:55.828473 2021-04-14 23:03:53,790 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 23:03:56,179 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.58ms, fps=1072 images/s, loss=0.3457, top1-acc=88.79%, top5-acc=99.57%, remaining_time=0:00:44.430564, arrival_time=2021-04-14 23:04:40.610069, cost_time=0:00:02.388741 2021-04-14 23:03:58,376 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.65ms, fps=1166 images/s, loss=0.3487, top1-acc=88.20%, top5-acc=99.59%, remaining_time=0:00:40.354336, arrival_time=2021-04-14 23:04:38.730817, cost_time=0:00:04.585725 2021-04-14 23:04:00,579 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.3531, top1-acc=87.89%, top5-acc=99.60%, remaining_time=0:00:37.565800, arrival_time=2021-04-14 23:04:38.145496, cost_time=0:00:06.788997 2021-04-14 23:04:02,797 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.42ms, fps=1155 images/s, loss=0.3509, top1-acc=88.02%, top5-acc=99.63%, remaining_time=0:00:35.125896, arrival_time=2021-04-14 23:04:37.923289, cost_time=0:00:09.006654 2021-04-14 23:04:04,999 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3483, top1-acc=88.08%, top5-acc=99.65%, remaining_time=0:00:32.728674, arrival_time=2021-04-14 23:04:37.727782, cost_time=0:00:11.208447 2021-04-14 23:04:07,220 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.91ms, fps=1153 images/s, loss=0.3474, top1-acc=87.99%, top5-acc=99.67%, remaining_time=0:00:30.439656, arrival_time=2021-04-14 23:04:37.659640, cost_time=0:00:13.429244 2021-04-14 23:04:09,420 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.3536, top1-acc=87.83%, top5-acc=99.67%, remaining_time=0:00:28.133910, arrival_time=2021-04-14 23:04:37.554551, cost_time=0:00:15.629954 2021-04-14 23:04:11,624 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.3541, top1-acc=87.87%, top5-acc=99.63%, remaining_time=0:00:25.858488, arrival_time=2021-04-14 23:04:37.482574, cost_time=0:00:17.833419 2021-04-14 23:04:13,830 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=2.24ms, fps=1160 images/s, loss=0.3549, top1-acc=87.80%, top5-acc=99.61%, remaining_time=0:00:23.602914, arrival_time=2021-04-14 23:04:37.433782, cost_time=0:00:20.040193 2021-04-14 23:04:16,033 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.3562, top1-acc=87.78%, top5-acc=99.61%, remaining_time=0:00:21.353184, arrival_time=2021-04-14 23:04:37.386922, cost_time=0:00:22.242946 2021-04-14 23:04:18,234 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.3593, top1-acc=87.66%, top5-acc=99.59%, remaining_time=0:00:19.110404, arrival_time=2021-04-14 23:04:37.344586, cost_time=0:00:24.443592 2021-04-14 23:04:20,440 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.3591, top1-acc=87.59%, top5-acc=99.60%, remaining_time=0:00:16.877928, arrival_time=2021-04-14 23:04:37.318011, cost_time=0:00:26.649410 2021-04-14 23:04:22,641 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.3622, top1-acc=87.46%, top5-acc=99.61%, remaining_time=0:00:14.647182, arrival_time=2021-04-14 23:04:37.288271, cost_time=0:00:28.850490 2021-04-14 23:04:24,842 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.65ms, fps=1163 images/s, loss=0.3614, top1-acc=87.45%, top5-acc=99.62%, remaining_time=0:00:12.420744, arrival_time=2021-04-14 23:04:37.263392, cost_time=0:00:31.051896 2021-04-14 23:04:27,050 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.3610, top1-acc=87.45%, top5-acc=99.62%, remaining_time=0:00:10.199534, arrival_time=2021-04-14 23:04:37.249532, cost_time=0:00:33.259403 2021-04-14 23:04:29,249 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.3612, top1-acc=87.45%, top5-acc=99.62%, remaining_time=0:00:07.978248, arrival_time=2021-04-14 23:04:37.227977, cost_time=0:00:35.458942 2021-04-14 23:04:31,451 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.3628, top1-acc=87.36%, top5-acc=99.61%, remaining_time=0:00:05.759884, arrival_time=2021-04-14 23:04:37.211242, cost_time=0:00:37.660767 2021-04-14 23:04:33,643 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.3641, top1-acc=87.35%, top5-acc=99.60%, remaining_time=0:00:03.542480, arrival_time=2021-04-14 23:04:37.185986, cost_time=0:00:39.852884 2021-04-14 23:04:35,839 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.3642, top1-acc=87.35%, top5-acc=99.59%, remaining_time=0:00:01.327860, arrival_time=2021-04-14 23:04:37.167406, cost_time=0:00:42.048870 2021-04-14 23:04:37,019 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.32ms, fps=1153 images/s, loss=0.3661, top1-acc=87.31%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:37.019913, cost_time=0:00:43.229320 2021-04-14 23:04:37,853 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.22ms, fps=3079 images/s, loss=0.5937, top1-acc=79.96%, top5-acc=98.83%, remaining_time=0:00:02.494200, arrival_time=2021-04-14 23:04:40.347565, cost_time=0:00:00.831401 2021-04-14 23:04:38,540 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.41ms, fps=3730 images/s, loss=0.6062, top1-acc=79.82%, top5-acc=98.75%, remaining_time=0:00:01.518300, arrival_time=2021-04-14 23:04:40.058524, cost_time=0:00:01.518307 2021-04-14 23:04:39,231 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.59ms, fps=3707 images/s, loss=0.6007, top1-acc=79.97%, top5-acc=98.88%, remaining_time=0:00:00.736420, arrival_time=2021-04-14 23:04:39.967586, cost_time=0:00:02.209251 2021-04-14 23:04:39,862 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.08ms, fps=3680 images/s, loss=0.5920, top1-acc=79.98%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:39.861998, cost_time=0:00:02.840110 2021-04-14 23:04:40,001 INFO : Epoch=0032 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:09:40.720584, arrival_time=2021-04-15 01:14:20.721985, cost_time=0:24:42.042002 2021-04-14 23:04:40,003 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 23:04:42,378 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.34ms, fps=1078 images/s, loss=0.3556, top1-acc=87.77%, top5-acc=99.65%, remaining_time=0:00:44.176116, arrival_time=2021-04-14 23:05:26.554931, cost_time=0:00:02.375061 2021-04-14 23:04:44,576 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.3582, top1-acc=87.75%, top5-acc=99.67%, remaining_time=0:00:40.234304, arrival_time=2021-04-14 23:05:24.810351, cost_time=0:00:04.572085 2021-04-14 23:04:46,775 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3545, top1-acc=87.90%, top5-acc=99.62%, remaining_time=0:00:37.471014, arrival_time=2021-04-14 23:05:24.246733, cost_time=0:00:06.771881 2021-04-14 23:04:48,973 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3585, top1-acc=87.81%, top5-acc=99.59%, remaining_time=0:00:34.980036, arrival_time=2021-04-14 23:05:23.953108, cost_time=0:00:08.969244 2021-04-14 23:04:51,171 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.3624, top1-acc=87.78%, top5-acc=99.61%, remaining_time=0:00:32.608078, arrival_time=2021-04-14 23:05:23.779063, cost_time=0:00:11.167163 2021-04-14 23:04:53,368 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3628, top1-acc=87.77%, top5-acc=99.56%, remaining_time=0:00:30.293320, arrival_time=2021-04-14 23:05:23.661827, cost_time=0:00:13.364671 2021-04-14 23:04:55,574 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=2.00ms, fps=1161 images/s, loss=0.3642, top1-acc=87.75%, top5-acc=99.54%, remaining_time=0:00:28.026558, arrival_time=2021-04-14 23:05:23.600670, cost_time=0:00:15.570277 2021-04-14 23:04:57,771 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.3648, top1-acc=87.70%, top5-acc=99.55%, remaining_time=0:00:25.763136, arrival_time=2021-04-14 23:05:23.534672, cost_time=0:00:17.767653 2021-04-14 23:04:59,983 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.94ms, fps=1157 images/s, loss=0.3654, top1-acc=87.68%, top5-acc=99.53%, remaining_time=0:00:23.532106, arrival_time=2021-04-14 23:05:23.515960, cost_time=0:00:19.980111 2021-04-14 23:05:02,190 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=0.3655, top1-acc=87.64%, top5-acc=99.52%, remaining_time=0:00:21.299520, arrival_time=2021-04-14 23:05:23.490332, cost_time=0:00:22.186991 2021-04-14 23:05:04,383 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.3657, top1-acc=87.57%, top5-acc=99.53%, remaining_time=0:00:19.060438, arrival_time=2021-04-14 23:05:23.443796, cost_time=0:00:24.379618 2021-04-14 23:05:06,590 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.34ms, fps=1160 images/s, loss=0.3663, top1-acc=87.51%, top5-acc=99.53%, remaining_time=0:00:16.838180, arrival_time=2021-04-14 23:05:23.428560, cost_time=0:00:26.586553 2021-04-14 23:05:08,792 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.65ms, fps=1163 images/s, loss=0.3661, top1-acc=87.45%, top5-acc=99.55%, remaining_time=0:00:14.615766, arrival_time=2021-04-14 23:05:23.408168, cost_time=0:00:28.788653 2021-04-14 23:05:10,998 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.77ms, fps=1161 images/s, loss=0.3644, top1-acc=87.53%, top5-acc=99.55%, remaining_time=0:00:12.397784, arrival_time=2021-04-14 23:05:23.396053, cost_time=0:00:30.994430 2021-04-14 23:05:13,194 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3653, top1-acc=87.48%, top5-acc=99.55%, remaining_time=0:00:10.178512, arrival_time=2021-04-14 23:05:23.373041, cost_time=0:00:33.190789 2021-04-14 23:05:15,391 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.3654, top1-acc=87.47%, top5-acc=99.56%, remaining_time=0:00:07.962192, arrival_time=2021-04-14 23:05:23.353443, cost_time=0:00:35.387500 2021-04-14 23:05:17,594 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.3671, top1-acc=87.43%, top5-acc=99.56%, remaining_time=0:00:05.749146, arrival_time=2021-04-14 23:05:23.343486, cost_time=0:00:37.590513 2021-04-14 23:05:19,789 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.3672, top1-acc=87.42%, top5-acc=99.57%, remaining_time=0:00:03.536480, arrival_time=2021-04-14 23:05:23.325647, cost_time=0:00:39.785422 2021-04-14 23:05:21,984 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.3673, top1-acc=87.43%, top5-acc=99.57%, remaining_time=0:00:01.325706, arrival_time=2021-04-14 23:05:23.310159, cost_time=0:00:41.980710 2021-04-14 23:05:23,164 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.97ms, fps=1153 images/s, loss=0.3670, top1-acc=87.42%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:23.164065, cost_time=0:00:43.160249 2021-04-14 23:05:23,984 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.22ms, fps=3128 images/s, loss=0.5473, top1-acc=81.60%, top5-acc=99.14%, remaining_time=0:00:02.455260, arrival_time=2021-04-14 23:05:26.439776, cost_time=0:00:00.818419 2021-04-14 23:05:24,671 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.28ms, fps=3729 images/s, loss=0.5676, top1-acc=80.84%, top5-acc=99.04%, remaining_time=0:00:01.505260, arrival_time=2021-04-14 23:05:26.176659, cost_time=0:00:01.505265 2021-04-14 23:05:25,362 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.36ms, fps=3707 images/s, loss=0.5654, top1-acc=81.07%, top5-acc=98.95%, remaining_time=0:00:00.732140, arrival_time=2021-04-14 23:05:26.094623, cost_time=0:00:02.196414 2021-04-14 23:05:25,991 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.5623, top1-acc=81.15%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:25.991153, cost_time=0:00:02.825107 2021-04-14 23:05:26,164 INFO : Epoch=0033 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:08:53.645919, arrival_time=2021-04-15 01:14:19.810791, cost_time=0:25:28.205492 2021-04-14 23:05:26,166 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 23:05:28,552 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.76ms, fps=1073 images/s, loss=0.3771, top1-acc=87.30%, top5-acc=99.53%, remaining_time=0:00:44.366208, arrival_time=2021-04-14 23:06:12.918301, cost_time=0:00:02.385278 2021-04-14 23:05:30,752 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.3803, top1-acc=87.25%, top5-acc=99.57%, remaining_time=0:00:40.354864, arrival_time=2021-04-14 23:06:11.107471, cost_time=0:00:04.585789 2021-04-14 23:05:32,974 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=3.80ms, fps=1153 images/s, loss=0.3861, top1-acc=86.86%, top5-acc=99.52%, remaining_time=0:00:37.664736, arrival_time=2021-04-14 23:06:10.638631, cost_time=0:00:06.806873 2021-04-14 23:05:35,179 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.36ms, fps=1161 images/s, loss=0.3695, top1-acc=87.30%, top5-acc=99.58%, remaining_time=0:00:35.148204, arrival_time=2021-04-14 23:06:10.327451, cost_time=0:00:09.012369 2021-04-14 23:05:37,377 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3659, top1-acc=87.39%, top5-acc=99.59%, remaining_time=0:00:32.734806, arrival_time=2021-04-14 23:06:10.112322, cost_time=0:00:11.210559 2021-04-14 23:05:39,576 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=2.16ms, fps=1164 images/s, loss=0.3670, top1-acc=87.37%, top5-acc=99.57%, remaining_time=0:00:30.395592, arrival_time=2021-04-14 23:06:09.972284, cost_time=0:00:13.409817 2021-04-14 23:05:41,770 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.3670, top1-acc=87.35%, top5-acc=99.61%, remaining_time=0:00:28.086534, arrival_time=2021-04-14 23:06:09.856996, cost_time=0:00:15.603641 2021-04-14 23:05:43,977 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.75ms, fps=1160 images/s, loss=0.3662, top1-acc=87.37%, top5-acc=99.60%, remaining_time=0:00:25.825196, arrival_time=2021-04-14 23:06:09.802529, cost_time=0:00:17.810458 2021-04-14 23:05:46,175 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.3646, top1-acc=87.38%, top5-acc=99.62%, remaining_time=0:00:23.565920, arrival_time=2021-04-14 23:06:09.741594, cost_time=0:00:20.008784 2021-04-14 23:05:48,369 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.3673, top1-acc=87.29%, top5-acc=99.62%, remaining_time=0:00:21.314976, arrival_time=2021-04-14 23:06:09.684832, cost_time=0:00:22.203058 2021-04-14 23:05:50,576 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.3655, top1-acc=87.37%, top5-acc=99.61%, remaining_time=0:00:19.083486, arrival_time=2021-04-14 23:06:09.659529, cost_time=0:00:24.409162 2021-04-14 23:05:52,774 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3649, top1-acc=87.35%, top5-acc=99.59%, remaining_time=0:00:16.851100, arrival_time=2021-04-14 23:06:09.625066, cost_time=0:00:26.606980 2021-04-14 23:05:54,973 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.3650, top1-acc=87.39%, top5-acc=99.59%, remaining_time=0:00:14.624940, arrival_time=2021-04-14 23:06:09.598445, cost_time=0:00:28.806688 2021-04-14 23:05:57,169 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.3631, top1-acc=87.44%, top5-acc=99.59%, remaining_time=0:00:12.401256, arrival_time=2021-04-14 23:06:09.571126, cost_time=0:00:31.003072 2021-04-14 23:05:59,374 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.3620, top1-acc=87.47%, top5-acc=99.60%, remaining_time=0:00:10.183618, arrival_time=2021-04-14 23:06:09.557945, cost_time=0:00:33.207439 2021-04-14 23:06:01,591 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.39ms, fps=1155 images/s, loss=0.3631, top1-acc=87.44%, top5-acc=99.59%, remaining_time=0:00:07.970616, arrival_time=2021-04-14 23:06:09.562391, cost_time=0:00:35.424880 2021-04-14 23:06:03,799 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.3627, top1-acc=87.46%, top5-acc=99.60%, remaining_time=0:00:05.755594, arrival_time=2021-04-14 23:06:09.555209, cost_time=0:00:37.632704 2021-04-14 23:06:05,994 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.3613, top1-acc=87.52%, top5-acc=99.61%, remaining_time=0:00:03.540192, arrival_time=2021-04-14 23:06:09.534205, cost_time=0:00:39.827131 2021-04-14 23:06:08,200 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.23ms, fps=1161 images/s, loss=0.3612, top1-acc=87.55%, top5-acc=99.61%, remaining_time=0:00:01.327362, arrival_time=2021-04-14 23:06:09.527367, cost_time=0:00:42.033053 2021-04-14 23:06:09,381 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.26ms, fps=1151 images/s, loss=0.3624, top1-acc=87.53%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:09.381877, cost_time=0:00:43.214998 2021-04-14 23:06:10,220 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=2.28ms, fps=3058 images/s, loss=0.6523, top1-acc=77.93%, top5-acc=98.83%, remaining_time=0:00:02.511030, arrival_time=2021-04-14 23:06:12.731855, cost_time=0:00:00.837013 2021-04-14 23:06:10,911 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.38ms, fps=3710 images/s, loss=0.6447, top1-acc=78.71%, top5-acc=98.69%, remaining_time=0:00:01.527300, arrival_time=2021-04-14 23:06:12.438490, cost_time=0:00:01.527296 2021-04-14 23:06:11,603 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=2.87ms, fps=3699 images/s, loss=0.6444, top1-acc=78.53%, top5-acc=98.74%, remaining_time=0:00:00.739960, arrival_time=2021-04-14 23:06:12.343737, cost_time=0:00:02.219888 2021-04-14 23:06:12,235 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.6342, top1-acc=78.91%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:12.235083, cost_time=0:00:02.851290 2021-04-14 23:06:12,406 INFO : Epoch=0034 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:08:07.005658, arrival_time=2021-04-15 01:14:19.411963, cost_time=0:26:14.446939 2021-04-14 23:06:12,407 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 23:06:14,808 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.77ms, fps=1066 images/s, loss=0.3775, top1-acc=87.58%, top5-acc=99.53%, remaining_time=0:00:44.660646, arrival_time=2021-04-14 23:06:59.469548, cost_time=0:00:02.401111 2021-04-14 23:06:17,004 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.3713, top1-acc=87.73%, top5-acc=99.47%, remaining_time=0:00:40.453072, arrival_time=2021-04-14 23:06:57.457793, cost_time=0:00:04.596936 2021-04-14 23:06:19,207 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.77ms, fps=1163 images/s, loss=0.3769, top1-acc=87.15%, top5-acc=99.52%, remaining_time=0:00:37.622074, arrival_time=2021-04-14 23:06:56.829126, cost_time=0:00:06.799177 2021-04-14 23:06:21,416 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.60ms, fps=1159 images/s, loss=0.3739, top1-acc=87.33%, top5-acc=99.55%, remaining_time=0:00:35.134320, arrival_time=2021-04-14 23:06:56.551026, cost_time=0:00:09.008798 2021-04-14 23:06:23,615 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.3655, top1-acc=87.50%, top5-acc=99.58%, remaining_time=0:00:32.726776, arrival_time=2021-04-14 23:06:56.342442, cost_time=0:00:11.207802 2021-04-14 23:06:25,809 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.49ms, fps=1167 images/s, loss=0.3669, top1-acc=87.40%, top5-acc=99.57%, remaining_time=0:00:30.376144, arrival_time=2021-04-14 23:06:56.185244, cost_time=0:00:13.401228 2021-04-14 23:06:28,016 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.98ms, fps=1160 images/s, loss=0.3673, top1-acc=87.37%, top5-acc=99.59%, remaining_time=0:00:28.094598, arrival_time=2021-04-14 23:06:56.110545, cost_time=0:00:15.608091 2021-04-14 23:06:30,219 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=2.99ms, fps=1162 images/s, loss=0.3668, top1-acc=87.40%, top5-acc=99.56%, remaining_time=0:00:25.827284, arrival_time=2021-04-14 23:06:56.047071, cost_time=0:00:17.811914 2021-04-14 23:06:32,422 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.3662, top1-acc=87.48%, top5-acc=99.56%, remaining_time=0:00:23.572386, arrival_time=2021-04-14 23:06:55.994444, cost_time=0:00:20.014264 2021-04-14 23:06:34,620 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.3658, top1-acc=87.48%, top5-acc=99.56%, remaining_time=0:00:21.323808, arrival_time=2021-04-14 23:06:55.943993, cost_time=0:00:22.212313 2021-04-14 23:06:36,812 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.3676, top1-acc=87.40%, top5-acc=99.56%, remaining_time=0:00:19.079874, arrival_time=2021-04-14 23:06:55.892160, cost_time=0:00:24.404465 2021-04-14 23:06:39,007 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.3696, top1-acc=87.36%, top5-acc=99.55%, remaining_time=0:00:16.846616, arrival_time=2021-04-14 23:06:55.854353, cost_time=0:00:26.599861 2021-04-14 23:06:41,206 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3692, top1-acc=87.38%, top5-acc=99.55%, remaining_time=0:00:14.620650, arrival_time=2021-04-14 23:06:55.826699, cost_time=0:00:28.798261 2021-04-14 23:06:43,403 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.3683, top1-acc=87.39%, top5-acc=99.56%, remaining_time=0:00:12.398008, arrival_time=2021-04-14 23:06:55.800972, cost_time=0:00:30.995035 2021-04-14 23:06:45,605 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.3657, top1-acc=87.47%, top5-acc=99.57%, remaining_time=0:00:10.180490, arrival_time=2021-04-14 23:06:55.785546, cost_time=0:00:33.197256 2021-04-14 23:06:47,808 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.3675, top1-acc=87.39%, top5-acc=99.57%, remaining_time=0:00:07.965108, arrival_time=2021-04-14 23:06:55.773408, cost_time=0:00:35.400519 2021-04-14 23:06:50,002 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.3682, top1-acc=87.33%, top5-acc=99.57%, remaining_time=0:00:05.749692, arrival_time=2021-04-14 23:06:55.751788, cost_time=0:00:37.594187 2021-04-14 23:06:52,197 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.3668, top1-acc=87.37%, top5-acc=99.57%, remaining_time=0:00:03.536848, arrival_time=2021-04-14 23:06:55.734218, cost_time=0:00:39.789590 2021-04-14 23:06:54,392 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.3677, top1-acc=87.34%, top5-acc=99.57%, remaining_time=0:00:01.325820, arrival_time=2021-04-14 23:06:55.717944, cost_time=0:00:41.984327 2021-04-14 23:06:55,577 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.25ms, fps=1148 images/s, loss=0.3681, top1-acc=87.36%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:55.576986, cost_time=0:00:43.169226 2021-04-14 23:06:56,419 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.22ms, fps=3046 images/s, loss=0.7968, top1-acc=73.98%, top5-acc=98.20%, remaining_time=0:00:02.521320, arrival_time=2021-04-14 23:06:58.940498, cost_time=0:00:00.840440 2021-04-14 23:06:57,107 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.47ms, fps=3723 images/s, loss=0.7845, top1-acc=74.22%, top5-acc=98.14%, remaining_time=0:00:01.528680, arrival_time=2021-04-14 23:06:58.636014, cost_time=0:00:01.528681 2021-04-14 23:06:57,794 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.44ms, fps=3729 images/s, loss=0.7859, top1-acc=74.15%, top5-acc=98.03%, remaining_time=0:00:00.738530, arrival_time=2021-04-14 23:06:58.532795, cost_time=0:00:02.215590 2021-04-14 23:06:58,424 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=3684 images/s, loss=0.7878, top1-acc=74.09%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:58.424414, cost_time=0:00:02.845788 2021-04-14 23:06:58,587 INFO : Epoch=0035 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:07:20.105220, arrival_time=2021-04-15 01:14:18.693009, cost_time=0:27:00.628396 2021-04-14 23:06:58,590 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 23:07:01,003 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.85ms, fps=1061 images/s, loss=0.3624, top1-acc=87.66%, top5-acc=99.53%, remaining_time=0:00:44.890356, arrival_time=2021-04-14 23:07:45.894088, cost_time=0:00:02.413455 2021-04-14 23:07:03,202 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.3419, top1-acc=88.42%, top5-acc=99.59%, remaining_time=0:00:40.590704, arrival_time=2021-04-14 23:07:43.793471, cost_time=0:00:04.612585 2021-04-14 23:07:05,400 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.3426, top1-acc=88.31%, top5-acc=99.56%, remaining_time=0:00:37.680672, arrival_time=2021-04-14 23:07:43.080797, cost_time=0:00:06.809748 2021-04-14 23:07:07,604 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.3421, top1-acc=88.25%, top5-acc=99.51%, remaining_time=0:00:35.156784, arrival_time=2021-04-14 23:07:42.761626, cost_time=0:00:09.014571 2021-04-14 23:07:09,809 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.3472, top1-acc=88.10%, top5-acc=99.47%, remaining_time=0:00:32.759334, arrival_time=2021-04-14 23:07:42.568578, cost_time=0:00:11.218966 2021-04-14 23:07:12,010 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.3484, top1-acc=87.99%, top5-acc=99.50%, remaining_time=0:00:30.419664, arrival_time=2021-04-14 23:07:42.430399, cost_time=0:00:13.420461 2021-04-14 23:07:14,217 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.3473, top1-acc=88.09%, top5-acc=99.51%, remaining_time=0:00:28.129122, arrival_time=2021-04-14 23:07:42.346674, cost_time=0:00:15.627275 2021-04-14 23:07:16,452 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.85ms, fps=1146 images/s, loss=0.3512, top1-acc=88.02%, top5-acc=99.52%, remaining_time=0:00:25.900248, arrival_time=2021-04-14 23:07:42.352837, cost_time=0:00:17.862274 2021-04-14 23:07:18,657 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.3551, top1-acc=87.80%, top5-acc=99.53%, remaining_time=0:00:23.634608, arrival_time=2021-04-14 23:07:42.292020, cost_time=0:00:20.067133 2021-04-14 23:07:20,861 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.3551, top1-acc=87.80%, top5-acc=99.52%, remaining_time=0:00:21.380448, arrival_time=2021-04-14 23:07:42.242002, cost_time=0:00:22.271252 2021-04-14 23:07:23,067 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.68ms, fps=1161 images/s, loss=0.3566, top1-acc=87.69%, top5-acc=99.52%, remaining_time=0:00:19.136462, arrival_time=2021-04-14 23:07:42.203577, cost_time=0:00:24.476841 2021-04-14 23:07:25,282 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.48ms, fps=1156 images/s, loss=0.3574, top1-acc=87.67%, top5-acc=99.53%, remaining_time=0:00:16.904984, arrival_time=2021-04-14 23:07:42.187379, cost_time=0:00:26.692113 2021-04-14 23:07:27,482 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.3588, top1-acc=87.62%, top5-acc=99.54%, remaining_time=0:00:14.668236, arrival_time=2021-04-14 23:07:42.150579, cost_time=0:00:28.892030 2021-04-14 23:07:29,677 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.3604, top1-acc=87.60%, top5-acc=99.55%, remaining_time=0:00:12.434800, arrival_time=2021-04-14 23:07:42.111990, cost_time=0:00:31.086997 2021-04-14 23:07:31,874 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.3620, top1-acc=87.55%, top5-acc=99.52%, remaining_time=0:00:10.207032, arrival_time=2021-04-14 23:07:42.081165, cost_time=0:00:33.283857 2021-04-14 23:07:34,072 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.3621, top1-acc=87.58%, top5-acc=99.53%, remaining_time=0:00:07.983396, arrival_time=2021-04-14 23:07:42.055374, cost_time=0:00:35.481712 2021-04-14 23:07:36,270 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.3620, top1-acc=87.56%, top5-acc=99.54%, remaining_time=0:00:05.762926, arrival_time=2021-04-14 23:07:42.033750, cost_time=0:00:37.680617 2021-04-14 23:07:38,469 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.94ms, fps=1165 images/s, loss=0.3613, top1-acc=87.59%, top5-acc=99.54%, remaining_time=0:00:03.544800, arrival_time=2021-04-14 23:07:42.014055, cost_time=0:00:39.878938 2021-04-14 23:07:40,663 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.22ms, fps=1167 images/s, loss=0.3612, top1-acc=87.59%, top5-acc=99.54%, remaining_time=0:00:01.328628, arrival_time=2021-04-14 23:07:41.992102, cost_time=0:00:42.073290 2021-04-14 23:07:41,839 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.23ms, fps=1156 images/s, loss=0.3610, top1-acc=87.60%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:41.839925, cost_time=0:00:43.249745 2021-04-14 23:07:42,657 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=2.64ms, fps=3137 images/s, loss=0.7148, top1-acc=76.02%, top5-acc=98.67%, remaining_time=0:00:02.447790, arrival_time=2021-04-14 23:07:45.105457, cost_time=0:00:00.815927 2021-04-14 23:07:43,345 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.46ms, fps=3726 images/s, loss=0.7063, top1-acc=76.58%, top5-acc=98.57%, remaining_time=0:00:01.503380, arrival_time=2021-04-14 23:07:44.848574, cost_time=0:00:01.503382 2021-04-14 23:07:44,041 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.38ms, fps=3680 images/s, loss=0.7061, top1-acc=76.51%, top5-acc=98.67%, remaining_time=0:00:00.733180, arrival_time=2021-04-14 23:07:44.774457, cost_time=0:00:02.199529 2021-04-14 23:07:44,671 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=3683 images/s, loss=0.7157, top1-acc=76.33%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:44.671578, cost_time=0:00:02.829879 2021-04-14 23:07:44,830 INFO : Epoch=0036 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:06:33.524884, arrival_time=2021-04-15 01:14:18.355588, cost_time=0:27:46.871312 2021-04-14 23:07:44,832 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 23:07:47,193 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.13ms, fps=1084 images/s, loss=0.3728, top1-acc=88.01%, top5-acc=99.45%, remaining_time=0:00:43.908276, arrival_time=2021-04-14 23:08:31.101274, cost_time=0:00:02.360656 2021-04-14 23:07:49,397 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.3669, top1-acc=88.11%, top5-acc=99.49%, remaining_time=0:00:40.172880, arrival_time=2021-04-14 23:08:29.570283, cost_time=0:00:04.565107 2021-04-14 23:07:51,595 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.00ms, fps=1165 images/s, loss=0.3571, top1-acc=88.15%, top5-acc=99.54%, remaining_time=0:00:37.423870, arrival_time=2021-04-14 23:08:29.019513, cost_time=0:00:06.763347 2021-04-14 23:07:53,794 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=2.30ms, fps=1165 images/s, loss=0.3527, top1-acc=88.14%, top5-acc=99.54%, remaining_time=0:00:34.952268, arrival_time=2021-04-14 23:08:28.746694, cost_time=0:00:08.962131 2021-04-14 23:07:55,992 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.3500, top1-acc=88.20%, top5-acc=99.55%, remaining_time=0:00:32.589098, arrival_time=2021-04-14 23:08:28.581986, cost_time=0:00:11.160670 2021-04-14 23:07:58,197 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.3540, top1-acc=87.95%, top5-acc=99.54%, remaining_time=0:00:30.294816, arrival_time=2021-04-14 23:08:28.492451, cost_time=0:00:13.365343 2021-04-14 23:08:00,407 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.68ms, fps=1159 images/s, loss=0.3548, top1-acc=87.85%, top5-acc=99.58%, remaining_time=0:00:28.034748, arrival_time=2021-04-14 23:08:28.441986, cost_time=0:00:15.574890 2021-04-14 23:08:02,609 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.3566, top1-acc=87.76%, top5-acc=99.59%, remaining_time=0:00:25.777056, arrival_time=2021-04-14 23:08:28.386714, cost_time=0:00:17.777245 2021-04-14 23:08:04,807 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.3596, top1-acc=87.68%, top5-acc=99.59%, remaining_time=0:00:23.526276, arrival_time=2021-04-14 23:08:28.333631, cost_time=0:00:19.975130 2021-04-14 23:08:07,008 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3643, top1-acc=87.49%, top5-acc=99.60%, remaining_time=0:00:21.289344, arrival_time=2021-04-14 23:08:28.298132, cost_time=0:00:22.176421 2021-04-14 23:08:09,210 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.3656, top1-acc=87.49%, top5-acc=99.60%, remaining_time=0:00:19.059492, arrival_time=2021-04-14 23:08:28.270104, cost_time=0:00:24.378386 2021-04-14 23:08:11,406 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.3663, top1-acc=87.52%, top5-acc=99.59%, remaining_time=0:00:16.830504, arrival_time=2021-04-14 23:08:28.237218, cost_time=0:00:26.574501 2021-04-14 23:08:13,604 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.3677, top1-acc=87.47%, top5-acc=99.59%, remaining_time=0:00:14.607384, arrival_time=2021-04-14 23:08:28.211928, cost_time=0:00:28.772181 2021-04-14 23:08:15,808 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.3690, top1-acc=87.43%, top5-acc=99.60%, remaining_time=0:00:12.390504, arrival_time=2021-04-14 23:08:28.198981, cost_time=0:00:30.976249 2021-04-14 23:08:18,002 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.3683, top1-acc=87.48%, top5-acc=99.60%, remaining_time=0:00:10.172072, arrival_time=2021-04-14 23:08:28.174267, cost_time=0:00:33.169791 2021-04-14 23:08:20,212 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.3680, top1-acc=87.50%, top5-acc=99.60%, remaining_time=0:00:07.960500, arrival_time=2021-04-14 23:08:28.172661, cost_time=0:00:35.379926 2021-04-14 23:08:22,409 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3662, top1-acc=87.53%, top5-acc=99.60%, remaining_time=0:00:05.747118, arrival_time=2021-04-14 23:08:28.156597, cost_time=0:00:37.577266 2021-04-14 23:08:24,605 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.3668, top1-acc=87.47%, top5-acc=99.59%, remaining_time=0:00:03.535440, arrival_time=2021-04-14 23:08:28.141329, cost_time=0:00:39.773678 2021-04-14 23:08:26,817 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.45ms, fps=1158 images/s, loss=0.3666, top1-acc=87.48%, top5-acc=99.59%, remaining_time=0:00:01.325838, arrival_time=2021-04-14 23:08:28.142957, cost_time=0:00:41.984813 2021-04-14 23:08:27,994 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.24ms, fps=1155 images/s, loss=0.3669, top1-acc=87.47%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:27.994774, cost_time=0:00:43.162547 2021-04-14 23:08:28,807 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.26ms, fps=3157 images/s, loss=0.4720, top1-acc=83.28%, top5-acc=99.22%, remaining_time=0:00:02.432430, arrival_time=2021-04-14 23:08:31.239739, cost_time=0:00:00.810807 2021-04-14 23:08:29,493 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.34ms, fps=3732 images/s, loss=0.4733, top1-acc=83.54%, top5-acc=99.24%, remaining_time=0:00:01.497140, arrival_time=2021-04-14 23:08:30.990771, cost_time=0:00:01.497142 2021-04-14 23:08:30,181 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.52ms, fps=3722 images/s, loss=0.4758, top1-acc=83.63%, top5-acc=99.28%, remaining_time=0:00:00.728410, arrival_time=2021-04-14 23:08:30.910118, cost_time=0:00:02.185217 2021-04-14 23:08:30,809 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.08ms, fps=3696 images/s, loss=0.4761, top1-acc=83.52%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:30.809711, cost_time=0:00:02.813256 2021-04-14 23:08:30,944 INFO : Epoch=0037 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:05:46.392418, arrival_time=2021-04-15 01:14:17.336571, cost_time=0:28:32.984792 2021-04-14 23:08:30,945 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 23:08:33,312 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.37ms, fps=1082 images/s, loss=0.3271, top1-acc=88.48%, top5-acc=99.88%, remaining_time=0:00:44.019132, arrival_time=2021-04-14 23:09:17.331391, cost_time=0:00:02.366620 2021-04-14 23:08:35,530 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.86ms, fps=1155 images/s, loss=0.3308, top1-acc=88.57%, top5-acc=99.82%, remaining_time=0:00:40.346240, arrival_time=2021-04-14 23:09:15.876619, cost_time=0:00:04.584793 2021-04-14 23:08:37,726 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.71ms, fps=1166 images/s, loss=0.3342, top1-acc=88.44%, top5-acc=99.77%, remaining_time=0:00:37.521644, arrival_time=2021-04-14 23:09:15.248250, cost_time=0:00:06.781030 2021-04-14 23:08:39,925 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3298, top1-acc=88.69%, top5-acc=99.76%, remaining_time=0:00:35.021532, arrival_time=2021-04-14 23:09:14.947122, cost_time=0:00:08.979899 2021-04-14 23:08:42,121 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3314, top1-acc=88.67%, top5-acc=99.70%, remaining_time=0:00:32.633920, arrival_time=2021-04-14 23:09:14.755548, cost_time=0:00:11.176015 2021-04-14 23:08:44,326 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.78ms, fps=1161 images/s, loss=0.3306, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:30.330856, arrival_time=2021-04-14 23:09:14.657714, cost_time=0:00:13.381278 2021-04-14 23:08:46,523 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=2.01ms, fps=1166 images/s, loss=0.3343, top1-acc=88.61%, top5-acc=99.69%, remaining_time=0:00:28.040166, arrival_time=2021-04-14 23:09:14.563677, cost_time=0:00:15.577862 2021-04-14 23:08:48,726 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.3356, top1-acc=88.54%, top5-acc=99.70%, remaining_time=0:00:25.781696, arrival_time=2021-04-14 23:09:14.507681, cost_time=0:00:17.780472 2021-04-14 23:08:50,928 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3414, top1-acc=88.39%, top5-acc=99.68%, remaining_time=0:00:23.534968, arrival_time=2021-04-14 23:09:14.463089, cost_time=0:00:19.982521 2021-04-14 23:08:53,124 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.23ms, fps=1166 images/s, loss=0.3412, top1-acc=88.41%, top5-acc=99.68%, remaining_time=0:00:21.292128, arrival_time=2021-04-14 23:09:14.416963, cost_time=0:00:22.179267 2021-04-14 23:08:55,319 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.3425, top1-acc=88.39%, top5-acc=99.67%, remaining_time=0:00:19.056224, arrival_time=2021-04-14 23:09:14.375940, cost_time=0:00:24.374208 2021-04-14 23:08:57,521 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.70ms, fps=1163 images/s, loss=0.3462, top1-acc=88.29%, top5-acc=99.66%, remaining_time=0:00:16.831188, arrival_time=2021-04-14 23:09:14.352276, cost_time=0:00:26.575510 2021-04-14 23:08:59,716 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.3487, top1-acc=88.18%, top5-acc=99.66%, remaining_time=0:00:14.606856, arrival_time=2021-04-14 23:09:14.323452, cost_time=0:00:28.771075 2021-04-14 23:09:01,907 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.3512, top1-acc=88.08%, top5-acc=99.65%, remaining_time=0:00:12.384960, arrival_time=2021-04-14 23:09:14.292861, cost_time=0:00:30.962406 2021-04-14 23:09:04,107 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.3542, top1-acc=87.98%, top5-acc=99.64%, remaining_time=0:00:10.169542, arrival_time=2021-04-14 23:09:14.276631, cost_time=0:00:33.161513 2021-04-14 23:09:06,310 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.3564, top1-acc=87.86%, top5-acc=99.63%, remaining_time=0:00:07.957224, arrival_time=2021-04-14 23:09:14.268145, cost_time=0:00:35.365423 2021-04-14 23:09:08,513 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.3579, top1-acc=87.79%, top5-acc=99.63%, remaining_time=0:00:05.745636, arrival_time=2021-04-14 23:09:14.258797, cost_time=0:00:37.567665 2021-04-14 23:09:10,707 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.3588, top1-acc=87.78%, top5-acc=99.62%, remaining_time=0:00:03.534416, arrival_time=2021-04-14 23:09:14.242138, cost_time=0:00:39.762217 2021-04-14 23:09:12,905 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.3594, top1-acc=87.74%, top5-acc=99.63%, remaining_time=0:00:01.325046, arrival_time=2021-04-14 23:09:14.230505, cost_time=0:00:41.959880 2021-04-14 23:09:14,083 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.30ms, fps=1155 images/s, loss=0.3595, top1-acc=87.70%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:14.083893, cost_time=0:00:43.138380 2021-04-14 23:09:14,899 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.15ms, fps=3149 images/s, loss=0.5864, top1-acc=81.09%, top5-acc=98.98%, remaining_time=0:00:02.438760, arrival_time=2021-04-14 23:09:17.338148, cost_time=0:00:00.812924 2021-04-14 23:09:15,587 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.56ms, fps=3720 images/s, loss=0.6042, top1-acc=80.84%, top5-acc=99.08%, remaining_time=0:00:01.501460, arrival_time=2021-04-14 23:09:17.089372, cost_time=0:00:01.501454 2021-04-14 23:09:16,278 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.27ms, fps=3707 images/s, loss=0.6127, top1-acc=80.33%, top5-acc=99.09%, remaining_time=0:00:00.730800, arrival_time=2021-04-14 23:09:17.009663, cost_time=0:00:02.192412 2021-04-14 23:09:16,910 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=3674 images/s, loss=0.6087, top1-acc=80.14%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:16.910577, cost_time=0:00:02.824156 2021-04-14 23:09:17,082 INFO : Epoch=0038 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:04:59.418534, arrival_time=2021-04-15 01:14:16.500796, cost_time=0:29:19.122852 2021-04-14 23:09:17,084 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 23:09:19,465 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.82ms, fps=1075 images/s, loss=0.3401, top1-acc=87.89%, top5-acc=99.53%, remaining_time=0:00:44.274696, arrival_time=2021-04-14 23:10:03.739928, cost_time=0:00:02.380360 2021-04-14 23:09:21,665 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.20ms, fps=1164 images/s, loss=0.3500, top1-acc=87.71%, top5-acc=99.63%, remaining_time=0:00:40.310512, arrival_time=2021-04-14 23:10:01.976205, cost_time=0:00:04.580743 2021-04-14 23:09:23,875 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.01ms, fps=1159 images/s, loss=0.3499, top1-acc=87.79%, top5-acc=99.65%, remaining_time=0:00:37.574930, arrival_time=2021-04-14 23:10:01.450446, cost_time=0:00:06.790638 2021-04-14 23:09:26,077 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.79ms, fps=1163 images/s, loss=0.3499, top1-acc=87.89%, top5-acc=99.61%, remaining_time=0:00:35.069424, arrival_time=2021-04-14 23:10:01.146460, cost_time=0:00:08.992142 2021-04-14 23:09:28,277 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.3541, top1-acc=87.80%, top5-acc=99.61%, remaining_time=0:00:32.682976, arrival_time=2021-04-14 23:10:00.960787, cost_time=0:00:11.192799 2021-04-14 23:09:30,478 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3542, top1-acc=87.75%, top5-acc=99.61%, remaining_time=0:00:30.358600, arrival_time=2021-04-14 23:10:00.836907, cost_time=0:00:13.393506 2021-04-14 23:09:32,676 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3581, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:28.064862, arrival_time=2021-04-14 23:10:00.741314, cost_time=0:00:15.591575 2021-04-14 23:09:34,883 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=0.3584, top1-acc=87.64%, top5-acc=99.58%, remaining_time=0:00:25.808608, arrival_time=2021-04-14 23:10:00.692400, cost_time=0:00:17.799001 2021-04-14 23:09:37,085 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.3606, top1-acc=87.57%, top5-acc=99.57%, remaining_time=0:00:23.556274, arrival_time=2021-04-14 23:10:00.641758, cost_time=0:00:20.000606 2021-04-14 23:09:39,292 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.3642, top1-acc=87.47%, top5-acc=99.57%, remaining_time=0:00:21.319104, arrival_time=2021-04-14 23:10:00.611490, cost_time=0:00:22.207410 2021-04-14 23:09:41,491 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3646, top1-acc=87.48%, top5-acc=99.57%, remaining_time=0:00:19.081938, arrival_time=2021-04-14 23:10:00.573868, cost_time=0:00:24.407129 2021-04-14 23:09:43,688 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.3630, top1-acc=87.55%, top5-acc=99.58%, remaining_time=0:00:16.849048, arrival_time=2021-04-14 23:10:00.537600, cost_time=0:00:26.603702 2021-04-14 23:09:45,902 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.65ms, fps=1157 images/s, loss=0.3641, top1-acc=87.46%, top5-acc=99.58%, remaining_time=0:00:14.630154, arrival_time=2021-04-14 23:10:00.532072, cost_time=0:00:28.817033 2021-04-14 23:09:48,096 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3623, top1-acc=87.55%, top5-acc=99.58%, remaining_time=0:00:12.404784, arrival_time=2021-04-14 23:10:00.501601, cost_time=0:00:31.011981 2021-04-14 23:09:50,312 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=2.84ms, fps=1156 images/s, loss=0.3628, top1-acc=87.51%, top5-acc=99.58%, remaining_time=0:00:10.189782, arrival_time=2021-04-14 23:10:00.502232, cost_time=0:00:33.227566 2021-04-14 23:09:52,519 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.3633, top1-acc=87.45%, top5-acc=99.58%, remaining_time=0:00:07.972704, arrival_time=2021-04-14 23:10:00.491787, cost_time=0:00:35.434276 2021-04-14 23:09:54,711 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.3651, top1-acc=87.39%, top5-acc=99.57%, remaining_time=0:00:05.754684, arrival_time=2021-04-14 23:10:00.466192, cost_time=0:00:37.626714 2021-04-14 23:09:56,907 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.3658, top1-acc=87.37%, top5-acc=99.58%, remaining_time=0:00:03.539776, arrival_time=2021-04-14 23:10:00.447150, cost_time=0:00:39.822541 2021-04-14 23:09:59,116 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.96ms, fps=1159 images/s, loss=0.3655, top1-acc=87.36%, top5-acc=99.58%, remaining_time=0:00:01.327302, arrival_time=2021-04-14 23:10:00.443365, cost_time=0:00:42.031194 2021-04-14 23:10:00,294 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.41ms, fps=1155 images/s, loss=0.3645, top1-acc=87.40%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:00.294375, cost_time=0:00:43.209589 2021-04-14 23:10:01,114 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.23ms, fps=3128 images/s, loss=0.5305, top1-acc=82.07%, top5-acc=98.87%, remaining_time=0:00:02.455200, arrival_time=2021-04-14 23:10:03.569824, cost_time=0:00:00.818404 2021-04-14 23:10:01,805 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.41ms, fps=3710 images/s, loss=0.5239, top1-acc=82.34%, top5-acc=99.04%, remaining_time=0:00:01.508820, arrival_time=2021-04-14 23:10:03.313979, cost_time=0:00:01.508818 2021-04-14 23:10:02,492 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.46ms, fps=3725 images/s, loss=0.5147, top1-acc=82.85%, top5-acc=99.04%, remaining_time=0:00:00.732240, arrival_time=2021-04-14 23:10:03.225189, cost_time=0:00:02.196733 2021-04-14 23:10:03,126 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=3664 images/s, loss=0.5239, top1-acc=82.62%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:03.126446, cost_time=0:00:02.830182 2021-04-14 23:10:03,256 INFO : Epoch=0039 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:04:12.635099, arrival_time=2021-04-15 01:14:15.891189, cost_time=0:30:05.296704 2021-04-14 23:10:03,258 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 23:10:05,645 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.56ms, fps=1073 images/s, loss=0.3569, top1-acc=87.81%, top5-acc=99.61%, remaining_time=0:00:44.393922, arrival_time=2021-04-14 23:10:50.039341, cost_time=0:00:02.386768 2021-04-14 23:10:07,846 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.3665, top1-acc=87.17%, top5-acc=99.47%, remaining_time=0:00:40.370880, arrival_time=2021-04-14 23:10:48.217115, cost_time=0:00:04.587607 2021-04-14 23:10:10,040 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.3644, top1-acc=87.23%, top5-acc=99.56%, remaining_time=0:00:37.526624, arrival_time=2021-04-14 23:10:47.567235, cost_time=0:00:06.781910 2021-04-14 23:10:12,247 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.3614, top1-acc=87.29%, top5-acc=99.56%, remaining_time=0:00:35.057880, arrival_time=2021-04-14 23:10:47.305702, cost_time=0:00:08.989192 2021-04-14 23:10:14,442 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.62ms, fps=1167 images/s, loss=0.3551, top1-acc=87.59%, top5-acc=99.58%, remaining_time=0:00:32.656550, arrival_time=2021-04-14 23:10:47.098817, cost_time=0:00:11.183737 2021-04-14 23:10:16,638 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.3561, top1-acc=87.62%, top5-acc=99.58%, remaining_time=0:00:30.326912, arrival_time=2021-04-14 23:10:46.965256, cost_time=0:00:13.379504 2021-04-14 23:10:18,842 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=0.3547, top1-acc=87.63%, top5-acc=99.60%, remaining_time=0:00:28.050624, arrival_time=2021-04-14 23:10:46.892875, cost_time=0:00:15.583706 2021-04-14 23:10:21,049 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.3567, top1-acc=87.60%, top5-acc=99.58%, remaining_time=0:00:25.796196, arrival_time=2021-04-14 23:10:46.845272, cost_time=0:00:17.790445 2021-04-14 23:10:23,259 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.48ms, fps=1158 images/s, loss=0.3609, top1-acc=87.52%, top5-acc=99.57%, remaining_time=0:00:23.556804, arrival_time=2021-04-14 23:10:46.816476, cost_time=0:00:20.001050 2021-04-14 23:10:25,454 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.3629, top1-acc=87.49%, top5-acc=99.55%, remaining_time=0:00:21.308448, arrival_time=2021-04-14 23:10:46.763297, cost_time=0:00:22.196312 2021-04-14 23:10:27,650 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.3605, top1-acc=87.54%, top5-acc=99.55%, remaining_time=0:00:19.070156, arrival_time=2021-04-14 23:10:46.720815, cost_time=0:00:24.392026 2021-04-14 23:10:29,845 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.31ms, fps=1167 images/s, loss=0.3610, top1-acc=87.55%, top5-acc=99.54%, remaining_time=0:00:16.838256, arrival_time=2021-04-14 23:10:46.683481, cost_time=0:00:26.586694 2021-04-14 23:10:32,043 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.3629, top1-acc=87.51%, top5-acc=99.54%, remaining_time=0:00:14.613786, arrival_time=2021-04-14 23:10:46.657148, cost_time=0:00:28.784736 2021-04-14 23:10:34,238 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.3609, top1-acc=87.60%, top5-acc=99.55%, remaining_time=0:00:12.391848, arrival_time=2021-04-14 23:10:46.629947, cost_time=0:00:30.979578 2021-04-14 23:10:36,436 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3604, top1-acc=87.62%, top5-acc=99.55%, remaining_time=0:00:10.174464, arrival_time=2021-04-14 23:10:46.610715, cost_time=0:00:33.177627 2021-04-14 23:10:38,636 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.76ms, fps=1164 images/s, loss=0.3620, top1-acc=87.59%, top5-acc=99.56%, remaining_time=0:00:07.959924, arrival_time=2021-04-14 23:10:46.595920, cost_time=0:00:35.377456 2021-04-14 23:10:40,829 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.3626, top1-acc=87.57%, top5-acc=99.57%, remaining_time=0:00:05.746078, arrival_time=2021-04-14 23:10:46.575146, cost_time=0:00:37.570534 2021-04-14 23:10:43,026 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.70ms, fps=1166 images/s, loss=0.3624, top1-acc=87.59%, top5-acc=99.57%, remaining_time=0:00:03.534864, arrival_time=2021-04-14 23:10:46.560795, cost_time=0:00:39.767303 2021-04-14 23:10:45,231 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.27ms, fps=1161 images/s, loss=0.3615, top1-acc=87.62%, top5-acc=99.58%, remaining_time=0:00:01.325454, arrival_time=2021-04-14 23:10:46.556645, cost_time=0:00:41.972656 2021-04-14 23:10:46,409 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.36ms, fps=1155 images/s, loss=0.3616, top1-acc=87.59%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:46.409181, cost_time=0:00:43.150661 2021-04-14 23:10:47,237 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.47ms, fps=3108 images/s, loss=0.7686, top1-acc=75.23%, top5-acc=98.75%, remaining_time=0:00:02.471250, arrival_time=2021-04-14 23:10:49.708479, cost_time=0:00:00.823753 2021-04-14 23:10:47,927 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.36ms, fps=3711 images/s, loss=0.7701, top1-acc=75.53%, top5-acc=98.55%, remaining_time=0:00:01.514240, arrival_time=2021-04-14 23:10:49.441769, cost_time=0:00:01.514232 2021-04-14 23:10:48,616 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.44ms, fps=3721 images/s, loss=0.7615, top1-acc=75.76%, top5-acc=98.59%, remaining_time=0:00:00.734190, arrival_time=2021-04-14 23:10:49.350159, cost_time=0:00:02.202564 2021-04-14 23:10:49,250 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.08ms, fps=3661 images/s, loss=0.7554, top1-acc=75.93%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:49.250178, cost_time=0:00:02.836927 2021-04-14 23:10:49,437 INFO : Epoch=0040 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:03:25.911040, arrival_time=2021-04-15 01:14:15.348186, cost_time=0:30:51.477766 2021-04-14 23:10:49,439 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 23:10:51,845 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.36ms, fps=1064 images/s, loss=0.3644, top1-acc=86.56%, top5-acc=99.49%, remaining_time=0:00:44.746392, arrival_time=2021-04-14 23:11:36.591329, cost_time=0:00:02.405719 2021-04-14 23:10:54,060 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.60ms, fps=1156 images/s, loss=0.3465, top1-acc=87.89%, top5-acc=99.59%, remaining_time=0:00:40.662160, arrival_time=2021-04-14 23:11:34.722082, cost_time=0:00:04.620702 2021-04-14 23:10:56,265 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.3528, top1-acc=87.70%, top5-acc=99.57%, remaining_time=0:00:37.771474, arrival_time=2021-04-14 23:11:34.036868, cost_time=0:00:06.826176 2021-04-14 23:10:58,460 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.3522, top1-acc=87.69%, top5-acc=99.58%, remaining_time=0:00:35.181432, arrival_time=2021-04-14 23:11:33.641544, cost_time=0:00:09.020897 2021-04-14 23:11:00,657 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.3555, top1-acc=87.56%, top5-acc=99.63%, remaining_time=0:00:32.757144, arrival_time=2021-04-14 23:11:33.414604, cost_time=0:00:11.218176 2021-04-14 23:11:02,866 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.58ms, fps=1159 images/s, loss=0.3537, top1-acc=87.70%, top5-acc=99.64%, remaining_time=0:00:30.435984, arrival_time=2021-04-14 23:11:33.302847, cost_time=0:00:13.427646 2021-04-14 23:11:05,061 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.31ms, fps=1167 images/s, loss=0.3528, top1-acc=87.72%, top5-acc=99.67%, remaining_time=0:00:28.120680, arrival_time=2021-04-14 23:11:33.182517, cost_time=0:00:15.622612 2021-04-14 23:11:07,266 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.3558, top1-acc=87.63%, top5-acc=99.65%, remaining_time=0:00:25.850020, arrival_time=2021-04-14 23:11:33.116864, cost_time=0:00:17.827592 2021-04-14 23:11:09,482 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.37ms, fps=1156 images/s, loss=0.3539, top1-acc=87.70%, top5-acc=99.65%, remaining_time=0:00:23.606094, arrival_time=2021-04-14 23:11:33.088211, cost_time=0:00:20.042899 2021-04-14 23:11:11,682 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.3526, top1-acc=87.82%, top5-acc=99.66%, remaining_time=0:00:21.353088, arrival_time=2021-04-14 23:11:33.035133, cost_time=0:00:22.242804 2021-04-14 23:11:13,876 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3518, top1-acc=87.87%, top5-acc=99.64%, remaining_time=0:00:19.105416, arrival_time=2021-04-14 23:11:32.981837, cost_time=0:00:24.437206 2021-04-14 23:11:16,077 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3521, top1-acc=87.82%, top5-acc=99.63%, remaining_time=0:00:16.870632, arrival_time=2021-04-14 23:11:32.947713, cost_time=0:00:26.637869 2021-04-14 23:11:18,272 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.3515, top1-acc=87.85%, top5-acc=99.64%, remaining_time=0:00:14.638470, arrival_time=2021-04-14 23:11:32.911041, cost_time=0:00:28.833286 2021-04-14 23:11:20,469 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3510, top1-acc=87.85%, top5-acc=99.64%, remaining_time=0:00:12.412232, arrival_time=2021-04-14 23:11:32.882052, cost_time=0:00:31.030599 2021-04-14 23:11:22,678 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=2.34ms, fps=1159 images/s, loss=0.3519, top1-acc=87.84%, top5-acc=99.63%, remaining_time=0:00:10.193416, arrival_time=2021-04-14 23:11:32.871996, cost_time=0:00:33.239367 2021-04-14 23:11:24,875 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.78ms, fps=1165 images/s, loss=0.3544, top1-acc=87.81%, top5-acc=99.62%, remaining_time=0:00:07.973244, arrival_time=2021-04-14 23:11:32.848969, cost_time=0:00:35.436578 2021-04-14 23:11:27,070 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3547, top1-acc=87.84%, top5-acc=99.63%, remaining_time=0:00:05.755282, arrival_time=2021-04-14 23:11:32.825191, cost_time=0:00:37.630685 2021-04-14 23:11:29,265 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.3565, top1-acc=87.80%, top5-acc=99.63%, remaining_time=0:00:03.540128, arrival_time=2021-04-14 23:11:32.805743, cost_time=0:00:39.826491 2021-04-14 23:11:31,466 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.23ms, fps=1164 images/s, loss=0.3563, top1-acc=87.80%, top5-acc=99.62%, remaining_time=0:00:01.327170, arrival_time=2021-04-14 23:11:32.793377, cost_time=0:00:42.026989 2021-04-14 23:11:32,643 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.24ms, fps=1156 images/s, loss=0.3580, top1-acc=87.76%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:32.643260, cost_time=0:00:43.204142 2021-04-14 23:11:33,448 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.20ms, fps=3187 images/s, loss=0.6821, top1-acc=77.89%, top5-acc=98.95%, remaining_time=0:00:02.410050, arrival_time=2021-04-14 23:11:35.858410, cost_time=0:00:00.803354 2021-04-14 23:11:34,133 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.38ms, fps=3740 images/s, loss=0.6560, top1-acc=78.32%, top5-acc=98.89%, remaining_time=0:00:01.488200, arrival_time=2021-04-14 23:11:35.621401, cost_time=0:00:01.488192 2021-04-14 23:11:34,822 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.44ms, fps=3715 images/s, loss=0.6543, top1-acc=78.63%, top5-acc=98.87%, remaining_time=0:00:00.725860, arrival_time=2021-04-14 23:11:35.548475, cost_time=0:00:02.177592 2021-04-14 23:11:35,460 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.11ms, fps=3640 images/s, loss=0.6710, top1-acc=78.63%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:35.460436, cost_time=0:00:02.815271 2021-04-14 23:11:35,655 INFO : Epoch=0041 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:02:39.358725, arrival_time=2021-04-15 01:14:15.014405, cost_time=0:31:37.696266 2021-04-14 23:11:35,658 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 23:11:38,030 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.91ms, fps=1079 images/s, loss=0.3611, top1-acc=87.73%, top5-acc=99.45%, remaining_time=0:00:44.125896, arrival_time=2021-04-14 23:12:22.156767, cost_time=0:00:02.372362 2021-04-14 23:11:40,241 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=0.3605, top1-acc=87.70%, top5-acc=99.51%, remaining_time=0:00:40.332688, arrival_time=2021-04-14 23:12:20.574398, cost_time=0:00:04.583266 2021-04-14 23:11:42,462 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=2.04ms, fps=1153 images/s, loss=0.3496, top1-acc=87.94%, top5-acc=99.56%, remaining_time=0:00:37.650294, arrival_time=2021-04-14 23:12:20.113078, cost_time=0:00:06.804258 2021-04-14 23:11:44,658 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3464, top1-acc=88.07%, top5-acc=99.57%, remaining_time=0:00:35.098752, arrival_time=2021-04-14 23:12:19.756895, cost_time=0:00:08.999677 2021-04-14 23:11:46,862 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.3538, top1-acc=87.70%, top5-acc=99.59%, remaining_time=0:00:32.715096, arrival_time=2021-04-14 23:12:19.577355, cost_time=0:00:11.203809 2021-04-14 23:11:49,060 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3593, top1-acc=87.51%, top5-acc=99.60%, remaining_time=0:00:30.378728, arrival_time=2021-04-14 23:12:19.439572, cost_time=0:00:13.402396 2021-04-14 23:11:51,260 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3629, top1-acc=87.39%, top5-acc=99.63%, remaining_time=0:00:28.084014, arrival_time=2021-04-14 23:12:19.344769, cost_time=0:00:15.602216 2021-04-14 23:11:53,463 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.85ms, fps=1162 images/s, loss=0.3599, top1-acc=87.50%, top5-acc=99.64%, remaining_time=0:00:25.817424, arrival_time=2021-04-14 23:12:19.281009, cost_time=0:00:17.805134 2021-04-14 23:11:55,664 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.67ms, fps=1163 images/s, loss=0.3566, top1-acc=87.61%, top5-acc=99.63%, remaining_time=0:00:23.562952, arrival_time=2021-04-14 23:12:19.227671, cost_time=0:00:20.006265 2021-04-14 23:11:57,861 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3568, top1-acc=87.63%, top5-acc=99.63%, remaining_time=0:00:21.314592, arrival_time=2021-04-14 23:12:19.175796, cost_time=0:00:22.202670 2021-04-14 23:12:00,059 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.90ms, fps=1165 images/s, loss=0.3575, top1-acc=87.63%, top5-acc=99.62%, remaining_time=0:00:19.076778, arrival_time=2021-04-14 23:12:19.135874, cost_time=0:00:24.400520 2021-04-14 23:12:02,263 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.66ms, fps=1162 images/s, loss=0.3589, top1-acc=87.59%, top5-acc=99.61%, remaining_time=0:00:16.849808, arrival_time=2021-04-14 23:12:19.113291, cost_time=0:00:26.604940 2021-04-14 23:12:04,460 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3591, top1-acc=87.61%, top5-acc=99.62%, remaining_time=0:00:14.622630, arrival_time=2021-04-14 23:12:19.083356, cost_time=0:00:28.802194 2021-04-14 23:12:06,662 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=2.02ms, fps=1163 images/s, loss=0.3598, top1-acc=87.57%, top5-acc=99.60%, remaining_time=0:00:12.401368, arrival_time=2021-04-14 23:12:19.063287, cost_time=0:00:31.003389 2021-04-14 23:12:08,867 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.3588, top1-acc=87.59%, top5-acc=99.61%, remaining_time=0:00:10.184124, arrival_time=2021-04-14 23:12:19.051631, cost_time=0:00:33.209047 2021-04-14 23:12:11,066 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.3594, top1-acc=87.61%, top5-acc=99.60%, remaining_time=0:00:07.966800, arrival_time=2021-04-14 23:12:19.033384, cost_time=0:00:35.408037 2021-04-14 23:12:13,268 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.3596, top1-acc=87.61%, top5-acc=99.60%, remaining_time=0:00:05.752058, arrival_time=2021-04-14 23:12:19.020190, cost_time=0:00:37.609598 2021-04-14 23:12:15,471 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.3597, top1-acc=87.61%, top5-acc=99.60%, remaining_time=0:00:03.538912, arrival_time=2021-04-14 23:12:19.010167, cost_time=0:00:39.812761 2021-04-14 23:12:17,671 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.24ms, fps=1164 images/s, loss=0.3603, top1-acc=87.61%, top5-acc=99.59%, remaining_time=0:00:01.326732, arrival_time=2021-04-14 23:12:18.998406, cost_time=0:00:42.013098 2021-04-14 23:12:18,850 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.23ms, fps=1154 images/s, loss=0.3607, top1-acc=87.62%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:18.850828, cost_time=0:00:43.192380 2021-04-14 23:12:19,667 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.21ms, fps=3141 images/s, loss=0.6100, top1-acc=79.41%, top5-acc=98.79%, remaining_time=0:00:02.445060, arrival_time=2021-04-14 23:12:22.112880, cost_time=0:00:00.815018 2021-04-14 23:12:20,357 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.51ms, fps=3713 images/s, loss=0.6153, top1-acc=79.51%, top5-acc=98.71%, remaining_time=0:00:01.504800, arrival_time=2021-04-14 23:12:21.862396, cost_time=0:00:01.504791 2021-04-14 23:12:21,049 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.51ms, fps=3703 images/s, loss=0.6054, top1-acc=79.87%, top5-acc=98.66%, remaining_time=0:00:00.732170, arrival_time=2021-04-14 23:12:21.781529, cost_time=0:00:02.196517 2021-04-14 23:12:21,683 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=3661 images/s, loss=0.6035, top1-acc=80.26%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:21.683443, cost_time=0:00:02.830667 2021-04-14 23:12:21,840 INFO : Epoch=0042 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:01:52.695672, arrival_time=2021-04-15 01:14:14.536207, cost_time=0:32:23.881121 2021-04-14 23:12:21,842 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 23:12:24,284 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.40ms, fps=1049 images/s, loss=0.3641, top1-acc=87.89%, top5-acc=99.73%, remaining_time=0:00:45.410040, arrival_time=2021-04-14 23:13:09.694212, cost_time=0:00:02.441400 2021-04-14 23:12:26,484 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.3593, top1-acc=87.83%, top5-acc=99.73%, remaining_time=0:00:40.845376, arrival_time=2021-04-14 23:13:07.329541, cost_time=0:00:04.641525 2021-04-14 23:12:28,678 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.3495, top1-acc=87.98%, top5-acc=99.64%, remaining_time=0:00:37.826752, arrival_time=2021-04-14 23:13:06.505549, cost_time=0:00:06.836151 2021-04-14 23:12:30,883 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.3508, top1-acc=88.01%, top5-acc=99.56%, remaining_time=0:00:35.258808, arrival_time=2021-04-14 23:13:06.142188, cost_time=0:00:09.040737 2021-04-14 23:12:33,079 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.62ms, fps=1166 images/s, loss=0.3482, top1-acc=88.15%, top5-acc=99.61%, remaining_time=0:00:32.810580, arrival_time=2021-04-14 23:13:05.889697, cost_time=0:00:11.236476 2021-04-14 23:12:35,277 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.3470, top1-acc=88.08%, top5-acc=99.62%, remaining_time=0:00:30.452032, arrival_time=2021-04-14 23:13:05.729394, cost_time=0:00:13.434720 2021-04-14 23:12:37,474 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.3447, top1-acc=88.25%, top5-acc=99.63%, remaining_time=0:00:28.136430, arrival_time=2021-04-14 23:13:05.610441, cost_time=0:00:15.631316 2021-04-14 23:12:39,679 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.3455, top1-acc=88.29%, top5-acc=99.62%, remaining_time=0:00:25.863824, arrival_time=2021-04-14 23:13:05.543498, cost_time=0:00:17.837102 2021-04-14 23:12:41,878 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.3460, top1-acc=88.19%, top5-acc=99.61%, remaining_time=0:00:23.597190, arrival_time=2021-04-14 23:13:05.475141, cost_time=0:00:20.035307 2021-04-14 23:12:44,071 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.3490, top1-acc=88.05%, top5-acc=99.61%, remaining_time=0:00:21.339552, arrival_time=2021-04-14 23:13:05.410818, cost_time=0:00:22.228709 2021-04-14 23:12:46,270 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.3475, top1-acc=88.11%, top5-acc=99.62%, remaining_time=0:00:19.098106, arrival_time=2021-04-14 23:13:05.368520, cost_time=0:00:24.427774 2021-04-14 23:12:48,465 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.3500, top1-acc=87.97%, top5-acc=99.62%, remaining_time=0:00:16.860904, arrival_time=2021-04-14 23:13:05.325948, cost_time=0:00:26.622488 2021-04-14 23:12:50,669 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.3500, top1-acc=87.97%, top5-acc=99.60%, remaining_time=0:00:14.635038, arrival_time=2021-04-14 23:13:05.304256, cost_time=0:00:28.826539 2021-04-14 23:12:52,871 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3517, top1-acc=87.96%, top5-acc=99.60%, remaining_time=0:00:12.411504, arrival_time=2021-04-14 23:13:05.282807, cost_time=0:00:31.028750 2021-04-14 23:12:55,073 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3524, top1-acc=87.91%, top5-acc=99.61%, remaining_time=0:00:10.190656, arrival_time=2021-04-14 23:13:05.263645, cost_time=0:00:33.230434 2021-04-14 23:12:57,271 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3539, top1-acc=87.84%, top5-acc=99.60%, remaining_time=0:00:07.971516, arrival_time=2021-04-14 23:13:05.243057, cost_time=0:00:35.428902 2021-04-14 23:12:59,473 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.3554, top1-acc=87.78%, top5-acc=99.59%, remaining_time=0:00:05.755308, arrival_time=2021-04-14 23:13:05.228734, cost_time=0:00:37.630824 2021-04-14 23:13:01,669 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3536, top1-acc=87.85%, top5-acc=99.61%, remaining_time=0:00:03.540176, arrival_time=2021-04-14 23:13:05.209691, cost_time=0:00:39.826961 2021-04-14 23:13:03,873 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.3540, top1-acc=87.85%, top5-acc=99.60%, remaining_time=0:00:01.327302, arrival_time=2021-04-14 23:13:05.201059, cost_time=0:00:42.031138 2021-04-14 23:13:05,052 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.35ms, fps=1155 images/s, loss=0.3554, top1-acc=87.82%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:05.052044, cost_time=0:00:43.209493 2021-04-14 23:13:05,909 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.30ms, fps=2994 images/s, loss=0.7112, top1-acc=76.84%, top5-acc=98.63%, remaining_time=0:00:02.565420, arrival_time=2021-04-14 23:13:08.474421, cost_time=0:00:00.855142 2021-04-14 23:13:06,596 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.52ms, fps=3725 images/s, loss=0.7140, top1-acc=76.58%, top5-acc=98.55%, remaining_time=0:00:01.542800, arrival_time=2021-04-14 23:13:08.139475, cost_time=0:00:01.542793 2021-04-14 23:13:07,290 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.26ms, fps=3690 images/s, loss=0.7025, top1-acc=76.68%, top5-acc=98.53%, remaining_time=0:00:00.745660, arrival_time=2021-04-14 23:13:08.036461, cost_time=0:00:02.236971 2021-04-14 23:13:07,922 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.09ms, fps=3675 images/s, loss=0.7198, top1-acc=76.64%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:07.922475, cost_time=0:00:02.868656 2021-04-14 23:13:08,100 INFO : Epoch=0043 complete, best val top1-acc=83.82%, top5-acc=99.24% (epoch=31), remaining_time=2:01:06.328322, arrival_time=2021-04-15 01:14:14.428537, cost_time=0:33:10.140859 2021-04-14 23:13:08,101 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 23:13:10,527 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.28ms, fps=1055 images/s, loss=0.3780, top1-acc=86.91%, top5-acc=99.49%, remaining_time=0:00:45.129180, arrival_time=2021-04-14 23:13:55.657044, cost_time=0:00:02.426297 2021-04-14 23:13:12,729 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.3673, top1-acc=87.48%, top5-acc=99.53%, remaining_time=0:00:40.722880, arrival_time=2021-04-14 23:13:53.452076, cost_time=0:00:04.627594 2021-04-14 23:13:14,924 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.3567, top1-acc=87.79%, top5-acc=99.58%, remaining_time=0:00:37.753878, arrival_time=2021-04-14 23:13:52.678526, cost_time=0:00:06.822998 2021-04-14 23:13:17,119 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.3544, top1-acc=87.74%, top5-acc=99.64%, remaining_time=0:00:35.170668, arrival_time=2021-04-14 23:13:52.290345, cost_time=0:00:09.018112 2021-04-14 23:13:19,318 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.3472, top1-acc=88.00%, top5-acc=99.64%, remaining_time=0:00:32.752034, arrival_time=2021-04-14 23:13:52.070052, cost_time=0:00:11.216453 2021-04-14 23:13:21,518 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.3483, top1-acc=88.06%, top5-acc=99.64%, remaining_time=0:00:30.411640, arrival_time=2021-04-14 23:13:51.930113, cost_time=0:00:13.416906 2021-04-14 23:13:23,713 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3483, top1-acc=88.06%, top5-acc=99.62%, remaining_time=0:00:28.101402, arrival_time=2021-04-14 23:13:51.814895, cost_time=0:00:15.611858 2021-04-14 23:13:25,907 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=2.12ms, fps=1167 images/s, loss=0.3488, top1-acc=88.00%, top5-acc=99.61%, remaining_time=0:00:25.818004, arrival_time=2021-04-14 23:13:51.725084, cost_time=0:00:17.805493 2021-04-14 23:13:28,104 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3491, top1-acc=88.00%, top5-acc=99.63%, remaining_time=0:00:23.558394, arrival_time=2021-04-14 23:13:51.662371, cost_time=0:00:20.002412 2021-04-14 23:13:30,300 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.3500, top1-acc=87.95%, top5-acc=99.62%, remaining_time=0:00:21.311136, arrival_time=2021-04-14 23:13:51.611823, cost_time=0:00:22.199118 2021-04-14 23:13:32,498 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.91ms, fps=1165 images/s, loss=0.3482, top1-acc=88.04%, top5-acc=99.63%, remaining_time=0:00:19.073768, arrival_time=2021-04-14 23:13:51.572031, cost_time=0:00:24.396646 2021-04-14 23:13:34,700 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.3482, top1-acc=88.10%, top5-acc=99.64%, remaining_time=0:00:16.845856, arrival_time=2021-04-14 23:13:51.546123, cost_time=0:00:26.598700 2021-04-14 23:13:36,906 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.3500, top1-acc=88.03%, top5-acc=99.64%, remaining_time=0:00:14.623818, arrival_time=2021-04-14 23:13:51.529917, cost_time=0:00:28.804451 2021-04-14 23:13:39,112 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.3496, top1-acc=88.02%, top5-acc=99.63%, remaining_time=0:00:12.404336, arrival_time=2021-04-14 23:13:51.516731, cost_time=0:00:31.010775 2021-04-14 23:13:41,319 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.3500, top1-acc=88.04%, top5-acc=99.61%, remaining_time=0:00:10.186700, arrival_time=2021-04-14 23:13:51.505711, cost_time=0:00:33.217442 2021-04-14 23:13:43,523 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.3504, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:07.970004, arrival_time=2021-04-14 23:13:51.493753, cost_time=0:00:35.422192 2021-04-14 23:13:45,729 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.3495, top1-acc=88.07%, top5-acc=99.61%, remaining_time=0:00:05.754788, arrival_time=2021-04-14 23:13:51.483839, cost_time=0:00:37.627476 2021-04-14 23:13:47,932 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.3497, top1-acc=88.03%, top5-acc=99.61%, remaining_time=0:00:03.540560, arrival_time=2021-04-14 23:13:51.473444, cost_time=0:00:39.831325 2021-04-14 23:13:50,138 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.84ms, fps=1161 images/s, loss=0.3497, top1-acc=88.01%, top5-acc=99.62%, remaining_time=0:00:01.327458, arrival_time=2021-04-14 23:13:51.465387, cost_time=0:00:42.036261 2021-04-14 23:13:51,315 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.33ms, fps=1156 images/s, loss=0.3491, top1-acc=88.02%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:51.315383, cost_time=0:00:43.213820 2021-04-14 23:13:52,126 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=2.27ms, fps=3164 images/s, loss=0.4506, top1-acc=85.27%, top5-acc=99.45%, remaining_time=0:00:02.427240, arrival_time=2021-04-14 23:13:54.553939, cost_time=0:00:00.809078 2021-04-14 23:13:52,814 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.45ms, fps=3726 images/s, loss=0.4588, top1-acc=84.51%, top5-acc=99.37%, remaining_time=0:00:01.496520, arrival_time=2021-04-14 23:13:54.310654, cost_time=0:00:01.496515 2021-04-14 23:13:53,508 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.40ms, fps=3691 images/s, loss=0.4684, top1-acc=84.17%, top5-acc=99.37%, remaining_time=0:00:00.730140, arrival_time=2021-04-14 23:13:54.238171, cost_time=0:00:02.190418 2021-04-14 23:13:54,138 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=3681 images/s, loss=0.4696, top1-acc=84.02%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:54.138651, cost_time=0:00:02.821073 2021-04-14 23:13:54,461 INFO : Epoch=0044 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=2:00:20.324592, arrival_time=2021-04-15 01:14:14.785784, cost_time=0:33:56.501822 2021-04-14 23:13:54,463 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 23:13:56,832 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.48ms, fps=1081 images/s, loss=0.3704, top1-acc=87.38%, top5-acc=99.80%, remaining_time=0:00:44.063586, arrival_time=2021-04-14 23:14:40.896130, cost_time=0:00:02.369006 2021-04-14 23:13:59,033 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3601, top1-acc=87.58%, top5-acc=99.71%, remaining_time=0:00:40.218816, arrival_time=2021-04-14 23:14:39.252663, cost_time=0:00:04.570325 2021-04-14 23:14:01,238 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.3522, top1-acc=87.83%, top5-acc=99.73%, remaining_time=0:00:37.489938, arrival_time=2021-04-14 23:14:38.728757, cost_time=0:00:06.775290 2021-04-14 23:14:03,445 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.3531, top1-acc=87.77%, top5-acc=99.68%, remaining_time=0:00:35.027460, arrival_time=2021-04-14 23:14:38.472391, cost_time=0:00:08.981410 2021-04-14 23:14:05,647 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.3523, top1-acc=87.78%, top5-acc=99.67%, remaining_time=0:00:32.657426, arrival_time=2021-04-14 23:14:38.304990, cost_time=0:00:11.184032 2021-04-14 23:14:07,856 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=0.3538, top1-acc=87.81%, top5-acc=99.67%, remaining_time=0:00:30.357104, arrival_time=2021-04-14 23:14:38.213466, cost_time=0:00:13.392834 2021-04-14 23:14:10,055 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.99ms, fps=1165 images/s, loss=0.3544, top1-acc=87.76%, top5-acc=99.67%, remaining_time=0:00:28.064988, arrival_time=2021-04-14 23:14:38.120176, cost_time=0:00:15.591672 2021-04-14 23:14:12,259 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=0.3549, top1-acc=87.80%, top5-acc=99.66%, remaining_time=0:00:25.804432, arrival_time=2021-04-14 23:14:38.064046, cost_time=0:00:17.796165 2021-04-14 23:14:14,463 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.3563, top1-acc=87.82%, top5-acc=99.65%, remaining_time=0:00:23.554896, arrival_time=2021-04-14 23:14:38.017879, cost_time=0:00:19.999401 2021-04-14 23:14:16,659 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.3555, top1-acc=87.80%, top5-acc=99.65%, remaining_time=0:00:21.308064, arrival_time=2021-04-14 23:14:37.967386, cost_time=0:00:22.195876 2021-04-14 23:14:18,862 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.3577, top1-acc=87.75%, top5-acc=99.64%, remaining_time=0:00:19.075832, arrival_time=2021-04-14 23:14:37.938678, cost_time=0:00:24.399319 2021-04-14 23:14:21,065 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.81ms, fps=1163 images/s, loss=0.3606, top1-acc=87.68%, top5-acc=99.64%, remaining_time=0:00:16.847680, arrival_time=2021-04-14 23:14:37.912743, cost_time=0:00:26.601627 2021-04-14 23:14:23,267 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3592, top1-acc=87.76%, top5-acc=99.64%, remaining_time=0:00:14.623620, arrival_time=2021-04-14 23:14:37.891217, cost_time=0:00:28.804070 2021-04-14 23:14:25,474 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.3582, top1-acc=87.81%, top5-acc=99.65%, remaining_time=0:00:12.404224, arrival_time=2021-04-14 23:14:37.878300, cost_time=0:00:31.010613 2021-04-14 23:14:27,675 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.34ms, fps=1163 images/s, loss=0.3563, top1-acc=87.87%, top5-acc=99.64%, remaining_time=0:00:10.185044, arrival_time=2021-04-14 23:14:37.860544, cost_time=0:00:33.212054 2021-04-14 23:14:29,874 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.3564, top1-acc=87.86%, top5-acc=99.64%, remaining_time=0:00:07.967484, arrival_time=2021-04-14 23:14:37.842090, cost_time=0:00:35.411073 2021-04-14 23:14:32,072 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.76ms, fps=1165 images/s, loss=0.3560, top1-acc=87.86%, top5-acc=99.65%, remaining_time=0:00:05.751954, arrival_time=2021-04-14 23:14:37.824368, cost_time=0:00:37.608969 2021-04-14 23:14:34,273 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.3565, top1-acc=87.86%, top5-acc=99.65%, remaining_time=0:00:03.538640, arrival_time=2021-04-14 23:14:37.811754, cost_time=0:00:39.809678 2021-04-14 23:14:36,468 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.3571, top1-acc=87.84%, top5-acc=99.65%, remaining_time=0:00:01.326456, arrival_time=2021-04-14 23:14:37.794511, cost_time=0:00:42.004534 2021-04-14 23:14:37,653 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.39ms, fps=1148 images/s, loss=0.3567, top1-acc=87.85%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:37.653621, cost_time=0:00:43.190184 2021-04-14 23:14:38,464 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=2.43ms, fps=3166 images/s, loss=0.7873, top1-acc=74.88%, top5-acc=98.63%, remaining_time=0:00:02.426100, arrival_time=2021-04-14 23:14:40.890382, cost_time=0:00:00.808698 2021-04-14 23:14:39,153 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.48ms, fps=3717 images/s, loss=0.7704, top1-acc=75.23%, top5-acc=98.71%, remaining_time=0:00:01.497760, arrival_time=2021-04-14 23:14:40.651194, cost_time=0:00:01.497767 2021-04-14 23:14:39,847 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.55ms, fps=3694 images/s, loss=0.7534, top1-acc=75.70%, top5-acc=98.72%, remaining_time=0:00:00.730480, arrival_time=2021-04-14 23:14:40.577588, cost_time=0:00:02.191442 2021-04-14 23:14:40,478 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.7347, top1-acc=75.98%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:40.478391, cost_time=0:00:02.822836 2021-04-14 23:14:40,613 INFO : Epoch=0045 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:59:33.585845, arrival_time=2021-04-15 01:14:14.199150, cost_time=0:34:42.653939 2021-04-14 23:14:40,614 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 23:14:43,003 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.35ms, fps=1072 images/s, loss=0.3613, top1-acc=87.23%, top5-acc=99.77%, remaining_time=0:00:44.423682, arrival_time=2021-04-14 23:15:27.426906, cost_time=0:00:02.388367 2021-04-14 23:14:45,209 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=0.3469, top1-acc=87.68%, top5-acc=99.71%, remaining_time=0:00:40.434240, arrival_time=2021-04-14 23:15:25.643982, cost_time=0:00:04.594795 2021-04-14 23:14:47,415 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.69ms, fps=1161 images/s, loss=0.3444, top1-acc=87.85%, top5-acc=99.73%, remaining_time=0:00:37.628880, arrival_time=2021-04-14 23:15:25.044183, cost_time=0:00:06.800385 2021-04-14 23:14:49,630 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.18ms, fps=1156 images/s, loss=0.3434, top1-acc=87.91%, top5-acc=99.71%, remaining_time=0:00:35.160372, arrival_time=2021-04-14 23:15:24.790708, cost_time=0:00:09.015489 2021-04-14 23:14:51,830 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3484, top1-acc=87.77%, top5-acc=99.66%, remaining_time=0:00:32.749698, arrival_time=2021-04-14 23:15:24.580140, cost_time=0:00:11.215671 2021-04-14 23:14:54,037 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.3498, top1-acc=87.71%, top5-acc=99.62%, remaining_time=0:00:30.424152, arrival_time=2021-04-14 23:15:24.461394, cost_time=0:00:13.422403 2021-04-14 23:14:56,236 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3501, top1-acc=87.73%, top5-acc=99.60%, remaining_time=0:00:28.118412, arrival_time=2021-04-14 23:15:24.354586, cost_time=0:00:15.621330 2021-04-14 23:14:58,433 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3493, top1-acc=87.80%, top5-acc=99.60%, remaining_time=0:00:25.837028, arrival_time=2021-04-14 23:15:24.270447, cost_time=0:00:17.818664 2021-04-14 23:15:00,648 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.67ms, fps=1156 images/s, loss=0.3507, top1-acc=87.78%, top5-acc=99.60%, remaining_time=0:00:23.595600, arrival_time=2021-04-14 23:15:24.244429, cost_time=0:00:20.033997 2021-04-14 23:15:02,855 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.88ms, fps=1160 images/s, loss=0.3538, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:21.351168, arrival_time=2021-04-14 23:15:24.206961, cost_time=0:00:22.240836 2021-04-14 23:15:05,064 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.3539, top1-acc=87.66%, top5-acc=99.62%, remaining_time=0:00:19.115048, arrival_time=2021-04-14 23:15:24.179368, cost_time=0:00:24.449474 2021-04-14 23:15:07,280 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.55ms, fps=1155 images/s, loss=0.3544, top1-acc=87.66%, top5-acc=99.60%, remaining_time=0:00:16.888264, arrival_time=2021-04-14 23:15:24.168819, cost_time=0:00:26.665634 2021-04-14 23:15:09,480 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.3539, top1-acc=87.70%, top5-acc=99.61%, remaining_time=0:00:14.654970, arrival_time=2021-04-14 23:15:24.135685, cost_time=0:00:28.865871 2021-04-14 23:15:11,700 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.72ms, fps=1154 images/s, loss=0.3526, top1-acc=87.76%, top5-acc=99.62%, remaining_time=0:00:12.434240, arrival_time=2021-04-14 23:15:24.134762, cost_time=0:00:31.085617 2021-04-14 23:15:13,903 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.3523, top1-acc=87.80%, top5-acc=99.61%, remaining_time=0:00:10.208642, arrival_time=2021-04-14 23:15:24.112489, cost_time=0:00:33.288999 2021-04-14 23:15:16,100 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.3516, top1-acc=87.87%, top5-acc=99.62%, remaining_time=0:00:07.984368, arrival_time=2021-04-14 23:15:24.085240, cost_time=0:00:35.486025 2021-04-14 23:15:18,301 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.71ms, fps=1164 images/s, loss=0.3520, top1-acc=87.88%, top5-acc=99.62%, remaining_time=0:00:05.763862, arrival_time=2021-04-14 23:15:24.065558, cost_time=0:00:37.686852 2021-04-14 23:15:20,503 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.3509, top1-acc=87.93%, top5-acc=99.61%, remaining_time=0:00:03.545664, arrival_time=2021-04-14 23:15:24.049179, cost_time=0:00:39.888759 2021-04-14 23:15:22,704 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.3508, top1-acc=87.93%, top5-acc=99.62%, remaining_time=0:00:01.329138, arrival_time=2021-04-14 23:15:24.033264, cost_time=0:00:42.089296 2021-04-14 23:15:23,886 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.56ms, fps=1151 images/s, loss=0.3503, top1-acc=87.93%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:23.886265, cost_time=0:00:43.271514 2021-04-14 23:15:24,700 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.46ms, fps=3153 images/s, loss=0.4781, top1-acc=83.55%, top5-acc=99.14%, remaining_time=0:00:02.435700, arrival_time=2021-04-14 23:15:27.135914, cost_time=0:00:00.811899 2021-04-14 23:15:25,393 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.88ms, fps=3697 images/s, loss=0.4961, top1-acc=83.20%, top5-acc=99.18%, remaining_time=0:00:01.505040, arrival_time=2021-04-14 23:15:26.898319, cost_time=0:00:01.505040 2021-04-14 23:15:26,085 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.65ms, fps=3701 images/s, loss=0.5166, top1-acc=82.70%, top5-acc=99.08%, remaining_time=0:00:00.732440, arrival_time=2021-04-14 23:15:26.817951, cost_time=0:00:02.197328 2021-04-14 23:15:26,719 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.11ms, fps=3660 images/s, loss=0.5050, top1-acc=83.03%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:26.719738, cost_time=0:00:02.831564 2021-04-14 23:15:26,908 INFO : Epoch=0046 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:58:47.350076, arrival_time=2021-04-15 01:14:14.258229, cost_time=0:35:28.948747 2021-04-14 23:15:26,910 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 23:15:29,296 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.66ms, fps=1073 images/s, loss=0.3350, top1-acc=88.44%, top5-acc=99.57%, remaining_time=0:00:44.368440, arrival_time=2021-04-14 23:16:13.664919, cost_time=0:00:02.385397 2021-04-14 23:15:31,495 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.76ms, fps=1165 images/s, loss=0.3405, top1-acc=88.28%, top5-acc=99.49%, remaining_time=0:00:40.339376, arrival_time=2021-04-14 23:16:11.834602, cost_time=0:00:04.584024 2021-04-14 23:15:33,707 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.93ms, fps=1157 images/s, loss=0.3467, top1-acc=88.40%, top5-acc=99.57%, remaining_time=0:00:37.608296, arrival_time=2021-04-14 23:16:11.316130, cost_time=0:00:06.796687 2021-04-14 23:15:35,918 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=2.09ms, fps=1159 images/s, loss=0.3474, top1-acc=88.17%, top5-acc=99.55%, remaining_time=0:00:35.127924, arrival_time=2021-04-14 23:16:11.046155, cost_time=0:00:09.007150 2021-04-14 23:15:38,113 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.3452, top1-acc=88.17%, top5-acc=99.61%, remaining_time=0:00:32.710132, arrival_time=2021-04-14 23:16:10.823303, cost_time=0:00:11.202090 2021-04-14 23:15:40,320 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.3423, top1-acc=88.22%, top5-acc=99.62%, remaining_time=0:00:30.394368, arrival_time=2021-04-14 23:16:10.714777, cost_time=0:00:13.409278 2021-04-14 23:15:42,526 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.33ms, fps=1161 images/s, loss=0.3401, top1-acc=88.36%, top5-acc=99.63%, remaining_time=0:00:28.107954, arrival_time=2021-04-14 23:16:10.634593, cost_time=0:00:15.615508 2021-04-14 23:15:44,725 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3404, top1-acc=88.33%, top5-acc=99.60%, remaining_time=0:00:25.830648, arrival_time=2021-04-14 23:16:10.555862, cost_time=0:00:17.814204 2021-04-14 23:15:46,927 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.93ms, fps=1163 images/s, loss=0.3399, top1-acc=88.41%, top5-acc=99.62%, remaining_time=0:00:23.575142, arrival_time=2021-04-14 23:16:10.502871, cost_time=0:00:20.016654 2021-04-14 23:15:49,127 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.14ms, fps=1164 images/s, loss=0.3406, top1-acc=88.41%, top5-acc=99.61%, remaining_time=0:00:21.327456, arrival_time=2021-04-14 23:16:10.454611, cost_time=0:00:22.216086 2021-04-14 23:15:51,321 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.30ms, fps=1167 images/s, loss=0.3383, top1-acc=88.48%, top5-acc=99.61%, remaining_time=0:00:19.084862, arrival_time=2021-04-14 23:16:10.406732, cost_time=0:00:24.410858 2021-04-14 23:15:53,519 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.99ms, fps=1165 images/s, loss=0.3396, top1-acc=88.45%, top5-acc=99.60%, remaining_time=0:00:16.851860, arrival_time=2021-04-14 23:16:10.371175, cost_time=0:00:26.608246 2021-04-14 23:15:55,712 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.3415, top1-acc=88.38%, top5-acc=99.62%, remaining_time=0:00:14.622102, arrival_time=2021-04-14 23:16:10.334176, cost_time=0:00:28.801070 2021-04-14 23:15:57,916 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.80ms, fps=1161 images/s, loss=0.3438, top1-acc=88.28%, top5-acc=99.60%, remaining_time=0:00:12.402320, arrival_time=2021-04-14 23:16:10.319163, cost_time=0:00:31.005850 2021-04-14 23:16:00,133 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.97ms, fps=1155 images/s, loss=0.3446, top1-acc=88.22%, top5-acc=99.61%, remaining_time=0:00:10.188310, arrival_time=2021-04-14 23:16:10.322148, cost_time=0:00:33.222685 2021-04-14 23:16:02,337 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.3438, top1-acc=88.26%, top5-acc=99.61%, remaining_time=0:00:07.970904, arrival_time=2021-04-14 23:16:10.308156, cost_time=0:00:35.426262 2021-04-14 23:16:04,534 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.18ms, fps=1166 images/s, loss=0.3440, top1-acc=88.24%, top5-acc=99.62%, remaining_time=0:00:05.754086, arrival_time=2021-04-14 23:16:10.288104, cost_time=0:00:37.622951 2021-04-14 23:16:06,730 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.3442, top1-acc=88.22%, top5-acc=99.62%, remaining_time=0:00:03.539536, arrival_time=2021-04-14 23:16:10.270285, cost_time=0:00:39.819746 2021-04-14 23:16:08,933 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.3448, top1-acc=88.21%, top5-acc=99.61%, remaining_time=0:00:01.327020, arrival_time=2021-04-14 23:16:10.260348, cost_time=0:00:42.022284 2021-04-14 23:16:10,114 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.29ms, fps=1152 images/s, loss=0.3457, top1-acc=88.17%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:10.114347, cost_time=0:00:43.203359 2021-04-14 23:16:10,974 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=1.45ms, fps=2984 images/s, loss=0.6331, top1-acc=79.30%, top5-acc=99.06%, remaining_time=0:00:02.573790, arrival_time=2021-04-14 23:16:13.548069, cost_time=0:00:00.857934 2021-04-14 23:16:11,665 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.50ms, fps=3705 images/s, loss=0.6473, top1-acc=78.93%, top5-acc=98.95%, remaining_time=0:00:01.549340, arrival_time=2021-04-14 23:16:13.214980, cost_time=0:00:01.549337 2021-04-14 23:16:12,354 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.31ms, fps=3717 images/s, loss=0.6436, top1-acc=79.06%, top5-acc=98.89%, remaining_time=0:00:00.746140, arrival_time=2021-04-14 23:16:13.100981, cost_time=0:00:02.238415 2021-04-14 23:16:12,989 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.12ms, fps=3661 images/s, loss=0.6533, top1-acc=79.12%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:12.989148, cost_time=0:00:02.872863 2021-04-14 23:16:13,168 INFO : Epoch=0047 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:58:00.998814, arrival_time=2021-04-15 01:14:14.166986, cost_time=0:36:15.208800 2021-04-14 23:16:13,169 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 23:16:15,542 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.53ms, fps=1079 images/s, loss=0.3719, top1-acc=87.03%, top5-acc=99.61%, remaining_time=0:00:44.133708, arrival_time=2021-04-14 23:16:59.676164, cost_time=0:00:02.372780 2021-04-14 23:16:17,746 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.62ms, fps=1162 images/s, loss=0.3587, top1-acc=87.52%, top5-acc=99.65%, remaining_time=0:00:40.273024, arrival_time=2021-04-14 23:16:58.019182, cost_time=0:00:04.576479 2021-04-14 23:16:19,948 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.75ms, fps=1163 images/s, loss=0.3533, top1-acc=87.97%, top5-acc=99.61%, remaining_time=0:00:37.506870, arrival_time=2021-04-14 23:16:57.454875, cost_time=0:00:06.778340 2021-04-14 23:16:22,144 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3560, top1-acc=87.71%, top5-acc=99.61%, remaining_time=0:00:35.000004, arrival_time=2021-04-14 23:16:57.144129, cost_time=0:00:08.974371 2021-04-14 23:16:24,336 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.52ms, fps=1168 images/s, loss=0.3466, top1-acc=88.05%, top5-acc=99.62%, remaining_time=0:00:32.606910, arrival_time=2021-04-14 23:16:56.943346, cost_time=0:00:11.166746 2021-04-14 23:16:26,530 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.3476, top1-acc=88.09%, top5-acc=99.63%, remaining_time=0:00:30.283936, arrival_time=2021-04-14 23:16:56.814160, cost_time=0:00:13.360550 2021-04-14 23:16:28,725 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3470, top1-acc=88.15%, top5-acc=99.60%, remaining_time=0:00:28.001232, arrival_time=2021-04-14 23:16:56.727158, cost_time=0:00:15.556263 2021-04-14 23:16:30,920 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.49ms, fps=1167 images/s, loss=0.3493, top1-acc=88.09%, top5-acc=99.60%, remaining_time=0:00:25.738660, arrival_time=2021-04-14 23:16:56.659213, cost_time=0:00:17.750819 2021-04-14 23:16:33,124 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.59ms, fps=1162 images/s, loss=0.3513, top1-acc=87.98%, top5-acc=99.60%, remaining_time=0:00:23.502214, arrival_time=2021-04-14 23:16:56.626651, cost_time=0:00:19.954690 2021-04-14 23:16:35,333 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=0.3511, top1-acc=87.94%, top5-acc=99.60%, remaining_time=0:00:21.276864, arrival_time=2021-04-14 23:16:56.609994, cost_time=0:00:22.163370 2021-04-14 23:16:37,530 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.3532, top1-acc=87.85%, top5-acc=99.61%, remaining_time=0:00:19.045302, arrival_time=2021-04-14 23:16:56.575453, cost_time=0:00:24.360313 2021-04-14 23:16:39,725 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.3545, top1-acc=87.86%, top5-acc=99.61%, remaining_time=0:00:16.818572, arrival_time=2021-04-14 23:16:56.543972, cost_time=0:00:26.555641 2021-04-14 23:16:41,923 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3536, top1-acc=87.91%, top5-acc=99.61%, remaining_time=0:00:14.597748, arrival_time=2021-04-14 23:16:56.520751, cost_time=0:00:28.753153 2021-04-14 23:16:44,126 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.3505, top1-acc=87.99%, top5-acc=99.62%, remaining_time=0:00:12.382608, arrival_time=2021-04-14 23:16:56.508930, cost_time=0:00:30.956561 2021-04-14 23:16:46,330 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.3500, top1-acc=88.02%, top5-acc=99.62%, remaining_time=0:00:10.169174, arrival_time=2021-04-14 23:16:56.499302, cost_time=0:00:33.160369 2021-04-14 23:16:48,538 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.58ms, fps=1159 images/s, loss=0.3502, top1-acc=88.03%, top5-acc=99.63%, remaining_time=0:00:07.958052, arrival_time=2021-04-14 23:16:56.496893, cost_time=0:00:35.369044 2021-04-14 23:16:50,737 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.3489, top1-acc=88.07%, top5-acc=99.63%, remaining_time=0:00:05.745610, arrival_time=2021-04-14 23:16:56.482671, cost_time=0:00:37.567394 2021-04-14 23:16:52,935 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.3494, top1-acc=88.00%, top5-acc=99.63%, remaining_time=0:00:03.534688, arrival_time=2021-04-14 23:16:56.469789, cost_time=0:00:39.765327 2021-04-14 23:16:55,143 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.95ms, fps=1160 images/s, loss=0.3505, top1-acc=88.00%, top5-acc=99.62%, remaining_time=0:00:01.325478, arrival_time=2021-04-14 23:16:56.468634, cost_time=0:00:41.973398 2021-04-14 23:16:56,325 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.92ms, fps=1151 images/s, loss=0.3512, top1-acc=87.96%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:56.325051, cost_time=0:00:43.155293 2021-04-14 23:16:57,182 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.21ms, fps=2993 images/s, loss=0.6223, top1-acc=78.83%, top5-acc=98.79%, remaining_time=0:00:02.565600, arrival_time=2021-04-14 23:16:59.747942, cost_time=0:00:00.855200 2021-04-14 23:16:57,871 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.18ms, fps=3719 images/s, loss=0.6217, top1-acc=79.26%, top5-acc=98.40%, remaining_time=0:00:01.543960, arrival_time=2021-04-14 23:16:59.415144, cost_time=0:00:01.543970 2021-04-14 23:16:58,564 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.43ms, fps=3697 images/s, loss=0.6098, top1-acc=79.73%, top5-acc=98.44%, remaining_time=0:00:00.745640, arrival_time=2021-04-14 23:16:59.309726, cost_time=0:00:02.236920 2021-04-14 23:16:59,202 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.10ms, fps=3638 images/s, loss=0.6055, top1-acc=79.79%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:59.202273, cost_time=0:00:02.875114 2021-04-14 23:16:59,342 INFO : Epoch=0048 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:57:14.378208, arrival_time=2021-04-15 01:14:13.720186, cost_time=0:37:01.382608 2021-04-14 23:16:59,343 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 23:17:01,748 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.45ms, fps=1065 images/s, loss=0.3438, top1-acc=88.28%, top5-acc=99.57%, remaining_time=0:00:44.727420, arrival_time=2021-04-14 23:17:46.475667, cost_time=0:00:02.404705 2021-04-14 23:17:03,944 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.3425, top1-acc=87.83%, top5-acc=99.65%, remaining_time=0:00:40.484224, arrival_time=2021-04-14 23:17:44.428233, cost_time=0:00:04.600472 2021-04-14 23:17:06,142 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.3422, top1-acc=87.84%, top5-acc=99.65%, remaining_time=0:00:37.621576, arrival_time=2021-04-14 23:17:43.764179, cost_time=0:00:06.799070 2021-04-14 23:17:08,338 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3409, top1-acc=88.03%, top5-acc=99.67%, remaining_time=0:00:35.081436, arrival_time=2021-04-14 23:17:43.420224, cost_time=0:00:08.995247 2021-04-14 23:17:10,541 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.3392, top1-acc=88.03%, top5-acc=99.66%, remaining_time=0:00:32.697284, arrival_time=2021-04-14 23:17:43.238556, cost_time=0:00:11.197702 2021-04-14 23:17:12,740 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.3349, top1-acc=88.31%, top5-acc=99.67%, remaining_time=0:00:30.366896, arrival_time=2021-04-14 23:17:43.107517, cost_time=0:00:13.397170 2021-04-14 23:17:14,939 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.3340, top1-acc=88.30%, top5-acc=99.68%, remaining_time=0:00:28.073304, arrival_time=2021-04-14 23:17:43.013138, cost_time=0:00:15.596303 2021-04-14 23:17:17,133 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.3353, top1-acc=88.20%, top5-acc=99.68%, remaining_time=0:00:25.795732, arrival_time=2021-04-14 23:17:42.929430, cost_time=0:00:17.790128 2021-04-14 23:17:19,341 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.3354, top1-acc=88.25%, top5-acc=99.67%, remaining_time=0:00:23.552670, arrival_time=2021-04-14 23:17:42.893654, cost_time=0:00:19.997531 2021-04-14 23:17:21,541 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.3355, top1-acc=88.22%, top5-acc=99.67%, remaining_time=0:00:21.310272, arrival_time=2021-04-14 23:17:42.852036, cost_time=0:00:22.198216 2021-04-14 23:17:23,736 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.3374, top1-acc=88.19%, top5-acc=99.66%, remaining_time=0:00:19.070672, arrival_time=2021-04-14 23:17:42.806873, cost_time=0:00:24.392758 2021-04-14 23:17:25,930 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.64ms, fps=1167 images/s, loss=0.3386, top1-acc=88.13%, top5-acc=99.65%, remaining_time=0:00:16.838332, arrival_time=2021-04-14 23:17:42.768659, cost_time=0:00:26.586797 2021-04-14 23:17:28,127 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.3398, top1-acc=88.08%, top5-acc=99.65%, remaining_time=0:00:14.613588, arrival_time=2021-04-14 23:17:42.741412, cost_time=0:00:28.784356 2021-04-14 23:17:30,321 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.3412, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:00:12.391064, arrival_time=2021-04-14 23:17:42.712149, cost_time=0:00:30.977634 2021-04-14 23:17:32,527 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.3418, top1-acc=88.04%, top5-acc=99.66%, remaining_time=0:00:10.176488, arrival_time=2021-04-14 23:17:42.704242, cost_time=0:00:33.184163 2021-04-14 23:17:34,730 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.3416, top1-acc=88.08%, top5-acc=99.66%, remaining_time=0:00:07.962048, arrival_time=2021-04-14 23:17:42.692312, cost_time=0:00:35.386811 2021-04-14 23:17:36,926 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3441, top1-acc=88.03%, top5-acc=99.65%, remaining_time=0:00:05.747950, arrival_time=2021-04-14 23:17:42.674124, cost_time=0:00:37.582725 2021-04-14 23:17:39,119 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.45ms, fps=1168 images/s, loss=0.3446, top1-acc=88.04%, top5-acc=99.64%, remaining_time=0:00:03.535616, arrival_time=2021-04-14 23:17:42.654930, cost_time=0:00:39.775720 2021-04-14 23:17:41,323 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.3449, top1-acc=88.06%, top5-acc=99.64%, remaining_time=0:00:01.325670, arrival_time=2021-04-14 23:17:42.648671, cost_time=0:00:41.979535 2021-04-14 23:17:42,502 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.19ms, fps=1153 images/s, loss=0.3448, top1-acc=88.07%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:42.502750, cost_time=0:00:43.159300 2021-04-14 23:17:43,374 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.41ms, fps=2944 images/s, loss=0.5097, top1-acc=82.54%, top5-acc=99.18%, remaining_time=0:00:02.608710, arrival_time=2021-04-14 23:17:45.982981, cost_time=0:00:00.869567 2021-04-14 23:17:44,078 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.37ms, fps=3640 images/s, loss=0.5228, top1-acc=82.54%, top5-acc=99.20%, remaining_time=0:00:01.573280, arrival_time=2021-04-14 23:17:45.651239, cost_time=0:00:01.573274 2021-04-14 23:17:44,773 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.41ms, fps=3680 images/s, loss=0.5247, top1-acc=82.42%, top5-acc=99.15%, remaining_time=0:00:00.756390, arrival_time=2021-04-14 23:17:45.530246, cost_time=0:00:02.269156 2021-04-14 23:17:45,407 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.08ms, fps=3666 images/s, loss=0.5077, top1-acc=82.73%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:45.407111, cost_time=0:00:02.902376 2021-04-14 23:17:45,599 INFO : Epoch=0049 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:56:28.034625, arrival_time=2021-04-15 01:14:13.634366, cost_time=0:37:47.640375 2021-04-14 23:17:45,601 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 23:17:47,965 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.56ms, fps=1083 images/s, loss=0.3491, top1-acc=87.54%, top5-acc=99.37%, remaining_time=0:00:43.979514, arrival_time=2021-04-14 23:18:31.945355, cost_time=0:00:02.364494 2021-04-14 23:17:50,170 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.3486, top1-acc=87.62%, top5-acc=99.51%, remaining_time=0:00:40.208608, arrival_time=2021-04-14 23:18:30.379169, cost_time=0:00:04.569168 2021-04-14 23:17:52,385 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.57ms, fps=1156 images/s, loss=0.3398, top1-acc=87.97%, top5-acc=99.54%, remaining_time=0:00:37.536418, arrival_time=2021-04-14 23:18:29.921507, cost_time=0:00:06.783681 2021-04-14 23:17:54,585 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3385, top1-acc=88.05%, top5-acc=99.57%, remaining_time=0:00:35.036976, arrival_time=2021-04-14 23:18:29.622101, cost_time=0:00:08.983834 2021-04-14 23:17:56,784 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.88ms, fps=1164 images/s, loss=0.3382, top1-acc=88.07%, top5-acc=99.56%, remaining_time=0:00:32.654214, arrival_time=2021-04-14 23:18:29.438463, cost_time=0:00:11.182956 2021-04-14 23:17:58,987 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.3356, top1-acc=88.16%, top5-acc=99.58%, remaining_time=0:00:30.342144, arrival_time=2021-04-14 23:18:29.329631, cost_time=0:00:13.386211 2021-04-14 23:18:01,191 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.3360, top1-acc=88.18%, top5-acc=99.59%, remaining_time=0:00:28.061964, arrival_time=2021-04-14 23:18:29.253235, cost_time=0:00:15.589984 2021-04-14 23:18:03,396 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.3357, top1-acc=88.29%, top5-acc=99.58%, remaining_time=0:00:25.803272, arrival_time=2021-04-14 23:18:29.199955, cost_time=0:00:17.795384 2021-04-14 23:18:05,611 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.70ms, fps=1156 images/s, loss=0.3342, top1-acc=88.37%, top5-acc=99.58%, remaining_time=0:00:23.567086, arrival_time=2021-04-14 23:18:29.178187, cost_time=0:00:20.009809 2021-04-14 23:18:07,811 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.3368, top1-acc=88.30%, top5-acc=99.59%, remaining_time=0:00:21.321984, arrival_time=2021-04-14 23:18:29.133555, cost_time=0:00:22.210371 2021-04-14 23:18:10,006 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.3374, top1-acc=88.32%, top5-acc=99.58%, remaining_time=0:00:19.079960, arrival_time=2021-04-14 23:18:29.085893, cost_time=0:00:24.404641 2021-04-14 23:18:12,205 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.3394, top1-acc=88.25%, top5-acc=99.59%, remaining_time=0:00:16.849580, arrival_time=2021-04-14 23:18:29.055386, cost_time=0:00:26.604605 2021-04-14 23:18:14,410 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.3402, top1-acc=88.22%, top5-acc=99.59%, remaining_time=0:00:14.625996, arrival_time=2021-04-14 23:18:29.036120, cost_time=0:00:28.808840 2021-04-14 23:18:16,616 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.3413, top1-acc=88.14%, top5-acc=99.59%, remaining_time=0:00:12.406016, arrival_time=2021-04-14 23:18:29.022254, cost_time=0:00:31.015037 2021-04-14 23:18:18,818 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.3420, top1-acc=88.11%, top5-acc=99.59%, remaining_time=0:00:10.186654, arrival_time=2021-04-14 23:18:29.005251, cost_time=0:00:33.217311 2021-04-14 23:18:21,021 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.3426, top1-acc=88.12%, top5-acc=99.58%, remaining_time=0:00:07.969572, arrival_time=2021-04-14 23:18:28.991132, cost_time=0:00:35.420356 2021-04-14 23:18:23,217 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3412, top1-acc=88.18%, top5-acc=99.58%, remaining_time=0:00:05.753072, arrival_time=2021-04-14 23:18:28.970436, cost_time=0:00:37.616164 2021-04-14 23:18:25,414 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.31ms, fps=1165 images/s, loss=0.3420, top1-acc=88.15%, top5-acc=99.58%, remaining_time=0:00:03.538960, arrival_time=2021-04-14 23:18:28.953617, cost_time=0:00:39.813360 2021-04-14 23:18:27,615 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.27ms, fps=1163 images/s, loss=0.3436, top1-acc=88.11%, top5-acc=99.58%, remaining_time=0:00:01.326780, arrival_time=2021-04-14 23:18:28.942723, cost_time=0:00:42.014742 2021-04-14 23:18:28,792 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.27ms, fps=1156 images/s, loss=0.3441, top1-acc=88.09%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:28.792935, cost_time=0:00:43.191750 2021-04-14 23:18:29,627 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.21ms, fps=3075 images/s, loss=0.5123, top1-acc=82.58%, top5-acc=99.22%, remaining_time=0:00:02.497800, arrival_time=2021-04-14 23:18:32.125285, cost_time=0:00:00.832602 2021-04-14 23:18:30,314 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.28ms, fps=3728 images/s, loss=0.5486, top1-acc=81.41%, top5-acc=99.30%, remaining_time=0:00:01.519620, arrival_time=2021-04-14 23:18:31.834118, cost_time=0:00:01.519620 2021-04-14 23:18:31,009 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.86ms, fps=3685 images/s, loss=0.5481, top1-acc=81.65%, top5-acc=99.18%, remaining_time=0:00:00.738200, arrival_time=2021-04-14 23:18:31.747823, cost_time=0:00:02.214601 2021-04-14 23:18:31,638 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.5389, top1-acc=81.84%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:31.638675, cost_time=0:00:02.843828 2021-04-14 23:18:31,821 INFO : Epoch=0050 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:55:41.586000, arrival_time=2021-04-15 01:14:13.407383, cost_time=0:38:33.862015 2021-04-14 23:18:31,822 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 23:18:34,168 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.42ms, fps=1091 images/s, loss=0.3661, top1-acc=87.46%, top5-acc=99.49%, remaining_time=0:00:43.627416, arrival_time=2021-04-14 23:19:17.795806, cost_time=0:00:02.345561 2021-04-14 23:18:36,363 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3375, top1-acc=88.20%, top5-acc=99.49%, remaining_time=0:00:39.960624, arrival_time=2021-04-14 23:19:16.324430, cost_time=0:00:04.540989 2021-04-14 23:18:38,559 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.72ms, fps=1166 images/s, loss=0.3353, top1-acc=87.97%, top5-acc=99.54%, remaining_time=0:00:37.276130, arrival_time=2021-04-14 23:19:15.835612, cost_time=0:00:06.736664 2021-04-14 23:18:40,753 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.3329, top1-acc=88.12%, top5-acc=99.59%, remaining_time=0:00:34.828560, arrival_time=2021-04-14 23:19:15.581801, cost_time=0:00:08.930417 2021-04-14 23:18:42,956 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.3327, top1-acc=88.26%, top5-acc=99.59%, remaining_time=0:00:32.508798, arrival_time=2021-04-14 23:19:15.464862, cost_time=0:00:11.133167 2021-04-14 23:18:45,161 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=0.3306, top1-acc=88.39%, top5-acc=99.60%, remaining_time=0:00:30.234568, arrival_time=2021-04-14 23:19:15.396150, cost_time=0:00:13.338772 2021-04-14 23:18:47,358 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3318, top1-acc=88.41%, top5-acc=99.60%, remaining_time=0:00:27.963180, arrival_time=2021-04-14 23:19:15.321275, cost_time=0:00:15.535113 2021-04-14 23:18:49,555 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3330, top1-acc=88.36%, top5-acc=99.59%, remaining_time=0:00:25.712444, arrival_time=2021-04-14 23:19:15.267992, cost_time=0:00:17.732733 2021-04-14 23:18:51,761 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.73ms, fps=1161 images/s, loss=0.3359, top1-acc=88.31%, top5-acc=99.59%, remaining_time=0:00:23.482816, arrival_time=2021-04-14 23:19:15.244039, cost_time=0:00:19.938281 2021-04-14 23:18:53,968 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.3389, top1-acc=88.34%, top5-acc=99.58%, remaining_time=0:00:21.259296, arrival_time=2021-04-14 23:19:15.227540, cost_time=0:00:22.145093 2021-04-14 23:18:56,186 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.43ms, fps=1155 images/s, loss=0.3381, top1-acc=88.34%, top5-acc=99.60%, remaining_time=0:00:19.047882, arrival_time=2021-04-14 23:19:15.234445, cost_time=0:00:24.363516 2021-04-14 23:18:58,396 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.3372, top1-acc=88.44%, top5-acc=99.61%, remaining_time=0:00:16.829516, arrival_time=2021-04-14 23:19:15.225449, cost_time=0:00:26.572968 2021-04-14 23:19:00,592 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.3382, top1-acc=88.44%, top5-acc=99.60%, remaining_time=0:00:14.606196, arrival_time=2021-04-14 23:19:15.198935, cost_time=0:00:28.769839 2021-04-14 23:19:02,788 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.3386, top1-acc=88.43%, top5-acc=99.60%, remaining_time=0:00:12.386024, arrival_time=2021-04-14 23:19:15.173999, cost_time=0:00:30.965035 2021-04-14 23:19:04,984 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.3389, top1-acc=88.43%, top5-acc=99.58%, remaining_time=0:00:10.169680, arrival_time=2021-04-14 23:19:15.154544, cost_time=0:00:33.161975 2021-04-14 23:19:07,187 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.3394, top1-acc=88.43%, top5-acc=99.58%, remaining_time=0:00:07.957044, arrival_time=2021-04-14 23:19:15.144639, cost_time=0:00:35.364700 2021-04-14 23:19:09,387 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.21ms, fps=1164 images/s, loss=0.3414, top1-acc=88.34%, top5-acc=99.58%, remaining_time=0:00:05.745194, arrival_time=2021-04-14 23:19:15.132849, cost_time=0:00:37.564750 2021-04-14 23:19:11,585 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3428, top1-acc=88.28%, top5-acc=99.59%, remaining_time=0:00:03.534416, arrival_time=2021-04-14 23:19:15.119375, cost_time=0:00:39.762134 2021-04-14 23:19:13,782 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.3438, top1-acc=88.21%, top5-acc=99.59%, remaining_time=0:00:01.325028, arrival_time=2021-04-14 23:19:15.107191, cost_time=0:00:41.959198 2021-04-14 23:19:14,962 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.58ms, fps=1153 images/s, loss=0.3437, top1-acc=88.17%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:14.962722, cost_time=0:00:43.139909 2021-04-14 23:19:15,797 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.32ms, fps=3076 images/s, loss=0.7677, top1-acc=75.70%, top5-acc=97.66%, remaining_time=0:00:02.496960, arrival_time=2021-04-14 23:19:18.294007, cost_time=0:00:00.832321 2021-04-14 23:19:16,485 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.87ms, fps=3721 images/s, loss=0.7562, top1-acc=75.82%, top5-acc=97.83%, remaining_time=0:00:01.521040, arrival_time=2021-04-14 23:19:18.006676, cost_time=0:00:01.521033 2021-04-14 23:19:17,175 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.34ms, fps=3711 images/s, loss=0.7488, top1-acc=76.03%, top5-acc=97.88%, remaining_time=0:00:00.737060, arrival_time=2021-04-14 23:19:17.912941, cost_time=0:00:02.211190 2021-04-14 23:19:17,805 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.08ms, fps=3685 images/s, loss=0.7361, top1-acc=76.08%, top5-acc=97.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:17.805941, cost_time=0:00:02.841373 2021-04-14 23:19:17,958 INFO : Epoch=0051 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:54:54.898861, arrival_time=2021-04-15 01:14:12.857259, cost_time=0:39:19.998952 2021-04-14 23:19:17,961 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 23:19:20,354 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.42ms, fps=1070 images/s, loss=0.3251, top1-acc=88.59%, top5-acc=99.65%, remaining_time=0:00:44.497524, arrival_time=2021-04-14 23:20:04.851777, cost_time=0:00:02.392338 2021-04-14 23:19:22,553 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.3472, top1-acc=87.79%, top5-acc=99.61%, remaining_time=0:00:40.407312, arrival_time=2021-04-14 23:20:02.960864, cost_time=0:00:04.591749 2021-04-14 23:19:24,753 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.3513, top1-acc=87.72%, top5-acc=99.58%, remaining_time=0:00:37.579744, arrival_time=2021-04-14 23:20:02.333050, cost_time=0:00:06.791507 2021-04-14 23:19:26,972 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.32ms, fps=1154 images/s, loss=0.3406, top1-acc=88.21%, top5-acc=99.58%, remaining_time=0:00:35.140872, arrival_time=2021-04-14 23:20:02.113166, cost_time=0:00:09.010485 2021-04-14 23:19:29,168 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.3359, top1-acc=88.35%, top5-acc=99.60%, remaining_time=0:00:32.722688, arrival_time=2021-04-14 23:20:01.890925, cost_time=0:00:11.206422 2021-04-14 23:19:31,367 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3329, top1-acc=88.51%, top5-acc=99.60%, remaining_time=0:00:30.385664, arrival_time=2021-04-14 23:20:01.752913, cost_time=0:00:13.405438 2021-04-14 23:19:33,581 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.42ms, fps=1157 images/s, loss=0.3346, top1-acc=88.50%, top5-acc=99.59%, remaining_time=0:00:28.114254, arrival_time=2021-04-14 23:20:01.695150, cost_time=0:00:15.619054 2021-04-14 23:19:35,779 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.3353, top1-acc=88.45%, top5-acc=99.59%, remaining_time=0:00:25.835984, arrival_time=2021-04-14 23:20:01.615600, cost_time=0:00:17.817897 2021-04-14 23:19:37,975 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.3390, top1-acc=88.41%, top5-acc=99.58%, remaining_time=0:00:23.572174, arrival_time=2021-04-14 23:20:01.548047, cost_time=0:00:20.014071 2021-04-14 23:19:40,180 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.72ms, fps=1162 images/s, loss=0.3438, top1-acc=88.29%, top5-acc=99.56%, remaining_time=0:00:21.329472, arrival_time=2021-04-14 23:20:01.509427, cost_time=0:00:22.218239 2021-04-14 23:19:42,376 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.3451, top1-acc=88.16%, top5-acc=99.58%, remaining_time=0:00:19.087442, arrival_time=2021-04-14 23:20:01.463407, cost_time=0:00:24.414154 2021-04-14 23:19:44,576 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.3459, top1-acc=88.12%, top5-acc=99.58%, remaining_time=0:00:16.856344, arrival_time=2021-04-14 23:20:01.433293, cost_time=0:00:26.615223 2021-04-14 23:19:46,780 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.3458, top1-acc=88.10%, top5-acc=99.59%, remaining_time=0:00:14.631210, arrival_time=2021-04-14 23:20:01.412039, cost_time=0:00:28.819032 2021-04-14 23:19:48,978 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.3467, top1-acc=88.07%, top5-acc=99.59%, remaining_time=0:00:12.406632, arrival_time=2021-04-14 23:20:01.385010, cost_time=0:00:31.016646 2021-04-14 23:19:51,179 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.3472, top1-acc=88.04%, top5-acc=99.60%, remaining_time=0:00:10.186838, arrival_time=2021-04-14 23:20:01.366608, cost_time=0:00:33.218011 2021-04-14 23:19:53,388 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.86ms, fps=1160 images/s, loss=0.3455, top1-acc=88.12%, top5-acc=99.60%, remaining_time=0:00:07.970868, arrival_time=2021-04-14 23:20:01.358823, cost_time=0:00:35.426100 2021-04-14 23:19:55,588 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.3442, top1-acc=88.18%, top5-acc=99.60%, remaining_time=0:00:05.754736, arrival_time=2021-04-14 23:20:01.343652, cost_time=0:00:37.627203 2021-04-14 23:19:57,778 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.51ms, fps=1169 images/s, loss=0.3416, top1-acc=88.27%, top5-acc=99.60%, remaining_time=0:00:03.539312, arrival_time=2021-04-14 23:20:01.318206, cost_time=0:00:39.817176 2021-04-14 23:19:59,974 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.3396, top1-acc=88.30%, top5-acc=99.60%, remaining_time=0:00:01.326702, arrival_time=2021-04-14 23:20:01.300638, cost_time=0:00:42.012149 2021-04-14 23:20:01,158 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.26ms, fps=1149 images/s, loss=0.3408, top1-acc=88.29%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:01.157955, cost_time=0:00:43.196199 2021-04-14 23:20:02,009 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.20ms, fps=3017 images/s, loss=0.6345, top1-acc=78.48%, top5-acc=99.18%, remaining_time=0:00:02.545860, arrival_time=2021-04-14 23:20:04.555441, cost_time=0:00:00.848617 2021-04-14 23:20:02,697 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.28ms, fps=3722 images/s, loss=0.6489, top1-acc=78.07%, top5-acc=99.10%, remaining_time=0:00:01.536860, arrival_time=2021-04-14 23:20:04.234631, cost_time=0:00:01.536857 2021-04-14 23:20:03,383 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.36ms, fps=3734 images/s, loss=0.6520, top1-acc=77.83%, top5-acc=99.18%, remaining_time=0:00:00.740940, arrival_time=2021-04-14 23:20:04.124667, cost_time=0:00:02.222817 2021-04-14 23:20:04,017 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.09ms, fps=3664 images/s, loss=0.6479, top1-acc=77.79%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:04.017307, cost_time=0:00:02.856386 2021-04-14 23:20:04,208 INFO : Epoch=0052 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:54:08.554072, arrival_time=2021-04-15 01:14:12.762186, cost_time=0:40:06.248713 2021-04-14 23:20:04,210 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 23:20:06,624 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.49ms, fps=1061 images/s, loss=0.3525, top1-acc=88.05%, top5-acc=99.73%, remaining_time=0:00:44.898354, arrival_time=2021-04-14 23:20:51.522683, cost_time=0:00:02.413892 2021-04-14 23:20:08,828 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.3465, top1-acc=88.20%, top5-acc=99.75%, remaining_time=0:00:40.636816, arrival_time=2021-04-14 23:20:49.465052, cost_time=0:00:04.617815 2021-04-14 23:20:11,032 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.3462, top1-acc=88.24%, top5-acc=99.74%, remaining_time=0:00:37.747570, arrival_time=2021-04-14 23:20:48.779846, cost_time=0:00:06.821848 2021-04-14 23:20:13,236 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.3501, top1-acc=88.26%, top5-acc=99.69%, remaining_time=0:00:35.199840, arrival_time=2021-04-14 23:20:48.435979, cost_time=0:00:09.025610 2021-04-14 23:20:15,445 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.3464, top1-acc=88.35%, top5-acc=99.70%, remaining_time=0:00:32.805908, arrival_time=2021-04-14 23:20:48.251218, cost_time=0:00:11.234897 2021-04-14 23:20:17,638 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.66ms, fps=1168 images/s, loss=0.3450, top1-acc=88.44%, top5-acc=99.69%, remaining_time=0:00:30.436120, arrival_time=2021-04-14 23:20:48.074255, cost_time=0:00:13.427718 2021-04-14 23:20:19,833 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.3421, top1-acc=88.44%, top5-acc=99.72%, remaining_time=0:00:28.120806, arrival_time=2021-04-14 23:20:47.953860, cost_time=0:00:15.622646 2021-04-14 23:20:22,037 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.3457, top1-acc=88.29%, top5-acc=99.72%, remaining_time=0:00:25.849092, arrival_time=2021-04-14 23:20:47.886658, cost_time=0:00:17.826971 2021-04-14 23:20:24,236 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.3422, top1-acc=88.39%, top5-acc=99.70%, remaining_time=0:00:23.586272, arrival_time=2021-04-14 23:20:47.822759, cost_time=0:00:20.026043 2021-04-14 23:20:26,436 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.3413, top1-acc=88.32%, top5-acc=99.70%, remaining_time=0:00:21.337248, arrival_time=2021-04-14 23:20:47.773991, cost_time=0:00:22.226337 2021-04-14 23:20:28,633 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.3411, top1-acc=88.40%, top5-acc=99.67%, remaining_time=0:00:19.093978, arrival_time=2021-04-14 23:20:47.726980, cost_time=0:00:24.422579 2021-04-14 23:20:30,838 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.3428, top1-acc=88.36%, top5-acc=99.65%, remaining_time=0:00:16.864172, arrival_time=2021-04-14 23:20:47.702184, cost_time=0:00:26.627598 2021-04-14 23:20:33,031 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.58ms, fps=1167 images/s, loss=0.3401, top1-acc=88.47%, top5-acc=99.65%, remaining_time=0:00:14.632332, arrival_time=2021-04-14 23:20:47.664051, cost_time=0:00:28.821302 2021-04-14 23:20:35,226 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3405, top1-acc=88.44%, top5-acc=99.65%, remaining_time=0:00:12.406352, arrival_time=2021-04-14 23:20:47.632741, cost_time=0:00:31.015894 2021-04-14 23:20:37,418 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.3410, top1-acc=88.33%, top5-acc=99.67%, remaining_time=0:00:10.183894, arrival_time=2021-04-14 23:20:47.602735, cost_time=0:00:33.208418 2021-04-14 23:20:39,614 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.3412, top1-acc=88.33%, top5-acc=99.67%, remaining_time=0:00:07.965828, arrival_time=2021-04-14 23:20:47.579920, cost_time=0:00:35.403679 2021-04-14 23:20:41,820 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.3426, top1-acc=88.29%, top5-acc=99.65%, remaining_time=0:00:05.752084, arrival_time=2021-04-14 23:20:47.572230, cost_time=0:00:37.609730 2021-04-14 23:20:44,017 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.87ms, fps=1165 images/s, loss=0.3436, top1-acc=88.23%, top5-acc=99.65%, remaining_time=0:00:03.538416, arrival_time=2021-04-14 23:20:47.556070, cost_time=0:00:39.807211 2021-04-14 23:20:46,215 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.3448, top1-acc=88.19%, top5-acc=99.65%, remaining_time=0:00:01.326462, arrival_time=2021-04-14 23:20:47.541555, cost_time=0:00:42.004653 2021-04-14 23:20:47,405 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.28ms, fps=1143 images/s, loss=0.3459, top1-acc=88.16%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:47.405247, cost_time=0:00:43.194763 2021-04-14 23:20:48,258 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.32ms, fps=3006 images/s, loss=0.4796, top1-acc=83.67%, top5-acc=99.14%, remaining_time=0:00:02.554800, arrival_time=2021-04-14 23:20:50.813553, cost_time=0:00:00.851598 2021-04-14 23:20:48,946 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.29ms, fps=3729 images/s, loss=0.4999, top1-acc=83.28%, top5-acc=99.20%, remaining_time=0:00:01.538660, arrival_time=2021-04-14 23:20:50.484597, cost_time=0:00:01.538667 2021-04-14 23:20:49,637 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.84ms, fps=3704 images/s, loss=0.4889, top1-acc=83.55%, top5-acc=99.24%, remaining_time=0:00:00.743490, arrival_time=2021-04-14 23:20:50.381047, cost_time=0:00:02.230481 2021-04-14 23:20:50,271 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.14ms, fps=3662 images/s, loss=0.4839, top1-acc=83.67%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:50.271420, cost_time=0:00:02.864296 2021-04-14 23:20:50,444 INFO : Epoch=0053 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:53:22.174659, arrival_time=2021-04-15 01:14:12.618782, cost_time=0:40:52.484736 2021-04-14 23:20:50,446 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 23:20:52,821 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.50ms, fps=1078 images/s, loss=0.3099, top1-acc=88.67%, top5-acc=99.92%, remaining_time=0:00:44.171838, arrival_time=2021-04-14 23:21:36.993275, cost_time=0:00:02.374827 2021-04-14 23:20:55,023 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.3197, top1-acc=88.89%, top5-acc=99.75%, remaining_time=0:00:40.276016, arrival_time=2021-04-14 23:21:35.299341, cost_time=0:00:04.576822 2021-04-14 23:20:57,220 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.3248, top1-acc=88.70%, top5-acc=99.66%, remaining_time=0:00:37.461552, arrival_time=2021-04-14 23:21:34.682333, cost_time=0:00:06.770167 2021-04-14 23:20:59,418 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.3192, top1-acc=89.15%, top5-acc=99.65%, remaining_time=0:00:34.990020, arrival_time=2021-04-14 23:21:34.408417, cost_time=0:00:08.971818 2021-04-14 23:21:01,630 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.3245, top1-acc=88.92%, top5-acc=99.67%, remaining_time=0:00:32.655820, arrival_time=2021-04-14 23:21:34.285771, cost_time=0:00:11.183519 2021-04-14 23:21:03,831 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.3245, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:30.339560, arrival_time=2021-04-14 23:21:34.171155, cost_time=0:00:13.385089 2021-04-14 23:21:06,033 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.3261, top1-acc=88.89%, top5-acc=99.65%, remaining_time=0:00:28.056546, arrival_time=2021-04-14 23:21:34.090013, cost_time=0:00:15.586950 2021-04-14 23:21:08,238 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.3270, top1-acc=88.90%, top5-acc=99.64%, remaining_time=0:00:25.797820, arrival_time=2021-04-14 23:21:34.035861, cost_time=0:00:17.791617 2021-04-14 23:21:10,466 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.64ms, fps=1149 images/s, loss=0.3263, top1-acc=88.98%, top5-acc=99.64%, remaining_time=0:00:23.578958, arrival_time=2021-04-14 23:21:34.045323, cost_time=0:00:20.019891 2021-04-14 23:21:12,673 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.96ms, fps=1160 images/s, loss=0.3269, top1-acc=89.02%, top5-acc=99.63%, remaining_time=0:00:21.337824, arrival_time=2021-04-14 23:21:34.011266, cost_time=0:00:22.226915 2021-04-14 23:21:14,871 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.78ms, fps=1165 images/s, loss=0.3318, top1-acc=88.81%, top5-acc=99.62%, remaining_time=0:00:19.095870, arrival_time=2021-04-14 23:21:33.967347, cost_time=0:00:24.424974 2021-04-14 23:21:17,070 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=2.05ms, fps=1164 images/s, loss=0.3319, top1-acc=88.81%, top5-acc=99.62%, remaining_time=0:00:16.861968, arrival_time=2021-04-14 23:21:33.932673, cost_time=0:00:26.624202 2021-04-14 23:21:19,275 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=0.3323, top1-acc=88.77%, top5-acc=99.61%, remaining_time=0:00:14.636028, arrival_time=2021-04-14 23:21:33.911004, cost_time=0:00:28.828476 2021-04-14 23:21:21,476 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.3342, top1-acc=88.70%, top5-acc=99.61%, remaining_time=0:00:12.411840, arrival_time=2021-04-14 23:21:33.887939, cost_time=0:00:31.029559 2021-04-14 23:21:23,680 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.67ms, fps=1162 images/s, loss=0.3334, top1-acc=88.68%, top5-acc=99.62%, remaining_time=0:00:10.191576, arrival_time=2021-04-14 23:21:33.871546, cost_time=0:00:33.233362 2021-04-14 23:21:25,879 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3342, top1-acc=88.66%, top5-acc=99.62%, remaining_time=0:00:07.972452, arrival_time=2021-04-14 23:21:33.852072, cost_time=0:00:35.433190 2021-04-14 23:21:28,076 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.98ms, fps=1166 images/s, loss=0.3353, top1-acc=88.63%, top5-acc=99.63%, remaining_time=0:00:05.755152, arrival_time=2021-04-14 23:21:33.831471, cost_time=0:00:37.629811 2021-04-14 23:21:30,283 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.3377, top1-acc=88.53%, top5-acc=99.64%, remaining_time=0:00:03.541072, arrival_time=2021-04-14 23:21:33.824615, cost_time=0:00:39.837123 2021-04-14 23:21:32,482 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.3379, top1-acc=88.51%, top5-acc=99.65%, remaining_time=0:00:01.327434, arrival_time=2021-04-14 23:21:33.809309, cost_time=0:00:42.035316 2021-04-14 23:21:33,662 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.34ms, fps=1153 images/s, loss=0.3381, top1-acc=88.49%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:33.662053, cost_time=0:00:43.215633 2021-04-14 23:21:34,547 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.30ms, fps=2899 images/s, loss=0.5426, top1-acc=82.42%, top5-acc=99.30%, remaining_time=0:00:02.649120, arrival_time=2021-04-14 23:21:37.196336, cost_time=0:00:00.883035 2021-04-14 23:21:35,234 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.44ms, fps=3728 images/s, loss=0.5467, top1-acc=82.36%, top5-acc=99.24%, remaining_time=0:00:01.570320, arrival_time=2021-04-14 23:21:36.804954, cost_time=0:00:01.570330 2021-04-14 23:21:35,927 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.31ms, fps=3700 images/s, loss=0.5388, top1-acc=82.68%, top5-acc=99.27%, remaining_time=0:00:00.754300, arrival_time=2021-04-14 23:21:36.681300, cost_time=0:00:02.262896 2021-04-14 23:21:36,559 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.09ms, fps=3668 images/s, loss=0.5465, top1-acc=82.37%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:36.559855, cost_time=0:00:02.895714 2021-04-14 23:21:36,687 INFO : Epoch=0054 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:52:35.819894, arrival_time=2021-04-15 01:14:12.507166, cost_time=0:41:38.727903 2021-04-14 23:21:36,688 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 23:21:39,076 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.89ms, fps=1072 images/s, loss=0.3364, top1-acc=88.67%, top5-acc=99.57%, remaining_time=0:00:44.417544, arrival_time=2021-04-14 23:22:23.494415, cost_time=0:00:02.388039 2021-04-14 23:21:41,284 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.3319, top1-acc=88.79%, top5-acc=99.67%, remaining_time=0:00:40.444448, arrival_time=2021-04-14 23:22:21.729296, cost_time=0:00:04.595953 2021-04-14 23:21:43,491 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.99ms, fps=1161 images/s, loss=0.3275, top1-acc=88.80%, top5-acc=99.71%, remaining_time=0:00:37.640666, arrival_time=2021-04-14 23:22:21.132101, cost_time=0:00:06.802532 2021-04-14 23:21:45,701 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.3263, top1-acc=88.77%, top5-acc=99.74%, remaining_time=0:00:35.147112, arrival_time=2021-04-14 23:22:20.848123, cost_time=0:00:09.012078 2021-04-14 23:21:47,897 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3238, top1-acc=88.79%, top5-acc=99.74%, remaining_time=0:00:32.727944, arrival_time=2021-04-14 23:22:20.624943, cost_time=0:00:11.208176 2021-04-14 23:21:50,096 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.3208, top1-acc=88.95%, top5-acc=99.76%, remaining_time=0:00:30.390016, arrival_time=2021-04-14 23:22:20.486346, cost_time=0:00:13.407371 2021-04-14 23:21:52,306 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=2.06ms, fps=1158 images/s, loss=0.3231, top1-acc=88.82%, top5-acc=99.76%, remaining_time=0:00:28.112490, arrival_time=2021-04-14 23:22:20.419383, cost_time=0:00:15.618066 2021-04-14 23:21:54,511 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=2.22ms, fps=1161 images/s, loss=0.3256, top1-acc=88.75%, top5-acc=99.74%, remaining_time=0:00:25.843176, arrival_time=2021-04-14 23:22:20.354885, cost_time=0:00:17.822886 2021-04-14 23:21:56,721 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.07ms, fps=1159 images/s, loss=0.3253, top1-acc=88.77%, top5-acc=99.74%, remaining_time=0:00:23.593480, arrival_time=2021-04-14 23:22:20.314682, cost_time=0:00:20.032235 2021-04-14 23:21:58,935 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=2.14ms, fps=1157 images/s, loss=0.3229, top1-acc=88.85%, top5-acc=99.75%, remaining_time=0:00:21.356448, arrival_time=2021-04-14 23:22:20.291709, cost_time=0:00:22.246308 2021-04-14 23:22:01,141 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.3251, top1-acc=88.79%, top5-acc=99.72%, remaining_time=0:00:19.117800, arrival_time=2021-04-14 23:22:20.259589, cost_time=0:00:24.452964 2021-04-14 23:22:03,344 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=2.01ms, fps=1163 images/s, loss=0.3266, top1-acc=88.66%, top5-acc=99.71%, remaining_time=0:00:16.881728, arrival_time=2021-04-14 23:22:20.225990, cost_time=0:00:26.655365 2021-04-14 23:22:05,556 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.60ms, fps=1160 images/s, loss=0.3289, top1-acc=88.52%, top5-acc=99.70%, remaining_time=0:00:14.655828, arrival_time=2021-04-14 23:22:20.212177, cost_time=0:00:28.867519 2021-04-14 23:22:07,758 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=0.3319, top1-acc=88.38%, top5-acc=99.69%, remaining_time=0:00:12.427688, arrival_time=2021-04-14 23:22:20.185772, cost_time=0:00:31.069262 2021-04-14 23:22:09,962 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=2.33ms, fps=1162 images/s, loss=0.3324, top1-acc=88.37%, top5-acc=99.69%, remaining_time=0:00:10.203858, arrival_time=2021-04-14 23:22:20.166193, cost_time=0:00:33.273520 2021-04-14 23:22:12,161 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.3326, top1-acc=88.35%, top5-acc=99.69%, remaining_time=0:00:07.981344, arrival_time=2021-04-14 23:22:20.142691, cost_time=0:00:35.472589 2021-04-14 23:22:14,368 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=2.05ms, fps=1160 images/s, loss=0.3324, top1-acc=88.37%, top5-acc=99.68%, remaining_time=0:00:05.762822, arrival_time=2021-04-14 23:22:20.131717, cost_time=0:00:37.680066 2021-04-14 23:22:16,578 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.16ms, fps=1159 images/s, loss=0.3321, top1-acc=88.39%, top5-acc=99.68%, remaining_time=0:00:03.545696, arrival_time=2021-04-14 23:22:20.123626, cost_time=0:00:39.889119 2021-04-14 23:22:18,777 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.21ms, fps=1164 images/s, loss=0.3340, top1-acc=88.31%, top5-acc=99.68%, remaining_time=0:00:01.329120, arrival_time=2021-04-14 23:22:20.106746, cost_time=0:00:42.088866 2021-04-14 23:22:19,974 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.83ms, fps=1137 images/s, loss=0.3355, top1-acc=88.32%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:19.974388, cost_time=0:00:43.285606 2021-04-14 23:22:20,792 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.57ms, fps=3142 images/s, loss=0.5038, top1-acc=83.79%, top5-acc=98.67%, remaining_time=0:00:02.444400, arrival_time=2021-04-14 23:22:23.236569, cost_time=0:00:00.814801 2021-04-14 23:22:21,483 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.78ms, fps=3708 images/s, loss=0.5149, top1-acc=83.28%, top5-acc=98.87%, remaining_time=0:00:01.505760, arrival_time=2021-04-14 23:22:22.988884, cost_time=0:00:01.505762 2021-04-14 23:22:22,170 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.50ms, fps=3725 images/s, loss=0.5116, top1-acc=83.12%, top5-acc=98.89%, remaining_time=0:00:00.731190, arrival_time=2021-04-14 23:22:22.902064, cost_time=0:00:02.193581 2021-04-14 23:22:22,799 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.10ms, fps=3692 images/s, loss=0.5167, top1-acc=82.85%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:22.799608, cost_time=0:00:02.822352 2021-04-14 23:22:22,953 INFO : Epoch=0055 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:51:49.529030, arrival_time=2021-04-15 01:14:12.482192, cost_time=0:42:24.993788 2021-04-14 23:22:22,954 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 23:22:25,342 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.43ms, fps=1072 images/s, loss=0.3208, top1-acc=89.26%, top5-acc=99.69%, remaining_time=0:00:44.414754, arrival_time=2021-04-14 23:23:09.757320, cost_time=0:00:02.387894 2021-04-14 23:22:27,538 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.3436, top1-acc=88.18%, top5-acc=99.65%, remaining_time=0:00:40.331808, arrival_time=2021-04-14 23:23:07.869732, cost_time=0:00:04.583168 2021-04-14 23:22:29,733 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3418, top1-acc=88.28%, top5-acc=99.64%, remaining_time=0:00:37.509028, arrival_time=2021-04-14 23:23:07.242451, cost_time=0:00:06.778750 2021-04-14 23:22:31,926 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.3343, top1-acc=88.45%, top5-acc=99.65%, remaining_time=0:00:34.991892, arrival_time=2021-04-14 23:23:06.918829, cost_time=0:00:08.972261 2021-04-14 23:22:34,126 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3319, top1-acc=88.60%, top5-acc=99.65%, remaining_time=0:00:32.620488, arrival_time=2021-04-14 23:23:06.746663, cost_time=0:00:11.171417 2021-04-14 23:22:36,327 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.3323, top1-acc=88.61%, top5-acc=99.64%, remaining_time=0:00:30.311136, arrival_time=2021-04-14 23:23:06.638380, cost_time=0:00:13.372575 2021-04-14 23:22:38,524 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3347, top1-acc=88.48%, top5-acc=99.62%, remaining_time=0:00:28.024794, arrival_time=2021-04-14 23:23:06.548814, cost_time=0:00:15.569347 2021-04-14 23:22:40,723 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3351, top1-acc=88.47%, top5-acc=99.63%, remaining_time=0:00:25.764528, arrival_time=2021-04-14 23:23:06.488010, cost_time=0:00:17.768636 2021-04-14 23:22:42,925 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.3356, top1-acc=88.42%, top5-acc=99.63%, remaining_time=0:00:23.520870, arrival_time=2021-04-14 23:23:06.446103, cost_time=0:00:19.970527 2021-04-14 23:22:45,144 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=2.15ms, fps=1154 images/s, loss=0.3369, top1-acc=88.32%, top5-acc=99.60%, remaining_time=0:00:21.301824, arrival_time=2021-04-14 23:23:06.445873, cost_time=0:00:22.189367 2021-04-14 23:22:47,347 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.3383, top1-acc=88.24%, top5-acc=99.60%, remaining_time=0:00:19.070414, arrival_time=2021-04-14 23:23:06.417506, cost_time=0:00:24.392420 2021-04-14 23:22:49,549 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3365, top1-acc=88.35%, top5-acc=99.61%, remaining_time=0:00:16.843044, arrival_time=2021-04-14 23:23:06.392200, cost_time=0:00:26.594307 2021-04-14 23:22:51,751 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3351, top1-acc=88.40%, top5-acc=99.62%, remaining_time=0:00:14.619792, arrival_time=2021-04-14 23:23:06.370967, cost_time=0:00:28.796500 2021-04-14 23:22:53,945 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.3355, top1-acc=88.38%, top5-acc=99.62%, remaining_time=0:00:12.396440, arrival_time=2021-04-14 23:23:06.342178, cost_time=0:00:30.991062 2021-04-14 23:22:56,137 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.3371, top1-acc=88.34%, top5-acc=99.61%, remaining_time=0:00:10.176120, arrival_time=2021-04-14 23:23:06.313764, cost_time=0:00:33.182973 2021-04-14 23:22:58,332 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.3387, top1-acc=88.29%, top5-acc=99.61%, remaining_time=0:00:07.960032, arrival_time=2021-04-14 23:23:06.292763, cost_time=0:00:35.377850 2021-04-14 23:23:00,536 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=2.39ms, fps=1162 images/s, loss=0.3392, top1-acc=88.28%, top5-acc=99.60%, remaining_time=0:00:05.747872, arrival_time=2021-04-14 23:23:06.284781, cost_time=0:00:37.582177 2021-04-14 23:23:02,739 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.3410, top1-acc=88.23%, top5-acc=99.60%, remaining_time=0:00:03.536416, arrival_time=2021-04-14 23:23:06.275743, cost_time=0:00:39.784655 2021-04-14 23:23:04,940 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.3409, top1-acc=88.22%, top5-acc=99.60%, remaining_time=0:00:01.325874, arrival_time=2021-04-14 23:23:06.266616, cost_time=0:00:41.985985 2021-04-14 23:23:06,132 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.63ms, fps=1142 images/s, loss=0.3410, top1-acc=88.24%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:06.132372, cost_time=0:00:43.177612 2021-04-14 23:23:07,002 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.45ms, fps=2951 images/s, loss=0.5348, top1-acc=82.30%, top5-acc=99.10%, remaining_time=0:00:02.602890, arrival_time=2021-04-14 23:23:09.605048, cost_time=0:00:00.867630 2021-04-14 23:23:07,688 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.38ms, fps=3734 images/s, loss=0.5334, top1-acc=82.23%, top5-acc=99.12%, remaining_time=0:00:01.553720, arrival_time=2021-04-14 23:23:09.241891, cost_time=0:00:01.553719 2021-04-14 23:23:08,377 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.34ms, fps=3714 images/s, loss=0.5327, top1-acc=82.28%, top5-acc=99.04%, remaining_time=0:00:00.747780, arrival_time=2021-04-14 23:23:09.125652, cost_time=0:00:02.243327 2021-04-14 23:23:09,010 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=3671 images/s, loss=0.5272, top1-acc=82.29%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:09.010274, cost_time=0:00:02.875823 2021-04-14 23:23:09,178 INFO : Epoch=0056 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:51:03.134016, arrival_time=2021-04-15 01:14:12.312185, cost_time=0:43:11.218797 2021-04-14 23:23:09,179 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 23:23:11,577 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.68ms, fps=1068 images/s, loss=0.3486, top1-acc=88.24%, top5-acc=99.45%, remaining_time=0:00:44.598894, arrival_time=2021-04-14 23:23:56.176465, cost_time=0:00:02.397787 2021-04-14 23:23:13,784 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.37ms, fps=1160 images/s, loss=0.3217, top1-acc=89.00%, top5-acc=99.67%, remaining_time=0:00:40.521888, arrival_time=2021-04-14 23:23:54.306423, cost_time=0:00:04.604759 2021-04-14 23:23:15,990 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=2.18ms, fps=1161 images/s, loss=0.3219, top1-acc=88.98%, top5-acc=99.71%, remaining_time=0:00:37.685984, arrival_time=2021-04-14 23:23:53.676422, cost_time=0:00:06.810706 2021-04-14 23:23:18,199 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=0.3212, top1-acc=89.08%, top5-acc=99.69%, remaining_time=0:00:35.177064, arrival_time=2021-04-14 23:23:53.376600, cost_time=0:00:09.019776 2021-04-14 23:23:20,400 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3233, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:32.762692, arrival_time=2021-04-14 23:23:53.162664, cost_time=0:00:11.220111 2021-04-14 23:23:22,595 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.3255, top1-acc=88.76%, top5-acc=99.71%, remaining_time=0:00:30.410008, arrival_time=2021-04-14 23:23:53.005869, cost_time=0:00:13.416200 2021-04-14 23:23:24,797 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3300, top1-acc=88.61%, top5-acc=99.69%, remaining_time=0:00:28.111734, arrival_time=2021-04-14 23:23:52.909104, cost_time=0:00:15.617639 2021-04-14 23:23:26,996 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.3288, top1-acc=88.61%, top5-acc=99.67%, remaining_time=0:00:25.833548, arrival_time=2021-04-14 23:23:52.829583, cost_time=0:00:17.816244 2021-04-14 23:23:29,204 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.02ms, fps=1159 images/s, loss=0.3277, top1-acc=88.63%, top5-acc=99.68%, remaining_time=0:00:23.585106, arrival_time=2021-04-14 23:23:52.789820, cost_time=0:00:20.025056 2021-04-14 23:23:31,407 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=2.03ms, fps=1163 images/s, loss=0.3293, top1-acc=88.63%, top5-acc=99.65%, remaining_time=0:00:21.338400, arrival_time=2021-04-14 23:23:52.745604, cost_time=0:00:22.227492 2021-04-14 23:23:33,605 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.3306, top1-acc=88.58%, top5-acc=99.67%, remaining_time=0:00:19.096902, arrival_time=2021-04-14 23:23:52.702825, cost_time=0:00:24.426263 2021-04-14 23:23:35,799 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.3327, top1-acc=88.44%, top5-acc=99.65%, remaining_time=0:00:16.859080, arrival_time=2021-04-14 23:23:52.658350, cost_time=0:00:26.619632 2021-04-14 23:23:37,999 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.76ms, fps=1164 images/s, loss=0.3331, top1-acc=88.47%, top5-acc=99.65%, remaining_time=0:00:14.631276, arrival_time=2021-04-14 23:23:52.630180, cost_time=0:00:28.819179 2021-04-14 23:23:40,195 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.78ms, fps=1166 images/s, loss=0.3344, top1-acc=88.41%, top5-acc=99.66%, remaining_time=0:00:12.406352, arrival_time=2021-04-14 23:23:52.601918, cost_time=0:00:31.015925 2021-04-14 23:23:42,391 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.3351, top1-acc=88.41%, top5-acc=99.65%, remaining_time=0:00:10.184906, arrival_time=2021-04-14 23:23:52.576316, cost_time=0:00:33.211589 2021-04-14 23:23:44,587 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3330, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:07.966764, arrival_time=2021-04-14 23:23:52.554213, cost_time=0:00:35.407791 2021-04-14 23:23:46,781 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.3333, top1-acc=88.47%, top5-acc=99.65%, remaining_time=0:00:05.750810, arrival_time=2021-04-14 23:23:52.531872, cost_time=0:00:37.601425 2021-04-14 23:23:48,977 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3353, top1-acc=88.37%, top5-acc=99.65%, remaining_time=0:00:03.537552, arrival_time=2021-04-14 23:23:52.514652, cost_time=0:00:39.797445 2021-04-14 23:23:51,174 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.3360, top1-acc=88.39%, top5-acc=99.65%, remaining_time=0:00:01.326156, arrival_time=2021-04-14 23:23:52.500838, cost_time=0:00:41.994968 2021-04-14 23:23:52,355 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.42ms, fps=1152 images/s, loss=0.3362, top1-acc=88.38%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:52.355611, cost_time=0:00:43.175970 2021-04-14 23:23:53,217 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=5.91ms, fps=2978 images/s, loss=0.5584, top1-acc=80.86%, top5-acc=98.98%, remaining_time=0:00:02.578470, arrival_time=2021-04-14 23:23:55.795540, cost_time=0:00:00.859491 2021-04-14 23:23:53,905 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.39ms, fps=3721 images/s, loss=0.5415, top1-acc=81.60%, top5-acc=98.98%, remaining_time=0:00:01.547900, arrival_time=2021-04-14 23:23:55.453528, cost_time=0:00:01.547904 2021-04-14 23:23:54,597 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.02ms, fps=3705 images/s, loss=0.5396, top1-acc=81.67%, top5-acc=98.98%, remaining_time=0:00:00.746570, arrival_time=2021-04-14 23:23:55.343992, cost_time=0:00:02.239696 2021-04-14 23:23:55,232 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.09ms, fps=3657 images/s, loss=0.5283, top1-acc=81.99%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:55.232461, cost_time=0:00:02.874901 2021-04-14 23:23:55,389 INFO : Epoch=0057 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:50:16.711101, arrival_time=2021-04-15 01:14:12.100755, cost_time=0:43:57.430287 2021-04-14 23:23:55,390 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 23:23:57,794 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=2.01ms, fps=1065 images/s, loss=0.3211, top1-acc=89.02%, top5-acc=99.77%, remaining_time=0:00:44.706030, arrival_time=2021-04-14 23:24:42.500818, cost_time=0:00:02.403550 2021-04-14 23:23:59,998 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.3216, top1-acc=88.96%, top5-acc=99.79%, remaining_time=0:00:40.539136, arrival_time=2021-04-14 23:24:40.537168, cost_time=0:00:04.606722 2021-04-14 23:24:02,199 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=2.06ms, fps=1163 images/s, loss=0.3195, top1-acc=89.10%, top5-acc=99.70%, remaining_time=0:00:37.674032, arrival_time=2021-04-14 23:24:39.873773, cost_time=0:00:06.808562 2021-04-14 23:24:04,394 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.05ms, fps=1167 images/s, loss=0.3242, top1-acc=88.89%, top5-acc=99.74%, remaining_time=0:00:35.111076, arrival_time=2021-04-14 23:24:39.505107, cost_time=0:00:09.002847 2021-04-14 23:24:06,593 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3267, top1-acc=88.72%, top5-acc=99.71%, remaining_time=0:00:32.711446, arrival_time=2021-04-14 23:24:39.305110, cost_time=0:00:11.202558 2021-04-14 23:24:08,794 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.3289, top1-acc=88.70%, top5-acc=99.71%, remaining_time=0:00:30.380360, arrival_time=2021-04-14 23:24:39.174648, cost_time=0:00:13.403105 2021-04-14 23:24:11,000 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=2.10ms, fps=1161 images/s, loss=0.3264, top1-acc=88.69%, top5-acc=99.71%, remaining_time=0:00:28.096740, arrival_time=2021-04-14 23:24:39.097202, cost_time=0:00:15.609278 2021-04-14 23:24:13,197 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.3276, top1-acc=88.61%, top5-acc=99.71%, remaining_time=0:00:25.819164, arrival_time=2021-04-14 23:24:39.016774, cost_time=0:00:17.806330 2021-04-14 23:24:15,402 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.00ms, fps=1161 images/s, loss=0.3312, top1-acc=88.52%, top5-acc=99.70%, remaining_time=0:00:23.569100, arrival_time=2021-04-14 23:24:38.971852, cost_time=0:00:20.011543 2021-04-14 23:24:17,619 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=2.50ms, fps=1155 images/s, loss=0.3301, top1-acc=88.59%, top5-acc=99.69%, remaining_time=0:00:21.339360, arrival_time=2021-04-14 23:24:38.959172, cost_time=0:00:22.228492 2021-04-14 23:24:19,830 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=0.3306, top1-acc=88.58%, top5-acc=99.70%, remaining_time=0:00:19.106964, arrival_time=2021-04-14 23:24:38.937328, cost_time=0:00:24.439178 2021-04-14 23:24:22,026 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.3296, top1-acc=88.60%, top5-acc=99.69%, remaining_time=0:00:16.869112, arrival_time=2021-04-14 23:24:38.895717, cost_time=0:00:26.635401 2021-04-14 23:24:24,233 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.70ms, fps=1160 images/s, loss=0.3293, top1-acc=88.58%, top5-acc=99.68%, remaining_time=0:00:14.643024, arrival_time=2021-04-14 23:24:38.876523, cost_time=0:00:28.842314 2021-04-14 23:24:26,443 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.83ms, fps=1159 images/s, loss=0.3281, top1-acc=88.67%, top5-acc=99.68%, remaining_time=0:00:12.420968, arrival_time=2021-04-14 23:24:38.864596, cost_time=0:00:31.052452 2021-04-14 23:24:28,647 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.79ms, fps=1162 images/s, loss=0.3269, top1-acc=88.72%, top5-acc=99.69%, remaining_time=0:00:10.198522, arrival_time=2021-04-14 23:24:38.845745, cost_time=0:00:33.256051 2021-04-14 23:24:30,846 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.3283, top1-acc=88.65%, top5-acc=99.68%, remaining_time=0:00:07.977456, arrival_time=2021-04-14 23:24:38.824052, cost_time=0:00:35.455429 2021-04-14 23:24:33,053 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.3274, top1-acc=88.67%, top5-acc=99.68%, remaining_time=0:00:05.760040, arrival_time=2021-04-14 23:24:38.813166, cost_time=0:00:37.661876 2021-04-14 23:24:35,259 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=2.49ms, fps=1161 images/s, loss=0.3283, top1-acc=88.63%, top5-acc=99.68%, remaining_time=0:00:03.543824, arrival_time=2021-04-14 23:24:38.803061, cost_time=0:00:39.867994 2021-04-14 23:24:37,466 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.3293, top1-acc=88.60%, top5-acc=99.68%, remaining_time=0:00:01.328688, arrival_time=2021-04-14 23:24:38.794935, cost_time=0:00:42.075118 2021-04-14 23:24:38,650 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.29ms, fps=1149 images/s, loss=0.3303, top1-acc=88.54%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:38.650515, cost_time=0:00:43.259222 2021-04-14 23:24:39,463 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.48ms, fps=3161 images/s, loss=0.4931, top1-acc=83.40%, top5-acc=99.30%, remaining_time=0:00:02.429640, arrival_time=2021-04-14 23:24:41.892853, cost_time=0:00:00.809885 2021-04-14 23:24:40,152 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.80ms, fps=3719 images/s, loss=0.4998, top1-acc=82.99%, top5-acc=99.34%, remaining_time=0:00:01.498760, arrival_time=2021-04-14 23:24:41.650862, cost_time=0:00:01.498763 2021-04-14 23:24:40,841 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.25ms, fps=3717 images/s, loss=0.5111, top1-acc=82.72%, top5-acc=99.32%, remaining_time=0:00:00.729350, arrival_time=2021-04-14 23:24:41.570732, cost_time=0:00:02.188043 2021-04-14 23:24:41,470 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=3688 images/s, loss=0.5208, top1-acc=82.72%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:41.470907, cost_time=0:00:02.817649 2021-04-14 23:24:41,654 INFO : Epoch=0058 complete, best val top1-acc=84.02%, top5-acc=99.38% (epoch=44), remaining_time=1:49:30.425910, arrival_time=2021-04-15 01:14:12.080358, cost_time=0:44:43.695068 2021-04-14 23:24:41,656 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 23:24:44,061 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.54ms, fps=1064 images/s, loss=0.3128, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:44.731698, arrival_time=2021-04-14 23:25:28.793184, cost_time=0:00:02.404934 2021-04-14 23:24:46,260 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.3034, top1-acc=89.10%, top5-acc=99.75%, remaining_time=0:00:40.510096, arrival_time=2021-04-14 23:25:26.770262, cost_time=0:00:04.603411 2021-04-14 23:24:48,461 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.68ms, fps=1163 images/s, loss=0.3129, top1-acc=88.75%, top5-acc=99.73%, remaining_time=0:00:37.653780, arrival_time=2021-04-14 23:25:26.115213, cost_time=0:00:06.804887 2021-04-14 23:24:50,666 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=2.00ms, fps=1161 images/s, loss=0.3187, top1-acc=88.71%, top5-acc=99.68%, remaining_time=0:00:35.140092, arrival_time=2021-04-14 23:25:25.806926, cost_time=0:00:09.010287 2021-04-14 23:24:52,878 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=0.3236, top1-acc=88.59%, top5-acc=99.69%, remaining_time=0:00:32.766342, arrival_time=2021-04-14 23:25:25.644246, cost_time=0:00:11.221326 2021-04-14 23:24:55,071 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.86ms, fps=1168 images/s, loss=0.3255, top1-acc=88.60%, top5-acc=99.69%, remaining_time=0:00:30.406200, arrival_time=2021-04-14 23:25:25.477149, cost_time=0:00:13.414482 2021-04-14 23:24:57,266 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.3240, top1-acc=88.69%, top5-acc=99.69%, remaining_time=0:00:28.097496, arrival_time=2021-04-14 23:25:25.363835, cost_time=0:00:15.609744 2021-04-14 23:24:59,460 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.3217, top1-acc=88.83%, top5-acc=99.68%, remaining_time=0:00:25.815916, arrival_time=2021-04-14 23:25:25.276518, cost_time=0:00:17.804055 2021-04-14 23:25:01,666 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.3209, top1-acc=88.88%, top5-acc=99.69%, remaining_time=0:00:23.567404, arrival_time=2021-04-14 23:25:25.233939, cost_time=0:00:20.010056 2021-04-14 23:25:03,885 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=5.94ms, fps=1154 images/s, loss=0.3203, top1-acc=88.92%, top5-acc=99.68%, remaining_time=0:00:21.339936, arrival_time=2021-04-14 23:25:25.225654, cost_time=0:00:22.229086 2021-04-14 23:25:06,085 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.85ms, fps=1164 images/s, loss=0.3185, top1-acc=89.00%, top5-acc=99.68%, remaining_time=0:00:19.099052, arrival_time=2021-04-14 23:25:25.184695, cost_time=0:00:24.429056 2021-04-14 23:25:08,287 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.3175, top1-acc=89.03%, top5-acc=99.68%, remaining_time=0:00:16.866072, arrival_time=2021-04-14 23:25:25.153383, cost_time=0:00:26.630696 2021-04-14 23:25:10,494 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=2.14ms, fps=1161 images/s, loss=0.3202, top1-acc=88.97%, top5-acc=99.67%, remaining_time=0:00:14.640516, arrival_time=2021-04-14 23:25:25.134456, cost_time=0:00:28.837394 2021-04-14 23:25:12,696 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=2.03ms, fps=1163 images/s, loss=0.3232, top1-acc=88.83%, top5-acc=99.66%, remaining_time=0:00:12.415984, arrival_time=2021-04-14 23:25:25.112441, cost_time=0:00:31.039901 2021-04-14 23:25:14,895 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.3278, top1-acc=88.70%, top5-acc=99.65%, remaining_time=0:00:10.193278, arrival_time=2021-04-14 23:25:25.088647, cost_time=0:00:33.238898 2021-04-14 23:25:17,096 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.3301, top1-acc=88.63%, top5-acc=99.64%, remaining_time=0:00:07.973892, arrival_time=2021-04-14 23:25:25.069954, cost_time=0:00:35.439521 2021-04-14 23:25:19,300 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.59ms, fps=1162 images/s, loss=0.3326, top1-acc=88.57%, top5-acc=99.64%, remaining_time=0:00:05.757258, arrival_time=2021-04-14 23:25:25.057451, cost_time=0:00:37.643643 2021-04-14 23:25:21,515 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.82ms, fps=1156 images/s, loss=0.3330, top1-acc=88.57%, top5-acc=99.64%, remaining_time=0:00:03.543024, arrival_time=2021-04-14 23:25:25.058571, cost_time=0:00:39.858994 2021-04-14 23:25:23,719 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.30ms, fps=1162 images/s, loss=0.3326, top1-acc=88.59%, top5-acc=99.63%, remaining_time=0:00:01.328304, arrival_time=2021-04-14 23:25:25.047897, cost_time=0:00:42.063018 2021-04-14 23:25:24,898 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.85ms, fps=1154 images/s, loss=0.3320, top1-acc=88.64%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:24.898779, cost_time=0:00:43.242248 2021-04-14 23:25:25,758 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=2.18ms, fps=2986 images/s, loss=0.4501, top1-acc=85.00%, top5-acc=99.37%, remaining_time=0:00:02.571870, arrival_time=2021-04-14 23:25:28.329978, cost_time=0:00:00.857290 2021-04-14 23:25:26,442 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.33ms, fps=3741 images/s, loss=0.4476, top1-acc=85.27%, top5-acc=99.24%, remaining_time=0:00:01.542060, arrival_time=2021-04-14 23:25:27.984922, cost_time=0:00:01.542053 2021-04-14 23:25:27,131 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.44ms, fps=3719 images/s, loss=0.4380, top1-acc=85.42%, top5-acc=99.22%, remaining_time=0:00:00.743590, arrival_time=2021-04-14 23:25:27.875319, cost_time=0:00:02.230775 2021-04-14 23:25:27,762 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.08ms, fps=3683 images/s, loss=0.4448, top1-acc=85.06%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:27.762336, cost_time=0:00:02.861562 2021-04-14 23:25:28,074 INFO : Epoch=0059 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:48:44.511753, arrival_time=2021-04-15 01:14:12.585975, cost_time=0:45:30.114842 2021-04-14 23:25:28,075 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 23:25:30,465 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.37ms, fps=1071 images/s, loss=0.3214, top1-acc=88.71%, top5-acc=99.69%, remaining_time=0:00:44.440608, arrival_time=2021-04-14 23:26:14.905732, cost_time=0:00:02.389285 2021-04-14 23:25:32,662 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.3144, top1-acc=89.30%, top5-acc=99.67%, remaining_time=0:00:40.363312, arrival_time=2021-04-14 23:26:13.025842, cost_time=0:00:04.586738 2021-04-14 23:25:34,862 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.32ms, fps=1164 images/s, loss=0.3080, top1-acc=89.48%, top5-acc=99.69%, remaining_time=0:00:37.550362, arrival_time=2021-04-14 23:26:12.412402, cost_time=0:00:06.786197 2021-04-14 23:25:37,060 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.3089, top1-acc=89.48%, top5-acc=99.74%, remaining_time=0:00:35.039004, arrival_time=2021-04-14 23:26:12.099087, cost_time=0:00:08.984367 2021-04-14 23:25:39,266 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.3111, top1-acc=89.34%, top5-acc=99.70%, remaining_time=0:00:32.676552, arrival_time=2021-04-14 23:26:11.942927, cost_time=0:00:11.190581 2021-04-14 23:25:41,460 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.3099, top1-acc=89.34%, top5-acc=99.71%, remaining_time=0:00:30.338064, arrival_time=2021-04-14 23:26:11.798206, cost_time=0:00:13.384439 2021-04-14 23:25:43,657 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=2.15ms, fps=1165 images/s, loss=0.3038, top1-acc=89.49%, top5-acc=99.72%, remaining_time=0:00:28.046466, arrival_time=2021-04-14 23:26:11.703633, cost_time=0:00:15.581373 2021-04-14 23:25:45,848 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.35ms, fps=1169 images/s, loss=0.3068, top1-acc=89.48%, top5-acc=99.70%, remaining_time=0:00:25.770444, arrival_time=2021-04-14 23:26:11.618831, cost_time=0:00:17.772690 2021-04-14 23:25:48,047 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3103, top1-acc=89.42%, top5-acc=99.69%, remaining_time=0:00:23.521612, arrival_time=2021-04-14 23:26:11.568584, cost_time=0:00:19.971180 2021-04-14 23:25:50,245 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=2.59ms, fps=1165 images/s, loss=0.3182, top1-acc=89.19%, top5-acc=99.68%, remaining_time=0:00:21.282432, arrival_time=2021-04-14 23:26:11.527449, cost_time=0:00:22.169236 2021-04-14 23:25:52,442 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.3208, top1-acc=89.07%, top5-acc=99.68%, remaining_time=0:00:19.050290, arrival_time=2021-04-14 23:26:11.492661, cost_time=0:00:24.366668 2021-04-14 23:25:54,640 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.84ms, fps=1165 images/s, loss=0.3218, top1-acc=89.00%, top5-acc=99.68%, remaining_time=0:00:16.824120, arrival_time=2021-04-14 23:26:11.464278, cost_time=0:00:26.564361 2021-04-14 23:25:56,846 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.3219, top1-acc=88.98%, top5-acc=99.68%, remaining_time=0:00:14.606658, arrival_time=2021-04-14 23:26:11.453083, cost_time=0:00:28.770723 2021-04-14 23:25:59,042 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.75ms, fps=1166 images/s, loss=0.3216, top1-acc=89.03%, top5-acc=99.68%, remaining_time=0:00:12.386528, arrival_time=2021-04-14 23:26:11.428508, cost_time=0:00:30.966268 2021-04-14 23:26:01,245 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.3217, top1-acc=89.04%, top5-acc=99.67%, remaining_time=0:00:10.172072, arrival_time=2021-04-14 23:26:11.417618, cost_time=0:00:33.169759 2021-04-14 23:26:03,449 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.3219, top1-acc=89.03%, top5-acc=99.67%, remaining_time=0:00:07.959168, arrival_time=2021-04-14 23:26:11.409003, cost_time=0:00:35.374127 2021-04-14 23:26:05,643 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.3229, top1-acc=89.01%, top5-acc=99.66%, remaining_time=0:00:05.745688, arrival_time=2021-04-14 23:26:11.389340, cost_time=0:00:37.567961 2021-04-14 23:26:07,841 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.3248, top1-acc=88.96%, top5-acc=99.66%, remaining_time=0:00:03.534752, arrival_time=2021-04-14 23:26:11.376478, cost_time=0:00:39.766025 2021-04-14 23:26:10,040 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.82ms, fps=1165 images/s, loss=0.3261, top1-acc=88.92%, top5-acc=99.65%, remaining_time=0:00:01.325184, arrival_time=2021-04-14 23:26:11.365269, cost_time=0:00:41.964247 2021-04-14 23:26:11,222 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.32ms, fps=1151 images/s, loss=0.3258, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:11.222406, cost_time=0:00:43.146698 2021-04-14 23:26:12,105 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.34ms, fps=2907 images/s, loss=0.5566, top1-acc=81.48%, top5-acc=98.83%, remaining_time=0:00:02.641890, arrival_time=2021-04-14 23:26:14.747435, cost_time=0:00:00.880630 2021-04-14 23:26:12,795 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.47ms, fps=3715 images/s, loss=0.5362, top1-acc=82.11%, top5-acc=98.89%, remaining_time=0:00:01.570280, arrival_time=2021-04-14 23:26:14.365477, cost_time=0:00:01.570284 2021-04-14 23:26:13,489 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.34ms, fps=3691 images/s, loss=0.5274, top1-acc=82.63%, top5-acc=98.89%, remaining_time=0:00:00.754940, arrival_time=2021-04-14 23:26:14.244627, cost_time=0:00:02.264816 2021-04-14 23:26:14,117 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=3696 images/s, loss=0.5492, top1-acc=82.17%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:14.117723, cost_time=0:00:02.892889 2021-04-14 23:26:14,288 INFO : Epoch=0060 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:47:58.100580, arrival_time=2021-04-15 01:14:12.388752, cost_time=0:46:16.328806 2021-04-14 23:26:14,289 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 23:26:16,670 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.87ms, fps=1075 images/s, loss=0.3343, top1-acc=89.30%, top5-acc=99.57%, remaining_time=0:00:44.282694, arrival_time=2021-04-14 23:27:00.953080, cost_time=0:00:02.380793 2021-04-14 23:26:18,865 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.3235, top1-acc=89.34%, top5-acc=99.57%, remaining_time=0:00:40.267744, arrival_time=2021-04-14 23:26:59.133195, cost_time=0:00:04.575872 2021-04-14 23:26:21,059 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.96ms, fps=1167 images/s, loss=0.3254, top1-acc=89.06%, top5-acc=99.65%, remaining_time=0:00:37.459228, arrival_time=2021-04-14 23:26:58.518637, cost_time=0:00:06.769752 2021-04-14 23:26:23,252 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.67ms, fps=1167 images/s, loss=0.3254, top1-acc=88.97%, top5-acc=99.69%, remaining_time=0:00:34.956012, arrival_time=2021-04-14 23:26:58.208675, cost_time=0:00:08.963078 2021-04-14 23:26:25,447 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.3206, top1-acc=89.18%, top5-acc=99.72%, remaining_time=0:00:32.581944, arrival_time=2021-04-14 23:26:58.029718, cost_time=0:00:11.158194 2021-04-14 23:26:27,640 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.3216, top1-acc=89.10%, top5-acc=99.73%, remaining_time=0:00:30.261768, arrival_time=2021-04-14 23:26:57.902109, cost_time=0:00:13.350760 2021-04-14 23:26:29,832 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.57ms, fps=1168 images/s, loss=0.3209, top1-acc=89.12%, top5-acc=99.74%, remaining_time=0:00:27.977922, arrival_time=2021-04-14 23:26:57.810772, cost_time=0:00:15.543271 2021-04-14 23:26:32,027 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.3224, top1-acc=89.11%, top5-acc=99.72%, remaining_time=0:00:25.719520, arrival_time=2021-04-14 23:26:57.746729, cost_time=0:00:17.737631 2021-04-14 23:26:34,227 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.3240, top1-acc=89.00%, top5-acc=99.72%, remaining_time=0:00:23.482286, arrival_time=2021-04-14 23:26:57.709739, cost_time=0:00:19.937796 2021-04-14 23:26:36,424 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.84ms, fps=1166 images/s, loss=0.3244, top1-acc=88.99%, top5-acc=99.71%, remaining_time=0:00:21.249024, arrival_time=2021-04-14 23:26:57.673002, cost_time=0:00:22.134350 2021-04-14 23:26:38,638 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.55ms, fps=1157 images/s, loss=0.3266, top1-acc=88.87%, top5-acc=99.69%, remaining_time=0:00:19.036014, arrival_time=2021-04-14 23:26:57.674068, cost_time=0:00:24.348383 2021-04-14 23:26:40,846 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=0.3259, top1-acc=88.89%, top5-acc=99.70%, remaining_time=0:00:16.819484, arrival_time=2021-04-14 23:26:57.666234, cost_time=0:00:26.557092 2021-04-14 23:26:43,039 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.50ms, fps=1168 images/s, loss=0.3257, top1-acc=88.93%, top5-acc=99.70%, remaining_time=0:00:14.596098, arrival_time=2021-04-14 23:26:57.635611, cost_time=0:00:28.749847 2021-04-14 23:26:45,235 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.65ms, fps=1166 images/s, loss=0.3260, top1-acc=88.90%, top5-acc=99.70%, remaining_time=0:00:12.378408, arrival_time=2021-04-14 23:26:57.614080, cost_time=0:00:30.946007 2021-04-14 23:26:47,431 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.3264, top1-acc=88.84%, top5-acc=99.70%, remaining_time=0:00:10.163332, arrival_time=2021-04-14 23:26:57.594366, cost_time=0:00:33.141368 2021-04-14 23:26:49,630 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.3265, top1-acc=88.83%, top5-acc=99.69%, remaining_time=0:00:07.951752, arrival_time=2021-04-14 23:26:57.582546, cost_time=0:00:35.341107 2021-04-14 23:26:51,825 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.93ms, fps=1167 images/s, loss=0.3283, top1-acc=88.79%, top5-acc=99.69%, remaining_time=0:00:05.740774, arrival_time=2021-04-14 23:26:57.566354, cost_time=0:00:37.535884 2021-04-14 23:26:54,017 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.3273, top1-acc=88.82%, top5-acc=99.70%, remaining_time=0:00:03.531408, arrival_time=2021-04-14 23:26:57.549293, cost_time=0:00:39.728318 2021-04-14 23:26:56,220 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.3293, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:01.324110, arrival_time=2021-04-14 23:26:57.544013, cost_time=0:00:41.930242 2021-04-14 23:26:57,414 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.28ms, fps=1139 images/s, loss=0.3299, top1-acc=88.73%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:57.414946, cost_time=0:00:43.125359 2021-04-14 23:26:58,257 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=2.56ms, fps=3047 images/s, loss=0.4801, top1-acc=84.53%, top5-acc=99.22%, remaining_time=0:00:02.520360, arrival_time=2021-04-14 23:27:00.777474, cost_time=0:00:00.840123 2021-04-14 23:26:58,945 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.80ms, fps=3725 images/s, loss=0.4842, top1-acc=83.98%, top5-acc=99.28%, remaining_time=0:00:01.527880, arrival_time=2021-04-14 23:27:00.472864, cost_time=0:00:01.527887 2021-04-14 23:26:59,643 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.34ms, fps=3669 images/s, loss=0.4799, top1-acc=83.80%, top5-acc=99.27%, remaining_time=0:00:00.742130, arrival_time=2021-04-14 23:27:00.385464, cost_time=0:00:02.226379 2021-04-14 23:27:00,275 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=3672 images/s, loss=0.4785, top1-acc=83.74%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:00.275526, cost_time=0:00:02.858595 2021-04-14 23:27:00,469 INFO : Epoch=0061 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:47:11.621184, arrival_time=2021-04-15 01:14:12.090597, cost_time=0:47:02.510040 2021-04-14 23:27:00,470 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 23:27:02,840 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.92ms, fps=1080 images/s, loss=0.3020, top1-acc=89.26%, top5-acc=99.61%, remaining_time=0:00:44.074560, arrival_time=2021-04-14 23:27:46.915060, cost_time=0:00:02.369596 2021-04-14 23:27:05,034 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.2979, top1-acc=89.61%, top5-acc=99.65%, remaining_time=0:00:40.154048, arrival_time=2021-04-14 23:27:45.188023, cost_time=0:00:04.562970 2021-04-14 23:27:07,227 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.58ms, fps=1167 images/s, loss=0.3031, top1-acc=89.51%, top5-acc=99.69%, remaining_time=0:00:37.387848, arrival_time=2021-04-14 23:27:44.615570, cost_time=0:00:06.756833 2021-04-14 23:27:09,420 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.3076, top1-acc=89.21%, top5-acc=99.71%, remaining_time=0:00:34.905156, arrival_time=2021-04-14 23:27:44.326101, cost_time=0:00:08.950056 2021-04-14 23:27:11,625 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.3136, top1-acc=89.12%, top5-acc=99.73%, remaining_time=0:00:32.570556, arrival_time=2021-04-14 23:27:44.195855, cost_time=0:00:11.154325 2021-04-14 23:27:13,831 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.3174, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:30.283392, arrival_time=2021-04-14 23:27:44.114597, cost_time=0:00:13.360318 2021-04-14 23:27:16,030 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.3200, top1-acc=88.85%, top5-acc=99.72%, remaining_time=0:00:28.006398, arrival_time=2021-04-14 23:27:44.036402, cost_time=0:00:15.559118 2021-04-14 23:27:18,230 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.3210, top1-acc=88.79%, top5-acc=99.74%, remaining_time=0:00:25.750956, arrival_time=2021-04-14 23:27:43.981216, cost_time=0:00:17.759284 2021-04-14 23:27:20,422 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.3212, top1-acc=88.79%, top5-acc=99.72%, remaining_time=0:00:23.498292, arrival_time=2021-04-14 23:27:43.920539, cost_time=0:00:19.951357 2021-04-14 23:27:22,615 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.62ms, fps=1167 images/s, loss=0.3233, top1-acc=88.73%, top5-acc=99.70%, remaining_time=0:00:21.258912, arrival_time=2021-04-14 23:27:43.874550, cost_time=0:00:22.144714 2021-04-14 23:27:24,824 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.3268, top1-acc=88.58%, top5-acc=99.69%, remaining_time=0:00:19.040056, arrival_time=2021-04-14 23:27:43.864620, cost_time=0:00:24.353542 2021-04-14 23:27:27,024 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.3272, top1-acc=88.57%, top5-acc=99.69%, remaining_time=0:00:16.817280, arrival_time=2021-04-14 23:27:43.841893, cost_time=0:00:26.553624 2021-04-14 23:27:29,237 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=2.14ms, fps=1157 images/s, loss=0.3292, top1-acc=88.50%, top5-acc=99.68%, remaining_time=0:00:14.604282, arrival_time=2021-04-14 23:27:43.841436, cost_time=0:00:28.766054 2021-04-14 23:27:31,449 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=2.15ms, fps=1157 images/s, loss=0.3320, top1-acc=88.43%, top5-acc=99.67%, remaining_time=0:00:12.391512, arrival_time=2021-04-14 23:27:43.841307, cost_time=0:00:30.978806 2021-04-14 23:27:33,641 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.58ms, fps=1168 images/s, loss=0.3340, top1-acc=88.38%, top5-acc=99.67%, remaining_time=0:00:10.172394, arrival_time=2021-04-14 23:27:43.814185, cost_time=0:00:33.170878 2021-04-14 23:27:35,840 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.3339, top1-acc=88.38%, top5-acc=99.68%, remaining_time=0:00:07.958016, arrival_time=2021-04-14 23:27:43.797961, cost_time=0:00:35.368904 2021-04-14 23:27:38,053 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.3336, top1-acc=88.40%, top5-acc=99.68%, remaining_time=0:00:05.747820, arrival_time=2021-04-14 23:27:43.800758, cost_time=0:00:37.581964 2021-04-14 23:27:40,256 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.3320, top1-acc=88.45%, top5-acc=99.69%, remaining_time=0:00:03.536480, arrival_time=2021-04-14 23:27:43.792711, cost_time=0:00:39.785337 2021-04-14 23:27:42,456 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.21ms, fps=1164 images/s, loss=0.3307, top1-acc=88.51%, top5-acc=99.68%, remaining_time=0:00:01.325868, arrival_time=2021-04-14 23:27:43.782735, cost_time=0:00:41.985907 2021-04-14 23:27:43,642 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.23ms, fps=1148 images/s, loss=0.3317, top1-acc=88.53%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:43.642220, cost_time=0:00:43.171336 2021-04-14 23:27:44,450 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.21ms, fps=3175 images/s, loss=0.5403, top1-acc=81.56%, top5-acc=99.26%, remaining_time=0:00:02.419110, arrival_time=2021-04-14 23:27:46.870010, cost_time=0:00:00.806366 2021-04-14 23:27:45,138 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.33ms, fps=3726 images/s, loss=0.5639, top1-acc=80.86%, top5-acc=99.20%, remaining_time=0:00:01.493820, arrival_time=2021-04-14 23:27:46.632368, cost_time=0:00:01.493816 2021-04-14 23:27:45,828 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.37ms, fps=3711 images/s, loss=0.5677, top1-acc=80.66%, top5-acc=99.10%, remaining_time=0:00:00.728140, arrival_time=2021-04-14 23:27:46.557077, cost_time=0:00:02.184405 2021-04-14 23:27:46,463 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=3660 images/s, loss=0.5725, top1-acc=80.95%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:46.463157, cost_time=0:00:02.818646 2021-04-14 23:27:46,634 INFO : Epoch=0062 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:46:25.115376, arrival_time=2021-04-15 01:14:11.749776, cost_time=0:47:48.675026 2021-04-14 23:27:46,635 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 23:27:49,017 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.47ms, fps=1075 images/s, loss=0.3886, top1-acc=85.59%, top5-acc=99.69%, remaining_time=0:00:44.294040, arrival_time=2021-04-14 23:28:33.311482, cost_time=0:00:02.381400 2021-04-14 23:27:51,226 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.10ms, fps=1159 images/s, loss=0.3674, top1-acc=86.89%, top5-acc=99.61%, remaining_time=0:00:40.396928, arrival_time=2021-04-14 23:28:31.623453, cost_time=0:00:04.590560 2021-04-14 23:27:53,431 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.3560, top1-acc=87.32%, top5-acc=99.67%, remaining_time=0:00:37.602154, arrival_time=2021-04-14 23:28:31.033701, cost_time=0:00:06.795579 2021-04-14 23:27:55,634 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.66ms, fps=1162 images/s, loss=0.3524, top1-acc=87.52%, top5-acc=99.72%, remaining_time=0:00:35.094228, arrival_time=2021-04-14 23:28:30.728727, cost_time=0:00:08.998527 2021-04-14 23:27:57,850 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.3494, top1-acc=87.61%, top5-acc=99.69%, remaining_time=0:00:32.744734, arrival_time=2021-04-14 23:28:30.594643, cost_time=0:00:11.213934 2021-04-14 23:28:00,047 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3432, top1-acc=87.93%, top5-acc=99.71%, remaining_time=0:00:30.399264, arrival_time=2021-04-14 23:28:30.446804, cost_time=0:00:13.411461 2021-04-14 23:28:02,241 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=2.05ms, fps=1167 images/s, loss=0.3366, top1-acc=88.17%, top5-acc=99.73%, remaining_time=0:00:28.090062, arrival_time=2021-04-14 23:28:30.331645, cost_time=0:00:15.605623 2021-04-14 23:28:04,437 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3349, top1-acc=88.25%, top5-acc=99.72%, remaining_time=0:00:25.811972, arrival_time=2021-04-14 23:28:30.249267, cost_time=0:00:17.801360 2021-04-14 23:28:06,645 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.3347, top1-acc=88.29%, top5-acc=99.70%, remaining_time=0:00:23.566132, arrival_time=2021-04-14 23:28:30.211066, cost_time=0:00:20.008962 2021-04-14 23:28:08,855 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.3357, top1-acc=88.29%, top5-acc=99.70%, remaining_time=0:00:21.330528, arrival_time=2021-04-14 23:28:30.185770, cost_time=0:00:22.219332 2021-04-14 23:28:11,070 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.76ms, fps=1156 images/s, loss=0.3357, top1-acc=88.27%, top5-acc=99.69%, remaining_time=0:00:19.103094, arrival_time=2021-04-14 23:28:30.173253, cost_time=0:00:24.434187 2021-04-14 23:28:13,265 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.3339, top1-acc=88.38%, top5-acc=99.69%, remaining_time=0:00:16.865388, arrival_time=2021-04-14 23:28:30.130876, cost_time=0:00:26.629517 2021-04-14 23:28:15,469 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=2.16ms, fps=1162 images/s, loss=0.3330, top1-acc=88.44%, top5-acc=99.67%, remaining_time=0:00:14.638668, arrival_time=2021-04-14 23:28:30.108379, cost_time=0:00:28.833708 2021-04-14 23:28:17,670 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.3338, top1-acc=88.42%, top5-acc=99.67%, remaining_time=0:00:12.413744, arrival_time=2021-04-14 23:28:30.084100, cost_time=0:00:31.034355 2021-04-14 23:28:19,864 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.3342, top1-acc=88.42%, top5-acc=99.67%, remaining_time=0:00:10.190012, arrival_time=2021-04-14 23:28:30.054417, cost_time=0:00:33.228343 2021-04-14 23:28:22,069 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=2.18ms, fps=1161 images/s, loss=0.3333, top1-acc=88.42%, top5-acc=99.67%, remaining_time=0:00:07.972524, arrival_time=2021-04-14 23:28:30.041834, cost_time=0:00:35.433373 2021-04-14 23:28:24,282 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.49ms, fps=1157 images/s, loss=0.3321, top1-acc=88.49%, top5-acc=99.67%, remaining_time=0:00:05.757752, arrival_time=2021-04-14 23:28:30.040492, cost_time=0:00:37.646761 2021-04-14 23:28:26,481 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3312, top1-acc=88.48%, top5-acc=99.65%, remaining_time=0:00:03.541792, arrival_time=2021-04-14 23:28:30.023113, cost_time=0:00:39.845210 2021-04-14 23:28:28,683 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.20ms, fps=1163 images/s, loss=0.3306, top1-acc=88.50%, top5-acc=99.65%, remaining_time=0:00:01.327812, arrival_time=2021-04-14 23:28:30.011089, cost_time=0:00:42.047379 2021-04-14 23:28:29,863 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.26ms, fps=1153 images/s, loss=0.3305, top1-acc=88.51%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:29.863328, cost_time=0:00:43.227446 2021-04-14 23:28:30,686 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.76ms, fps=3116 images/s, loss=0.4922, top1-acc=82.73%, top5-acc=99.37%, remaining_time=0:00:02.464950, arrival_time=2021-04-14 23:28:33.151891, cost_time=0:00:00.821646 2021-04-14 23:28:31,383 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=2.00ms, fps=3677 images/s, loss=0.4763, top1-acc=83.26%, top5-acc=99.37%, remaining_time=0:00:01.518280, arrival_time=2021-04-14 23:28:32.901904, cost_time=0:00:01.518279 2021-04-14 23:28:32,075 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.79ms, fps=3703 images/s, loss=0.4764, top1-acc=83.37%, top5-acc=99.34%, remaining_time=0:00:00.736730, arrival_time=2021-04-14 23:28:32.812220, cost_time=0:00:02.210203 2021-04-14 23:28:32,704 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.07ms, fps=3691 images/s, loss=0.4649, top1-acc=83.86%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:32.704326, cost_time=0:00:02.839075 2021-04-14 23:28:32,872 INFO : Epoch=0063 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:45:38.779431, arrival_time=2021-04-15 01:14:11.651959, cost_time=0:48:34.913145 2021-04-14 23:28:32,873 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 23:28:35,257 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.38ms, fps=1074 images/s, loss=0.3567, top1-acc=87.93%, top5-acc=99.65%, remaining_time=0:00:44.333844, arrival_time=2021-04-14 23:29:19.591463, cost_time=0:00:02.383539 2021-04-14 23:28:37,463 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.3353, top1-acc=88.32%, top5-acc=99.73%, remaining_time=0:00:40.381792, arrival_time=2021-04-14 23:29:17.844832, cost_time=0:00:04.588848 2021-04-14 23:28:39,662 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.72ms, fps=1164 images/s, loss=0.3244, top1-acc=88.59%, top5-acc=99.78%, remaining_time=0:00:37.563642, arrival_time=2021-04-14 23:29:17.226346, cost_time=0:00:06.788597 2021-04-14 23:28:41,866 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.68ms, fps=1162 images/s, loss=0.3259, top1-acc=88.49%, top5-acc=99.75%, remaining_time=0:00:35.071140, arrival_time=2021-04-14 23:29:16.937811, cost_time=0:00:08.992592 2021-04-14 23:28:44,071 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.19ms, fps=1162 images/s, loss=0.3213, top1-acc=88.66%, top5-acc=99.73%, remaining_time=0:00:32.695678, arrival_time=2021-04-14 23:29:16.766892, cost_time=0:00:11.197135 2021-04-14 23:28:46,264 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.3211, top1-acc=88.74%, top5-acc=99.73%, remaining_time=0:00:30.352616, arrival_time=2021-04-14 23:29:16.617503, cost_time=0:00:13.390874 2021-04-14 23:28:48,461 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3201, top1-acc=88.79%, top5-acc=99.73%, remaining_time=0:00:28.057302, arrival_time=2021-04-14 23:29:16.518782, cost_time=0:00:15.587403 2021-04-14 23:28:50,658 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=2.19ms, fps=1165 images/s, loss=0.3215, top1-acc=88.87%, top5-acc=99.71%, remaining_time=0:00:25.787844, arrival_time=2021-04-14 23:29:16.446679, cost_time=0:00:17.784757 2021-04-14 23:28:52,857 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.3211, top1-acc=88.89%, top5-acc=99.70%, remaining_time=0:00:23.535604, arrival_time=2021-04-14 23:29:16.392710, cost_time=0:00:19.983025 2021-04-14 23:28:55,071 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.83ms, fps=1156 images/s, loss=0.3209, top1-acc=88.90%, top5-acc=99.71%, remaining_time=0:00:21.309504, arrival_time=2021-04-14 23:29:16.381015, cost_time=0:00:22.197428 2021-04-14 23:28:57,282 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.41ms, fps=1158 images/s, loss=0.3218, top1-acc=88.90%, top5-acc=99.69%, remaining_time=0:00:19.082626, arrival_time=2021-04-14 23:29:16.364813, cost_time=0:00:24.407978 2021-04-14 23:28:59,485 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.3195, top1-acc=89.02%, top5-acc=99.70%, remaining_time=0:00:16.854064, arrival_time=2021-04-14 23:29:16.339867, cost_time=0:00:26.611719 2021-04-14 23:29:01,683 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.3212, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:14.626194, arrival_time=2021-04-14 23:29:16.309386, cost_time=0:00:28.809109 2021-04-14 23:29:03,878 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.3220, top1-acc=88.98%, top5-acc=99.69%, remaining_time=0:00:12.401816, arrival_time=2021-04-14 23:29:16.280469, cost_time=0:00:31.004569 2021-04-14 23:29:06,094 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.48ms, fps=1156 images/s, loss=0.3202, top1-acc=89.07%, top5-acc=99.69%, remaining_time=0:00:10.187482, arrival_time=2021-04-14 23:29:16.281539, cost_time=0:00:33.219984 2021-04-14 23:29:08,291 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.3215, top1-acc=89.03%, top5-acc=99.68%, remaining_time=0:00:07.968924, arrival_time=2021-04-14 23:29:16.260532, cost_time=0:00:35.417475 2021-04-14 23:29:10,498 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.3212, top1-acc=89.05%, top5-acc=99.69%, remaining_time=0:00:05.754320, arrival_time=2021-04-14 23:29:16.252730, cost_time=0:00:37.624324 2021-04-14 23:29:12,701 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.3220, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:03.540176, arrival_time=2021-04-14 23:29:16.241175, cost_time=0:00:39.826999 2021-04-14 23:29:14,907 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.24ms, fps=1160 images/s, loss=0.3245, top1-acc=88.92%, top5-acc=99.68%, remaining_time=0:00:01.327386, arrival_time=2021-04-14 23:29:16.235255, cost_time=0:00:42.033798 2021-04-14 23:29:16,086 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.44ms, fps=1154 images/s, loss=0.3246, top1-acc=88.91%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:16.086509, cost_time=0:00:43.212532 2021-04-14 23:29:16,909 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.22ms, fps=3118 images/s, loss=0.5677, top1-acc=80.62%, top5-acc=98.98%, remaining_time=0:00:02.463000, arrival_time=2021-04-14 23:29:19.372318, cost_time=0:00:00.820999 2021-04-14 23:29:17,601 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.45ms, fps=3703 images/s, loss=0.5632, top1-acc=81.09%, top5-acc=99.02%, remaining_time=0:00:01.512980, arrival_time=2021-04-14 23:29:19.114260, cost_time=0:00:01.512982 2021-04-14 23:29:18,292 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.38ms, fps=3709 images/s, loss=0.5631, top1-acc=81.00%, top5-acc=99.06%, remaining_time=0:00:00.734600, arrival_time=2021-04-14 23:29:19.026639, cost_time=0:00:02.203802 2021-04-14 23:29:18,923 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.09ms, fps=3676 images/s, loss=0.5562, top1-acc=81.34%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:18.923578, cost_time=0:00:02.835298 2021-04-14 23:29:19,074 INFO : Epoch=0064 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:44:52.369800, arrival_time=2021-04-15 01:14:11.444351, cost_time=0:49:21.115182 2021-04-14 23:29:19,075 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 23:29:21,477 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.49ms, fps=1066 images/s, loss=0.3126, top1-acc=89.22%, top5-acc=99.65%, remaining_time=0:00:44.664924, arrival_time=2021-04-14 23:30:06.142419, cost_time=0:00:02.401345 2021-04-14 23:29:23,682 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.3079, top1-acc=89.02%, top5-acc=99.67%, remaining_time=0:00:40.532096, arrival_time=2021-04-14 23:30:04.214131, cost_time=0:00:04.605910 2021-04-14 23:29:25,883 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.3177, top1-acc=88.92%, top5-acc=99.66%, remaining_time=0:00:37.663906, arrival_time=2021-04-14 23:30:03.546852, cost_time=0:00:06.806720 2021-04-14 23:29:28,078 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.65ms, fps=1166 images/s, loss=0.3120, top1-acc=89.18%, top5-acc=99.66%, remaining_time=0:00:35.109360, arrival_time=2021-04-14 23:30:03.187988, cost_time=0:00:09.002404 2021-04-14 23:29:30,278 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.3129, top1-acc=89.30%, top5-acc=99.68%, remaining_time=0:00:32.711592, arrival_time=2021-04-14 23:30:02.990218, cost_time=0:00:11.202579 2021-04-14 23:29:32,474 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.3168, top1-acc=89.11%, top5-acc=99.69%, remaining_time=0:00:30.370432, arrival_time=2021-04-14 23:30:02.845300, cost_time=0:00:13.398746 2021-04-14 23:29:34,680 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.3200, top1-acc=88.93%, top5-acc=99.70%, remaining_time=0:00:28.087794, arrival_time=2021-04-14 23:30:02.768217, cost_time=0:00:15.604307 2021-04-14 23:29:36,885 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.3239, top1-acc=88.75%, top5-acc=99.70%, remaining_time=0:00:25.822992, arrival_time=2021-04-14 23:30:02.708016, cost_time=0:00:17.808938 2021-04-14 23:29:39,096 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.94ms, fps=1158 images/s, loss=0.3249, top1-acc=88.73%, top5-acc=99.69%, remaining_time=0:00:23.579806, arrival_time=2021-04-14 23:30:02.676561, cost_time=0:00:20.020547 2021-04-14 23:29:41,313 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.38ms, fps=1155 images/s, loss=0.3243, top1-acc=88.77%, top5-acc=99.68%, remaining_time=0:00:21.347616, arrival_time=2021-04-14 23:30:02.660982, cost_time=0:00:22.237124 2021-04-14 23:29:43,528 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.54ms, fps=1156 images/s, loss=0.3236, top1-acc=88.84%, top5-acc=99.69%, remaining_time=0:00:19.117284, arrival_time=2021-04-14 23:30:02.645784, cost_time=0:00:24.452374 2021-04-14 23:29:45,726 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=2.15ms, fps=1165 images/s, loss=0.3227, top1-acc=88.83%, top5-acc=99.69%, remaining_time=0:00:16.878688, arrival_time=2021-04-14 23:30:02.605417, cost_time=0:00:26.650567 2021-04-14 23:29:47,922 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.3259, top1-acc=88.73%, top5-acc=99.67%, remaining_time=0:00:14.644806, arrival_time=2021-04-14 23:30:02.566801, cost_time=0:00:28.845869 2021-04-14 23:29:50,115 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.3259, top1-acc=88.72%, top5-acc=99.68%, remaining_time=0:00:12.415872, arrival_time=2021-04-14 23:30:02.531704, cost_time=0:00:31.039718 2021-04-14 23:29:52,311 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3257, top1-acc=88.73%, top5-acc=99.69%, remaining_time=0:00:10.192036, arrival_time=2021-04-14 23:30:02.503123, cost_time=0:00:33.234957 2021-04-14 23:29:54,509 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3271, top1-acc=88.68%, top5-acc=99.69%, remaining_time=0:00:07.972416, arrival_time=2021-04-14 23:30:02.481501, cost_time=0:00:35.432963 2021-04-14 23:29:56,707 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.3262, top1-acc=88.74%, top5-acc=99.68%, remaining_time=0:00:05.755386, arrival_time=2021-04-14 23:30:02.462857, cost_time=0:00:37.631316 2021-04-14 23:29:58,912 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.3256, top1-acc=88.76%, top5-acc=99.69%, remaining_time=0:00:03.541056, arrival_time=2021-04-14 23:30:02.453930, cost_time=0:00:39.836839 2021-04-14 23:30:01,135 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=2.04ms, fps=1152 images/s, loss=0.3267, top1-acc=88.74%, top5-acc=99.69%, remaining_time=0:00:01.328196, arrival_time=2021-04-14 23:30:02.463908, cost_time=0:00:42.059594 2021-04-14 23:30:02,312 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.42ms, fps=1156 images/s, loss=0.3264, top1-acc=88.72%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:02.312855, cost_time=0:00:43.236795 2021-04-14 23:30:03,169 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.27ms, fps=2996 images/s, loss=0.6282, top1-acc=79.69%, top5-acc=98.59%, remaining_time=0:00:02.563140, arrival_time=2021-04-14 23:30:05.732187, cost_time=0:00:00.854379 2021-04-14 23:30:03,859 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.99ms, fps=3712 images/s, loss=0.6113, top1-acc=79.75%, top5-acc=98.63%, remaining_time=0:00:01.544320, arrival_time=2021-04-14 23:30:05.403375, cost_time=0:00:01.544310 2021-04-14 23:30:04,546 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.38ms, fps=3729 images/s, loss=0.6096, top1-acc=79.75%, top5-acc=98.55%, remaining_time=0:00:00.743790, arrival_time=2021-04-14 23:30:05.289866, cost_time=0:00:02.231364 2021-04-14 23:30:05,175 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.09ms, fps=3690 images/s, loss=0.6180, top1-acc=79.69%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:05.175200, cost_time=0:00:02.860566 2021-04-14 23:30:05,326 INFO : Epoch=0065 complete, best val top1-acc=85.06%, top5-acc=99.32% (epoch=59), remaining_time=1:44:06.070515, arrival_time=2021-04-15 01:14:11.397134, cost_time=0:50:07.367265 2021-04-14 23:30:05,327 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 23:30:07,726 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=2.42ms, fps=1067 images/s, loss=0.2952, top1-acc=89.96%, top5-acc=99.65%, remaining_time=0:00:44.616192, arrival_time=2021-04-14 23:30:52.343031, cost_time=0:00:02.398724 2021-04-14 23:30:09,935 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=0.2976, top1-acc=89.88%, top5-acc=99.77%, remaining_time=0:00:40.543888, arrival_time=2021-04-14 23:30:50.479256, cost_time=0:00:04.607256 2021-04-14 23:30:12,135 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=2.27ms, fps=1164 images/s, loss=0.3035, top1-acc=89.62%, top5-acc=99.74%, remaining_time=0:00:37.669716, arrival_time=2021-04-14 23:30:49.805595, cost_time=0:00:06.807771 2021-04-14 23:30:14,348 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=3.00ms, fps=1157 images/s, loss=0.3108, top1-acc=89.37%, top5-acc=99.74%, remaining_time=0:00:35.180652, arrival_time=2021-04-14 23:30:49.529424, cost_time=0:00:09.020673 2021-04-14 23:30:16,542 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.3113, top1-acc=89.36%, top5-acc=99.75%, remaining_time=0:00:32.746048, arrival_time=2021-04-14 23:30:49.288780, cost_time=0:00:11.214414 2021-04-14 23:30:18,757 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.48ms, fps=1156 images/s, loss=0.3136, top1-acc=89.28%, top5-acc=99.71%, remaining_time=0:00:30.439520, arrival_time=2021-04-14 23:30:49.196778, cost_time=0:00:13.429186 2021-04-14 23:30:20,964 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.66ms, fps=1160 images/s, loss=0.3178, top1-acc=89.14%, top5-acc=99.70%, remaining_time=0:00:28.144998, arrival_time=2021-04-14 23:30:49.109254, cost_time=0:00:15.636138 2021-04-14 23:30:23,166 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.74ms, fps=1163 images/s, loss=0.3187, top1-acc=89.14%, top5-acc=99.70%, remaining_time=0:00:25.864868, arrival_time=2021-04-14 23:30:49.030922, cost_time=0:00:17.837844 2021-04-14 23:30:25,365 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3163, top1-acc=89.24%, top5-acc=99.70%, remaining_time=0:00:23.599204, arrival_time=2021-04-14 23:30:48.964271, cost_time=0:00:20.037030 2021-04-14 23:30:27,578 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.97ms, fps=1157 images/s, loss=0.3192, top1-acc=89.15%, top5-acc=99.70%, remaining_time=0:00:21.360096, arrival_time=2021-04-14 23:30:48.938286, cost_time=0:00:22.250081 2021-04-14 23:30:29,790 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.44ms, fps=1158 images/s, loss=0.3212, top1-acc=89.08%, top5-acc=99.69%, remaining_time=0:00:19.124852, arrival_time=2021-04-14 23:30:48.915024, cost_time=0:00:24.462057 2021-04-14 23:30:31,989 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.3194, top1-acc=89.13%, top5-acc=99.71%, remaining_time=0:00:16.885680, arrival_time=2021-04-14 23:30:48.875384, cost_time=0:00:26.661590 2021-04-14 23:30:34,193 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.3210, top1-acc=89.12%, top5-acc=99.68%, remaining_time=0:00:14.654838, arrival_time=2021-04-14 23:30:48.848551, cost_time=0:00:28.865605 2021-04-14 23:30:36,395 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.3216, top1-acc=89.06%, top5-acc=99.69%, remaining_time=0:00:12.426960, arrival_time=2021-04-14 23:30:48.822700, cost_time=0:00:31.067393 2021-04-14 23:30:38,616 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.63ms, fps=1153 images/s, loss=0.3204, top1-acc=89.10%, top5-acc=99.69%, remaining_time=0:00:10.208412, arrival_time=2021-04-14 23:30:48.824868, cost_time=0:00:33.288348 2021-04-14 23:30:40,825 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=2.01ms, fps=1159 images/s, loss=0.3198, top1-acc=89.13%, top5-acc=99.70%, remaining_time=0:00:07.986924, arrival_time=2021-04-14 23:30:48.812544, cost_time=0:00:35.497488 2021-04-14 23:30:43,034 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.3195, top1-acc=89.15%, top5-acc=99.69%, remaining_time=0:00:05.766774, arrival_time=2021-04-14 23:30:48.800726, cost_time=0:00:37.705846 2021-04-14 23:30:45,230 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.3200, top1-acc=89.12%, top5-acc=99.68%, remaining_time=0:00:03.546848, arrival_time=2021-04-14 23:30:48.776922, cost_time=0:00:39.901969 2021-04-14 23:30:47,427 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.25ms, fps=1166 images/s, loss=0.3211, top1-acc=89.07%, top5-acc=99.68%, remaining_time=0:00:01.329444, arrival_time=2021-04-14 23:30:48.756560, cost_time=0:00:42.098976 2021-04-14 23:30:48,608 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.61ms, fps=1152 images/s, loss=0.3209, top1-acc=89.06%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:48.608586, cost_time=0:00:43.280568 2021-04-14 23:30:49,443 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.21ms, fps=3072 images/s, loss=0.4388, top1-acc=85.23%, top5-acc=99.22%, remaining_time=0:00:02.499630, arrival_time=2021-04-14 23:30:51.943175, cost_time=0:00:00.833211 2021-04-14 23:30:50,134 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.56ms, fps=3708 images/s, loss=0.4431, top1-acc=85.25%, top5-acc=99.28%, remaining_time=0:00:01.523920, arrival_time=2021-04-14 23:30:51.658246, cost_time=0:00:01.523926 2021-04-14 23:30:50,823 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.79ms, fps=3719 images/s, loss=0.4423, top1-acc=85.12%, top5-acc=99.28%, remaining_time=0:00:00.737580, arrival_time=2021-04-14 23:30:51.560645, cost_time=0:00:02.212726 2021-04-14 23:30:51,451 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=3697 images/s, loss=0.4334, top1-acc=85.30%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:51.451020, cost_time=0:00:02.840726 2021-04-14 23:30:51,699 INFO : Epoch=0066 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:43:20.016788, arrival_time=2021-04-15 01:14:11.715768, cost_time=0:50:53.739602 2021-04-14 23:30:51,700 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 23:30:54,073 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=2.25ms, fps=1079 images/s, loss=0.3304, top1-acc=88.36%, top5-acc=99.84%, remaining_time=0:00:44.131476, arrival_time=2021-04-14 23:31:38.204644, cost_time=0:00:02.372660 2021-04-14 23:30:56,273 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.3316, top1-acc=88.42%, top5-acc=99.79%, remaining_time=0:00:40.242224, arrival_time=2021-04-14 23:31:36.515718, cost_time=0:00:04.572975 2021-04-14 23:30:58,475 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=2.11ms, fps=1163 images/s, loss=0.3200, top1-acc=88.87%, top5-acc=99.79%, remaining_time=0:00:37.486784, arrival_time=2021-04-14 23:31:35.962067, cost_time=0:00:06.774734 2021-04-14 23:31:00,694 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.45ms, fps=1154 images/s, loss=0.3090, top1-acc=89.27%, top5-acc=99.82%, remaining_time=0:00:35.075352, arrival_time=2021-04-14 23:31:35.769585, cost_time=0:00:08.993676 2021-04-14 23:31:02,892 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.74ms, fps=1165 images/s, loss=0.3119, top1-acc=89.21%, top5-acc=99.77%, remaining_time=0:00:32.679764, arrival_time=2021-04-14 23:31:35.571964, cost_time=0:00:11.191686 2021-04-14 23:31:05,091 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3107, top1-acc=89.24%, top5-acc=99.76%, remaining_time=0:00:30.352888, arrival_time=2021-04-14 23:31:35.444353, cost_time=0:00:13.390952 2021-04-14 23:31:07,293 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.3092, top1-acc=89.30%, top5-acc=99.77%, remaining_time=0:00:28.067382, arrival_time=2021-04-14 23:31:35.360918, cost_time=0:00:15.593011 2021-04-14 23:31:09,498 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.3132, top1-acc=89.08%, top5-acc=99.76%, remaining_time=0:00:25.807100, arrival_time=2021-04-14 23:31:35.305587, cost_time=0:00:17.797962 2021-04-14 23:31:11,709 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.54ms, fps=1158 images/s, loss=0.3125, top1-acc=89.06%, top5-acc=99.77%, remaining_time=0:00:23.566450, arrival_time=2021-04-14 23:31:35.276180, cost_time=0:00:20.009219 2021-04-14 23:31:13,908 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.77ms, fps=1165 images/s, loss=0.3118, top1-acc=89.09%, top5-acc=99.76%, remaining_time=0:00:21.319488, arrival_time=2021-04-14 23:31:35.227793, cost_time=0:00:22.207786 2021-04-14 23:31:16,103 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.3111, top1-acc=89.15%, top5-acc=99.76%, remaining_time=0:00:19.078670, arrival_time=2021-04-14 23:31:35.182091, cost_time=0:00:24.402995 2021-04-14 23:31:18,307 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.3110, top1-acc=89.19%, top5-acc=99.75%, remaining_time=0:00:16.851100, arrival_time=2021-04-14 23:31:35.158567, cost_time=0:00:26.606945 2021-04-14 23:31:20,504 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.3127, top1-acc=89.18%, top5-acc=99.73%, remaining_time=0:00:14.623818, arrival_time=2021-04-14 23:31:35.128765, cost_time=0:00:28.804526 2021-04-14 23:31:22,714 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=2.13ms, fps=1159 images/s, loss=0.3128, top1-acc=89.18%, top5-acc=99.73%, remaining_time=0:00:12.405680, arrival_time=2021-04-14 23:31:35.120388, cost_time=0:00:31.014192 2021-04-14 23:31:24,926 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=0.3147, top1-acc=89.12%, top5-acc=99.74%, remaining_time=0:00:10.189322, arrival_time=2021-04-14 23:31:35.115845, cost_time=0:00:33.226056 2021-04-14 23:31:27,129 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.3156, top1-acc=89.07%, top5-acc=99.73%, remaining_time=0:00:07.971444, arrival_time=2021-04-14 23:31:35.100570, cost_time=0:00:35.428612 2021-04-14 23:31:29,323 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.3162, top1-acc=89.03%, top5-acc=99.74%, remaining_time=0:00:05.754112, arrival_time=2021-04-14 23:31:35.077609, cost_time=0:00:37.622970 2021-04-14 23:31:31,520 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3169, top1-acc=89.01%, top5-acc=99.73%, remaining_time=0:00:03.539552, arrival_time=2021-04-14 23:31:35.059918, cost_time=0:00:39.819940 2021-04-14 23:31:33,735 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.3172, top1-acc=88.98%, top5-acc=99.73%, remaining_time=0:00:01.327434, arrival_time=2021-04-14 23:31:35.063305, cost_time=0:00:42.035368 2021-04-14 23:31:34,912 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.27ms, fps=1156 images/s, loss=0.3182, top1-acc=88.95%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:34.912486, cost_time=0:00:43.212055 2021-04-14 23:31:35,723 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.21ms, fps=3163 images/s, loss=0.4650, top1-acc=84.06%, top5-acc=99.22%, remaining_time=0:00:02.427990, arrival_time=2021-04-14 23:31:38.151695, cost_time=0:00:00.809332 2021-04-14 23:31:36,415 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.51ms, fps=3705 images/s, loss=0.4519, top1-acc=84.94%, top5-acc=99.34%, remaining_time=0:00:01.500740, arrival_time=2021-04-14 23:31:37.915835, cost_time=0:00:01.500734 2021-04-14 23:31:37,103 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.36ms, fps=3722 images/s, loss=0.4515, top1-acc=84.90%, top5-acc=99.44%, remaining_time=0:00:00.729610, arrival_time=2021-04-14 23:31:37.832803, cost_time=0:00:02.188835 2021-04-14 23:31:37,734 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.07ms, fps=3674 images/s, loss=0.4547, top1-acc=84.57%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:37.734918, cost_time=0:00:02.820588 2021-04-14 23:31:37,896 INFO : Epoch=0067 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:42:33.605696, arrival_time=2021-04-15 01:14:11.501765, cost_time=0:51:39.936698 2021-04-14 23:31:37,897 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 23:31:40,287 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.40ms, fps=1071 images/s, loss=0.3201, top1-acc=88.67%, top5-acc=99.77%, remaining_time=0:00:44.448792, arrival_time=2021-04-14 23:32:24.736026, cost_time=0:00:02.389720 2021-04-14 23:31:42,481 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2992, top1-acc=89.47%, top5-acc=99.75%, remaining_time=0:00:40.333392, arrival_time=2021-04-14 23:32:22.814355, cost_time=0:00:04.583332 2021-04-14 23:31:44,681 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.74ms, fps=1164 images/s, loss=0.2995, top1-acc=89.64%, top5-acc=99.74%, remaining_time=0:00:37.536418, arrival_time=2021-04-14 23:32:22.217625, cost_time=0:00:06.783685 2021-04-14 23:31:46,878 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.3036, top1-acc=89.57%, top5-acc=99.75%, remaining_time=0:00:35.024184, arrival_time=2021-04-14 23:32:21.902315, cost_time=0:00:08.980571 2021-04-14 23:31:49,076 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.3109, top1-acc=89.36%, top5-acc=99.69%, remaining_time=0:00:32.641220, arrival_time=2021-04-14 23:32:21.717358, cost_time=0:00:11.178513 2021-04-14 23:31:51,287 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=3.38ms, fps=1158 images/s, loss=0.3093, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:30.350576, arrival_time=2021-04-14 23:32:21.638025, cost_time=0:00:13.389954 2021-04-14 23:31:53,489 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.3097, top1-acc=89.31%, top5-acc=99.70%, remaining_time=0:00:28.065996, arrival_time=2021-04-14 23:32:21.555709, cost_time=0:00:15.592188 2021-04-14 23:31:55,685 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.3118, top1-acc=89.17%, top5-acc=99.71%, remaining_time=0:00:25.791904, arrival_time=2021-04-14 23:32:21.477076, cost_time=0:00:17.787558 2021-04-14 23:31:57,879 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.3123, top1-acc=89.11%, top5-acc=99.71%, remaining_time=0:00:23.534862, arrival_time=2021-04-14 23:32:21.414726, cost_time=0:00:19.982417 2021-04-14 23:32:00,080 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.24ms, fps=1164 images/s, loss=0.3159, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:21.295680, arrival_time=2021-04-14 23:32:21.376232, cost_time=0:00:22.182995 2021-04-14 23:32:02,280 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.3149, top1-acc=89.04%, top5-acc=99.69%, remaining_time=0:00:19.063190, arrival_time=2021-04-14 23:32:21.343864, cost_time=0:00:24.383132 2021-04-14 23:32:04,474 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.3127, top1-acc=89.15%, top5-acc=99.69%, remaining_time=0:00:16.832404, arrival_time=2021-04-14 23:32:21.307306, cost_time=0:00:26.577427 2021-04-14 23:32:06,680 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.3119, top1-acc=89.19%, top5-acc=99.71%, remaining_time=0:00:14.613060, arrival_time=2021-04-14 23:32:21.293815, cost_time=0:00:28.783323 2021-04-14 23:32:08,890 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.60ms, fps=1159 images/s, loss=0.3125, top1-acc=89.13%, top5-acc=99.70%, remaining_time=0:00:12.397056, arrival_time=2021-04-14 23:32:21.287176, cost_time=0:00:30.992596 2021-04-14 23:32:11,093 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.3147, top1-acc=89.05%, top5-acc=99.69%, remaining_time=0:00:10.179938, arrival_time=2021-04-14 23:32:21.272970, cost_time=0:00:33.195509 2021-04-14 23:32:13,294 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3148, top1-acc=89.04%, top5-acc=99.70%, remaining_time=0:00:07.964280, arrival_time=2021-04-14 23:32:21.258719, cost_time=0:00:35.396780 2021-04-14 23:32:15,502 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.35ms, fps=1160 images/s, loss=0.3153, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:05.751330, arrival_time=2021-04-14 23:32:21.253580, cost_time=0:00:37.604790 2021-04-14 23:32:17,700 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.3177, top1-acc=88.92%, top5-acc=99.68%, remaining_time=0:00:03.538032, arrival_time=2021-04-14 23:32:21.238407, cost_time=0:00:39.802865 2021-04-14 23:32:19,900 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.3177, top1-acc=88.94%, top5-acc=99.68%, remaining_time=0:00:01.326396, arrival_time=2021-04-14 23:32:21.226556, cost_time=0:00:42.002633 2021-04-14 23:32:21,080 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.39ms, fps=1153 images/s, loss=0.3171, top1-acc=88.98%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:21.080022, cost_time=0:00:43.182584 2021-04-14 23:32:21,943 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.24ms, fps=2971 images/s, loss=0.5742, top1-acc=80.35%, top5-acc=99.22%, remaining_time=0:00:02.585100, arrival_time=2021-04-14 23:32:24.528700, cost_time=0:00:00.861696 2021-04-14 23:32:22,636 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.55ms, fps=3695 images/s, loss=0.5762, top1-acc=80.98%, top5-acc=99.16%, remaining_time=0:00:01.554980, arrival_time=2021-04-14 23:32:24.191845, cost_time=0:00:01.554976 2021-04-14 23:32:23,329 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.49ms, fps=3698 images/s, loss=0.5672, top1-acc=81.24%, top5-acc=99.04%, remaining_time=0:00:00.749240, arrival_time=2021-04-14 23:32:24.078791, cost_time=0:00:02.247718 2021-04-14 23:32:23,961 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=3675 images/s, loss=0.5713, top1-acc=81.19%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:23.961111, cost_time=0:00:02.879304 2021-04-14 23:32:24,154 INFO : Epoch=0068 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:41:47.320824, arrival_time=2021-04-15 01:14:11.475741, cost_time=0:52:26.195546 2021-04-14 23:32:24,156 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 23:32:26,566 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.96ms, fps=1062 images/s, loss=0.3368, top1-acc=88.52%, top5-acc=99.73%, remaining_time=0:00:44.827116, arrival_time=2021-04-14 23:33:11.393623, cost_time=0:00:02.410064 2021-04-14 23:32:28,761 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.3192, top1-acc=89.04%, top5-acc=99.71%, remaining_time=0:00:40.523296, arrival_time=2021-04-14 23:33:09.284639, cost_time=0:00:04.604922 2021-04-14 23:32:30,954 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.32ms, fps=1168 images/s, loss=0.3090, top1-acc=89.39%, top5-acc=99.70%, remaining_time=0:00:37.615102, arrival_time=2021-04-14 23:33:08.569589, cost_time=0:00:06.797904 2021-04-14 23:32:33,155 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.87ms, fps=1164 images/s, loss=0.3043, top1-acc=89.52%, top5-acc=99.72%, remaining_time=0:00:35.095008, arrival_time=2021-04-14 23:33:08.250110, cost_time=0:00:08.998714 2021-04-14 23:32:35,348 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.3053, top1-acc=89.55%, top5-acc=99.72%, remaining_time=0:00:32.681370, arrival_time=2021-04-14 23:33:08.030004, cost_time=0:00:11.192262 2021-04-14 23:32:37,561 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.97ms, fps=1157 images/s, loss=0.3051, top1-acc=89.58%, top5-acc=99.74%, remaining_time=0:00:30.384848, arrival_time=2021-04-14 23:33:07.946404, cost_time=0:00:13.405066 2021-04-14 23:32:39,761 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3012, top1-acc=89.77%, top5-acc=99.72%, remaining_time=0:00:28.089306, arrival_time=2021-04-14 23:33:07.850825, cost_time=0:00:15.605150 2021-04-14 23:32:41,953 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.3042, top1-acc=89.65%, top5-acc=99.70%, remaining_time=0:00:25.805244, arrival_time=2021-04-14 23:33:07.758294, cost_time=0:00:17.796688 2021-04-14 23:32:44,156 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.16ms, fps=1162 images/s, loss=0.3056, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:23.555532, arrival_time=2021-04-14 23:33:07.712025, cost_time=0:00:19.999986 2021-04-14 23:32:46,362 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.36ms, fps=1161 images/s, loss=0.3048, top1-acc=89.52%, top5-acc=99.71%, remaining_time=0:00:21.317664, arrival_time=2021-04-14 23:33:07.679912, cost_time=0:00:22.205878 2021-04-14 23:32:48,573 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.64ms, fps=1158 images/s, loss=0.3080, top1-acc=89.45%, top5-acc=99.72%, remaining_time=0:00:19.089506, arrival_time=2021-04-14 23:33:07.662648, cost_time=0:00:24.416775 2021-04-14 23:32:50,771 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.3100, top1-acc=89.39%, top5-acc=99.70%, remaining_time=0:00:16.856344, arrival_time=2021-04-14 23:33:07.628055, cost_time=0:00:26.615292 2021-04-14 23:32:52,974 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.3102, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:14.630484, arrival_time=2021-04-14 23:33:07.604622, cost_time=0:00:28.817674 2021-04-14 23:32:55,172 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3107, top1-acc=89.39%, top5-acc=99.71%, remaining_time=0:00:12.406520, arrival_time=2021-04-14 23:33:07.579230, cost_time=0:00:31.016334 2021-04-14 23:32:57,370 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=2.14ms, fps=1165 images/s, loss=0.3112, top1-acc=89.35%, top5-acc=99.71%, remaining_time=0:00:10.185780, arrival_time=2021-04-14 23:33:07.556582, cost_time=0:00:33.214434 2021-04-14 23:32:59,576 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=0.3104, top1-acc=89.39%, top5-acc=99.71%, remaining_time=0:00:07.969464, arrival_time=2021-04-14 23:33:07.545652, cost_time=0:00:35.419810 2021-04-14 23:33:01,782 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.3088, top1-acc=89.40%, top5-acc=99.70%, remaining_time=0:00:05.754580, arrival_time=2021-04-14 23:33:07.537180, cost_time=0:00:37.626157 2021-04-14 23:33:03,980 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.3094, top1-acc=89.39%, top5-acc=99.70%, remaining_time=0:00:03.539936, arrival_time=2021-04-14 23:33:07.520686, cost_time=0:00:39.824365 2021-04-14 23:33:06,191 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.64ms, fps=1158 images/s, loss=0.3102, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:01.327416, arrival_time=2021-04-14 23:33:07.518709, cost_time=0:00:42.034891 2021-04-14 23:33:07,373 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.36ms, fps=1151 images/s, loss=0.3100, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:07.373100, cost_time=0:00:43.216737 2021-04-14 23:33:08,245 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.26ms, fps=2943 images/s, loss=0.4587, top1-acc=85.00%, top5-acc=99.53%, remaining_time=0:00:02.609130, arrival_time=2021-04-14 23:33:10.854173, cost_time=0:00:00.869706 2021-04-14 23:33:08,934 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.70ms, fps=3716 images/s, loss=0.4590, top1-acc=85.20%, top5-acc=99.41%, remaining_time=0:00:01.558980, arrival_time=2021-04-14 23:33:10.493283, cost_time=0:00:01.558985 2021-04-14 23:33:09,621 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.37ms, fps=3728 images/s, loss=0.4552, top1-acc=85.35%, top5-acc=99.37%, remaining_time=0:00:00.748680, arrival_time=2021-04-14 23:33:10.370036, cost_time=0:00:02.246048 2021-04-14 23:33:10,252 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.09ms, fps=3680 images/s, loss=0.4584, top1-acc=85.12%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:10.252040, cost_time=0:00:02.876743 2021-04-14 23:33:10,427 INFO : Epoch=0069 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:41:01.061757, arrival_time=2021-04-15 01:14:11.488775, cost_time=0:53:12.467656 2021-04-14 23:33:10,428 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 23:33:12,818 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.44ms, fps=1071 images/s, loss=0.3492, top1-acc=88.63%, top5-acc=99.61%, remaining_time=0:00:44.446002, arrival_time=2021-04-14 23:33:57.264348, cost_time=0:00:02.389573 2021-04-14 23:33:15,017 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.3350, top1-acc=88.81%, top5-acc=99.71%, remaining_time=0:00:40.376864, arrival_time=2021-04-14 23:33:55.393914, cost_time=0:00:04.588281 2021-04-14 23:33:17,219 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.3215, top1-acc=89.26%, top5-acc=99.71%, remaining_time=0:00:37.573270, arrival_time=2021-04-14 23:33:54.792392, cost_time=0:00:06.790345 2021-04-14 23:33:19,418 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.3182, top1-acc=89.35%, top5-acc=99.69%, remaining_time=0:00:35.060532, arrival_time=2021-04-14 23:33:54.479173, cost_time=0:00:08.989869 2021-04-14 23:33:21,615 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.3161, top1-acc=89.42%, top5-acc=99.67%, remaining_time=0:00:32.665602, arrival_time=2021-04-14 23:33:54.281247, cost_time=0:00:11.186873 2021-04-14 23:33:23,811 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3116, top1-acc=89.58%, top5-acc=99.65%, remaining_time=0:00:30.333984, arrival_time=2021-04-14 23:33:54.145550, cost_time=0:00:13.382660 2021-04-14 23:33:26,012 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3097, top1-acc=89.64%, top5-acc=99.68%, remaining_time=0:00:28.051254, arrival_time=2021-04-14 23:33:54.064016, cost_time=0:00:15.584059 2021-04-14 23:33:28,215 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.3099, top1-acc=89.65%, top5-acc=99.68%, remaining_time=0:00:25.791092, arrival_time=2021-04-14 23:33:54.006912, cost_time=0:00:17.786972 2021-04-14 23:33:30,416 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.3079, top1-acc=89.60%, top5-acc=99.68%, remaining_time=0:00:23.541328, arrival_time=2021-04-14 23:33:53.957949, cost_time=0:00:19.987879 2021-04-14 23:33:32,625 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.3085, top1-acc=89.56%, top5-acc=99.67%, remaining_time=0:00:21.308640, arrival_time=2021-04-14 23:33:53.933886, cost_time=0:00:22.196474 2021-04-14 23:33:34,831 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.3070, top1-acc=89.66%, top5-acc=99.66%, remaining_time=0:00:19.078326, arrival_time=2021-04-14 23:33:53.909478, cost_time=0:00:24.402470 2021-04-14 23:33:37,026 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.3061, top1-acc=89.67%, top5-acc=99.66%, remaining_time=0:00:16.845096, arrival_time=2021-04-14 23:33:53.871355, cost_time=0:00:26.597504 2021-04-14 23:33:39,228 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.3084, top1-acc=89.61%, top5-acc=99.66%, remaining_time=0:00:14.621376, arrival_time=2021-04-14 23:33:53.849809, cost_time=0:00:28.799738 2021-04-14 23:33:41,439 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=2.15ms, fps=1158 images/s, loss=0.3089, top1-acc=89.56%, top5-acc=99.67%, remaining_time=0:00:12.404168, arrival_time=2021-04-14 23:33:53.843413, cost_time=0:00:31.010441 2021-04-14 23:33:43,643 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.3098, top1-acc=89.54%, top5-acc=99.68%, remaining_time=0:00:10.185826, arrival_time=2021-04-14 23:33:53.829407, cost_time=0:00:33.214684 2021-04-14 23:33:45,841 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3101, top1-acc=89.53%, top5-acc=99.68%, remaining_time=0:00:07.967880, arrival_time=2021-04-14 23:33:53.809382, cost_time=0:00:35.412733 2021-04-14 23:33:48,047 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.3116, top1-acc=89.48%, top5-acc=99.67%, remaining_time=0:00:05.753436, arrival_time=2021-04-14 23:33:53.800901, cost_time=0:00:37.618678 2021-04-14 23:33:50,255 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.3110, top1-acc=89.49%, top5-acc=99.67%, remaining_time=0:00:03.540176, arrival_time=2021-04-14 23:33:53.796000, cost_time=0:00:39.827046 2021-04-14 23:33:52,455 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.3119, top1-acc=89.42%, top5-acc=99.68%, remaining_time=0:00:01.327146, arrival_time=2021-04-14 23:33:53.782169, cost_time=0:00:42.026260 2021-04-14 23:33:53,638 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.58ms, fps=1150 images/s, loss=0.3108, top1-acc=89.47%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:53.638457, cost_time=0:00:43.209740 2021-04-14 23:33:54,448 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=2.52ms, fps=3167 images/s, loss=0.4546, top1-acc=84.30%, top5-acc=99.45%, remaining_time=0:00:02.424870, arrival_time=2021-04-14 23:33:56.873506, cost_time=0:00:00.808287 2021-04-14 23:33:55,140 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.57ms, fps=3705 images/s, loss=0.4607, top1-acc=84.82%, top5-acc=99.39%, remaining_time=0:00:01.499620, arrival_time=2021-04-14 23:33:56.639671, cost_time=0:00:01.499619 2021-04-14 23:33:55,832 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.50ms, fps=3701 images/s, loss=0.4731, top1-acc=84.30%, top5-acc=99.35%, remaining_time=0:00:00.730610, arrival_time=2021-04-14 23:33:56.562801, cost_time=0:00:02.191828 2021-04-14 23:33:56,469 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.11ms, fps=3645 images/s, loss=0.4730, top1-acc=84.25%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:56.469088, cost_time=0:00:02.828725 2021-04-14 23:33:56,647 INFO : Epoch=0070 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:40:14.707270, arrival_time=2021-04-15 01:14:11.355203, cost_time=0:53:58.688559 2021-04-14 23:33:56,649 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 23:33:59,037 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.58ms, fps=1072 images/s, loss=0.3290, top1-acc=89.14%, top5-acc=99.69%, remaining_time=0:00:44.408058, arrival_time=2021-04-14 23:34:43.445133, cost_time=0:00:02.387533 2021-04-14 23:34:01,236 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3119, top1-acc=89.65%, top5-acc=99.67%, remaining_time=0:00:40.361728, arrival_time=2021-04-14 23:34:41.597811, cost_time=0:00:04.586555 2021-04-14 23:34:03,433 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3069, top1-acc=89.56%, top5-acc=99.70%, remaining_time=0:00:37.538742, arrival_time=2021-04-14 23:34:40.972495, cost_time=0:00:06.784123 2021-04-14 23:34:05,630 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.00ms, fps=1166 images/s, loss=0.3018, top1-acc=89.70%, top5-acc=99.69%, remaining_time=0:00:35.027148, arrival_time=2021-04-14 23:34:40.657997, cost_time=0:00:08.981326 2021-04-14 23:34:07,836 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.2979, top1-acc=89.73%, top5-acc=99.70%, remaining_time=0:00:32.665602, arrival_time=2021-04-14 23:34:40.501890, cost_time=0:00:11.186834 2021-04-14 23:34:10,033 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.2982, top1-acc=89.74%, top5-acc=99.69%, remaining_time=0:00:30.336568, arrival_time=2021-04-14 23:34:40.369868, cost_time=0:00:13.383776 2021-04-14 23:34:12,235 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.3006, top1-acc=89.57%, top5-acc=99.70%, remaining_time=0:00:28.054530, arrival_time=2021-04-14 23:34:40.289942, cost_time=0:00:15.585874 2021-04-14 23:34:14,436 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.2998, top1-acc=89.58%, top5-acc=99.71%, remaining_time=0:00:25.791324, arrival_time=2021-04-14 23:34:40.227874, cost_time=0:00:17.787113 2021-04-14 23:34:16,636 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.09ms, fps=1164 images/s, loss=0.3011, top1-acc=89.57%, top5-acc=99.70%, remaining_time=0:00:23.540586, arrival_time=2021-04-14 23:34:40.177404, cost_time=0:00:19.987295 2021-04-14 23:34:18,836 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3005, top1-acc=89.58%, top5-acc=99.70%, remaining_time=0:00:21.299232, arrival_time=2021-04-14 23:34:40.135385, cost_time=0:00:22.186687 2021-04-14 23:34:21,039 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.75ms, fps=1162 images/s, loss=0.3016, top1-acc=89.53%, top5-acc=99.68%, remaining_time=0:00:19.068092, arrival_time=2021-04-14 23:34:40.107010, cost_time=0:00:24.389391 2021-04-14 23:34:23,236 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.63ms, fps=1165 images/s, loss=0.3018, top1-acc=89.51%, top5-acc=99.67%, remaining_time=0:00:16.838104, arrival_time=2021-04-14 23:34:40.074160, cost_time=0:00:26.586528 2021-04-14 23:34:25,442 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.3018, top1-acc=89.51%, top5-acc=99.68%, remaining_time=0:00:14.618010, arrival_time=2021-04-14 23:34:40.060648, cost_time=0:00:28.793054 2021-04-14 23:34:27,642 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.3032, top1-acc=89.49%, top5-acc=99.67%, remaining_time=0:00:12.397112, arrival_time=2021-04-14 23:34:40.039378, cost_time=0:00:30.992726 2021-04-14 23:34:29,856 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.3037, top1-acc=89.49%, top5-acc=99.67%, remaining_time=0:00:10.183388, arrival_time=2021-04-14 23:34:40.039619, cost_time=0:00:33.206711 2021-04-14 23:34:32,051 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.3053, top1-acc=89.42%, top5-acc=99.68%, remaining_time=0:00:07.965360, arrival_time=2021-04-14 23:34:40.016499, cost_time=0:00:35.401621 2021-04-14 23:34:34,250 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3063, top1-acc=89.42%, top5-acc=99.67%, remaining_time=0:00:05.750680, arrival_time=2021-04-14 23:34:40.000794, cost_time=0:00:37.600583 2021-04-14 23:34:36,449 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3078, top1-acc=89.34%, top5-acc=99.67%, remaining_time=0:00:03.537744, arrival_time=2021-04-14 23:34:39.987041, cost_time=0:00:39.799643 2021-04-14 23:34:38,645 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.21ms, fps=1166 images/s, loss=0.3089, top1-acc=89.30%, top5-acc=99.67%, remaining_time=0:00:01.326198, arrival_time=2021-04-14 23:34:39.971919, cost_time=0:00:41.996220 2021-04-14 23:34:39,825 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.24ms, fps=1153 images/s, loss=0.3096, top1-acc=89.27%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:39.825335, cost_time=0:00:43.175898 2021-04-14 23:34:40,660 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.22ms, fps=3073 images/s, loss=0.7164, top1-acc=77.46%, top5-acc=98.36%, remaining_time=0:00:02.499000, arrival_time=2021-04-14 23:34:43.159433, cost_time=0:00:00.833005 2021-04-14 23:34:41,347 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.49ms, fps=3729 images/s, loss=0.6904, top1-acc=77.83%, top5-acc=98.61%, remaining_time=0:00:01.520000, arrival_time=2021-04-14 23:34:42.867397, cost_time=0:00:01.519996 2021-04-14 23:34:42,034 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.43ms, fps=3726 images/s, loss=0.6902, top1-acc=77.72%, top5-acc=98.58%, remaining_time=0:00:00.735860, arrival_time=2021-04-14 23:34:42.770785, cost_time=0:00:02.207580 2021-04-14 23:34:42,666 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.07ms, fps=3676 images/s, loss=0.6968, top1-acc=77.55%, top5-acc=98.50%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:42.666409, cost_time=0:00:02.839084 2021-04-14 23:34:42,836 INFO : Epoch=0071 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:39:28.298520, arrival_time=2021-04-15 01:14:11.135395, cost_time=0:54:44.877505 2021-04-14 23:34:42,838 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 23:34:45,208 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.47ms, fps=1080 images/s, loss=0.3114, top1-acc=89.18%, top5-acc=99.69%, remaining_time=0:00:44.083488, arrival_time=2021-04-14 23:35:29.292075, cost_time=0:00:02.370075 2021-04-14 23:34:47,407 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.3187, top1-acc=88.93%, top5-acc=99.63%, remaining_time=0:00:40.206320, arrival_time=2021-04-14 23:35:27.613800, cost_time=0:00:04.568902 2021-04-14 23:34:49,615 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.3110, top1-acc=89.32%, top5-acc=99.67%, remaining_time=0:00:37.497740, arrival_time=2021-04-14 23:35:27.112931, cost_time=0:00:06.776691 2021-04-14 23:34:51,818 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.3062, top1-acc=89.47%, top5-acc=99.69%, remaining_time=0:00:35.019660, arrival_time=2021-04-14 23:35:26.837629, cost_time=0:00:08.979382 2021-04-14 23:34:54,019 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3060, top1-acc=89.43%, top5-acc=99.71%, remaining_time=0:00:32.648082, arrival_time=2021-04-14 23:35:26.667512, cost_time=0:00:11.180871 2021-04-14 23:34:56,217 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3018, top1-acc=89.69%, top5-acc=99.71%, remaining_time=0:00:30.324736, arrival_time=2021-04-14 23:35:26.541767, cost_time=0:00:13.378531 2021-04-14 23:34:58,426 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.86ms, fps=1159 images/s, loss=0.3043, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:28.057932, arrival_time=2021-04-14 23:35:26.484279, cost_time=0:00:15.587758 2021-04-14 23:35:00,630 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.93ms, fps=1162 images/s, loss=0.3065, top1-acc=89.51%, top5-acc=99.68%, remaining_time=0:00:25.797936, arrival_time=2021-04-14 23:35:26.428145, cost_time=0:00:17.791693 2021-04-14 23:35:02,822 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.30ms, fps=1168 images/s, loss=0.3080, top1-acc=89.53%, top5-acc=99.67%, remaining_time=0:00:23.536240, arrival_time=2021-04-14 23:35:26.358406, cost_time=0:00:19.983593 2021-04-14 23:35:05,026 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.3095, top1-acc=89.47%, top5-acc=99.67%, remaining_time=0:00:21.300288, arrival_time=2021-04-14 23:35:26.326599, cost_time=0:00:22.187773 2021-04-14 23:35:07,243 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.53ms, fps=1155 images/s, loss=0.3085, top1-acc=89.52%, top5-acc=99.68%, remaining_time=0:00:19.080304, arrival_time=2021-04-14 23:35:26.323963, cost_time=0:00:24.405076 2021-04-14 23:35:09,443 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.86ms, fps=1164 images/s, loss=0.3099, top1-acc=89.45%, top5-acc=99.67%, remaining_time=0:00:16.849428, arrival_time=2021-04-14 23:35:26.292520, cost_time=0:00:26.604400 2021-04-14 23:35:11,648 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=3.71ms, fps=1161 images/s, loss=0.3123, top1-acc=89.38%, top5-acc=99.66%, remaining_time=0:00:14.626590, arrival_time=2021-04-14 23:35:26.275075, cost_time=0:00:28.809891 2021-04-14 23:35:13,853 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.3122, top1-acc=89.44%, top5-acc=99.65%, remaining_time=0:00:12.405736, arrival_time=2021-04-14 23:35:26.258738, cost_time=0:00:31.014404 2021-04-14 23:35:16,054 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3128, top1-acc=89.43%, top5-acc=99.64%, remaining_time=0:00:10.186056, arrival_time=2021-04-14 23:35:26.240113, cost_time=0:00:33.215468 2021-04-14 23:35:18,253 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.73ms, fps=1164 images/s, loss=0.3124, top1-acc=89.44%, top5-acc=99.64%, remaining_time=0:00:07.968348, arrival_time=2021-04-14 23:35:26.221874, cost_time=0:00:35.414932 2021-04-14 23:35:20,447 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.3101, top1-acc=89.49%, top5-acc=99.65%, remaining_time=0:00:05.751902, arrival_time=2021-04-14 23:35:26.199146, cost_time=0:00:37.608556 2021-04-14 23:35:22,651 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.3096, top1-acc=89.51%, top5-acc=99.65%, remaining_time=0:00:03.538928, arrival_time=2021-04-14 23:35:26.190354, cost_time=0:00:39.812920 2021-04-14 23:35:24,857 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.3103, top1-acc=89.47%, top5-acc=99.66%, remaining_time=0:00:01.326912, arrival_time=2021-04-14 23:35:26.184527, cost_time=0:00:42.018975 2021-04-14 23:35:26,034 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.3115, top1-acc=89.42%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:26.034731, cost_time=0:00:43.196241 2021-04-14 23:35:26,850 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.40ms, fps=3144 images/s, loss=0.4918, top1-acc=83.95%, top5-acc=99.14%, remaining_time=0:00:02.442780, arrival_time=2021-04-14 23:35:29.293473, cost_time=0:00:00.814264 2021-04-14 23:35:27,540 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.31ms, fps=3716 images/s, loss=0.5004, top1-acc=83.48%, top5-acc=99.18%, remaining_time=0:00:01.503540, arrival_time=2021-04-14 23:35:29.043509, cost_time=0:00:01.503541 2021-04-14 23:35:28,228 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.32ms, fps=3723 images/s, loss=0.4912, top1-acc=83.68%, top5-acc=99.21%, remaining_time=0:00:00.730470, arrival_time=2021-04-14 23:35:28.958383, cost_time=0:00:02.191417 2021-04-14 23:35:28,856 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.11ms, fps=3692 images/s, loss=0.4921, top1-acc=83.43%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:28.856820, cost_time=0:00:02.820413 2021-04-14 23:35:29,093 INFO : Epoch=0072 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:38:42.016512, arrival_time=2021-04-15 01:14:11.110206, cost_time=0:55:31.134299 2021-04-14 23:35:29,096 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 23:35:31,506 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.37ms, fps=1062 images/s, loss=0.2923, top1-acc=89.84%, top5-acc=99.80%, remaining_time=0:00:44.838090, arrival_time=2021-04-14 23:36:16.344909, cost_time=0:00:02.410649 2021-04-14 23:35:33,704 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.98ms, fps=1165 images/s, loss=0.2937, top1-acc=90.02%, top5-acc=99.77%, remaining_time=0:00:40.549520, arrival_time=2021-04-14 23:36:14.253615, cost_time=0:00:04.607896 2021-04-14 23:35:35,910 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=0.2915, top1-acc=89.92%, top5-acc=99.78%, remaining_time=0:00:37.707564, arrival_time=2021-04-14 23:36:13.618318, cost_time=0:00:06.814623 2021-04-14 23:35:38,119 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.2983, top1-acc=89.52%, top5-acc=99.78%, remaining_time=0:00:35.192508, arrival_time=2021-04-14 23:36:13.312343, cost_time=0:00:09.023715 2021-04-14 23:35:40,332 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.36ms, fps=1157 images/s, loss=0.3024, top1-acc=89.39%, top5-acc=99.73%, remaining_time=0:00:32.809558, arrival_time=2021-04-14 23:36:13.141915, cost_time=0:00:11.236168 2021-04-14 23:35:42,533 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.3068, top1-acc=89.34%, top5-acc=99.75%, remaining_time=0:00:30.458968, arrival_time=2021-04-14 23:36:12.992857, cost_time=0:00:13.437753 2021-04-14 23:35:44,729 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.3055, top1-acc=89.44%, top5-acc=99.75%, remaining_time=0:00:28.140714, arrival_time=2021-04-14 23:36:12.870562, cost_time=0:00:15.633735 2021-04-14 23:35:46,924 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=2.12ms, fps=1167 images/s, loss=0.3064, top1-acc=89.31%, top5-acc=99.76%, remaining_time=0:00:25.851180, arrival_time=2021-04-14 23:36:12.775744, cost_time=0:00:17.828370 2021-04-14 23:35:49,129 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.74ms, fps=1161 images/s, loss=0.3081, top1-acc=89.25%, top5-acc=99.75%, remaining_time=0:00:23.594752, arrival_time=2021-04-14 23:36:12.724180, cost_time=0:00:20.033308 2021-04-14 23:35:51,327 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.3084, top1-acc=89.28%, top5-acc=99.75%, remaining_time=0:00:21.341856, arrival_time=2021-04-14 23:36:12.669035, cost_time=0:00:22.231071 2021-04-14 23:35:53,520 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.3097, top1-acc=89.27%, top5-acc=99.74%, remaining_time=0:00:19.095612, arrival_time=2021-04-14 23:36:12.616416, cost_time=0:00:24.424654 2021-04-14 23:35:55,726 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.3107, top1-acc=89.23%, top5-acc=99.75%, remaining_time=0:00:16.865388, arrival_time=2021-04-14 23:36:12.591289, cost_time=0:00:26.629609 2021-04-14 23:35:57,928 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.3096, top1-acc=89.29%, top5-acc=99.76%, remaining_time=0:00:14.638140, arrival_time=2021-04-14 23:36:12.566984, cost_time=0:00:28.832723 2021-04-14 23:36:00,126 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.3105, top1-acc=89.24%, top5-acc=99.73%, remaining_time=0:00:12.411952, arrival_time=2021-04-14 23:36:12.538008, cost_time=0:00:31.029942 2021-04-14 23:36:02,324 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.3085, top1-acc=89.30%, top5-acc=99.73%, remaining_time=0:00:10.190012, arrival_time=2021-04-14 23:36:12.514417, cost_time=0:00:33.228286 2021-04-14 23:36:04,517 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.51ms, fps=1168 images/s, loss=0.3073, top1-acc=89.37%, top5-acc=99.72%, remaining_time=0:00:07.969680, arrival_time=2021-04-14 23:36:12.486653, cost_time=0:00:35.420863 2021-04-14 23:36:06,715 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.71ms, fps=1165 images/s, loss=0.3065, top1-acc=89.37%, top5-acc=99.72%, remaining_time=0:00:05.753566, arrival_time=2021-04-14 23:36:12.469314, cost_time=0:00:37.619549 2021-04-14 23:36:08,918 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.3068, top1-acc=89.38%, top5-acc=99.72%, remaining_time=0:00:03.539728, arrival_time=2021-04-14 23:36:12.457873, cost_time=0:00:39.822018 2021-04-14 23:36:11,114 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.31ms, fps=1166 images/s, loss=0.3058, top1-acc=89.40%, top5-acc=99.72%, remaining_time=0:00:01.326882, arrival_time=2021-04-14 23:36:12.440893, cost_time=0:00:42.017863 2021-04-14 23:36:12,290 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.27ms, fps=1156 images/s, loss=0.3072, top1-acc=89.36%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:12.290640, cost_time=0:00:43.194490 2021-04-14 23:36:13,157 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.30ms, fps=2960 images/s, loss=0.5705, top1-acc=81.41%, top5-acc=99.02%, remaining_time=0:00:02.594640, arrival_time=2021-04-14 23:36:15.752497, cost_time=0:00:00.864885 2021-04-14 23:36:13,848 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.62ms, fps=3711 images/s, loss=0.5947, top1-acc=81.09%, top5-acc=98.85%, remaining_time=0:00:01.554980, arrival_time=2021-04-14 23:36:15.402999, cost_time=0:00:01.554989 2021-04-14 23:36:14,545 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.52ms, fps=3671 images/s, loss=0.5893, top1-acc=81.11%, top5-acc=98.89%, remaining_time=0:00:00.750980, arrival_time=2021-04-14 23:36:15.296884, cost_time=0:00:02.252935 2021-04-14 23:36:15,177 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=3673 images/s, loss=0.5838, top1-acc=81.22%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:15.177830, cost_time=0:00:02.884883 2021-04-14 23:36:15,370 INFO : Epoch=0073 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:37:55.770443, arrival_time=2021-04-15 01:14:11.141191, cost_time=0:56:17.411376 2021-04-14 23:36:15,372 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 23:36:17,770 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.37ms, fps=1068 images/s, loss=0.3095, top1-acc=90.04%, top5-acc=99.57%, remaining_time=0:00:44.601870, arrival_time=2021-04-14 23:37:02.372068, cost_time=0:00:02.397952 2021-04-14 23:36:19,968 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.3010, top1-acc=89.86%, top5-acc=99.69%, remaining_time=0:00:40.445152, arrival_time=2021-04-14 23:37:00.413414, cost_time=0:00:04.596037 2021-04-14 23:36:22,167 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3020, top1-acc=89.71%, top5-acc=99.74%, remaining_time=0:00:37.600992, arrival_time=2021-04-14 23:36:59.768602, cost_time=0:00:06.795362 2021-04-14 23:36:24,365 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.78ms, fps=1165 images/s, loss=0.3078, top1-acc=89.58%, top5-acc=99.77%, remaining_time=0:00:35.071452, arrival_time=2021-04-14 23:36:59.436350, cost_time=0:00:08.992674 2021-04-14 23:36:26,563 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.3071, top1-acc=89.59%, top5-acc=99.78%, remaining_time=0:00:32.679618, arrival_time=2021-04-14 23:36:59.243465, cost_time=0:00:11.191628 2021-04-14 23:36:28,758 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.3060, top1-acc=89.57%, top5-acc=99.77%, remaining_time=0:00:30.343096, arrival_time=2021-04-14 23:36:59.101954, cost_time=0:00:13.386660 2021-04-14 23:36:30,964 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.3059, top1-acc=89.53%, top5-acc=99.75%, remaining_time=0:00:28.066248, arrival_time=2021-04-14 23:36:59.030833, cost_time=0:00:15.592351 2021-04-14 23:36:33,158 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.07ms, fps=1167 images/s, loss=0.3056, top1-acc=89.58%, top5-acc=99.73%, remaining_time=0:00:25.789468, arrival_time=2021-04-14 23:36:58.947542, cost_time=0:00:17.785820 2021-04-14 23:36:35,360 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3075, top1-acc=89.51%, top5-acc=99.73%, remaining_time=0:00:23.541540, arrival_time=2021-04-14 23:36:58.901857, cost_time=0:00:19.988111 2021-04-14 23:36:37,562 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.3097, top1-acc=89.45%, top5-acc=99.74%, remaining_time=0:00:21.302208, arrival_time=2021-04-14 23:36:58.864205, cost_time=0:00:22.189788 2021-04-14 23:36:39,792 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.27ms, fps=1148 images/s, loss=0.3101, top1-acc=89.41%, top5-acc=99.72%, remaining_time=0:00:19.092172, arrival_time=2021-04-14 23:36:58.884616, cost_time=0:00:24.420189 2021-04-14 23:36:42,007 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.55ms, fps=1156 images/s, loss=0.3114, top1-acc=89.44%, top5-acc=99.72%, remaining_time=0:00:16.869112, arrival_time=2021-04-14 23:36:58.876794, cost_time=0:00:26.635459 2021-04-14 23:36:44,219 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.57ms, fps=1158 images/s, loss=0.3127, top1-acc=89.34%, top5-acc=99.71%, remaining_time=0:00:14.644080, arrival_time=2021-04-14 23:36:58.863080, cost_time=0:00:28.844432 2021-04-14 23:36:46,428 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.79ms, fps=1159 images/s, loss=0.3123, top1-acc=89.34%, top5-acc=99.72%, remaining_time=0:00:12.422648, arrival_time=2021-04-14 23:36:58.851463, cost_time=0:00:31.056594 2021-04-14 23:36:48,629 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.3132, top1-acc=89.30%, top5-acc=99.70%, remaining_time=0:00:10.198936, arrival_time=2021-04-14 23:36:58.828658, cost_time=0:00:33.257370 2021-04-14 23:36:50,831 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.75ms, fps=1163 images/s, loss=0.3127, top1-acc=89.29%, top5-acc=99.70%, remaining_time=0:00:07.978212, arrival_time=2021-04-14 23:36:58.809166, cost_time=0:00:35.458703 2021-04-14 23:36:53,028 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.3132, top1-acc=89.27%, top5-acc=99.69%, remaining_time=0:00:05.759208, arrival_time=2021-04-14 23:36:58.787816, cost_time=0:00:37.656376 2021-04-14 23:36:55,223 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.61ms, fps=1167 images/s, loss=0.3134, top1-acc=89.26%, top5-acc=99.70%, remaining_time=0:00:03.542320, arrival_time=2021-04-14 23:36:58.765705, cost_time=0:00:39.851154 2021-04-14 23:36:57,428 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=4.84ms, fps=1162 images/s, loss=0.3129, top1-acc=89.26%, top5-acc=99.69%, remaining_time=0:00:01.328070, arrival_time=2021-04-14 23:36:58.756023, cost_time=0:00:42.055601 2021-04-14 23:36:58,614 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.26ms, fps=1147 images/s, loss=0.3120, top1-acc=89.29%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:58.614549, cost_time=0:00:43.242403 2021-04-14 23:36:59,440 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.95ms, fps=3106 images/s, loss=0.4438, top1-acc=84.30%, top5-acc=99.30%, remaining_time=0:00:02.472180, arrival_time=2021-04-14 23:37:01.912811, cost_time=0:00:00.824065 2021-04-14 23:37:00,131 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.79ms, fps=3708 images/s, loss=0.4596, top1-acc=84.24%, top5-acc=99.39%, remaining_time=0:00:01.514980, arrival_time=2021-04-14 23:37:01.646504, cost_time=0:00:01.514986 2021-04-14 23:37:00,830 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.36ms, fps=3665 images/s, loss=0.4438, top1-acc=84.91%, top5-acc=99.43%, remaining_time=0:00:00.738000, arrival_time=2021-04-14 23:37:01.568572, cost_time=0:00:02.214003 2021-04-14 23:37:01,465 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.09ms, fps=3659 images/s, loss=0.4584, top1-acc=84.58%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:01.465088, cost_time=0:00:02.848638 2021-04-14 23:37:01,665 INFO : Epoch=0074 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:37:09.552666, arrival_time=2021-04-15 01:14:11.217677, cost_time=0:57:03.705565 2021-04-14 23:37:01,668 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 23:37:04,055 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.61ms, fps=1072 images/s, loss=0.2955, top1-acc=89.41%, top5-acc=99.57%, remaining_time=0:00:44.399316, arrival_time=2021-04-14 23:37:48.454595, cost_time=0:00:02.387062 2021-04-14 23:37:06,251 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.2927, top1-acc=89.67%, top5-acc=99.65%, remaining_time=0:00:40.330576, arrival_time=2021-04-14 23:37:46.581792, cost_time=0:00:04.583027 2021-04-14 23:37:08,460 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=2.15ms, fps=1159 images/s, loss=0.2877, top1-acc=89.88%, top5-acc=99.71%, remaining_time=0:00:37.583894, arrival_time=2021-04-14 23:37:46.044431, cost_time=0:00:06.792271 2021-04-14 23:37:10,671 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.48ms, fps=1158 images/s, loss=0.2829, top1-acc=90.14%, top5-acc=99.74%, remaining_time=0:00:35.111700, arrival_time=2021-04-14 23:37:45.782996, cost_time=0:00:09.002998 2021-04-14 23:37:12,867 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.2817, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:32.702102, arrival_time=2021-04-14 23:37:45.569570, cost_time=0:00:11.199362 2021-04-14 23:37:15,062 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.2904, top1-acc=89.89%, top5-acc=99.73%, remaining_time=0:00:30.360368, arrival_time=2021-04-14 23:37:45.422846, cost_time=0:00:13.394287 2021-04-14 23:37:17,270 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.92ms, fps=1160 images/s, loss=0.2931, top1-acc=89.83%, top5-acc=99.71%, remaining_time=0:00:28.083384, arrival_time=2021-04-14 23:37:45.353588, cost_time=0:00:15.601899 2021-04-14 23:37:19,475 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.86ms, fps=1161 images/s, loss=0.2963, top1-acc=89.83%, top5-acc=99.72%, remaining_time=0:00:25.820904, arrival_time=2021-04-14 23:37:45.296568, cost_time=0:00:17.807495 2021-04-14 23:37:21,689 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=2.45ms, fps=1157 images/s, loss=0.2945, top1-acc=89.90%, top5-acc=99.73%, remaining_time=0:00:23.580124, arrival_time=2021-04-14 23:37:45.269243, cost_time=0:00:20.020850 2021-04-14 23:37:23,901 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.36ms, fps=1158 images/s, loss=0.2958, top1-acc=89.90%, top5-acc=99.73%, remaining_time=0:00:21.343776, arrival_time=2021-04-14 23:37:45.244946, cost_time=0:00:22.233066 2021-04-14 23:37:26,096 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.2955, top1-acc=89.86%, top5-acc=99.72%, remaining_time=0:00:19.098622, arrival_time=2021-04-14 23:37:45.195222, cost_time=0:00:24.428417 2021-04-14 23:37:28,292 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.2987, top1-acc=89.76%, top5-acc=99.73%, remaining_time=0:00:16.862044, arrival_time=2021-04-14 23:37:45.154419, cost_time=0:00:26.624250 2021-04-14 23:37:30,494 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.3015, top1-acc=89.63%, top5-acc=99.72%, remaining_time=0:00:14.634642, arrival_time=2021-04-14 23:37:45.128670, cost_time=0:00:28.825871 2021-04-14 23:37:32,696 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.3016, top1-acc=89.58%, top5-acc=99.71%, remaining_time=0:00:12.411224, arrival_time=2021-04-14 23:37:45.107489, cost_time=0:00:31.028083 2021-04-14 23:37:34,904 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=2.15ms, fps=1160 images/s, loss=0.3031, top1-acc=89.54%, top5-acc=99.71%, remaining_time=0:00:10.192312, arrival_time=2021-04-14 23:37:45.096264, cost_time=0:00:33.235770 2021-04-14 23:37:37,117 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.3034, top1-acc=89.59%, top5-acc=99.71%, remaining_time=0:00:07.976088, arrival_time=2021-04-14 23:37:45.093641, cost_time=0:00:35.449309 2021-04-14 23:37:39,318 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=2.38ms, fps=1163 images/s, loss=0.3032, top1-acc=89.63%, top5-acc=99.70%, remaining_time=0:00:05.758350, arrival_time=2021-04-14 23:37:45.077224, cost_time=0:00:37.650685 2021-04-14 23:37:41,515 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.3039, top1-acc=89.60%, top5-acc=99.69%, remaining_time=0:00:03.541968, arrival_time=2021-04-14 23:37:45.057290, cost_time=0:00:39.847097 2021-04-14 23:37:43,711 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.3040, top1-acc=89.59%, top5-acc=99.70%, remaining_time=0:00:01.327674, arrival_time=2021-04-14 23:37:45.038901, cost_time=0:00:42.043046 2021-04-14 23:37:44,890 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.45ms, fps=1154 images/s, loss=0.3044, top1-acc=89.58%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:44.890251, cost_time=0:00:43.222145 2021-04-14 23:37:45,718 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.68ms, fps=3097 images/s, loss=0.4626, top1-acc=84.14%, top5-acc=99.34%, remaining_time=0:00:02.479770, arrival_time=2021-04-14 23:37:48.198538, cost_time=0:00:00.826594 2021-04-14 23:37:46,411 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.86ms, fps=3698 images/s, loss=0.4487, top1-acc=84.79%, top5-acc=99.39%, remaining_time=0:00:01.519500, arrival_time=2021-04-14 23:37:47.931107, cost_time=0:00:01.519501 2021-04-14 23:37:47,100 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.56ms, fps=3720 images/s, loss=0.4531, top1-acc=84.54%, top5-acc=99.39%, remaining_time=0:00:00.736020, arrival_time=2021-04-14 23:37:47.836178, cost_time=0:00:02.208064 2021-04-14 23:37:47,734 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.10ms, fps=3660 images/s, loss=0.4574, top1-acc=84.42%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:47.734391, cost_time=0:00:02.842334 2021-04-14 23:37:47,927 INFO : Epoch=0075 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:36:23.280875, arrival_time=2021-04-15 01:14:11.208736, cost_time=0:57:49.968489 2021-04-14 23:37:47,929 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 23:37:50,320 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.51ms, fps=1071 images/s, loss=0.3014, top1-acc=90.35%, top5-acc=99.77%, remaining_time=0:00:44.477808, arrival_time=2021-04-14 23:38:34.798494, cost_time=0:00:02.391276 2021-04-14 23:37:52,515 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.2972, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:40.359792, arrival_time=2021-04-14 23:38:32.875661, cost_time=0:00:04.586342 2021-04-14 23:37:54,718 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.75ms, fps=1162 images/s, loss=0.2952, top1-acc=90.12%, top5-acc=99.77%, remaining_time=0:00:37.568788, arrival_time=2021-04-14 23:38:32.287696, cost_time=0:00:06.789526 2021-04-14 23:37:56,918 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.11ms, fps=1164 images/s, loss=0.2918, top1-acc=90.15%, top5-acc=99.79%, remaining_time=0:00:35.055384, arrival_time=2021-04-14 23:38:31.973465, cost_time=0:00:08.988565 2021-04-14 23:37:59,115 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.2998, top1-acc=89.84%, top5-acc=99.73%, remaining_time=0:00:32.662828, arrival_time=2021-04-14 23:38:31.778103, cost_time=0:00:11.185916 2021-04-14 23:38:01,328 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.38ms, fps=1157 images/s, loss=0.2953, top1-acc=90.01%, top5-acc=99.74%, remaining_time=0:00:30.371792, arrival_time=2021-04-14 23:38:31.700605, cost_time=0:00:13.399329 2021-04-14 23:38:03,525 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.2979, top1-acc=89.85%, top5-acc=99.75%, remaining_time=0:00:28.072044, arrival_time=2021-04-14 23:38:31.597047, cost_time=0:00:15.595579 2021-04-14 23:38:05,735 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.48ms, fps=1158 images/s, loss=0.2983, top1-acc=89.80%, top5-acc=99.77%, remaining_time=0:00:25.818932, arrival_time=2021-04-14 23:38:31.554580, cost_time=0:00:17.806126 2021-04-14 23:38:07,932 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.18ms, fps=1166 images/s, loss=0.2986, top1-acc=89.82%, top5-acc=99.77%, remaining_time=0:00:23.559560, arrival_time=2021-04-14 23:38:31.492419, cost_time=0:00:20.003435 2021-04-14 23:38:10,134 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.88ms, fps=1163 images/s, loss=0.3008, top1-acc=89.72%, top5-acc=99.76%, remaining_time=0:00:21.316704, arrival_time=2021-04-14 23:38:31.451103, cost_time=0:00:22.204870 2021-04-14 23:38:12,348 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.62ms, fps=1157 images/s, loss=0.2983, top1-acc=89.83%, top5-acc=99.78%, remaining_time=0:00:19.091054, arrival_time=2021-04-14 23:38:31.439227, cost_time=0:00:24.418766 2021-04-14 23:38:14,554 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.98ms, fps=1161 images/s, loss=0.3003, top1-acc=89.76%, top5-acc=99.77%, remaining_time=0:00:16.862196, arrival_time=2021-04-14 23:38:31.416136, cost_time=0:00:26.624489 2021-04-14 23:38:16,758 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.3011, top1-acc=89.72%, top5-acc=99.76%, remaining_time=0:00:14.636226, arrival_time=2021-04-14 23:38:31.394529, cost_time=0:00:28.828887 2021-04-14 23:38:18,964 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=0.3003, top1-acc=89.73%, top5-acc=99.77%, remaining_time=0:00:12.413800, arrival_time=2021-04-14 23:38:31.377780, cost_time=0:00:31.034565 2021-04-14 23:38:21,161 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.3024, top1-acc=89.68%, top5-acc=99.76%, remaining_time=0:00:10.191208, arrival_time=2021-04-14 23:38:31.352853, cost_time=0:00:33.232225 2021-04-14 23:38:23,356 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.3041, top1-acc=89.61%, top5-acc=99.76%, remaining_time=0:00:07.971084, arrival_time=2021-04-14 23:38:31.327575, cost_time=0:00:35.427069 2021-04-14 23:38:25,562 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.3048, top1-acc=89.61%, top5-acc=99.76%, remaining_time=0:00:05.755542, arrival_time=2021-04-14 23:38:31.317507, cost_time=0:00:37.632447 2021-04-14 23:38:27,764 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.3046, top1-acc=89.62%, top5-acc=99.75%, remaining_time=0:00:03.540928, arrival_time=2021-04-14 23:38:31.305662, cost_time=0:00:39.835389 2021-04-14 23:38:29,962 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.3043, top1-acc=89.61%, top5-acc=99.75%, remaining_time=0:00:01.327374, arrival_time=2021-04-14 23:38:31.290250, cost_time=0:00:42.033469 2021-04-14 23:38:31,145 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.49ms, fps=1151 images/s, loss=0.3034, top1-acc=89.65%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:31.145208, cost_time=0:00:43.215889 2021-04-14 23:38:31,955 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=2.37ms, fps=3168 images/s, loss=0.4695, top1-acc=83.52%, top5-acc=99.57%, remaining_time=0:00:02.424330, arrival_time=2021-04-14 23:38:34.379367, cost_time=0:00:00.808112 2021-04-14 23:38:32,639 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.53ms, fps=3742 images/s, loss=0.4621, top1-acc=83.34%, top5-acc=99.57%, remaining_time=0:00:01.492500, arrival_time=2021-04-14 23:38:34.131956, cost_time=0:00:01.492497 2021-04-14 23:38:33,328 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.37ms, fps=3718 images/s, loss=0.4671, top1-acc=83.49%, top5-acc=99.49%, remaining_time=0:00:00.727180, arrival_time=2021-04-14 23:38:34.055724, cost_time=0:00:02.181538 2021-04-14 23:38:33,956 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.10ms, fps=3696 images/s, loss=0.4707, top1-acc=83.70%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:33.956699, cost_time=0:00:02.809789 2021-04-14 23:38:34,098 INFO : Epoch=0076 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:35:36.859008, arrival_time=2021-04-15 01:14:10.957741, cost_time=0:58:36.139362 2021-04-14 23:38:34,100 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 23:38:36,495 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=2.09ms, fps=1069 images/s, loss=0.2911, top1-acc=90.43%, top5-acc=99.61%, remaining_time=0:00:44.557602, arrival_time=2021-04-14 23:39:21.053469, cost_time=0:00:02.395573 2021-04-14 23:38:38,690 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2941, top1-acc=90.14%, top5-acc=99.67%, remaining_time=0:00:40.390416, arrival_time=2021-04-14 23:39:19.080490, cost_time=0:00:04.589814 2021-04-14 23:38:40,895 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=2.07ms, fps=1161 images/s, loss=0.2904, top1-acc=90.09%, top5-acc=99.69%, remaining_time=0:00:37.598502, arrival_time=2021-04-14 23:39:18.493719, cost_time=0:00:06.794909 2021-04-14 23:38:43,101 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=0.2851, top1-acc=90.27%, top5-acc=99.72%, remaining_time=0:00:35.103588, arrival_time=2021-04-14 23:39:18.204784, cost_time=0:00:09.000936 2021-04-14 23:38:45,295 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.2869, top1-acc=90.20%, top5-acc=99.71%, remaining_time=0:00:32.688962, arrival_time=2021-04-14 23:39:17.984059, cost_time=0:00:11.194843 2021-04-14 23:38:47,495 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.2878, top1-acc=90.21%, top5-acc=99.75%, remaining_time=0:00:30.362000, arrival_time=2021-04-14 23:39:17.857191, cost_time=0:00:13.394995 2021-04-14 23:38:49,699 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.2900, top1-acc=90.13%, top5-acc=99.75%, remaining_time=0:00:28.079100, arrival_time=2021-04-14 23:39:17.778868, cost_time=0:00:15.599493 2021-04-14 23:38:51,903 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.2904, top1-acc=90.05%, top5-acc=99.77%, remaining_time=0:00:25.815104, arrival_time=2021-04-14 23:39:17.718919, cost_time=0:00:17.803553 2021-04-14 23:38:54,105 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.2931, top1-acc=89.96%, top5-acc=99.76%, remaining_time=0:00:23.562104, arrival_time=2021-04-14 23:39:17.667874, cost_time=0:00:20.005571 2021-04-14 23:38:56,311 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.2916, top1-acc=90.00%, top5-acc=99.76%, remaining_time=0:00:21.322272, arrival_time=2021-04-14 23:39:17.633276, cost_time=0:00:22.210741 2021-04-14 23:38:58,507 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.2925, top1-acc=89.97%, top5-acc=99.77%, remaining_time=0:00:19.081938, arrival_time=2021-04-14 23:39:17.589222, cost_time=0:00:24.407093 2021-04-14 23:39:00,706 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.78ms, fps=1164 images/s, loss=0.2920, top1-acc=90.02%, top5-acc=99.78%, remaining_time=0:00:16.850720, arrival_time=2021-04-14 23:39:17.557534, cost_time=0:00:26.606419 2021-04-14 23:39:02,904 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.2926, top1-acc=90.00%, top5-acc=99.77%, remaining_time=0:00:14.623818, arrival_time=2021-04-14 23:39:17.528494, cost_time=0:00:28.804475 2021-04-14 23:39:05,108 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.62ms, fps=1162 images/s, loss=0.2930, top1-acc=89.97%, top5-acc=99.77%, remaining_time=0:00:12.403104, arrival_time=2021-04-14 23:39:17.511114, cost_time=0:00:31.007823 2021-04-14 23:39:07,307 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.2928, top1-acc=89.95%, top5-acc=99.77%, remaining_time=0:00:10.183664, arrival_time=2021-04-14 23:39:17.491558, cost_time=0:00:33.207632 2021-04-14 23:39:09,503 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.61ms, fps=1166 images/s, loss=0.2941, top1-acc=89.92%, top5-acc=99.76%, remaining_time=0:00:07.965792, arrival_time=2021-04-14 23:39:17.469437, cost_time=0:00:35.403444 2021-04-14 23:39:11,696 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.2962, top1-acc=89.83%, top5-acc=99.76%, remaining_time=0:00:05.749952, arrival_time=2021-04-14 23:39:17.446060, cost_time=0:00:37.595918 2021-04-14 23:39:13,889 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.2954, top1-acc=89.89%, top5-acc=99.76%, remaining_time=0:00:03.536800, arrival_time=2021-04-14 23:39:17.426226, cost_time=0:00:39.789055 2021-04-14 23:39:16,085 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.24ms, fps=1166 images/s, loss=0.2968, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:01.325850, arrival_time=2021-04-14 23:39:17.411256, cost_time=0:00:41.985212 2021-04-14 23:39:17,262 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.21ms, fps=1156 images/s, loss=0.2974, top1-acc=89.85%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:17.262100, cost_time=0:00:43.161924 2021-04-14 23:39:18,122 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.32ms, fps=2981 images/s, loss=0.4437, top1-acc=85.12%, top5-acc=99.34%, remaining_time=0:00:02.576520, arrival_time=2021-04-14 23:39:20.699330, cost_time=0:00:00.858839 2021-04-14 23:39:18,812 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.49ms, fps=3716 images/s, loss=0.4642, top1-acc=84.39%, top5-acc=99.26%, remaining_time=0:00:01.548140, arrival_time=2021-04-14 23:39:20.360311, cost_time=0:00:01.548149 2021-04-14 23:39:19,502 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.62ms, fps=3713 images/s, loss=0.4553, top1-acc=84.54%, top5-acc=99.34%, remaining_time=0:00:00.746020, arrival_time=2021-04-14 23:39:20.248048, cost_time=0:00:02.238052 2021-04-14 23:39:20,130 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=3692 images/s, loss=0.4435, top1-acc=84.63%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:20.130738, cost_time=0:00:02.866797 2021-04-14 23:39:20,315 INFO : Epoch=0077 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:34:50.517387, arrival_time=2021-04-15 01:14:10.833190, cost_time=0:59:22.356437 2021-04-14 23:39:20,317 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 23:39:22,679 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.46ms, fps=1084 images/s, loss=0.3099, top1-acc=89.41%, top5-acc=99.65%, remaining_time=0:00:43.941012, arrival_time=2021-04-14 23:40:06.620687, cost_time=0:00:02.362420 2021-04-14 23:39:24,875 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.3006, top1-acc=89.79%, top5-acc=99.65%, remaining_time=0:00:40.107408, arrival_time=2021-04-14 23:40:04.982334, cost_time=0:00:04.557659 2021-04-14 23:39:27,066 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.76ms, fps=1168 images/s, loss=0.3026, top1-acc=89.61%, top5-acc=99.67%, remaining_time=0:00:37.348340, arrival_time=2021-04-14 23:40:04.415245, cost_time=0:00:06.749705 2021-04-14 23:39:29,262 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.2965, top1-acc=89.80%, top5-acc=99.71%, remaining_time=0:00:34.887684, arrival_time=2021-04-14 23:40:04.150452, cost_time=0:00:08.945578 2021-04-14 23:39:31,454 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.2984, top1-acc=89.73%, top5-acc=99.72%, remaining_time=0:00:32.521354, arrival_time=2021-04-14 23:40:03.976020, cost_time=0:00:11.137471 2021-04-14 23:39:33,650 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.2962, top1-acc=89.88%, top5-acc=99.74%, remaining_time=0:00:30.222192, arrival_time=2021-04-14 23:40:03.872722, cost_time=0:00:13.333338 2021-04-14 23:39:35,853 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.2962, top1-acc=89.88%, top5-acc=99.75%, remaining_time=0:00:27.965196, arrival_time=2021-04-14 23:40:03.818682, cost_time=0:00:15.536213 2021-04-14 23:39:38,047 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.2926, top1-acc=90.00%, top5-acc=99.75%, remaining_time=0:00:25.708616, arrival_time=2021-04-14 23:40:03.755932, cost_time=0:00:17.730105 2021-04-14 23:39:40,238 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=0.2932, top1-acc=89.97%, top5-acc=99.77%, remaining_time=0:00:23.463418, arrival_time=2021-04-14 23:40:03.702352, cost_time=0:00:19.921746 2021-04-14 23:39:42,442 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.2933, top1-acc=89.89%, top5-acc=99.76%, remaining_time=0:00:21.240096, arrival_time=2021-04-14 23:40:03.682361, cost_time=0:00:22.125077 2021-04-14 23:39:44,648 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.2934, top1-acc=89.87%, top5-acc=99.76%, remaining_time=0:00:19.022426, arrival_time=2021-04-14 23:40:03.670674, cost_time=0:00:24.331056 2021-04-14 23:39:46,844 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.69ms, fps=1166 images/s, loss=0.2941, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:16.800484, arrival_time=2021-04-14 23:40:03.644815, cost_time=0:00:26.527059 2021-04-14 23:39:49,049 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.2939, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:14.587188, arrival_time=2021-04-14 23:40:03.636773, cost_time=0:00:28.732369 2021-04-14 23:39:51,250 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.2942, top1-acc=89.82%, top5-acc=99.76%, remaining_time=0:00:12.373144, arrival_time=2021-04-14 23:40:03.623264, cost_time=0:00:30.932919 2021-04-14 23:39:53,444 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2931, top1-acc=89.88%, top5-acc=99.76%, remaining_time=0:00:10.159146, arrival_time=2021-04-14 23:40:03.604001, cost_time=0:00:33.127672 2021-04-14 23:39:55,643 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.2940, top1-acc=89.85%, top5-acc=99.76%, remaining_time=0:00:07.948440, arrival_time=2021-04-14 23:40:03.592045, cost_time=0:00:35.326409 2021-04-14 23:39:57,842 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.75ms, fps=1164 images/s, loss=0.2945, top1-acc=89.86%, top5-acc=99.76%, remaining_time=0:00:05.739188, arrival_time=2021-04-14 23:40:03.581777, cost_time=0:00:37.525391 2021-04-14 23:40:00,052 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.59ms, fps=1158 images/s, loss=0.2947, top1-acc=89.83%, top5-acc=99.75%, remaining_time=0:00:03.532064, arrival_time=2021-04-14 23:40:03.584999, cost_time=0:00:39.735748 2021-04-14 23:40:02,247 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.2953, top1-acc=89.80%, top5-acc=99.75%, remaining_time=0:00:01.324122, arrival_time=2021-04-14 23:40:03.571865, cost_time=0:00:41.930479 2021-04-14 23:40:03,428 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.24ms, fps=1152 images/s, loss=0.2952, top1-acc=89.83%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:03.428389, cost_time=0:00:43.111196 2021-04-14 23:40:04,266 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.70ms, fps=3062 images/s, loss=0.5175, top1-acc=82.11%, top5-acc=99.14%, remaining_time=0:00:02.508300, arrival_time=2021-04-14 23:40:06.774654, cost_time=0:00:00.836099 2021-04-14 23:40:04,952 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.49ms, fps=3732 images/s, loss=0.5335, top1-acc=81.76%, top5-acc=99.00%, remaining_time=0:00:01.522380, arrival_time=2021-04-14 23:40:06.474995, cost_time=0:00:01.522373 2021-04-14 23:40:05,641 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.31ms, fps=3719 images/s, loss=0.5294, top1-acc=81.98%, top5-acc=99.09%, remaining_time=0:00:00.737030, arrival_time=2021-04-14 23:40:06.378413, cost_time=0:00:02.211090 2021-04-14 23:40:06,271 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=3686 images/s, loss=0.5157, top1-acc=82.57%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:06.271198, cost_time=0:00:02.840978 2021-04-14 23:40:06,421 INFO : Epoch=0078 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:34:04.004748, arrival_time=2021-04-15 01:14:10.426181, cost_time=1:00:08.462067 2021-04-14 23:40:06,422 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 23:40:08,825 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.73ms, fps=1066 images/s, loss=0.3031, top1-acc=89.45%, top5-acc=99.65%, remaining_time=0:00:44.686500, arrival_time=2021-04-14 23:40:53.511811, cost_time=0:00:02.402497 2021-04-14 23:40:11,039 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.56ms, fps=1157 images/s, loss=0.2960, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:40.624496, arrival_time=2021-04-14 23:40:51.663720, cost_time=0:00:04.616420 2021-04-14 23:40:13,248 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.93ms, fps=1159 images/s, loss=0.2893, top1-acc=90.01%, top5-acc=99.77%, remaining_time=0:00:37.769316, arrival_time=2021-04-14 23:40:51.017884, cost_time=0:00:06.825765 2021-04-14 23:40:15,449 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.2908, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:35.201556, arrival_time=2021-04-14 23:40:50.650534, cost_time=0:00:09.026056 2021-04-14 23:40:17,658 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.2913, top1-acc=89.90%, top5-acc=99.73%, remaining_time=0:00:32.806638, arrival_time=2021-04-14 23:40:50.464688, cost_time=0:00:11.235167 2021-04-14 23:40:19,852 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=2.19ms, fps=1167 images/s, loss=0.2964, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:30.439792, arrival_time=2021-04-14 23:40:50.291989, cost_time=0:00:13.429311 2021-04-14 23:40:22,056 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=5.20ms, fps=1162 images/s, loss=0.2996, top1-acc=89.68%, top5-acc=99.69%, remaining_time=0:00:28.139832, arrival_time=2021-04-14 23:40:50.195987, cost_time=0:00:15.633264 2021-04-14 23:40:24,256 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.2999, top1-acc=89.64%, top5-acc=99.69%, remaining_time=0:00:25.857560, arrival_time=2021-04-14 23:40:50.113431, cost_time=0:00:17.832794 2021-04-14 23:40:26,450 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.2954, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:23.588498, arrival_time=2021-04-14 23:40:50.039271, cost_time=0:00:20.027956 2021-04-14 23:40:28,654 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.2956, top1-acc=89.81%, top5-acc=99.71%, remaining_time=0:00:21.342240, arrival_time=2021-04-14 23:40:49.996661, cost_time=0:00:22.231520 2021-04-14 23:40:30,860 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.2950, top1-acc=89.86%, top5-acc=99.73%, remaining_time=0:00:19.105846, arrival_time=2021-04-14 23:40:49.966597, cost_time=0:00:24.437750 2021-04-14 23:40:33,058 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.2958, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:16.869416, arrival_time=2021-04-14 23:40:49.928101, cost_time=0:00:26.635863 2021-04-14 23:40:35,255 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.98ms, fps=1165 images/s, loss=0.2937, top1-acc=89.86%, top5-acc=99.71%, remaining_time=0:00:14.638272, arrival_time=2021-04-14 23:40:49.894065, cost_time=0:00:28.832901 2021-04-14 23:40:37,458 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.2940, top1-acc=89.86%, top5-acc=99.71%, remaining_time=0:00:12.414136, arrival_time=2021-04-14 23:40:49.872357, cost_time=0:00:31.035401 2021-04-14 23:40:39,659 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.2938, top1-acc=89.85%, top5-acc=99.72%, remaining_time=0:00:10.192634, arrival_time=2021-04-14 23:40:49.852355, cost_time=0:00:33.236912 2021-04-14 23:40:41,856 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.2947, top1-acc=89.86%, top5-acc=99.71%, remaining_time=0:00:07.972632, arrival_time=2021-04-14 23:40:49.829514, cost_time=0:00:35.433990 2021-04-14 23:40:44,060 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.2939, top1-acc=89.88%, top5-acc=99.70%, remaining_time=0:00:05.756322, arrival_time=2021-04-14 23:40:49.816707, cost_time=0:00:37.637572 2021-04-14 23:40:46,264 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.95ms, fps=1162 images/s, loss=0.2948, top1-acc=89.84%, top5-acc=99.70%, remaining_time=0:00:03.541424, arrival_time=2021-04-14 23:40:49.805364, cost_time=0:00:39.840949 2021-04-14 23:40:48,473 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.31ms, fps=1159 images/s, loss=0.2952, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:01.327926, arrival_time=2021-04-14 23:40:49.801756, cost_time=0:00:42.051013 2021-04-14 23:40:49,660 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.60ms, fps=1147 images/s, loss=0.2950, top1-acc=89.77%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:49.660418, cost_time=0:00:43.237587 2021-04-14 23:40:50,481 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.59ms, fps=3127 images/s, loss=0.5351, top1-acc=82.70%, top5-acc=99.34%, remaining_time=0:00:02.456220, arrival_time=2021-04-14 23:40:52.937275, cost_time=0:00:00.818739 2021-04-14 23:40:51,169 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.80ms, fps=3720 images/s, loss=0.5323, top1-acc=82.71%, top5-acc=99.34%, remaining_time=0:00:01.507280, arrival_time=2021-04-14 23:40:52.676915, cost_time=0:00:01.507276 2021-04-14 23:40:51,863 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.59ms, fps=3690 images/s, loss=0.5292, top1-acc=82.92%, top5-acc=99.36%, remaining_time=0:00:00.733830, arrival_time=2021-04-14 23:40:52.597624, cost_time=0:00:02.201478 2021-04-14 23:40:52,495 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.10ms, fps=3675 images/s, loss=0.5266, top1-acc=82.97%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:52.495359, cost_time=0:00:02.833081 2021-04-14 23:40:52,664 INFO : Epoch=0079 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:33:17.712164, arrival_time=2021-04-15 01:14:10.376191, cost_time=1:00:54.704614 2021-04-14 23:40:52,666 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 23:40:55,018 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.64ms, fps=1089 images/s, loss=0.2805, top1-acc=89.96%, top5-acc=99.73%, remaining_time=0:00:43.742922, arrival_time=2021-04-14 23:41:38.761349, cost_time=0:00:02.351771 2021-04-14 23:40:57,213 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.24ms, fps=1167 images/s, loss=0.2935, top1-acc=89.84%, top5-acc=99.75%, remaining_time=0:00:40.011840, arrival_time=2021-04-14 23:41:37.225300, cost_time=0:00:04.546803 2021-04-14 23:40:59,408 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.2992, top1-acc=89.61%, top5-acc=99.74%, remaining_time=0:00:37.301860, arrival_time=2021-04-14 23:41:36.709811, cost_time=0:00:06.741293 2021-04-14 23:41:01,607 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=0.2915, top1-acc=90.05%, top5-acc=99.76%, remaining_time=0:00:34.867092, arrival_time=2021-04-14 23:41:36.474100, cost_time=0:00:08.940280 2021-04-14 23:41:03,809 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.2941, top1-acc=89.98%, top5-acc=99.72%, remaining_time=0:00:32.537560, arrival_time=2021-04-14 23:41:36.347220, cost_time=0:00:11.143007 2021-04-14 23:41:06,016 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.2970, top1-acc=89.88%, top5-acc=99.69%, remaining_time=0:00:30.259048, arrival_time=2021-04-14 23:41:36.275208, cost_time=0:00:13.349576 2021-04-14 23:41:08,213 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.2933, top1-acc=90.01%, top5-acc=99.71%, remaining_time=0:00:27.983844, arrival_time=2021-04-14 23:41:36.197114, cost_time=0:00:15.546605 2021-04-14 23:41:10,406 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.2911, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:25.722768, arrival_time=2021-04-14 23:41:36.129267, cost_time=0:00:17.739847 2021-04-14 23:41:12,612 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.2911, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:23.492250, arrival_time=2021-04-14 23:41:36.105047, cost_time=0:00:19.946214 2021-04-14 23:41:14,822 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.2955, top1-acc=89.89%, top5-acc=99.74%, remaining_time=0:00:21.269568, arrival_time=2021-04-14 23:41:36.091984, cost_time=0:00:22.155764 2021-04-14 23:41:17,034 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.62ms, fps=1158 images/s, loss=0.2968, top1-acc=89.80%, top5-acc=99.73%, remaining_time=0:00:19.050978, arrival_time=2021-04-14 23:41:36.085097, cost_time=0:00:24.367539 2021-04-14 23:41:19,230 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.2967, top1-acc=89.82%, top5-acc=99.73%, remaining_time=0:00:16.824044, arrival_time=2021-04-14 23:41:36.054885, cost_time=0:00:26.564235 2021-04-14 23:41:21,444 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.56ms, fps=1157 images/s, loss=0.2972, top1-acc=89.83%, top5-acc=99.73%, remaining_time=0:00:14.610222, arrival_time=2021-04-14 23:41:36.054534, cost_time=0:00:28.777649 2021-04-14 23:41:23,640 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.2992, top1-acc=89.72%, top5-acc=99.73%, remaining_time=0:00:12.389440, arrival_time=2021-04-14 23:41:36.029736, cost_time=0:00:30.973638 2021-04-14 23:41:25,836 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=2.20ms, fps=1166 images/s, loss=0.3023, top1-acc=89.59%, top5-acc=99.71%, remaining_time=0:00:10.172026, arrival_time=2021-04-14 23:41:36.008405, cost_time=0:00:33.169720 2021-04-14 23:41:28,038 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.96ms, fps=1163 images/s, loss=0.3029, top1-acc=89.55%, top5-acc=99.72%, remaining_time=0:00:07.958736, arrival_time=2021-04-14 23:41:35.997522, cost_time=0:00:35.372126 2021-04-14 23:41:30,236 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.30ms, fps=1165 images/s, loss=0.3025, top1-acc=89.55%, top5-acc=99.73%, remaining_time=0:00:05.745922, arrival_time=2021-04-14 23:41:35.982186, cost_time=0:00:37.569471 2021-04-14 23:41:32,442 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.3036, top1-acc=89.53%, top5-acc=99.72%, remaining_time=0:00:03.535616, arrival_time=2021-04-14 23:41:35.977867, cost_time=0:00:39.775661 2021-04-14 23:41:34,641 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.24ms, fps=1164 images/s, loss=0.3045, top1-acc=89.50%, top5-acc=99.71%, remaining_time=0:00:01.325532, arrival_time=2021-04-14 23:41:35.967297, cost_time=0:00:41.975106 2021-04-14 23:41:35,819 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.37ms, fps=1156 images/s, loss=0.3048, top1-acc=89.48%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:35.819038, cost_time=0:00:43.152466 2021-04-14 23:41:36,665 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.21ms, fps=3033 images/s, loss=0.4544, top1-acc=84.65%, top5-acc=99.45%, remaining_time=0:00:02.532330, arrival_time=2021-04-14 23:41:39.197440, cost_time=0:00:00.844106 2021-04-14 23:41:37,359 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.61ms, fps=3691 images/s, loss=0.4667, top1-acc=84.24%, top5-acc=99.41%, remaining_time=0:00:01.537940, arrival_time=2021-04-14 23:41:38.897025, cost_time=0:00:01.537934 2021-04-14 23:41:38,050 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.34ms, fps=3706 images/s, loss=0.4763, top1-acc=84.01%, top5-acc=99.32%, remaining_time=0:00:00.743140, arrival_time=2021-04-14 23:41:38.793570, cost_time=0:00:02.229425 2021-04-14 23:41:38,680 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=3682 images/s, loss=0.4856, top1-acc=83.81%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:38.680760, cost_time=0:00:02.859786 2021-04-14 23:41:38,834 INFO : Epoch=0080 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:32:31.312080, arrival_time=2021-04-15 01:14:10.146177, cost_time=1:01:40.874700 2021-04-14 23:41:38,836 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 23:41:41,197 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.72ms, fps=1084 images/s, loss=0.2763, top1-acc=90.55%, top5-acc=99.65%, remaining_time=0:00:43.919436, arrival_time=2021-04-14 23:42:25.117001, cost_time=0:00:02.361263 2021-04-14 23:41:43,393 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.2848, top1-acc=90.35%, top5-acc=99.75%, remaining_time=0:00:40.097728, arrival_time=2021-04-14 23:42:23.490672, cost_time=0:00:04.556568 2021-04-14 23:41:45,588 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.2870, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:37.364442, arrival_time=2021-04-14 23:42:22.953343, cost_time=0:00:06.752616 2021-04-14 23:41:47,787 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.2899, top1-acc=90.14%, top5-acc=99.75%, remaining_time=0:00:34.910616, arrival_time=2021-04-14 23:42:22.698438, cost_time=0:00:08.951439 2021-04-14 23:41:49,979 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.2892, top1-acc=90.13%, top5-acc=99.76%, remaining_time=0:00:32.537706, arrival_time=2021-04-14 23:42:22.517034, cost_time=0:00:11.143044 2021-04-14 23:41:52,171 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.2901, top1-acc=90.16%, top5-acc=99.75%, remaining_time=0:00:30.225456, arrival_time=2021-04-14 23:42:22.396521, cost_time=0:00:13.334752 2021-04-14 23:41:54,370 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.2873, top1-acc=90.25%, top5-acc=99.78%, remaining_time=0:00:27.961164, arrival_time=2021-04-14 23:42:22.331531, cost_time=0:00:15.534004 2021-04-14 23:41:56,571 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.2878, top1-acc=90.14%, top5-acc=99.79%, remaining_time=0:00:25.715924, arrival_time=2021-04-14 23:42:22.287354, cost_time=0:00:17.735104 2021-04-14 23:41:58,769 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.2898, top1-acc=90.09%, top5-acc=99.78%, remaining_time=0:00:23.476244, arrival_time=2021-04-14 23:42:22.245230, cost_time=0:00:19.932701 2021-04-14 23:42:00,977 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.87ms, fps=1159 images/s, loss=0.2915, top1-acc=90.05%, top5-acc=99.75%, remaining_time=0:00:21.255552, arrival_time=2021-04-14 23:42:22.233168, cost_time=0:00:22.141198 2021-04-14 23:42:03,192 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.51ms, fps=1156 images/s, loss=0.2888, top1-acc=90.15%, top5-acc=99.75%, remaining_time=0:00:19.042206, arrival_time=2021-04-14 23:42:22.234841, cost_time=0:00:24.356351 2021-04-14 23:42:05,385 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.2906, top1-acc=90.05%, top5-acc=99.76%, remaining_time=0:00:16.814696, arrival_time=2021-04-14 23:42:22.200552, cost_time=0:00:26.549524 2021-04-14 23:42:07,598 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.53ms, fps=1157 images/s, loss=0.2889, top1-acc=90.05%, top5-acc=99.77%, remaining_time=0:00:14.602302, arrival_time=2021-04-14 23:42:22.200730, cost_time=0:00:28.762141 2021-04-14 23:42:09,802 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.33ms, fps=1162 images/s, loss=0.2901, top1-acc=89.97%, top5-acc=99.77%, remaining_time=0:00:12.386304, arrival_time=2021-04-14 23:42:22.188519, cost_time=0:00:30.965697 2021-04-14 23:42:12,007 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.93ms, fps=1161 images/s, loss=0.2911, top1-acc=89.94%, top5-acc=99.77%, remaining_time=0:00:10.172532, arrival_time=2021-04-14 23:42:22.180159, cost_time=0:00:33.171291 2021-04-14 23:42:14,201 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2925, top1-acc=89.87%, top5-acc=99.76%, remaining_time=0:00:07.957080, arrival_time=2021-04-14 23:42:22.158176, cost_time=0:00:35.364814 2021-04-14 23:42:16,400 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.98ms, fps=1164 images/s, loss=0.2938, top1-acc=89.83%, top5-acc=99.74%, remaining_time=0:00:05.745142, arrival_time=2021-04-14 23:42:22.145822, cost_time=0:00:37.564392 2021-04-14 23:42:18,605 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.82ms, fps=1161 images/s, loss=0.2940, top1-acc=89.82%, top5-acc=99.75%, remaining_time=0:00:03.535024, arrival_time=2021-04-14 23:42:22.140406, cost_time=0:00:39.769024 2021-04-14 23:42:20,801 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2944, top1-acc=89.82%, top5-acc=99.75%, remaining_time=0:00:01.325232, arrival_time=2021-04-14 23:42:22.127167, cost_time=0:00:41.965633 2021-04-14 23:42:21,978 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.21ms, fps=1156 images/s, loss=0.2955, top1-acc=89.83%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:21.978592, cost_time=0:00:43.142314 2021-04-14 23:42:22,787 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.35ms, fps=3170 images/s, loss=0.4509, top1-acc=84.69%, top5-acc=99.30%, remaining_time=0:00:02.422380, arrival_time=2021-04-14 23:42:25.210224, cost_time=0:00:00.807459 2021-04-14 23:42:23,474 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.39ms, fps=3732 images/s, loss=0.4690, top1-acc=84.08%, top5-acc=99.22%, remaining_time=0:00:01.493860, arrival_time=2021-04-14 23:42:24.968091, cost_time=0:00:01.493857 2021-04-14 23:42:24,160 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.46ms, fps=3732 images/s, loss=0.4634, top1-acc=84.21%, top5-acc=99.28%, remaining_time=0:00:00.726720, arrival_time=2021-04-14 23:42:24.887266, cost_time=0:00:02.180164 2021-04-14 23:42:24,788 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.08ms, fps=3698 images/s, loss=0.4626, top1-acc=84.26%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:24.788286, cost_time=0:00:02.807940 2021-04-14 23:42:24,941 INFO : Epoch=0081 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:31:44.825760, arrival_time=2021-04-15 01:14:09.767347, cost_time=1:02:26.982219 2021-04-14 23:42:24,942 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 23:42:27,329 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.63ms, fps=1073 images/s, loss=0.3210, top1-acc=88.95%, top5-acc=99.61%, remaining_time=0:00:44.382204, arrival_time=2021-04-14 23:43:11.711365, cost_time=0:00:02.386136 2021-04-14 23:42:29,525 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.3035, top1-acc=89.24%, top5-acc=99.61%, remaining_time=0:00:40.327056, arrival_time=2021-04-14 23:43:09.852720, cost_time=0:00:04.582623 2021-04-14 23:42:31,731 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=2.04ms, fps=1161 images/s, loss=0.3028, top1-acc=89.49%, top5-acc=99.66%, remaining_time=0:00:37.558994, arrival_time=2021-04-14 23:43:09.289925, cost_time=0:00:06.787761 2021-04-14 23:42:33,926 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.66ms, fps=1167 images/s, loss=0.2977, top1-acc=89.66%, top5-acc=99.72%, remaining_time=0:00:35.034168, arrival_time=2021-04-14 23:43:08.960318, cost_time=0:00:08.983113 2021-04-14 23:42:36,120 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.2920, top1-acc=89.87%, top5-acc=99.74%, remaining_time=0:00:32.639176, arrival_time=2021-04-14 23:43:08.760005, cost_time=0:00:11.177802 2021-04-14 23:42:38,314 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.2873, top1-acc=89.98%, top5-acc=99.74%, remaining_time=0:00:30.307872, arrival_time=2021-04-14 23:43:08.621937, cost_time=0:00:13.371100 2021-04-14 23:42:40,510 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.2875, top1-acc=90.03%, top5-acc=99.72%, remaining_time=0:00:28.020510, arrival_time=2021-04-14 23:43:08.530511, cost_time=0:00:15.566968 2021-04-14 23:42:42,713 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.2888, top1-acc=90.07%, top5-acc=99.72%, remaining_time=0:00:25.766500, arrival_time=2021-04-14 23:43:08.479603, cost_time=0:00:17.770029 2021-04-14 23:42:44,910 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.2898, top1-acc=90.03%, top5-acc=99.75%, remaining_time=0:00:23.516948, arrival_time=2021-04-14 23:43:08.427086, cost_time=0:00:19.967177 2021-04-14 23:42:47,112 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.2886, top1-acc=90.05%, top5-acc=99.75%, remaining_time=0:00:21.282432, arrival_time=2021-04-14 23:43:08.394740, cost_time=0:00:22.169202 2021-04-14 23:42:49,340 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.52ms, fps=1152 images/s, loss=0.2905, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:19.074026, arrival_time=2021-04-14 23:43:08.414195, cost_time=0:00:24.396988 2021-04-14 23:42:51,543 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.2897, top1-acc=89.98%, top5-acc=99.74%, remaining_time=0:00:16.846768, arrival_time=2021-04-14 23:43:08.389993, cost_time=0:00:26.600181 2021-04-14 23:42:53,747 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.59ms, fps=1162 images/s, loss=0.2911, top1-acc=89.90%, top5-acc=99.74%, remaining_time=0:00:14.623752, arrival_time=2021-04-14 23:43:08.371186, cost_time=0:00:28.804355 2021-04-14 23:42:55,951 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.2946, top1-acc=89.80%, top5-acc=99.74%, remaining_time=0:00:12.403328, arrival_time=2021-04-14 23:43:08.354742, cost_time=0:00:31.008386 2021-04-14 23:42:58,152 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=0.2932, top1-acc=89.85%, top5-acc=99.73%, remaining_time=0:00:10.184308, arrival_time=2021-04-14 23:43:08.336983, cost_time=0:00:33.209627 2021-04-14 23:43:00,351 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.2939, top1-acc=89.83%, top5-acc=99.73%, remaining_time=0:00:07.966944, arrival_time=2021-04-14 23:43:08.318605, cost_time=0:00:35.408629 2021-04-14 23:43:02,548 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.2929, top1-acc=89.92%, top5-acc=99.73%, remaining_time=0:00:05.751356, arrival_time=2021-04-14 23:43:08.299367, cost_time=0:00:37.605052 2021-04-14 23:43:04,744 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.2931, top1-acc=89.93%, top5-acc=99.74%, remaining_time=0:00:03.537856, arrival_time=2021-04-14 23:43:08.281797, cost_time=0:00:39.800901 2021-04-14 23:43:06,950 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.2931, top1-acc=89.96%, top5-acc=99.74%, remaining_time=0:00:01.326534, arrival_time=2021-04-14 23:43:08.276566, cost_time=0:00:42.006999 2021-04-14 23:43:08,129 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.24ms, fps=1153 images/s, loss=0.2941, top1-acc=89.93%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:08.129818, cost_time=0:00:43.186851 2021-04-14 23:43:08,939 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.31ms, fps=3168 images/s, loss=0.5422, top1-acc=82.30%, top5-acc=99.30%, remaining_time=0:00:02.424060, arrival_time=2021-04-14 23:43:11.363881, cost_time=0:00:00.808015 2021-04-14 23:43:09,635 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.56ms, fps=3682 images/s, loss=0.5560, top1-acc=81.95%, top5-acc=99.26%, remaining_time=0:00:01.503780, arrival_time=2021-04-14 23:43:11.139328, cost_time=0:00:01.503784 2021-04-14 23:43:10,329 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.56ms, fps=3692 images/s, loss=0.5603, top1-acc=81.47%, top5-acc=99.22%, remaining_time=0:00:00.732500, arrival_time=2021-04-14 23:43:11.061871, cost_time=0:00:02.197487 2021-04-14 23:43:10,960 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.09ms, fps=3679 images/s, loss=0.5415, top1-acc=82.07%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:10.960544, cost_time=0:00:02.828815 2021-04-14 23:43:11,146 INFO : Epoch=0082 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:30:58.488014, arrival_time=2021-04-15 01:14:09.634001, cost_time=1:03:13.186556 2021-04-14 23:43:11,148 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 23:43:13,544 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.38ms, fps=1069 images/s, loss=0.3168, top1-acc=89.30%, top5-acc=99.61%, remaining_time=0:00:44.560020, arrival_time=2021-04-14 23:43:58.104907, cost_time=0:00:02.395704 2021-04-14 23:43:15,757 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.3012, top1-acc=89.92%, top5-acc=99.59%, remaining_time=0:00:40.554624, arrival_time=2021-04-14 23:43:56.312268, cost_time=0:00:04.608475 2021-04-14 23:43:17,954 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.2917, top1-acc=90.33%, top5-acc=99.61%, remaining_time=0:00:37.658096, arrival_time=2021-04-14 23:43:55.612942, cost_time=0:00:06.805686 2021-04-14 23:43:20,148 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.76ms, fps=1168 images/s, loss=0.2924, top1-acc=90.18%, top5-acc=99.59%, remaining_time=0:00:35.095944, arrival_time=2021-04-14 23:43:55.244057, cost_time=0:00:08.998946 2021-04-14 23:43:22,349 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2908, top1-acc=90.16%, top5-acc=99.62%, remaining_time=0:00:32.705168, arrival_time=2021-04-14 23:43:55.054862, cost_time=0:00:11.200408 2021-04-14 23:43:24,544 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=3.39ms, fps=1167 images/s, loss=0.2906, top1-acc=90.03%, top5-acc=99.65%, remaining_time=0:00:30.363496, arrival_time=2021-04-14 23:43:54.908214, cost_time=0:00:13.395638 2021-04-14 23:43:26,742 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.30ms, fps=1165 images/s, loss=0.2902, top1-acc=89.98%, top5-acc=99.68%, remaining_time=0:00:28.068894, arrival_time=2021-04-14 23:43:54.811785, cost_time=0:00:15.593811 2021-04-14 23:43:28,934 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.60ms, fps=1168 images/s, loss=0.2893, top1-acc=89.99%, top5-acc=99.70%, remaining_time=0:00:25.788424, arrival_time=2021-04-14 23:43:54.722617, cost_time=0:00:17.785119 2021-04-14 23:43:31,133 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=0.2895, top1-acc=90.00%, top5-acc=99.70%, remaining_time=0:00:23.537194, arrival_time=2021-04-14 23:43:54.670788, cost_time=0:00:19.984431 2021-04-14 23:43:33,337 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.85ms, fps=1162 images/s, loss=0.2893, top1-acc=90.01%, top5-acc=99.70%, remaining_time=0:00:21.300384, arrival_time=2021-04-14 23:43:54.637374, cost_time=0:00:22.187918 2021-04-14 23:43:35,548 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=5.90ms, fps=1158 images/s, loss=0.2879, top1-acc=90.06%, top5-acc=99.71%, remaining_time=0:00:19.075660, arrival_time=2021-04-14 23:43:54.623925, cost_time=0:00:24.399100 2021-04-14 23:43:37,753 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.2890, top1-acc=90.00%, top5-acc=99.71%, remaining_time=0:00:16.849276, arrival_time=2021-04-14 23:43:54.602591, cost_time=0:00:26.604155 2021-04-14 23:43:39,949 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.30ms, fps=1166 images/s, loss=0.2872, top1-acc=90.07%, top5-acc=99.71%, remaining_time=0:00:14.621376, arrival_time=2021-04-14 23:43:54.570425, cost_time=0:00:28.799687 2021-04-14 23:43:42,164 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.42ms, fps=1156 images/s, loss=0.2900, top1-acc=89.96%, top5-acc=99.71%, remaining_time=0:00:12.406184, arrival_time=2021-04-14 23:43:54.570792, cost_time=0:00:31.015406 2021-04-14 23:43:44,368 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.94ms, fps=1162 images/s, loss=0.2900, top1-acc=89.96%, top5-acc=99.71%, remaining_time=0:00:10.187206, arrival_time=2021-04-14 23:43:54.555501, cost_time=0:00:33.219137 2021-04-14 23:43:46,569 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=2.10ms, fps=1163 images/s, loss=0.2906, top1-acc=89.91%, top5-acc=99.71%, remaining_time=0:00:07.969536, arrival_time=2021-04-14 23:43:54.538866, cost_time=0:00:35.420184 2021-04-14 23:43:48,776 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.2906, top1-acc=89.88%, top5-acc=99.72%, remaining_time=0:00:05.754788, arrival_time=2021-04-14 23:43:54.531371, cost_time=0:00:37.627405 2021-04-14 23:43:50,992 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.11ms, fps=1156 images/s, loss=0.2908, top1-acc=89.87%, top5-acc=99.72%, remaining_time=0:00:03.541616, arrival_time=2021-04-14 23:43:54.534025, cost_time=0:00:39.843250 2021-04-14 23:43:53,186 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.2916, top1-acc=89.84%, top5-acc=99.73%, remaining_time=0:00:01.327494, arrival_time=2021-04-14 23:43:54.513910, cost_time=0:00:42.037325 2021-04-14 23:43:54,366 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.24ms, fps=1153 images/s, loss=0.2917, top1-acc=89.84%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:54.366035, cost_time=0:00:43.216887 2021-04-14 23:43:55,212 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.21ms, fps=3032 images/s, loss=0.4736, top1-acc=84.37%, top5-acc=99.26%, remaining_time=0:00:02.532780, arrival_time=2021-04-14 23:43:57.744996, cost_time=0:00:00.844264 2021-04-14 23:43:55,898 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.31ms, fps=3734 images/s, loss=0.4714, top1-acc=84.57%, top5-acc=99.18%, remaining_time=0:00:01.530180, arrival_time=2021-04-14 23:43:57.428317, cost_time=0:00:01.530187 2021-04-14 23:43:56,585 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.46ms, fps=3728 images/s, loss=0.4704, top1-acc=84.52%, top5-acc=99.14%, remaining_time=0:00:00.739100, arrival_time=2021-04-14 23:43:57.324360, cost_time=0:00:02.217307 2021-04-14 23:43:57,218 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=3666 images/s, loss=0.4598, top1-acc=84.62%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:57.218523, cost_time=0:00:02.850604 2021-04-14 23:43:57,412 INFO : Epoch=0083 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:30:12.240756, arrival_time=2021-04-15 01:14:09.652935, cost_time=1:03:59.452810 2021-04-14 23:43:57,413 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 23:43:59,784 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.44ms, fps=1080 images/s, loss=0.2549, top1-acc=90.62%, top5-acc=99.88%, remaining_time=0:00:44.092974, arrival_time=2021-04-14 23:44:43.877219, cost_time=0:00:02.370586 2021-04-14 23:44:01,980 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=2.17ms, fps=1166 images/s, loss=0.2732, top1-acc=90.27%, top5-acc=99.77%, remaining_time=0:00:40.186784, arrival_time=2021-04-14 23:44:42.167108, cost_time=0:00:04.566672 2021-04-14 23:44:04,179 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.37ms, fps=1164 images/s, loss=0.2758, top1-acc=90.29%, top5-acc=99.74%, remaining_time=0:00:37.438312, arrival_time=2021-04-14 23:44:41.617928, cost_time=0:00:06.765958 2021-04-14 23:44:06,380 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.83ms, fps=1163 images/s, loss=0.2713, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:34.970676, arrival_time=2021-04-14 23:44:41.351177, cost_time=0:00:08.966827 2021-04-14 23:44:08,586 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.2672, top1-acc=90.76%, top5-acc=99.77%, remaining_time=0:00:32.623408, arrival_time=2021-04-14 23:44:41.209445, cost_time=0:00:11.172389 2021-04-14 23:44:10,789 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.2707, top1-acc=90.56%, top5-acc=99.79%, remaining_time=0:00:30.319160, arrival_time=2021-04-14 23:44:41.109015, cost_time=0:00:13.376081 2021-04-14 23:44:12,987 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.66ms, fps=1165 images/s, loss=0.2702, top1-acc=90.54%, top5-acc=99.79%, remaining_time=0:00:28.033110, arrival_time=2021-04-14 23:44:41.020837, cost_time=0:00:15.573935 2021-04-14 23:44:15,186 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.2692, top1-acc=90.55%, top5-acc=99.79%, remaining_time=0:00:25.770096, arrival_time=2021-04-14 23:44:40.956219, cost_time=0:00:17.772464 2021-04-14 23:44:17,391 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.72ms, fps=1161 images/s, loss=0.2706, top1-acc=90.52%, top5-acc=99.79%, remaining_time=0:00:23.528714, arrival_time=2021-04-14 23:44:40.919651, cost_time=0:00:19.977216 2021-04-14 23:44:19,594 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.2735, top1-acc=90.43%, top5-acc=99.79%, remaining_time=0:00:21.292992, arrival_time=2021-04-14 23:44:40.886892, cost_time=0:00:22.180155 2021-04-14 23:44:21,801 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.2746, top1-acc=90.33%, top5-acc=99.79%, remaining_time=0:00:19.066630, arrival_time=2021-04-14 23:44:40.867871, cost_time=0:00:24.387558 2021-04-14 23:44:24,028 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.56ms, fps=1150 images/s, loss=0.2759, top1-acc=90.25%, top5-acc=99.78%, remaining_time=0:00:16.855736, arrival_time=2021-04-14 23:44:40.883698, cost_time=0:00:26.614302 2021-04-14 23:44:26,235 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.2768, top1-acc=90.27%, top5-acc=99.78%, remaining_time=0:00:14.632464, arrival_time=2021-04-14 23:44:40.867632, cost_time=0:00:28.821502 2021-04-14 23:44:28,443 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.2776, top1-acc=90.25%, top5-acc=99.76%, remaining_time=0:00:12.411952, arrival_time=2021-04-14 23:44:40.855450, cost_time=0:00:31.029831 2021-04-14 23:44:30,651 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=2.94ms, fps=1160 images/s, loss=0.2787, top1-acc=90.24%, top5-acc=99.77%, remaining_time=0:00:10.192772, arrival_time=2021-04-14 23:44:40.843801, cost_time=0:00:33.237354 2021-04-14 23:44:32,860 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=2.16ms, fps=1159 images/s, loss=0.2778, top1-acc=90.31%, top5-acc=99.77%, remaining_time=0:00:07.975512, arrival_time=2021-04-14 23:44:40.835863, cost_time=0:00:35.446688 2021-04-14 23:44:35,056 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.75ms, fps=1166 images/s, loss=0.2778, top1-acc=90.28%, top5-acc=99.77%, remaining_time=0:00:05.757076, arrival_time=2021-04-14 23:44:40.813130, cost_time=0:00:37.642465 2021-04-14 23:44:37,254 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.2796, top1-acc=90.25%, top5-acc=99.77%, remaining_time=0:00:03.541376, arrival_time=2021-04-14 23:44:40.795489, cost_time=0:00:39.840442 2021-04-14 23:44:39,460 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=2.20ms, fps=1161 images/s, loss=0.2809, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:01.327782, arrival_time=2021-04-14 23:44:40.787958, cost_time=0:00:42.046523 2021-04-14 23:44:40,642 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.38ms, fps=1151 images/s, loss=0.2810, top1-acc=90.17%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:40.642431, cost_time=0:00:43.228844 2021-04-14 23:44:41,491 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.84ms, fps=3023 images/s, loss=0.4706, top1-acc=84.06%, top5-acc=99.41%, remaining_time=0:00:02.540160, arrival_time=2021-04-14 23:44:44.031231, cost_time=0:00:00.846717 2021-04-14 23:44:42,180 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.38ms, fps=3716 images/s, loss=0.4907, top1-acc=83.59%, top5-acc=99.39%, remaining_time=0:00:01.535920, arrival_time=2021-04-14 23:44:43.716190, cost_time=0:00:01.535916 2021-04-14 23:44:42,866 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.28ms, fps=3733 images/s, loss=0.4865, top1-acc=83.79%, top5-acc=99.34%, remaining_time=0:00:00.740660, arrival_time=2021-04-14 23:44:43.606993, cost_time=0:00:02.221985 2021-04-14 23:44:43,497 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=3678 images/s, loss=0.4839, top1-acc=84.03%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:43.497486, cost_time=0:00:02.853073 2021-04-14 23:44:43,650 INFO : Epoch=0084 complete, best val top1-acc=85.30%, top5-acc=99.30% (epoch=66), remaining_time=1:29:25.954216, arrival_time=2021-04-15 01:14:09.604565, cost_time=1:04:45.690980 2021-04-14 23:44:43,651 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 23:44:46,020 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.39ms, fps=1081 images/s, loss=0.3009, top1-acc=89.57%, top5-acc=99.84%, remaining_time=0:00:44.056146, arrival_time=2021-04-14 23:45:30.076741, cost_time=0:00:02.368609 2021-04-14 23:44:48,230 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.2958, top1-acc=89.34%, top5-acc=99.82%, remaining_time=0:00:40.289216, arrival_time=2021-04-14 23:45:28.519403, cost_time=0:00:04.578323 2021-04-14 23:44:50,444 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.31ms, fps=1156 images/s, loss=0.2867, top1-acc=89.96%, top5-acc=99.79%, remaining_time=0:00:37.585720, arrival_time=2021-04-14 23:45:28.030389, cost_time=0:00:06.792599 2021-04-14 23:44:52,646 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2865, top1-acc=90.07%, top5-acc=99.79%, remaining_time=0:00:35.078160, arrival_time=2021-04-14 23:45:27.724404, cost_time=0:00:08.994386 2021-04-14 23:44:54,856 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.2854, top1-acc=90.10%, top5-acc=99.79%, remaining_time=0:00:32.716410, arrival_time=2021-04-14 23:45:27.572508, cost_time=0:00:11.204232 2021-04-14 23:44:57,057 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.95ms, fps=1163 images/s, loss=0.2859, top1-acc=90.10%, top5-acc=99.79%, remaining_time=0:00:30.385664, arrival_time=2021-04-14 23:45:27.442964, cost_time=0:00:13.405433 2021-04-14 23:44:59,259 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.2815, top1-acc=90.31%, top5-acc=99.78%, remaining_time=0:00:28.093590, arrival_time=2021-04-14 23:45:27.352991, cost_time=0:00:15.607526 2021-04-14 23:45:01,465 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.2800, top1-acc=90.39%, top5-acc=99.79%, remaining_time=0:00:25.830068, arrival_time=2021-04-14 23:45:27.295699, cost_time=0:00:17.813850 2021-04-14 23:45:03,670 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.2778, top1-acc=90.54%, top5-acc=99.79%, remaining_time=0:00:23.577368, arrival_time=2021-04-14 23:45:27.247722, cost_time=0:00:20.018487 2021-04-14 23:45:05,882 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.2792, top1-acc=90.54%, top5-acc=99.79%, remaining_time=0:00:21.341184, arrival_time=2021-04-14 23:45:27.223368, cost_time=0:00:22.230404 2021-04-14 23:45:08,086 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.2762, top1-acc=90.66%, top5-acc=99.78%, remaining_time=0:00:19.103352, arrival_time=2021-04-14 23:45:27.189789, cost_time=0:00:24.434575 2021-04-14 23:45:10,287 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.2748, top1-acc=90.69%, top5-acc=99.79%, remaining_time=0:00:16.869112, arrival_time=2021-04-14 23:45:27.156358, cost_time=0:00:26.635466 2021-04-14 23:45:12,485 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.2776, top1-acc=90.56%, top5-acc=99.78%, remaining_time=0:00:14.638338, arrival_time=2021-04-14 23:45:27.123257, cost_time=0:00:28.833040 2021-04-14 23:45:14,690 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.2771, top1-acc=90.59%, top5-acc=99.79%, remaining_time=0:00:12.415536, arrival_time=2021-04-14 23:45:27.106159, cost_time=0:00:31.038839 2021-04-14 23:45:16,883 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.2772, top1-acc=90.56%, top5-acc=99.79%, remaining_time=0:00:10.191070, arrival_time=2021-04-14 23:45:27.074591, cost_time=0:00:33.231714 2021-04-14 23:45:19,082 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.2786, top1-acc=90.50%, top5-acc=99.79%, remaining_time=0:00:07.971948, arrival_time=2021-04-14 23:45:27.054634, cost_time=0:00:35.430827 2021-04-14 23:45:21,286 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.2789, top1-acc=90.51%, top5-acc=99.79%, remaining_time=0:00:05.755828, arrival_time=2021-04-14 23:45:27.041877, cost_time=0:00:37.634273 2021-04-14 23:45:23,485 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.2790, top1-acc=90.48%, top5-acc=99.80%, remaining_time=0:00:03.540752, arrival_time=2021-04-14 23:45:27.025974, cost_time=0:00:39.833440 2021-04-14 23:45:25,700 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.32ms, fps=1156 images/s, loss=0.2806, top1-acc=90.42%, top5-acc=99.79%, remaining_time=0:00:01.327848, arrival_time=2021-04-14 23:45:27.028343, cost_time=0:00:42.048456 2021-04-14 23:45:26,882 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.63ms, fps=1151 images/s, loss=0.2807, top1-acc=90.44%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:26.882898, cost_time=0:00:43.231107 2021-04-14 23:45:27,745 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.43ms, fps=2976 images/s, loss=0.4345, top1-acc=85.94%, top5-acc=99.45%, remaining_time=0:00:02.580540, arrival_time=2021-04-14 23:45:30.325741, cost_time=0:00:00.860180 2021-04-14 23:45:28,432 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.55ms, fps=3729 images/s, loss=0.4363, top1-acc=85.49%, top5-acc=99.41%, remaining_time=0:00:01.547280, arrival_time=2021-04-14 23:45:29.979492, cost_time=0:00:01.547277 2021-04-14 23:45:29,129 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=2.18ms, fps=3676 images/s, loss=0.4450, top1-acc=85.31%, top5-acc=99.44%, remaining_time=0:00:00.748000, arrival_time=2021-04-14 23:45:29.877042, cost_time=0:00:02.243996 2021-04-14 23:45:29,771 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.13ms, fps=3616 images/s, loss=0.4618, top1-acc=85.37%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:29.771259, cost_time=0:00:02.886203 2021-04-14 23:45:30,052 INFO : Epoch=0085 complete, best val top1-acc=85.37%, top5-acc=99.41% (epoch=85), remaining_time=1:28:39.891030, arrival_time=2021-04-15 01:14:09.943822, cost_time=1:05:32.093400 2021-04-14 23:45:30,054 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 23:45:32,418 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.38ms, fps=1083 images/s, loss=0.2872, top1-acc=90.23%, top5-acc=99.69%, remaining_time=0:00:43.955706, arrival_time=2021-04-14 23:46:16.373598, cost_time=0:00:02.363211 2021-04-14 23:45:34,626 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.74ms, fps=1160 images/s, loss=0.2751, top1-acc=90.72%, top5-acc=99.77%, remaining_time=0:00:40.229728, arrival_time=2021-04-14 23:46:14.855739, cost_time=0:00:04.571568 2021-04-14 23:45:36,825 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.2700, top1-acc=90.76%, top5-acc=99.77%, remaining_time=0:00:37.464042, arrival_time=2021-04-14 23:46:14.289102, cost_time=0:00:06.770614 2021-04-14 23:45:39,022 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.2634, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:34.974732, arrival_time=2021-04-14 23:46:13.997058, cost_time=0:00:08.967879 2021-04-14 23:45:41,223 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.2641, top1-acc=90.86%, top5-acc=99.82%, remaining_time=0:00:32.614064, arrival_time=2021-04-14 23:46:13.837717, cost_time=0:00:11.169212 2021-04-14 23:45:43,423 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.87ms, fps=1164 images/s, loss=0.2675, top1-acc=90.75%, top5-acc=99.82%, remaining_time=0:00:30.302024, arrival_time=2021-04-14 23:46:13.725119, cost_time=0:00:13.368550 2021-04-14 23:45:45,621 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=2.17ms, fps=1165 images/s, loss=0.2687, top1-acc=90.75%, top5-acc=99.83%, remaining_time=0:00:28.020132, arrival_time=2021-04-14 23:46:13.641226, cost_time=0:00:15.566729 2021-04-14 23:45:47,820 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=5.25ms, fps=1165 images/s, loss=0.2703, top1-acc=90.70%, top5-acc=99.81%, remaining_time=0:00:25.759888, arrival_time=2021-04-14 23:46:13.579820, cost_time=0:00:17.765473 2021-04-14 23:45:50,020 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.95ms, fps=1164 images/s, loss=0.2755, top1-acc=90.52%, top5-acc=99.82%, remaining_time=0:00:23.515146, arrival_time=2021-04-14 23:46:13.535258, cost_time=0:00:19.965714 2021-04-14 23:45:52,234 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.56ms, fps=1156 images/s, loss=0.2752, top1-acc=90.54%, top5-acc=99.82%, remaining_time=0:00:21.292608, arrival_time=2021-04-14 23:46:13.526876, cost_time=0:00:22.179820 2021-04-14 23:45:54,434 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.2762, top1-acc=90.46%, top5-acc=99.81%, remaining_time=0:00:19.060438, arrival_time=2021-04-14 23:46:13.494445, cost_time=0:00:24.379650 2021-04-14 23:45:56,631 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.2754, top1-acc=90.48%, top5-acc=99.81%, remaining_time=0:00:16.832176, arrival_time=2021-04-14 23:46:13.463710, cost_time=0:00:26.577097 2021-04-14 23:45:58,827 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2754, top1-acc=90.53%, top5-acc=99.80%, remaining_time=0:00:14.607912, arrival_time=2021-04-14 23:46:13.435495, cost_time=0:00:28.773214 2021-04-14 23:46:01,034 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.2763, top1-acc=90.55%, top5-acc=99.79%, remaining_time=0:00:12.392184, arrival_time=2021-04-14 23:46:13.426985, cost_time=0:00:30.980444 2021-04-14 23:46:03,237 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.2766, top1-acc=90.53%, top5-acc=99.79%, remaining_time=0:00:10.176166, arrival_time=2021-04-14 23:46:13.413840, cost_time=0:00:33.183224 2021-04-14 23:46:05,453 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.48ms, fps=1156 images/s, loss=0.2791, top1-acc=90.46%, top5-acc=99.77%, remaining_time=0:00:07.964784, arrival_time=2021-04-14 23:46:13.418235, cost_time=0:00:35.399041 2021-04-14 23:46:07,657 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.2790, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:05.751044, arrival_time=2021-04-14 23:46:13.408473, cost_time=0:00:37.603064 2021-04-14 23:46:09,859 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=2.23ms, fps=1163 images/s, loss=0.2780, top1-acc=90.48%, top5-acc=99.77%, remaining_time=0:00:03.538192, arrival_time=2021-04-14 23:46:13.397338, cost_time=0:00:39.804706 2021-04-14 23:46:12,053 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2782, top1-acc=90.47%, top5-acc=99.78%, remaining_time=0:00:01.326294, arrival_time=2021-04-14 23:46:13.379967, cost_time=0:00:41.999299 2021-04-14 23:46:13,230 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.34ms, fps=1156 images/s, loss=0.2794, top1-acc=90.43%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:13.230665, cost_time=0:00:43.176268 2021-04-14 23:46:14,052 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.68ms, fps=3128 images/s, loss=0.4830, top1-acc=83.95%, top5-acc=99.34%, remaining_time=0:00:02.454900, arrival_time=2021-04-14 23:46:16.506970, cost_time=0:00:00.818304 2021-04-14 23:46:14,743 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.47ms, fps=3706 images/s, loss=0.4796, top1-acc=83.93%, top5-acc=99.37%, remaining_time=0:00:01.509720, arrival_time=2021-04-14 23:46:16.253198, cost_time=0:00:01.509712 2021-04-14 23:46:15,436 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.57ms, fps=3695 images/s, loss=0.4669, top1-acc=84.56%, top5-acc=99.43%, remaining_time=0:00:00.734350, arrival_time=2021-04-14 23:46:16.171156, cost_time=0:00:02.203037 2021-04-14 23:46:16,076 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.12ms, fps=3629 images/s, loss=0.4607, top1-acc=84.38%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:16.076770, cost_time=0:00:02.842972 2021-04-14 23:46:16,242 INFO : Epoch=0086 complete, best val top1-acc=85.37%, top5-acc=99.41% (epoch=85), remaining_time=1:27:53.538426, arrival_time=2021-04-15 01:14:09.781225, cost_time=1:06:18.283398 2021-04-14 23:46:16,245 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 23:46:18,630 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.69ms, fps=1073 images/s, loss=0.3105, top1-acc=89.26%, top5-acc=99.69%, remaining_time=0:00:44.362116, arrival_time=2021-04-14 23:47:02.992531, cost_time=0:00:02.385059 2021-04-14 23:46:20,837 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=2.10ms, fps=1160 images/s, loss=0.3027, top1-acc=89.34%, top5-acc=99.71%, remaining_time=0:00:40.406960, arrival_time=2021-04-14 23:47:01.244019, cost_time=0:00:04.591704 2021-04-14 23:46:23,035 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.2957, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:37.573602, arrival_time=2021-04-14 23:47:00.609378, cost_time=0:00:06.790422 2021-04-14 23:46:25,243 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.80ms, fps=1160 images/s, loss=0.2928, top1-acc=89.61%, top5-acc=99.74%, remaining_time=0:00:35.091108, arrival_time=2021-04-14 23:47:00.334351, cost_time=0:00:08.997705 2021-04-14 23:46:27,442 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2831, top1-acc=89.98%, top5-acc=99.78%, remaining_time=0:00:32.694948, arrival_time=2021-04-14 23:47:00.137290, cost_time=0:00:11.196883 2021-04-14 23:46:29,647 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.2832, top1-acc=90.08%, top5-acc=99.78%, remaining_time=0:00:30.377096, arrival_time=2021-04-14 23:47:00.024065, cost_time=0:00:13.401687 2021-04-14 23:46:31,845 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.84ms, fps=1165 images/s, loss=0.2806, top1-acc=90.13%, top5-acc=99.78%, remaining_time=0:00:28.079604, arrival_time=2021-04-14 23:46:59.924728, cost_time=0:00:15.599766 2021-04-14 23:46:34,040 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.2798, top1-acc=90.14%, top5-acc=99.78%, remaining_time=0:00:25.802460, arrival_time=2021-04-14 23:46:59.842641, cost_time=0:00:17.794835 2021-04-14 23:46:36,246 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=0.2789, top1-acc=90.18%, top5-acc=99.79%, remaining_time=0:00:23.556486, arrival_time=2021-04-14 23:46:59.802550, cost_time=0:00:20.000785 2021-04-14 23:46:38,450 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.2786, top1-acc=90.22%, top5-acc=99.80%, remaining_time=0:00:21.316704, arrival_time=2021-04-14 23:46:59.766923, cost_time=0:00:22.204871 2021-04-14 23:46:40,650 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.30ms, fps=1164 images/s, loss=0.2802, top1-acc=90.22%, top5-acc=99.77%, remaining_time=0:00:19.080132, arrival_time=2021-04-14 23:46:59.730320, cost_time=0:00:24.404789 2021-04-14 23:46:42,851 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.91ms, fps=1163 images/s, loss=0.2842, top1-acc=90.13%, top5-acc=99.77%, remaining_time=0:00:16.850720, arrival_time=2021-04-14 23:46:59.702510, cost_time=0:00:26.606433 2021-04-14 23:46:45,047 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.2840, top1-acc=90.21%, top5-acc=99.77%, remaining_time=0:00:14.622564, arrival_time=2021-04-14 23:46:59.669955, cost_time=0:00:28.802031 2021-04-14 23:46:47,254 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.2823, top1-acc=90.27%, top5-acc=99.76%, remaining_time=0:00:12.403776, arrival_time=2021-04-14 23:46:59.658454, cost_time=0:00:31.009409 2021-04-14 23:46:49,459 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.2831, top1-acc=90.24%, top5-acc=99.77%, remaining_time=0:00:10.185642, arrival_time=2021-04-14 23:46:59.645072, cost_time=0:00:33.214064 2021-04-14 23:46:51,659 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.2835, top1-acc=90.23%, top5-acc=99.76%, remaining_time=0:00:07.968240, arrival_time=2021-04-14 23:46:59.628018, cost_time=0:00:35.414386 2021-04-14 23:46:53,873 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.2835, top1-acc=90.26%, top5-acc=99.77%, remaining_time=0:00:05.754866, arrival_time=2021-04-14 23:46:59.628222, cost_time=0:00:37.627996 2021-04-14 23:46:56,077 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.2850, top1-acc=90.20%, top5-acc=99.77%, remaining_time=0:00:03.540624, arrival_time=2021-04-14 23:46:59.618149, cost_time=0:00:39.832090 2021-04-14 23:46:58,284 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.23ms, fps=1160 images/s, loss=0.2862, top1-acc=90.19%, top5-acc=99.77%, remaining_time=0:00:01.327554, arrival_time=2021-04-14 23:46:59.612187, cost_time=0:00:42.039285 2021-04-14 23:46:59,466 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=2.04ms, fps=1151 images/s, loss=0.2858, top1-acc=90.20%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:46:59.466464, cost_time=0:00:43.221112 2021-04-14 23:47:00,302 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=1.38ms, fps=3071 images/s, loss=0.3723, top1-acc=87.66%, top5-acc=99.49%, remaining_time=0:00:02.500530, arrival_time=2021-04-14 23:47:02.802537, cost_time=0:00:00.833510 2021-04-14 23:47:00,991 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.50ms, fps=3718 images/s, loss=0.3925, top1-acc=86.80%, top5-acc=99.47%, remaining_time=0:00:01.522460, arrival_time=2021-04-14 23:47:02.513563, cost_time=0:00:01.522454 2021-04-14 23:47:01,680 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.40ms, fps=3716 images/s, loss=0.3902, top1-acc=86.85%, top5-acc=99.53%, remaining_time=0:00:00.737350, arrival_time=2021-04-14 23:47:02.418048, cost_time=0:00:02.212063 2021-04-14 23:47:02,312 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=3673 images/s, loss=0.3915, top1-acc=87.01%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:02.312822, cost_time=0:00:02.844360 2021-04-14 23:47:02,622 INFO : Epoch=0087 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:27:07.435370, arrival_time=2021-04-15 01:14:10.057378, cost_time=1:07:04.662631 2021-04-14 23:47:02,623 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 23:47:05,055 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.39ms, fps=1053 images/s, loss=0.2648, top1-acc=91.41%, top5-acc=99.73%, remaining_time=0:00:45.239664, arrival_time=2021-04-14 23:47:50.295464, cost_time=0:00:02.432243 2021-04-14 23:47:07,255 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.89ms, fps=1164 images/s, loss=0.2647, top1-acc=91.11%, top5-acc=99.75%, remaining_time=0:00:40.755440, arrival_time=2021-04-14 23:47:48.010345, cost_time=0:00:04.631304 2021-04-14 23:47:09,450 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.2712, top1-acc=90.72%, top5-acc=99.75%, remaining_time=0:00:37.773300, arrival_time=2021-04-14 23:47:47.223365, cost_time=0:00:06.826501 2021-04-14 23:47:11,642 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.2682, top1-acc=90.85%, top5-acc=99.76%, remaining_time=0:00:35.171916, arrival_time=2021-04-14 23:47:46.813915, cost_time=0:00:09.018436 2021-04-14 23:47:13,840 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.2708, top1-acc=90.78%, top5-acc=99.76%, remaining_time=0:00:32.753202, arrival_time=2021-04-14 23:47:46.593642, cost_time=0:00:11.216839 2021-04-14 23:47:16,037 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2715, top1-acc=90.77%, top5-acc=99.77%, remaining_time=0:00:30.406064, arrival_time=2021-04-14 23:47:46.443990, cost_time=0:00:13.414442 2021-04-14 23:47:18,230 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.2710, top1-acc=90.79%, top5-acc=99.79%, remaining_time=0:00:28.092582, arrival_time=2021-04-14 23:47:46.323167, cost_time=0:00:15.607017 2021-04-14 23:47:20,427 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.2706, top1-acc=90.75%, top5-acc=99.79%, remaining_time=0:00:25.814756, arrival_time=2021-04-14 23:47:46.241672, cost_time=0:00:17.803315 2021-04-14 23:47:22,621 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.2704, top1-acc=90.81%, top5-acc=99.78%, remaining_time=0:00:23.553094, arrival_time=2021-04-14 23:47:46.174477, cost_time=0:00:19.997885 2021-04-14 23:47:24,831 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.55ms, fps=1159 images/s, loss=0.2701, top1-acc=90.80%, top5-acc=99.78%, remaining_time=0:00:21.319584, arrival_time=2021-04-14 23:47:46.151002, cost_time=0:00:22.207853 2021-04-14 23:47:27,033 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.27ms, fps=1163 images/s, loss=0.2704, top1-acc=90.84%, top5-acc=99.76%, remaining_time=0:00:19.084346, arrival_time=2021-04-14 23:47:46.118109, cost_time=0:00:24.410257 2021-04-14 23:47:29,229 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.2708, top1-acc=90.80%, top5-acc=99.76%, remaining_time=0:00:16.850416, arrival_time=2021-04-14 23:47:46.079808, cost_time=0:00:26.605917 2021-04-14 23:47:31,430 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.2714, top1-acc=90.81%, top5-acc=99.76%, remaining_time=0:00:14.625204, arrival_time=2021-04-14 23:47:46.055996, cost_time=0:00:28.807225 2021-04-14 23:47:33,623 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.2722, top1-acc=90.79%, top5-acc=99.77%, remaining_time=0:00:12.399968, arrival_time=2021-04-14 23:47:46.023407, cost_time=0:00:30.999961 2021-04-14 23:47:35,822 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.2726, top1-acc=90.77%, top5-acc=99.78%, remaining_time=0:00:10.181042, arrival_time=2021-04-14 23:47:46.003691, cost_time=0:00:33.199084 2021-04-14 23:47:38,030 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.2738, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:07.966620, arrival_time=2021-04-14 23:47:45.997256, cost_time=0:00:35.407135 2021-04-14 23:47:40,246 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.39ms, fps=1155 images/s, loss=0.2749, top1-acc=90.65%, top5-acc=99.77%, remaining_time=0:00:05.754164, arrival_time=2021-04-14 23:47:46.001087, cost_time=0:00:37.623441 2021-04-14 23:47:42,453 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.2765, top1-acc=90.59%, top5-acc=99.76%, remaining_time=0:00:03.540480, arrival_time=2021-04-14 23:47:45.994318, cost_time=0:00:39.830356 2021-04-14 23:47:44,658 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.26ms, fps=1161 images/s, loss=0.2776, top1-acc=90.54%, top5-acc=99.75%, remaining_time=0:00:01.327422, arrival_time=2021-04-14 23:47:45.986099, cost_time=0:00:42.035119 2021-04-14 23:47:45,835 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.23ms, fps=1156 images/s, loss=0.2782, top1-acc=90.54%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:45.835639, cost_time=0:00:43.212120 2021-04-14 23:47:46,677 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=2.43ms, fps=3054 images/s, loss=0.4675, top1-acc=83.95%, top5-acc=99.26%, remaining_time=0:00:02.515050, arrival_time=2021-04-14 23:47:49.192230, cost_time=0:00:00.838352 2021-04-14 23:47:47,363 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.52ms, fps=3731 images/s, loss=0.4486, top1-acc=84.61%, top5-acc=99.34%, remaining_time=0:00:01.524840, arrival_time=2021-04-14 23:47:48.888545, cost_time=0:00:01.524843 2021-04-14 23:47:48,053 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.34ms, fps=3711 images/s, loss=0.4377, top1-acc=84.79%, top5-acc=99.36%, remaining_time=0:00:00.738370, arrival_time=2021-04-14 23:47:48.792288, cost_time=0:00:02.215110 2021-04-14 23:47:48,682 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.4361, top1-acc=84.90%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:47:48.682648, cost_time=0:00:02.843862 2021-04-14 23:47:48,828 INFO : Epoch=0088 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:26:21.106672, arrival_time=2021-04-15 01:14:09.935607, cost_time=1:07:50.869568 2021-04-14 23:47:48,830 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 23:47:51,195 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.41ms, fps=1082 images/s, loss=0.2842, top1-acc=90.23%, top5-acc=99.80%, remaining_time=0:00:43.991418, arrival_time=2021-04-14 23:48:35.186939, cost_time=0:00:02.365129 2021-04-14 23:47:53,395 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.2684, top1-acc=90.62%, top5-acc=99.84%, remaining_time=0:00:40.174288, arrival_time=2021-04-14 23:48:33.569988, cost_time=0:00:04.565267 2021-04-14 23:47:55,591 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.2694, top1-acc=90.78%, top5-acc=99.83%, remaining_time=0:00:37.410590, arrival_time=2021-04-14 23:48:33.001932, cost_time=0:00:06.760951 2021-04-14 23:47:57,788 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.92ms, fps=1166 images/s, loss=0.2747, top1-acc=90.64%, top5-acc=99.82%, remaining_time=0:00:34.936044, arrival_time=2021-04-14 23:48:32.724391, cost_time=0:00:08.957963 2021-04-14 23:48:00,001 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=2.25ms, fps=1157 images/s, loss=0.2751, top1-acc=90.64%, top5-acc=99.81%, remaining_time=0:00:32.619758, arrival_time=2021-04-14 23:48:32.621272, cost_time=0:00:11.171133 2021-04-14 23:48:02,194 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.60ms, fps=1168 images/s, loss=0.2719, top1-acc=90.72%, top5-acc=99.84%, remaining_time=0:00:30.291008, arrival_time=2021-04-14 23:48:32.485009, cost_time=0:00:13.363658 2021-04-14 23:48:04,396 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.2680, top1-acc=90.81%, top5-acc=99.85%, remaining_time=0:00:28.018998, arrival_time=2021-04-14 23:48:32.415482, cost_time=0:00:15.566092 2021-04-14 23:48:06,593 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.2702, top1-acc=90.73%, top5-acc=99.83%, remaining_time=0:00:25.756292, arrival_time=2021-04-14 23:48:32.349667, cost_time=0:00:17.762929 2021-04-14 23:48:08,809 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.46ms, fps=1155 images/s, loss=0.2706, top1-acc=90.76%, top5-acc=99.83%, remaining_time=0:00:23.531152, arrival_time=2021-04-14 23:48:32.340761, cost_time=0:00:19.979298 2021-04-14 23:48:11,006 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.63ms, fps=1166 images/s, loss=0.2717, top1-acc=90.76%, top5-acc=99.82%, remaining_time=0:00:21.288672, arrival_time=2021-04-14 23:48:32.294792, cost_time=0:00:22.175697 2021-04-14 23:48:13,220 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.52ms, fps=1156 images/s, loss=0.2719, top1-acc=90.75%, top5-acc=99.83%, remaining_time=0:00:19.068866, arrival_time=2021-04-14 23:48:32.289542, cost_time=0:00:24.390375 2021-04-14 23:48:15,415 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=2.23ms, fps=1166 images/s, loss=0.2729, top1-acc=90.68%, top5-acc=99.83%, remaining_time=0:00:16.837420, arrival_time=2021-04-14 23:48:32.253155, cost_time=0:00:26.585356 2021-04-14 23:48:17,620 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.93ms, fps=1161 images/s, loss=0.2737, top1-acc=90.68%, top5-acc=99.82%, remaining_time=0:00:14.616690, arrival_time=2021-04-14 23:48:32.237403, cost_time=0:00:28.790399 2021-04-14 23:48:19,814 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.2735, top1-acc=90.66%, top5-acc=99.82%, remaining_time=0:00:12.393864, arrival_time=2021-04-14 23:48:32.208769, cost_time=0:00:30.984609 2021-04-14 23:48:22,018 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.81ms, fps=1162 images/s, loss=0.2730, top1-acc=90.67%, top5-acc=99.82%, remaining_time=0:00:10.177684, arrival_time=2021-04-14 23:48:32.196269, cost_time=0:00:33.188129 2021-04-14 23:48:24,214 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.2735, top1-acc=90.66%, top5-acc=99.81%, remaining_time=0:00:07.961508, arrival_time=2021-04-14 23:48:32.176299, cost_time=0:00:35.384485 2021-04-14 23:48:26,412 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2736, top1-acc=90.65%, top5-acc=99.81%, remaining_time=0:00:05.747898, arrival_time=2021-04-14 23:48:32.160528, cost_time=0:00:37.582333 2021-04-14 23:48:28,611 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.98ms, fps=1165 images/s, loss=0.2735, top1-acc=90.69%, top5-acc=99.80%, remaining_time=0:00:03.536064, arrival_time=2021-04-14 23:48:32.147095, cost_time=0:00:39.780653 2021-04-14 23:48:30,806 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.26ms, fps=1167 images/s, loss=0.2746, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:01.325550, arrival_time=2021-04-14 23:48:32.131550, cost_time=0:00:41.975688 2021-04-14 23:48:31,983 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.38ms, fps=1156 images/s, loss=0.2756, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:31.983017, cost_time=0:00:43.152724 2021-04-14 23:48:32,820 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.21ms, fps=3062 images/s, loss=0.4534, top1-acc=84.92%, top5-acc=99.49%, remaining_time=0:00:02.507880, arrival_time=2021-04-14 23:48:35.328806, cost_time=0:00:00.835963 2021-04-14 23:48:33,510 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.28ms, fps=3715 images/s, loss=0.4501, top1-acc=85.04%, top5-acc=99.53%, remaining_time=0:00:01.525420, arrival_time=2021-04-14 23:48:35.035803, cost_time=0:00:01.525425 2021-04-14 23:48:34,197 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.35ms, fps=3727 images/s, loss=0.4529, top1-acc=85.22%, top5-acc=99.45%, remaining_time=0:00:00.737570, arrival_time=2021-04-14 23:48:34.935231, cost_time=0:00:02.212712 2021-04-14 23:48:34,826 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=3692 images/s, loss=0.4566, top1-acc=84.87%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:48:34.826322, cost_time=0:00:02.841390 2021-04-14 23:48:34,991 INFO : Epoch=0089 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:25:34.725468, arrival_time=2021-04-15 01:14:09.716985, cost_time=1:08:37.032100 2021-04-14 23:48:34,993 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 23:48:37,397 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.31ms, fps=1065 images/s, loss=0.2685, top1-acc=90.47%, top5-acc=99.61%, remaining_time=0:00:44.700078, arrival_time=2021-04-14 23:49:22.097406, cost_time=0:00:02.403232 2021-04-14 23:48:39,602 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.64ms, fps=1162 images/s, loss=0.2680, top1-acc=90.62%, top5-acc=99.71%, remaining_time=0:00:40.548464, arrival_time=2021-04-14 23:49:20.150433, cost_time=0:00:04.607771 2021-04-14 23:48:41,818 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.90ms, fps=1156 images/s, loss=0.2690, top1-acc=90.76%, top5-acc=99.74%, remaining_time=0:00:37.759024, arrival_time=2021-04-14 23:49:19.577070, cost_time=0:00:06.823933 2021-04-14 23:48:44,024 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=0.2740, top1-acc=90.58%, top5-acc=99.72%, remaining_time=0:00:35.217468, arrival_time=2021-04-14 23:49:19.241843, cost_time=0:00:09.030112 2021-04-14 23:48:46,226 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.68ms, fps=1163 images/s, loss=0.2771, top1-acc=90.34%, top5-acc=99.70%, remaining_time=0:00:32.796856, arrival_time=2021-04-14 23:49:19.022769, cost_time=0:00:11.231791 2021-04-14 23:48:48,430 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.2785, top1-acc=90.35%, top5-acc=99.73%, remaining_time=0:00:30.455568, arrival_time=2021-04-14 23:49:18.885875, cost_time=0:00:13.436308 2021-04-14 23:48:50,632 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2782, top1-acc=90.36%, top5-acc=99.73%, remaining_time=0:00:28.148400, arrival_time=2021-04-14 23:49:18.780470, cost_time=0:00:15.637985 2021-04-14 23:48:52,836 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.2789, top1-acc=90.36%, top5-acc=99.74%, remaining_time=0:00:25.871712, arrival_time=2021-04-14 23:49:18.708361, cost_time=0:00:17.842532 2021-04-14 23:48:55,058 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.64ms, fps=1153 images/s, loss=0.2774, top1-acc=90.44%, top5-acc=99.76%, remaining_time=0:00:23.631428, arrival_time=2021-04-14 23:49:18.689946, cost_time=0:00:20.064399 2021-04-14 23:48:57,269 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=2.02ms, fps=1158 images/s, loss=0.2751, top1-acc=90.51%, top5-acc=99.75%, remaining_time=0:00:21.384096, arrival_time=2021-04-14 23:49:18.653592, cost_time=0:00:22.275119 2021-04-14 23:48:59,478 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=0.2753, top1-acc=90.48%, top5-acc=99.75%, remaining_time=0:00:19.142224, arrival_time=2021-04-14 23:49:18.620514, cost_time=0:00:24.484202 2021-04-14 23:49:01,677 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.2757, top1-acc=90.52%, top5-acc=99.76%, remaining_time=0:00:16.899436, arrival_time=2021-04-14 23:49:18.576891, cost_time=0:00:26.683367 2021-04-14 23:49:03,886 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.64ms, fps=1159 images/s, loss=0.2745, top1-acc=90.57%, top5-acc=99.77%, remaining_time=0:00:14.668500, arrival_time=2021-04-14 23:49:18.555174, cost_time=0:00:28.892562 2021-04-14 23:49:06,083 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.2760, top1-acc=90.53%, top5-acc=99.78%, remaining_time=0:00:12.435752, arrival_time=2021-04-14 23:49:18.519266, cost_time=0:00:31.089398 2021-04-14 23:49:08,282 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.83ms, fps=1165 images/s, loss=0.2766, top1-acc=90.53%, top5-acc=99.77%, remaining_time=0:00:10.208274, arrival_time=2021-04-14 23:49:18.490253, cost_time=0:00:33.287850 2021-04-14 23:49:10,480 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.2776, top1-acc=90.48%, top5-acc=99.77%, remaining_time=0:00:07.984476, arrival_time=2021-04-14 23:49:18.465108, cost_time=0:00:35.486638 2021-04-14 23:49:12,675 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.2784, top1-acc=90.45%, top5-acc=99.77%, remaining_time=0:00:05.762978, arrival_time=2021-04-14 23:49:18.438053, cost_time=0:00:37.680978 2021-04-14 23:49:14,873 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.2778, top1-acc=90.47%, top5-acc=99.78%, remaining_time=0:00:03.544816, arrival_time=2021-04-14 23:49:18.418028, cost_time=0:00:39.879208 2021-04-14 23:49:17,077 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.30ms, fps=1162 images/s, loss=0.2780, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:01.328952, arrival_time=2021-04-14 23:49:18.406595, cost_time=0:00:42.083559 2021-04-14 23:49:18,253 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.24ms, fps=1157 images/s, loss=0.2777, top1-acc=90.46%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:18.253282, cost_time=0:00:43.259286 2021-04-14 23:49:19,108 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.48ms, fps=3000 images/s, loss=0.4549, top1-acc=84.96%, top5-acc=99.37%, remaining_time=0:00:02.559990, arrival_time=2021-04-14 23:49:21.668478, cost_time=0:00:00.853327 2021-04-14 23:49:19,797 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.31ms, fps=3720 images/s, loss=0.4543, top1-acc=84.65%, top5-acc=99.32%, remaining_time=0:00:01.541840, arrival_time=2021-04-14 23:49:21.338809, cost_time=0:00:01.541830 2021-04-14 23:49:20,486 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.70ms, fps=3716 images/s, loss=0.4522, top1-acc=84.69%, top5-acc=99.30%, remaining_time=0:00:00.743670, arrival_time=2021-04-14 23:49:21.229902, cost_time=0:00:02.231006 2021-04-14 23:49:21,122 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.15ms, fps=3648 images/s, loss=0.4579, top1-acc=84.37%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:49:21.122636, cost_time=0:00:02.867466 2021-04-14 23:49:21,273 INFO : Epoch=0090 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:24:48.494620, arrival_time=2021-04-15 01:14:09.767766, cost_time=1:09:23.313781 2021-04-14 23:49:21,274 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 23:49:23,664 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.03ms, fps=1071 images/s, loss=0.2222, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:00:44.446932, arrival_time=2021-04-14 23:50:08.111266, cost_time=0:00:02.389625 2021-04-14 23:49:25,866 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.2466, top1-acc=91.58%, top5-acc=99.84%, remaining_time=0:00:40.406256, arrival_time=2021-04-14 23:50:06.272558, cost_time=0:00:04.591623 2021-04-14 23:49:28,075 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=2.05ms, fps=1159 images/s, loss=0.2444, top1-acc=91.55%, top5-acc=99.87%, remaining_time=0:00:37.628880, arrival_time=2021-04-14 23:50:05.703964, cost_time=0:00:06.800404 2021-04-14 23:49:30,276 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=2.80ms, fps=1163 images/s, loss=0.2531, top1-acc=91.21%, top5-acc=99.85%, remaining_time=0:00:35.107488, arrival_time=2021-04-14 23:50:05.384086, cost_time=0:00:09.001904 2021-04-14 23:49:32,470 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2528, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:32.691298, arrival_time=2021-04-14 23:50:05.161648, cost_time=0:00:11.195670 2021-04-14 23:49:34,665 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.2567, top1-acc=91.13%, top5-acc=99.78%, remaining_time=0:00:30.352208, arrival_time=2021-04-14 23:50:05.017553, cost_time=0:00:13.390676 2021-04-14 23:49:36,860 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.2593, top1-acc=91.05%, top5-acc=99.76%, remaining_time=0:00:28.053774, arrival_time=2021-04-14 23:50:04.913905, cost_time=0:00:15.585456 2021-04-14 23:49:39,058 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.2621, top1-acc=91.03%, top5-acc=99.76%, remaining_time=0:00:25.786336, arrival_time=2021-04-14 23:50:04.844803, cost_time=0:00:17.783659 2021-04-14 23:49:41,260 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.2623, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:23.539208, arrival_time=2021-04-14 23:50:04.799972, cost_time=0:00:19.986159 2021-04-14 23:49:43,464 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.82ms, fps=1162 images/s, loss=0.2616, top1-acc=91.09%, top5-acc=99.77%, remaining_time=0:00:21.301728, arrival_time=2021-04-14 23:50:04.765771, cost_time=0:00:22.189264 2021-04-14 23:49:45,667 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.2630, top1-acc=91.01%, top5-acc=99.78%, remaining_time=0:00:19.070672, arrival_time=2021-04-14 23:50:04.738038, cost_time=0:00:24.392758 2021-04-14 23:49:47,861 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.2649, top1-acc=90.93%, top5-acc=99.79%, remaining_time=0:00:16.838636, arrival_time=2021-04-14 23:50:04.700524, cost_time=0:00:26.587300 2021-04-14 23:49:50,055 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2667, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:14.611674, arrival_time=2021-04-14 23:50:04.666980, cost_time=0:00:28.780629 2021-04-14 23:49:52,246 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.57ms, fps=1168 images/s, loss=0.2680, top1-acc=90.85%, top5-acc=99.78%, remaining_time=0:00:12.388824, arrival_time=2021-04-14 23:50:04.635493, cost_time=0:00:30.972075 2021-04-14 23:49:54,441 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.2705, top1-acc=90.78%, top5-acc=99.77%, remaining_time=0:00:10.171060, arrival_time=2021-04-14 23:50:04.612276, cost_time=0:00:33.166439 2021-04-14 23:49:56,636 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2708, top1-acc=90.76%, top5-acc=99.76%, remaining_time=0:00:07.956360, arrival_time=2021-04-14 23:50:04.592604, cost_time=0:00:35.361632 2021-04-14 23:49:58,838 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.2714, top1-acc=90.71%, top5-acc=99.77%, remaining_time=0:00:05.745116, arrival_time=2021-04-14 23:50:04.583974, cost_time=0:00:37.564266 2021-04-14 23:50:01,033 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.31ms, fps=1167 images/s, loss=0.2727, top1-acc=90.64%, top5-acc=99.77%, remaining_time=0:00:03.534144, arrival_time=2021-04-14 23:50:04.567831, cost_time=0:00:39.759098 2021-04-14 23:50:03,236 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.31ms, fps=1163 images/s, loss=0.2743, top1-acc=90.60%, top5-acc=99.77%, remaining_time=0:00:01.325100, arrival_time=2021-04-14 23:50:04.561356, cost_time=0:00:41.961593 2021-04-14 23:50:04,413 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.44ms, fps=1156 images/s, loss=0.2737, top1-acc=90.59%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:04.413390, cost_time=0:00:43.138824 2021-04-14 23:50:05,275 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.33ms, fps=2976 images/s, loss=0.4459, top1-acc=85.43%, top5-acc=99.37%, remaining_time=0:00:02.580600, arrival_time=2021-04-14 23:50:07.855836, cost_time=0:00:00.860203 2021-04-14 23:50:05,965 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.31ms, fps=3711 images/s, loss=0.4546, top1-acc=85.10%, top5-acc=99.41%, remaining_time=0:00:01.550380, arrival_time=2021-04-14 23:50:07.515891, cost_time=0:00:01.550373 2021-04-14 23:50:06,660 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.93ms, fps=3689 images/s, loss=0.4542, top1-acc=84.92%, top5-acc=99.47%, remaining_time=0:00:00.748290, arrival_time=2021-04-14 23:50:07.408238, cost_time=0:00:02.244879 2021-04-14 23:50:07,296 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.10ms, fps=3651 images/s, loss=0.4405, top1-acc=85.24%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:07.295958, cost_time=0:00:02.880867 2021-04-14 23:50:07,458 INFO : Epoch=0091 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:24:02.147615, arrival_time=2021-04-15 01:14:09.606389, cost_time=1:10:09.499403 2021-04-14 23:50:07,460 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 23:50:09,838 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.61ms, fps=1077 images/s, loss=0.2864, top1-acc=90.51%, top5-acc=99.80%, remaining_time=0:00:44.226894, arrival_time=2021-04-14 23:50:54.065065, cost_time=0:00:02.377790 2021-04-14 23:50:12,034 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.2754, top1-acc=90.76%, top5-acc=99.75%, remaining_time=0:00:40.256480, arrival_time=2021-04-14 23:50:52.291375, cost_time=0:00:04.574608 2021-04-14 23:50:14,226 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.53ms, fps=1169 images/s, loss=0.2703, top1-acc=90.83%, top5-acc=99.80%, remaining_time=0:00:37.437150, arrival_time=2021-04-14 23:50:51.663189, cost_time=0:00:06.765758 2021-04-14 23:50:16,424 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.2656, top1-acc=90.91%, top5-acc=99.82%, remaining_time=0:00:34.958040, arrival_time=2021-04-14 23:50:51.382164, cost_time=0:00:08.963613 2021-04-14 23:50:18,619 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.2600, top1-acc=90.99%, top5-acc=99.84%, remaining_time=0:00:32.583258, arrival_time=2021-04-14 23:50:51.202285, cost_time=0:00:11.158626 2021-04-14 23:50:20,821 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.2552, top1-acc=91.15%, top5-acc=99.84%, remaining_time=0:00:30.285024, arrival_time=2021-04-14 23:50:51.106454, cost_time=0:00:13.361057 2021-04-14 23:50:23,022 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=0.2552, top1-acc=91.12%, top5-acc=99.83%, remaining_time=0:00:28.011942, arrival_time=2021-04-14 23:50:51.034477, cost_time=0:00:15.562164 2021-04-14 23:50:25,219 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.2551, top1-acc=91.13%, top5-acc=99.84%, remaining_time=0:00:25.750260, arrival_time=2021-04-14 23:50:50.969372, cost_time=0:00:17.758811 2021-04-14 23:50:27,426 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.2545, top1-acc=91.14%, top5-acc=99.84%, remaining_time=0:00:23.515464, arrival_time=2021-04-14 23:50:50.941806, cost_time=0:00:19.965978 2021-04-14 23:50:29,626 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.2562, top1-acc=91.07%, top5-acc=99.84%, remaining_time=0:00:21.279840, arrival_time=2021-04-14 23:50:50.906729, cost_time=0:00:22.166507 2021-04-14 23:50:31,827 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=0.2601, top1-acc=90.97%, top5-acc=99.82%, remaining_time=0:00:19.050806, arrival_time=2021-04-14 23:50:50.878537, cost_time=0:00:24.367362 2021-04-14 23:50:34,028 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.89ms, fps=1164 images/s, loss=0.2607, top1-acc=90.93%, top5-acc=99.82%, remaining_time=0:00:16.826400, arrival_time=2021-04-14 23:50:50.854792, cost_time=0:00:26.568029 2021-04-14 23:50:36,229 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.2633, top1-acc=90.80%, top5-acc=99.83%, remaining_time=0:00:14.605602, arrival_time=2021-04-14 23:50:50.834528, cost_time=0:00:28.768553 2021-04-14 23:50:38,436 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.2631, top1-acc=90.81%, top5-acc=99.82%, remaining_time=0:00:12.390560, arrival_time=2021-04-14 23:50:50.827375, cost_time=0:00:30.976445 2021-04-14 23:50:40,643 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.78ms, fps=1160 images/s, loss=0.2662, top1-acc=90.72%, top5-acc=99.82%, remaining_time=0:00:10.176166, arrival_time=2021-04-14 23:50:50.819788, cost_time=0:00:33.183179 2021-04-14 23:50:42,850 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.2666, top1-acc=90.70%, top5-acc=99.82%, remaining_time=0:00:07.962840, arrival_time=2021-04-14 23:50:50.813584, cost_time=0:00:35.390325 2021-04-14 23:50:45,055 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.2667, top1-acc=90.70%, top5-acc=99.82%, remaining_time=0:00:05.749900, arrival_time=2021-04-14 23:50:50.805629, cost_time=0:00:37.595445 2021-04-14 23:50:47,258 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.2673, top1-acc=90.69%, top5-acc=99.82%, remaining_time=0:00:03.537632, arrival_time=2021-04-14 23:50:50.796282, cost_time=0:00:39.798270 2021-04-14 23:50:49,466 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.31ms, fps=1160 images/s, loss=0.2685, top1-acc=90.66%, top5-acc=99.81%, remaining_time=0:00:01.326516, arrival_time=2021-04-14 23:50:50.793133, cost_time=0:00:42.006329 2021-04-14 23:50:50,651 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.48ms, fps=1149 images/s, loss=0.2707, top1-acc=90.62%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:50.651155, cost_time=0:00:43.190790 2021-04-14 23:50:51,458 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.34ms, fps=3179 images/s, loss=0.4239, top1-acc=86.21%, top5-acc=99.22%, remaining_time=0:00:02.415660, arrival_time=2021-04-14 23:50:53.874086, cost_time=0:00:00.805222 2021-04-14 23:50:52,146 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.54ms, fps=3721 images/s, loss=0.4284, top1-acc=86.21%, top5-acc=99.36%, remaining_time=0:00:01.493540, arrival_time=2021-04-14 23:50:53.640270, cost_time=0:00:01.493537 2021-04-14 23:50:52,836 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.37ms, fps=3713 images/s, loss=0.4255, top1-acc=85.98%, top5-acc=99.49%, remaining_time=0:00:00.727780, arrival_time=2021-04-14 23:50:53.564334, cost_time=0:00:02.183352 2021-04-14 23:50:53,470 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.09ms, fps=3663 images/s, loss=0.4372, top1-acc=85.58%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-14 23:50:53.470271, cost_time=0:00:02.817122 2021-04-14 23:50:53,598 INFO : Epoch=0092 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:23:15.750384, arrival_time=2021-04-15 01:14:09.348950, cost_time=1:10:55.639192 2021-04-14 23:50:53,599 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 23:50:55,987 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.39ms, fps=1072 images/s, loss=0.2718, top1-acc=90.62%, top5-acc=99.88%, remaining_time=0:00:44.401362, arrival_time=2021-04-14 23:51:40.388657, cost_time=0:00:02.387171 2021-04-14 23:50:58,187 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.2717, top1-acc=90.68%, top5-acc=99.80%, remaining_time=0:00:40.373520, arrival_time=2021-04-14 23:51:38.561384, cost_time=0:00:04.587906 2021-04-14 23:51:00,384 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.73ms, fps=1166 images/s, loss=0.2727, top1-acc=90.92%, top5-acc=99.73%, remaining_time=0:00:37.542062, arrival_time=2021-04-14 23:51:37.926719, cost_time=0:00:06.784710 2021-04-14 23:51:02,585 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.2724, top1-acc=90.96%, top5-acc=99.71%, remaining_time=0:00:35.043684, arrival_time=2021-04-14 23:51:37.629280, cost_time=0:00:08.985566 2021-04-14 23:51:04,787 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.2708, top1-acc=90.92%, top5-acc=99.75%, remaining_time=0:00:32.666040, arrival_time=2021-04-14 23:51:37.453021, cost_time=0:00:11.187022 2021-04-14 23:51:06,984 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.2690, top1-acc=90.96%, top5-acc=99.78%, remaining_time=0:00:30.337520, arrival_time=2021-04-14 23:51:37.321721, cost_time=0:00:13.384209 2021-04-14 23:51:09,185 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.80ms, fps=1164 images/s, loss=0.2669, top1-acc=90.99%, top5-acc=99.78%, remaining_time=0:00:28.052892, arrival_time=2021-04-14 23:51:37.237966, cost_time=0:00:15.584949 2021-04-14 23:51:11,386 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.2636, top1-acc=90.99%, top5-acc=99.79%, remaining_time=0:00:25.790512, arrival_time=2021-04-14 23:51:37.177007, cost_time=0:00:17.786527 2021-04-14 23:51:13,593 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.2643, top1-acc=90.94%, top5-acc=99.80%, remaining_time=0:00:23.547688, arrival_time=2021-04-14 23:51:37.140939, cost_time=0:00:19.993305 2021-04-14 23:51:15,795 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.2648, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:21.307584, arrival_time=2021-04-14 23:51:37.103000, cost_time=0:00:22.195426 2021-04-14 23:51:17,996 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=2.00ms, fps=1163 images/s, loss=0.2636, top1-acc=90.92%, top5-acc=99.80%, remaining_time=0:00:19.073596, arrival_time=2021-04-14 23:51:37.070121, cost_time=0:00:24.396486 2021-04-14 23:51:20,205 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.2650, top1-acc=90.84%, top5-acc=99.80%, remaining_time=0:00:16.850264, arrival_time=2021-04-14 23:51:37.055947, cost_time=0:00:26.605707 2021-04-14 23:51:22,418 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.71ms, fps=1157 images/s, loss=0.2662, top1-acc=90.80%, top5-acc=99.79%, remaining_time=0:00:14.631144, arrival_time=2021-04-14 23:51:37.050072, cost_time=0:00:28.818980 2021-04-14 23:51:24,614 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.2669, top1-acc=90.79%, top5-acc=99.79%, remaining_time=0:00:12.405848, arrival_time=2021-04-14 23:51:37.020395, cost_time=0:00:31.014562 2021-04-14 23:51:26,820 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.2680, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:10.187666, arrival_time=2021-04-14 23:51:37.008318, cost_time=0:00:33.220694 2021-04-14 23:51:29,026 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.2675, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:07.970868, arrival_time=2021-04-14 23:51:36.997029, cost_time=0:00:35.426130 2021-04-14 23:51:31,229 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.2676, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:05.755048, arrival_time=2021-04-14 23:51:36.984425, cost_time=0:00:37.629233 2021-04-14 23:51:33,428 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.2683, top1-acc=90.70%, top5-acc=99.78%, remaining_time=0:00:03.540304, arrival_time=2021-04-14 23:51:36.968776, cost_time=0:00:39.828430 2021-04-14 23:51:35,626 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.2680, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:01.327134, arrival_time=2021-04-14 23:51:36.953151, cost_time=0:00:42.025996 2021-04-14 23:51:36,809 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.40ms, fps=1150 images/s, loss=0.2679, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:36.809072, cost_time=0:00:43.209048 2021-04-14 23:51:37,621 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.20ms, fps=3163 images/s, loss=0.4073, top1-acc=86.21%, top5-acc=99.57%, remaining_time=0:00:02.428140, arrival_time=2021-04-14 23:51:40.048569, cost_time=0:00:00.809385 2021-04-14 23:51:38,309 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.54ms, fps=3727 images/s, loss=0.4164, top1-acc=85.86%, top5-acc=99.55%, remaining_time=0:00:01.497840, arrival_time=2021-04-14 23:51:39.806803, cost_time=0:00:01.497834 2021-04-14 23:51:38,997 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.89ms, fps=3721 images/s, loss=0.4186, top1-acc=85.92%, top5-acc=99.58%, remaining_time=0:00:00.728790, arrival_time=2021-04-14 23:51:39.726208, cost_time=0:00:02.186360 2021-04-14 23:51:39,628 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=3677 images/s, loss=0.4031, top1-acc=86.38%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:51:39.628716, cost_time=0:00:02.817698 2021-04-14 23:51:39,754 INFO : Epoch=0093 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:22:29.377555, arrival_time=2021-04-15 01:14:09.132326, cost_time=1:11:41.795405 2021-04-14 23:51:39,756 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 23:51:42,122 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.46ms, fps=1082 images/s, loss=0.2511, top1-acc=91.13%, top5-acc=99.69%, remaining_time=0:00:44.012436, arrival_time=2021-04-14 23:52:26.134987, cost_time=0:00:02.366256 2021-04-14 23:51:44,324 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.2524, top1-acc=90.86%, top5-acc=99.73%, remaining_time=0:00:40.201920, arrival_time=2021-04-14 23:52:24.526668, cost_time=0:00:04.568410 2021-04-14 23:51:46,527 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.71ms, fps=1163 images/s, loss=0.2520, top1-acc=90.86%, top5-acc=99.75%, remaining_time=0:00:37.467196, arrival_time=2021-04-14 23:52:23.994676, cost_time=0:00:06.771175 2021-04-14 23:51:48,727 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.2494, top1-acc=91.09%, top5-acc=99.78%, remaining_time=0:00:34.989240, arrival_time=2021-04-14 23:52:23.717136, cost_time=0:00:08.971595 2021-04-14 23:51:50,935 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.2548, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:32.641658, arrival_time=2021-04-14 23:52:23.576633, cost_time=0:00:11.178634 2021-04-14 23:51:53,134 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.2568, top1-acc=90.83%, top5-acc=99.79%, remaining_time=0:00:30.324600, arrival_time=2021-04-14 23:52:23.459379, cost_time=0:00:13.378522 2021-04-14 23:51:55,346 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=0.2574, top1-acc=90.90%, top5-acc=99.76%, remaining_time=0:00:28.061460, arrival_time=2021-04-14 23:52:23.407423, cost_time=0:00:15.589665 2021-04-14 23:51:57,543 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.2601, top1-acc=90.85%, top5-acc=99.77%, remaining_time=0:00:25.791788, arrival_time=2021-04-14 23:52:23.335595, cost_time=0:00:17.787474 2021-04-14 23:51:59,736 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.2588, top1-acc=90.93%, top5-acc=99.77%, remaining_time=0:00:23.532742, arrival_time=2021-04-14 23:52:23.269659, cost_time=0:00:19.980610 2021-04-14 23:52:01,948 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=0.2583, top1-acc=90.96%, top5-acc=99.78%, remaining_time=0:00:21.304224, arrival_time=2021-04-14 23:52:23.252487, cost_time=0:00:22.191889 2021-04-14 23:52:04,147 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.2602, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:19.069468, arrival_time=2021-04-14 23:52:23.217077, cost_time=0:00:24.391170 2021-04-14 23:52:06,351 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.2617, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:16.843576, arrival_time=2021-04-14 23:52:23.195062, cost_time=0:00:26.595159 2021-04-14 23:52:08,553 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.2616, top1-acc=90.96%, top5-acc=99.79%, remaining_time=0:00:14.620122, arrival_time=2021-04-14 23:52:23.173716, cost_time=0:00:28.797267 2021-04-14 23:52:10,758 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.17ms, fps=1162 images/s, loss=0.2622, top1-acc=90.97%, top5-acc=99.79%, remaining_time=0:00:12.400696, arrival_time=2021-04-14 23:52:23.158743, cost_time=0:00:31.001747 2021-04-14 23:52:12,950 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.50ms, fps=1168 images/s, loss=0.2625, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:10.179662, arrival_time=2021-04-14 23:52:23.130393, cost_time=0:00:33.194511 2021-04-14 23:52:15,154 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.2640, top1-acc=90.93%, top5-acc=99.78%, remaining_time=0:00:07.964676, arrival_time=2021-04-14 23:52:23.119492, cost_time=0:00:35.398521 2021-04-14 23:52:17,352 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.2650, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:05.750082, arrival_time=2021-04-14 23:52:23.102995, cost_time=0:00:37.596700 2021-04-14 23:52:19,547 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.2642, top1-acc=90.93%, top5-acc=99.77%, remaining_time=0:00:03.536960, arrival_time=2021-04-14 23:52:23.083970, cost_time=0:00:39.790776 2021-04-14 23:52:21,741 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.26ms, fps=1167 images/s, loss=0.2652, top1-acc=90.90%, top5-acc=99.77%, remaining_time=0:00:01.325844, arrival_time=2021-04-14 23:52:23.067112, cost_time=0:00:41.984973 2021-04-14 23:52:22,918 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.27ms, fps=1156 images/s, loss=0.2655, top1-acc=90.90%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:22.918291, cost_time=0:00:43.162065 2021-04-14 23:52:23,786 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.21ms, fps=2957 images/s, loss=0.4614, top1-acc=84.69%, top5-acc=99.45%, remaining_time=0:00:02.597610, arrival_time=2021-04-14 23:52:26.383750, cost_time=0:00:00.865867 2021-04-14 23:52:24,476 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.49ms, fps=3708 images/s, loss=0.4787, top1-acc=84.43%, top5-acc=99.28%, remaining_time=0:00:01.556520, arrival_time=2021-04-14 23:52:26.033306, cost_time=0:00:01.556526 2021-04-14 23:52:25,163 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.28ms, fps=3732 images/s, loss=0.4734, top1-acc=84.70%, top5-acc=99.11%, remaining_time=0:00:00.747620, arrival_time=2021-04-14 23:52:25.910760, cost_time=0:00:02.242871 2021-04-14 23:52:25,797 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.07ms, fps=3663 images/s, loss=0.4569, top1-acc=84.92%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-14 23:52:25.796914, cost_time=0:00:02.876578 2021-04-14 23:52:25,934 INFO : Epoch=0094 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:21:43.035724, arrival_time=2021-04-15 01:14:08.970209, cost_time=1:12:27.975114 2021-04-14 23:52:25,935 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 23:52:28,330 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.58ms, fps=1069 images/s, loss=0.2436, top1-acc=91.52%, top5-acc=99.88%, remaining_time=0:00:44.526354, arrival_time=2021-04-14 23:53:12.856409, cost_time=0:00:02.393892 2021-04-14 23:52:30,538 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.2479, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:40.499888, arrival_time=2021-04-14 23:53:11.038205, cost_time=0:00:04.602252 2021-04-14 23:52:32,742 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.2553, top1-acc=90.99%, top5-acc=99.80%, remaining_time=0:00:37.661748, arrival_time=2021-04-14 23:53:10.404140, cost_time=0:00:06.806333 2021-04-14 23:52:34,941 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.2529, top1-acc=91.10%, top5-acc=99.80%, remaining_time=0:00:35.121684, arrival_time=2021-04-14 23:53:10.063408, cost_time=0:00:09.005551 2021-04-14 23:52:37,143 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.2547, top1-acc=91.06%, top5-acc=99.82%, remaining_time=0:00:32.726630, arrival_time=2021-04-14 23:53:09.870409, cost_time=0:00:11.207752 2021-04-14 23:52:39,341 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.2534, top1-acc=91.14%, top5-acc=99.82%, remaining_time=0:00:30.385936, arrival_time=2021-04-14 23:53:09.727579, cost_time=0:00:13.405590 2021-04-14 23:52:41,538 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.2522, top1-acc=91.16%, top5-acc=99.83%, remaining_time=0:00:28.083762, arrival_time=2021-04-14 23:53:09.621891, cost_time=0:00:15.602063 2021-04-14 23:52:43,735 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.2528, top1-acc=91.22%, top5-acc=99.82%, remaining_time=0:00:25.808608, arrival_time=2021-04-14 23:53:09.543629, cost_time=0:00:17.799004 2021-04-14 23:52:45,948 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.2560, top1-acc=91.12%, top5-acc=99.81%, remaining_time=0:00:23.569630, arrival_time=2021-04-14 23:53:09.517616, cost_time=0:00:20.011922 2021-04-14 23:52:48,143 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.2575, top1-acc=91.06%, top5-acc=99.81%, remaining_time=0:00:21.319104, arrival_time=2021-04-14 23:53:09.462514, cost_time=0:00:22.207444 2021-04-14 23:52:50,344 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.98ms, fps=1163 images/s, loss=0.2589, top1-acc=91.03%, top5-acc=99.80%, remaining_time=0:00:19.082970, arrival_time=2021-04-14 23:53:09.427476, cost_time=0:00:24.408450 2021-04-14 23:52:52,537 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.60ms, fps=1168 images/s, loss=0.2582, top1-acc=91.06%, top5-acc=99.81%, remaining_time=0:00:16.847680, arrival_time=2021-04-14 23:53:09.385199, cost_time=0:00:26.601548 2021-04-14 23:52:54,736 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.2588, top1-acc=91.04%, top5-acc=99.81%, remaining_time=0:00:14.621772, arrival_time=2021-04-14 23:53:09.358401, cost_time=0:00:28.800491 2021-04-14 23:52:56,940 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.93ms, fps=1162 images/s, loss=0.2582, top1-acc=91.09%, top5-acc=99.81%, remaining_time=0:00:12.401704, arrival_time=2021-04-14 23:53:09.341926, cost_time=0:00:31.004251 2021-04-14 23:52:59,136 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.2591, top1-acc=91.10%, top5-acc=99.82%, remaining_time=0:00:10.181456, arrival_time=2021-04-14 23:53:09.317815, cost_time=0:00:33.200386 2021-04-14 23:53:01,340 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.2598, top1-acc=91.06%, top5-acc=99.82%, remaining_time=0:00:07.965900, arrival_time=2021-04-14 23:53:09.305922, cost_time=0:00:35.403964 2021-04-14 23:53:03,536 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.2605, top1-acc=91.04%, top5-acc=99.82%, remaining_time=0:00:05.750654, arrival_time=2021-04-14 23:53:09.287131, cost_time=0:00:37.600499 2021-04-14 23:53:05,731 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.2605, top1-acc=91.03%, top5-acc=99.81%, remaining_time=0:00:03.537360, arrival_time=2021-04-14 23:53:09.268706, cost_time=0:00:39.795376 2021-04-14 23:53:07,930 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.25ms, fps=1164 images/s, loss=0.2619, top1-acc=90.98%, top5-acc=99.82%, remaining_time=0:00:01.326150, arrival_time=2021-04-14 23:53:09.256933, cost_time=0:00:41.994700 2021-04-14 23:53:09,109 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.42ms, fps=1154 images/s, loss=0.2612, top1-acc=91.01%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:09.109462, cost_time=0:00:43.173492 2021-04-14 23:53:09,955 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.33ms, fps=3032 images/s, loss=0.4330, top1-acc=85.74%, top5-acc=99.22%, remaining_time=0:00:02.532600, arrival_time=2021-04-14 23:53:12.488158, cost_time=0:00:00.844200 2021-04-14 23:53:10,645 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.54ms, fps=3714 images/s, loss=0.4349, top1-acc=85.80%, top5-acc=99.26%, remaining_time=0:00:01.533800, arrival_time=2021-04-14 23:53:12.178952, cost_time=0:00:01.533804 2021-04-14 23:53:11,333 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.44ms, fps=3721 images/s, loss=0.4325, top1-acc=85.96%, top5-acc=99.32%, remaining_time=0:00:00.740710, arrival_time=2021-04-14 23:53:12.074189, cost_time=0:00:02.222135 2021-04-14 23:53:11,962 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=3688 images/s, loss=0.4424, top1-acc=85.84%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:11.962885, cost_time=0:00:02.851558 2021-04-14 23:53:12,160 INFO : Epoch=0095 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:20:56.748015, arrival_time=2021-04-15 01:14:08.908013, cost_time=1:13:14.200627 2021-04-14 23:53:12,161 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 23:53:14,562 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.50ms, fps=1066 images/s, loss=0.2639, top1-acc=91.05%, top5-acc=99.69%, remaining_time=0:00:44.655810, arrival_time=2021-04-14 23:53:59.218116, cost_time=0:00:02.400852 2021-04-14 23:53:16,768 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.2585, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:40.540368, arrival_time=2021-04-14 23:53:57.308710, cost_time=0:00:04.606852 2021-04-14 23:53:18,971 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.2598, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:37.681170, arrival_time=2021-04-14 23:53:56.652479, cost_time=0:00:06.809848 2021-04-14 23:53:21,172 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.2604, top1-acc=91.08%, top5-acc=99.83%, remaining_time=0:00:35.143212, arrival_time=2021-04-14 23:53:56.315760, cost_time=0:00:09.011084 2021-04-14 23:53:23,367 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.2592, top1-acc=91.07%, top5-acc=99.83%, remaining_time=0:00:32.720352, arrival_time=2021-04-14 23:53:56.087376, cost_time=0:00:11.205590 2021-04-14 23:53:25,571 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.2567, top1-acc=91.21%, top5-acc=99.83%, remaining_time=0:00:30.396408, arrival_time=2021-04-14 23:53:55.967939, cost_time=0:00:13.410170 2021-04-14 23:53:27,785 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.2549, top1-acc=91.26%, top5-acc=99.82%, remaining_time=0:00:28.122948, arrival_time=2021-04-14 23:53:55.908243, cost_time=0:00:15.623838 2021-04-14 23:53:29,992 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.60ms, fps=1160 images/s, loss=0.2574, top1-acc=91.20%, top5-acc=99.81%, remaining_time=0:00:25.854428, arrival_time=2021-04-14 23:53:55.846494, cost_time=0:00:17.830611 2021-04-14 23:53:32,204 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.55ms, fps=1158 images/s, loss=0.2576, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:23.605882, arrival_time=2021-04-14 23:53:55.810061, cost_time=0:00:20.042722 2021-04-14 23:53:34,400 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2576, top1-acc=91.20%, top5-acc=99.83%, remaining_time=0:00:21.349632, arrival_time=2021-04-14 23:53:55.750326, cost_time=0:00:22.239239 2021-04-14 23:53:36,596 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.2604, top1-acc=91.09%, top5-acc=99.83%, remaining_time=0:00:19.103352, arrival_time=2021-04-14 23:53:55.699337, cost_time=0:00:24.434544 2021-04-14 23:53:38,798 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.2601, top1-acc=91.12%, top5-acc=99.83%, remaining_time=0:00:16.870328, arrival_time=2021-04-14 23:53:55.669087, cost_time=0:00:26.637314 2021-04-14 23:53:40,992 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.2589, top1-acc=91.15%, top5-acc=99.83%, remaining_time=0:00:14.636952, arrival_time=2021-04-14 23:53:55.628895, cost_time=0:00:28.830406 2021-04-14 23:53:43,190 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=2.27ms, fps=1165 images/s, loss=0.2595, top1-acc=91.14%, top5-acc=99.83%, remaining_time=0:00:12.411672, arrival_time=2021-04-14 23:53:55.602353, cost_time=0:00:31.029233 2021-04-14 23:53:45,389 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.2618, top1-acc=91.07%, top5-acc=99.82%, remaining_time=0:00:10.189782, arrival_time=2021-04-14 23:53:55.578781, cost_time=0:00:33.227611 2021-04-14 23:53:47,593 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.2618, top1-acc=91.04%, top5-acc=99.81%, remaining_time=0:00:07.972164, arrival_time=2021-04-14 23:53:55.565522, cost_time=0:00:35.431904 2021-04-14 23:53:49,793 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.2616, top1-acc=91.04%, top5-acc=99.82%, remaining_time=0:00:05.755464, arrival_time=2021-04-14 23:53:55.548649, cost_time=0:00:37.631811 2021-04-14 23:53:51,985 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=2.05ms, fps=1168 images/s, loss=0.2615, top1-acc=91.03%, top5-acc=99.82%, remaining_time=0:00:03.539872, arrival_time=2021-04-14 23:53:55.524826, cost_time=0:00:39.823516 2021-04-14 23:53:54,182 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.2617, top1-acc=91.03%, top5-acc=99.81%, remaining_time=0:00:01.326990, arrival_time=2021-04-14 23:53:55.509651, cost_time=0:00:42.021283 2021-04-14 23:53:55,362 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.25ms, fps=1154 images/s, loss=0.2625, top1-acc=90.99%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:55.361968, cost_time=0:00:43.200608 2021-04-14 23:53:56,178 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.22ms, fps=3141 images/s, loss=0.4307, top1-acc=85.66%, top5-acc=99.57%, remaining_time=0:00:02.444910, arrival_time=2021-04-14 23:53:58.623738, cost_time=0:00:00.814968 2021-04-14 23:53:56,874 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=2.95ms, fps=3685 images/s, loss=0.4225, top1-acc=85.64%, top5-acc=99.55%, remaining_time=0:00:01.510200, arrival_time=2021-04-14 23:53:58.384314, cost_time=0:00:01.510207 2021-04-14 23:53:57,565 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.35ms, fps=3705 images/s, loss=0.4272, top1-acc=85.52%, top5-acc=99.47%, remaining_time=0:00:00.733980, arrival_time=2021-04-14 23:53:58.299712, cost_time=0:00:02.201947 2021-04-14 23:53:58,197 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.11ms, fps=3675 images/s, loss=0.4214, top1-acc=85.42%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-14 23:53:58.197456, cost_time=0:00:02.833622 2021-04-14 23:53:58,631 INFO : Epoch=0096 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:20:10.728104, arrival_time=2021-04-15 01:14:09.359573, cost_time=1:14:00.672107 2021-04-14 23:53:58,632 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 23:54:01,012 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=2.08ms, fps=1076 images/s, loss=0.2830, top1-acc=90.47%, top5-acc=99.88%, remaining_time=0:00:44.254422, arrival_time=2021-04-14 23:54:45.266690, cost_time=0:00:02.379272 2021-04-14 23:54:03,207 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.2672, top1-acc=90.96%, top5-acc=99.84%, remaining_time=0:00:40.254192, arrival_time=2021-04-14 23:54:43.461533, cost_time=0:00:04.574342 2021-04-14 23:54:05,407 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.97ms, fps=1164 images/s, loss=0.2695, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:37.483464, arrival_time=2021-04-14 23:54:42.890567, cost_time=0:00:06.774110 2021-04-14 23:54:07,608 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.2582, top1-acc=90.99%, top5-acc=99.83%, remaining_time=0:00:35.003280, arrival_time=2021-04-14 23:54:42.611479, cost_time=0:00:08.975204 2021-04-14 23:54:09,808 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.2555, top1-acc=91.07%, top5-acc=99.84%, remaining_time=0:00:32.632898, arrival_time=2021-04-14 23:54:42.441534, cost_time=0:00:11.175637 2021-04-14 23:54:12,009 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.2534, top1-acc=91.20%, top5-acc=99.82%, remaining_time=0:00:30.319568, arrival_time=2021-04-14 23:54:42.328864, cost_time=0:00:13.376306 2021-04-14 23:54:14,209 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.2543, top1-acc=91.16%, top5-acc=99.83%, remaining_time=0:00:28.038150, arrival_time=2021-04-14 23:54:42.247876, cost_time=0:00:15.576719 2021-04-14 23:54:16,402 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.2535, top1-acc=91.16%, top5-acc=99.83%, remaining_time=0:00:25.765920, arrival_time=2021-04-14 23:54:42.168412, cost_time=0:00:17.769578 2021-04-14 23:54:18,606 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.2558, top1-acc=91.14%, top5-acc=99.83%, remaining_time=0:00:23.524262, arrival_time=2021-04-14 23:54:42.130716, cost_time=0:00:19.973456 2021-04-14 23:54:20,802 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.2557, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:21.282720, arrival_time=2021-04-14 23:54:42.085080, cost_time=0:00:22.169458 2021-04-14 23:54:22,999 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.2566, top1-acc=91.18%, top5-acc=99.82%, remaining_time=0:00:19.050118, arrival_time=2021-04-14 23:54:42.049538, cost_time=0:00:24.366431 2021-04-14 23:54:25,193 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.2570, top1-acc=91.15%, top5-acc=99.81%, remaining_time=0:00:16.821764, arrival_time=2021-04-14 23:54:42.015374, cost_time=0:00:26.560697 2021-04-14 23:54:27,391 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.2574, top1-acc=91.09%, top5-acc=99.82%, remaining_time=0:00:14.600388, arrival_time=2021-04-14 23:54:41.991776, cost_time=0:00:28.758386 2021-04-14 23:54:29,588 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.2584, top1-acc=91.07%, top5-acc=99.81%, remaining_time=0:00:12.382048, arrival_time=2021-04-14 23:54:41.970209, cost_time=0:00:30.955143 2021-04-14 23:54:31,781 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.2569, top1-acc=91.12%, top5-acc=99.82%, remaining_time=0:00:10.165632, arrival_time=2021-04-14 23:54:41.947441, cost_time=0:00:33.148849 2021-04-14 23:54:33,984 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.2588, top1-acc=91.05%, top5-acc=99.81%, remaining_time=0:00:07.954092, arrival_time=2021-04-14 23:54:41.938591, cost_time=0:00:35.351485 2021-04-14 23:54:36,183 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.2586, top1-acc=91.06%, top5-acc=99.81%, remaining_time=0:00:05.742984, arrival_time=2021-04-14 23:54:41.926153, cost_time=0:00:37.550261 2021-04-14 23:54:38,378 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.2581, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:03.532912, arrival_time=2021-04-14 23:54:41.911160, cost_time=0:00:39.745348 2021-04-14 23:54:40,574 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.25ms, fps=1166 images/s, loss=0.2600, top1-acc=91.00%, top5-acc=99.81%, remaining_time=0:00:01.324476, arrival_time=2021-04-14 23:54:41.899151, cost_time=0:00:41.941661 2021-04-14 23:54:41,757 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.24ms, fps=1150 images/s, loss=0.2601, top1-acc=91.00%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:41.757666, cost_time=0:00:43.124757 2021-04-14 23:54:42,582 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.21ms, fps=3111 images/s, loss=0.4716, top1-acc=84.02%, top5-acc=99.34%, remaining_time=0:00:02.468580, arrival_time=2021-04-14 23:54:45.050949, cost_time=0:00:00.822855 2021-04-14 23:54:43,269 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.69ms, fps=3727 images/s, loss=0.4602, top1-acc=84.53%, top5-acc=99.36%, remaining_time=0:00:01.510120, arrival_time=2021-04-14 23:54:44.779795, cost_time=0:00:01.510130 2021-04-14 23:54:43,965 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.38ms, fps=3682 images/s, loss=0.4636, top1-acc=84.54%, top5-acc=99.30%, remaining_time=0:00:00.735410, arrival_time=2021-04-14 23:54:44.701152, cost_time=0:00:02.206241 2021-04-14 23:54:44,593 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=3695 images/s, loss=0.4604, top1-acc=84.60%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-14 23:54:44.593917, cost_time=0:00:02.834379 2021-04-14 23:54:44,791 INFO : Epoch=0097 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:19:24.368309, arrival_time=2021-04-15 01:14:09.159960, cost_time=1:14:46.832290 2021-04-14 23:54:44,792 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 23:54:47,190 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.64ms, fps=1068 images/s, loss=0.2814, top1-acc=90.66%, top5-acc=99.84%, remaining_time=0:00:44.590152, arrival_time=2021-04-14 23:55:31.780589, cost_time=0:00:02.397319 2021-04-14 23:54:49,392 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.2812, top1-acc=90.76%, top5-acc=99.82%, remaining_time=0:00:40.472432, arrival_time=2021-04-14 23:55:29.864650, cost_time=0:00:04.599135 2021-04-14 23:54:51,595 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.48ms, fps=1162 images/s, loss=0.2720, top1-acc=91.11%, top5-acc=99.75%, remaining_time=0:00:37.640334, arrival_time=2021-04-14 23:55:29.235885, cost_time=0:00:06.802480 2021-04-14 23:54:53,801 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=2.06ms, fps=1161 images/s, loss=0.2641, top1-acc=91.24%, top5-acc=99.76%, remaining_time=0:00:35.134164, arrival_time=2021-04-14 23:55:28.936021, cost_time=0:00:09.008770 2021-04-14 23:54:55,997 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.2573, top1-acc=91.51%, top5-acc=99.78%, remaining_time=0:00:32.714804, arrival_time=2021-04-14 23:55:28.711739, cost_time=0:00:11.203721 2021-04-14 23:54:58,191 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.2524, top1-acc=91.57%, top5-acc=99.81%, remaining_time=0:00:30.368936, arrival_time=2021-04-14 23:55:28.560018, cost_time=0:00:13.398068 2021-04-14 23:55:00,389 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.2514, top1-acc=91.57%, top5-acc=99.82%, remaining_time=0:00:28.073052, arrival_time=2021-04-14 23:55:28.462261, cost_time=0:00:15.596123 2021-04-14 23:55:02,591 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=2.56ms, fps=1163 images/s, loss=0.2480, top1-acc=91.63%, top5-acc=99.83%, remaining_time=0:00:25.807912, arrival_time=2021-04-14 23:55:28.399671, cost_time=0:00:17.798579 2021-04-14 23:55:04,787 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.2473, top1-acc=91.65%, top5-acc=99.83%, remaining_time=0:00:23.548748, arrival_time=2021-04-14 23:55:28.336043, cost_time=0:00:19.994214 2021-04-14 23:55:06,987 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.2487, top1-acc=91.59%, top5-acc=99.84%, remaining_time=0:00:21.306432, arrival_time=2021-04-14 23:55:28.293679, cost_time=0:00:22.194170 2021-04-14 23:55:09,188 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.2482, top1-acc=91.61%, top5-acc=99.84%, remaining_time=0:00:19.072306, arrival_time=2021-04-14 23:55:28.260275, cost_time=0:00:24.394781 2021-04-14 23:55:11,381 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.2480, top1-acc=91.61%, top5-acc=99.85%, remaining_time=0:00:16.839548, arrival_time=2021-04-14 23:55:28.221372, cost_time=0:00:26.588747 2021-04-14 23:55:13,578 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.2487, top1-acc=91.57%, top5-acc=99.85%, remaining_time=0:00:14.614116, arrival_time=2021-04-14 23:55:28.192647, cost_time=0:00:28.785418 2021-04-14 23:55:15,773 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.2488, top1-acc=91.55%, top5-acc=99.85%, remaining_time=0:00:12.392240, arrival_time=2021-04-14 23:55:28.165977, cost_time=0:00:30.980552 2021-04-14 23:55:17,966 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.2498, top1-acc=91.54%, top5-acc=99.85%, remaining_time=0:00:10.173130, arrival_time=2021-04-14 23:55:28.139439, cost_time=0:00:33.173297 2021-04-14 23:55:20,166 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.82ms, fps=1164 images/s, loss=0.2510, top1-acc=91.48%, top5-acc=99.85%, remaining_time=0:00:07.958952, arrival_time=2021-04-14 23:55:28.125231, cost_time=0:00:35.373192 2021-04-14 23:55:22,361 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.31ms, fps=1166 images/s, loss=0.2513, top1-acc=91.45%, top5-acc=99.84%, remaining_time=0:00:05.745766, arrival_time=2021-04-14 23:55:28.107158, cost_time=0:00:37.568399 2021-04-14 23:55:24,560 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.2546, top1-acc=91.37%, top5-acc=99.83%, remaining_time=0:00:03.534848, arrival_time=2021-04-14 23:55:28.094979, cost_time=0:00:39.767052 2021-04-14 23:55:26,762 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.26ms, fps=1162 images/s, loss=0.2553, top1-acc=91.34%, top5-acc=99.83%, remaining_time=0:00:01.325364, arrival_time=2021-04-14 23:55:28.088220, cost_time=0:00:41.969872 2021-04-14 23:55:27,943 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.30ms, fps=1152 images/s, loss=0.2566, top1-acc=91.31%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:27.943494, cost_time=0:00:43.150508 2021-04-14 23:55:28,752 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=2.32ms, fps=3173 images/s, loss=0.3809, top1-acc=86.76%, top5-acc=99.49%, remaining_time=0:00:02.420640, arrival_time=2021-04-14 23:55:31.172986, cost_time=0:00:00.806877 2021-04-14 23:55:29,446 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.45ms, fps=3692 images/s, loss=0.3893, top1-acc=86.54%, top5-acc=99.59%, remaining_time=0:00:01.500940, arrival_time=2021-04-14 23:55:30.947219, cost_time=0:00:01.500936 2021-04-14 23:55:30,140 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=4.79ms, fps=3690 images/s, loss=0.3923, top1-acc=86.56%, top5-acc=99.58%, remaining_time=0:00:00.731680, arrival_time=2021-04-14 23:55:30.872133, cost_time=0:00:02.195043 2021-04-14 23:55:30,775 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.10ms, fps=3659 images/s, loss=0.4017, top1-acc=86.63%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-14 23:55:30.775008, cost_time=0:00:02.829613 2021-04-14 23:55:30,932 INFO : Epoch=0098 complete, best val top1-acc=87.01%, top5-acc=99.49% (epoch=87), remaining_time=1:18:37.992150, arrival_time=2021-04-15 01:14:08.924419, cost_time=1:15:32.972887 2021-04-14 23:55:30,934 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 23:55:33,398 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.66ms, fps=1039 images/s, loss=0.2647, top1-acc=90.39%, top5-acc=99.80%, remaining_time=0:00:45.829284, arrival_time=2021-04-14 23:56:19.228033, cost_time=0:00:02.463943 2021-04-14 23:55:35,614 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.42ms, fps=1156 images/s, loss=0.2542, top1-acc=91.23%, top5-acc=99.84%, remaining_time=0:00:41.179776, arrival_time=2021-04-14 23:56:16.794036, cost_time=0:00:04.679522 2021-04-14 23:55:37,817 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.2488, top1-acc=91.55%, top5-acc=99.82%, remaining_time=0:00:38.082724, arrival_time=2021-04-14 23:56:15.899865, cost_time=0:00:06.882407 2021-04-14 23:55:40,023 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.2414, top1-acc=91.85%, top5-acc=99.80%, remaining_time=0:00:35.445852, arrival_time=2021-04-14 23:56:15.469297, cost_time=0:00:09.088685 2021-04-14 23:55:42,222 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.2428, top1-acc=91.84%, top5-acc=99.78%, remaining_time=0:00:32.961398, arrival_time=2021-04-14 23:56:15.184181, cost_time=0:00:11.288150 2021-04-14 23:55:44,423 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.2409, top1-acc=91.87%, top5-acc=99.79%, remaining_time=0:00:30.573888, arrival_time=2021-04-14 23:56:14.997105, cost_time=0:00:13.488496 2021-04-14 23:55:46,622 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.97ms, fps=1165 images/s, loss=0.2431, top1-acc=91.77%, top5-acc=99.79%, remaining_time=0:00:28.237230, arrival_time=2021-04-14 23:56:14.859298, cost_time=0:00:15.687351 2021-04-14 23:55:48,829 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.2417, top1-acc=91.78%, top5-acc=99.79%, remaining_time=0:00:25.946300, arrival_time=2021-04-14 23:56:14.775261, cost_time=0:00:17.894028 2021-04-14 23:55:51,036 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=0.2413, top1-acc=91.79%, top5-acc=99.79%, remaining_time=0:00:23.675524, arrival_time=2021-04-14 23:56:14.712089, cost_time=0:00:20.101823 2021-04-14 23:55:53,233 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.2414, top1-acc=91.77%, top5-acc=99.80%, remaining_time=0:00:21.406464, arrival_time=2021-04-14 23:56:14.639638, cost_time=0:00:22.298445 2021-04-14 23:55:55,428 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.71ms, fps=1167 images/s, loss=0.2415, top1-acc=91.75%, top5-acc=99.81%, remaining_time=0:00:19.149362, arrival_time=2021-04-14 23:56:14.577444, cost_time=0:00:24.493351 2021-04-14 23:55:57,638 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.90ms, fps=1159 images/s, loss=0.2411, top1-acc=91.77%, top5-acc=99.82%, remaining_time=0:00:16.912280, arrival_time=2021-04-14 23:56:14.550585, cost_time=0:00:26.703578 2021-04-14 23:55:59,833 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.2416, top1-acc=91.72%, top5-acc=99.83%, remaining_time=0:00:14.671800, arrival_time=2021-04-14 23:56:14.505570, cost_time=0:00:28.899047 2021-04-14 23:56:02,039 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=2.20ms, fps=1161 images/s, loss=0.2431, top1-acc=91.65%, top5-acc=99.82%, remaining_time=0:00:12.442024, arrival_time=2021-04-14 23:56:14.481791, cost_time=0:00:31.105057 2021-04-14 23:56:04,242 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.2437, top1-acc=91.63%, top5-acc=99.81%, remaining_time=0:00:10.214254, arrival_time=2021-04-14 23:56:14.456303, cost_time=0:00:33.307395 2021-04-14 23:56:06,434 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.2461, top1-acc=91.53%, top5-acc=99.80%, remaining_time=0:00:07.987392, arrival_time=2021-04-14 23:56:14.421682, cost_time=0:00:35.499571 2021-04-14 23:56:08,629 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.2458, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:05.765084, arrival_time=2021-04-14 23:56:14.394429, cost_time=0:00:37.694708 2021-04-14 23:56:10,825 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.2468, top1-acc=91.57%, top5-acc=99.80%, remaining_time=0:00:03.545888, arrival_time=2021-04-14 23:56:14.371770, cost_time=0:00:39.891156 2021-04-14 23:56:13,025 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.2481, top1-acc=91.51%, top5-acc=99.80%, remaining_time=0:00:01.329174, arrival_time=2021-04-14 23:56:14.354395, cost_time=0:00:42.090510 2021-04-14 23:56:14,205 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.41ms, fps=1153 images/s, loss=0.2486, top1-acc=91.50%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:14.205515, cost_time=0:00:43.270788 2021-04-14 23:56:15,039 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.35ms, fps=3080 images/s, loss=0.3901, top1-acc=86.80%, top5-acc=99.41%, remaining_time=0:00:02.493420, arrival_time=2021-04-14 23:56:17.532325, cost_time=0:00:00.831136 2021-04-14 23:56:15,730 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.52ms, fps=3707 images/s, loss=0.4067, top1-acc=86.76%, top5-acc=99.51%, remaining_time=0:00:01.522480, arrival_time=2021-04-14 23:56:17.252562, cost_time=0:00:01.522472 2021-04-14 23:56:16,420 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.44ms, fps=3710 images/s, loss=0.4042, top1-acc=86.90%, top5-acc=99.44%, remaining_time=0:00:00.737600, arrival_time=2021-04-14 23:56:17.158129, cost_time=0:00:02.212790 2021-04-14 23:56:17,050 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=3684 images/s, loss=0.3926, top1-acc=87.15%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-14 23:56:17.050818, cost_time=0:00:02.843240 2021-04-14 23:56:17,366 INFO : Epoch=0099 complete, best val top1-acc=87.15%, top5-acc=99.50% (epoch=99), remaining_time=1:17:51.920337, arrival_time=2021-04-15 01:14:09.286758, cost_time=1:16:19.407032 2021-04-14 23:56:17,367 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 23:56:19,743 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.71ms, fps=1078 images/s, loss=0.2696, top1-acc=90.66%, top5-acc=99.77%, remaining_time=0:00:44.190252, arrival_time=2021-04-14 23:57:03.934048, cost_time=0:00:02.375817 2021-04-14 23:56:21,938 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.2482, top1-acc=91.45%, top5-acc=99.79%, remaining_time=0:00:40.216528, arrival_time=2021-04-14 23:57:02.154566, cost_time=0:00:04.570054 2021-04-14 23:56:24,139 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.2462, top1-acc=91.64%, top5-acc=99.80%, remaining_time=0:00:37.466864, arrival_time=2021-04-14 23:57:01.605966, cost_time=0:00:06.771119 2021-04-14 23:56:26,337 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.90ms, fps=1165 images/s, loss=0.2425, top1-acc=91.82%, top5-acc=99.78%, remaining_time=0:00:34.980036, arrival_time=2021-04-14 23:57:01.317295, cost_time=0:00:08.969240 2021-04-14 23:56:28,546 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.2397, top1-acc=91.96%, top5-acc=99.78%, remaining_time=0:00:32.641366, arrival_time=2021-04-14 23:57:01.187964, cost_time=0:00:11.178562 2021-04-14 23:56:30,743 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.2394, top1-acc=91.95%, top5-acc=99.79%, remaining_time=0:00:30.318480, arrival_time=2021-04-14 23:57:01.062205, cost_time=0:00:13.375822 2021-04-14 23:56:32,946 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.2410, top1-acc=91.82%, top5-acc=99.79%, remaining_time=0:00:28.041048, arrival_time=2021-04-14 23:57:00.987414, cost_time=0:00:15.578388 2021-04-14 23:56:35,151 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.2419, top1-acc=91.75%, top5-acc=99.79%, remaining_time=0:00:25.785756, arrival_time=2021-04-14 23:57:00.937226, cost_time=0:00:17.783278 2021-04-14 23:56:37,348 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.2446, top1-acc=91.63%, top5-acc=99.80%, remaining_time=0:00:23.532742, arrival_time=2021-04-14 23:57:00.881317, cost_time=0:00:19.980659 2021-04-14 23:56:39,549 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2447, top1-acc=91.58%, top5-acc=99.79%, remaining_time=0:00:21.294336, arrival_time=2021-04-14 23:57:00.843935, cost_time=0:00:22.181555 2021-04-14 23:56:41,744 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.2492, top1-acc=91.38%, top5-acc=99.78%, remaining_time=0:00:19.058116, arrival_time=2021-04-14 23:57:00.802655, cost_time=0:00:24.376616 2021-04-14 23:56:43,940 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.2507, top1-acc=91.30%, top5-acc=99.77%, remaining_time=0:00:16.829288, arrival_time=2021-04-14 23:57:00.769732, cost_time=0:00:26.572557 2021-04-14 23:56:46,148 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.2525, top1-acc=91.26%, top5-acc=99.76%, remaining_time=0:00:14.611476, arrival_time=2021-04-14 23:57:00.759678, cost_time=0:00:28.780219 2021-04-14 23:56:48,357 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.2530, top1-acc=91.25%, top5-acc=99.75%, remaining_time=0:00:12.395880, arrival_time=2021-04-14 23:57:00.753403, cost_time=0:00:30.989632 2021-04-14 23:56:50,565 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.86ms, fps=1160 images/s, loss=0.2528, top1-acc=91.22%, top5-acc=99.77%, remaining_time=0:00:10.180398, arrival_time=2021-04-14 23:57:00.745316, cost_time=0:00:33.196952 2021-04-14 23:56:52,782 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.67ms, fps=1155 images/s, loss=0.2543, top1-acc=91.21%, top5-acc=99.77%, remaining_time=0:00:07.968204, arrival_time=2021-04-14 23:57:00.750457, cost_time=0:00:35.414300 2021-04-14 23:56:54,984 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2553, top1-acc=91.18%, top5-acc=99.75%, remaining_time=0:00:05.753098, arrival_time=2021-04-14 23:57:00.737537, cost_time=0:00:37.616456 2021-04-14 23:56:57,191 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.67ms, fps=1160 images/s, loss=0.2556, top1-acc=91.17%, top5-acc=99.76%, remaining_time=0:00:03.539872, arrival_time=2021-04-14 23:57:00.731581, cost_time=0:00:39.823617 2021-04-14 23:56:59,389 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.2557, top1-acc=91.18%, top5-acc=99.76%, remaining_time=0:00:01.326996, arrival_time=2021-04-14 23:57:00.716533, cost_time=0:00:42.021522 2021-04-14 23:57:00,570 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.36ms, fps=1153 images/s, loss=0.2570, top1-acc=91.16%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:00.570135, cost_time=0:00:43.202242 2021-04-14 23:57:01,393 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.23ms, fps=3117 images/s, loss=0.4951, top1-acc=83.63%, top5-acc=99.53%, remaining_time=0:00:02.463660, arrival_time=2021-04-14 23:57:03.857051, cost_time=0:00:00.821215 2021-04-14 23:57:02,086 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.38ms, fps=3695 images/s, loss=0.4840, top1-acc=83.75%, top5-acc=99.47%, remaining_time=0:00:01.514740, arrival_time=2021-04-14 23:57:03.601540, cost_time=0:00:01.514738 2021-04-14 23:57:02,774 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.57ms, fps=3723 images/s, loss=0.4864, top1-acc=83.63%, top5-acc=99.47%, remaining_time=0:00:00.734260, arrival_time=2021-04-14 23:57:03.509080, cost_time=0:00:02.202779 2021-04-14 23:57:03,406 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.09ms, fps=3677 images/s, loss=0.4734, top1-acc=84.00%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:03.406117, cost_time=0:00:02.834087 2021-04-14 23:57:03,596 INFO : Epoch=0100 complete, best val top1-acc=87.15%, top5-acc=99.50% (epoch=99), remaining_time=1:17:05.637300, arrival_time=2021-04-15 01:14:09.234048, cost_time=1:17:05.637306 2021-04-14 23:57:03,599 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 23:57:05,960 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.54ms, fps=1085 images/s, loss=0.2538, top1-acc=90.94%, top5-acc=99.88%, remaining_time=0:00:43.899162, arrival_time=2021-04-14 23:57:49.859198, cost_time=0:00:02.360166 2021-04-14 23:57:08,153 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.2516, top1-acc=91.05%, top5-acc=99.90%, remaining_time=0:00:40.067808, arrival_time=2021-04-14 23:57:48.220894, cost_time=0:00:04.553165 2021-04-14 23:57:10,350 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=2.03ms, fps=1165 images/s, loss=0.2516, top1-acc=91.17%, top5-acc=99.87%, remaining_time=0:00:37.352490, arrival_time=2021-04-14 23:57:47.702770, cost_time=0:00:06.750446 2021-04-14 23:57:12,545 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.2461, top1-acc=91.37%, top5-acc=99.87%, remaining_time=0:00:34.886748, arrival_time=2021-04-14 23:57:47.431962, cost_time=0:00:08.945303 2021-04-14 23:57:14,741 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2483, top1-acc=91.36%, top5-acc=99.87%, remaining_time=0:00:32.533910, arrival_time=2021-04-14 23:57:47.275696, cost_time=0:00:11.141748 2021-04-14 23:57:16,948 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.2471, top1-acc=91.34%, top5-acc=99.88%, remaining_time=0:00:30.256192, arrival_time=2021-04-14 23:57:47.204367, cost_time=0:00:13.348331 2021-04-14 23:57:19,148 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.2461, top1-acc=91.45%, top5-acc=99.88%, remaining_time=0:00:27.988128, arrival_time=2021-04-14 23:57:47.136935, cost_time=0:00:15.548977 2021-04-14 23:57:21,360 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.2463, top1-acc=91.45%, top5-acc=99.85%, remaining_time=0:00:25.752464, arrival_time=2021-04-14 23:57:47.112723, cost_time=0:00:17.760337 2021-04-14 23:57:23,560 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.2431, top1-acc=91.56%, top5-acc=99.85%, remaining_time=0:00:23.508786, arrival_time=2021-04-14 23:57:47.068946, cost_time=0:00:19.960328 2021-04-14 23:57:25,752 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.44ms, fps=1168 images/s, loss=0.2438, top1-acc=91.55%, top5-acc=99.85%, remaining_time=0:00:21.266880, arrival_time=2021-04-14 23:57:47.019732, cost_time=0:00:22.152965 2021-04-14 23:57:27,960 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=0.2454, top1-acc=91.50%, top5-acc=99.83%, remaining_time=0:00:19.045130, arrival_time=2021-04-14 23:57:47.005177, cost_time=0:00:24.360069 2021-04-14 23:57:30,158 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.2461, top1-acc=91.45%, top5-acc=99.82%, remaining_time=0:00:16.820320, arrival_time=2021-04-14 23:57:46.978537, cost_time=0:00:26.558381 2021-04-14 23:57:32,355 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.2480, top1-acc=91.38%, top5-acc=99.82%, remaining_time=0:00:14.599134, arrival_time=2021-04-14 23:57:46.954823, cost_time=0:00:28.755868 2021-04-14 23:57:34,550 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.2467, top1-acc=91.41%, top5-acc=99.83%, remaining_time=0:00:12.380200, arrival_time=2021-04-14 23:57:46.930593, cost_time=0:00:30.950480 2021-04-14 23:57:36,744 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.2486, top1-acc=91.35%, top5-acc=99.83%, remaining_time=0:00:10.164298, arrival_time=2021-04-14 23:57:46.908582, cost_time=0:00:33.144434 2021-04-14 23:57:38,937 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.2499, top1-acc=91.31%, top5-acc=99.83%, remaining_time=0:00:07.950924, arrival_time=2021-04-14 23:57:46.888263, cost_time=0:00:35.337506 2021-04-14 23:57:41,130 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.58ms, fps=1168 images/s, loss=0.2501, top1-acc=91.34%, top5-acc=99.83%, remaining_time=0:00:05.739916, arrival_time=2021-04-14 23:57:46.870030, cost_time=0:00:37.530281 2021-04-14 23:57:43,322 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.2499, top1-acc=91.36%, top5-acc=99.83%, remaining_time=0:00:03.530896, arrival_time=2021-04-14 23:57:46.853326, cost_time=0:00:39.722596 2021-04-14 23:57:45,515 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.2493, top1-acc=91.36%, top5-acc=99.83%, remaining_time=0:00:01.323636, arrival_time=2021-04-14 23:57:46.838791, cost_time=0:00:41.915140 2021-04-14 23:57:46,692 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.23ms, fps=1156 images/s, loss=0.2489, top1-acc=91.38%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:46.692352, cost_time=0:00:43.092531 2021-04-14 23:57:47,512 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.83ms, fps=3131 images/s, loss=0.4152, top1-acc=85.74%, top5-acc=99.53%, remaining_time=0:00:02.453190, arrival_time=2021-04-14 23:57:49.965710, cost_time=0:00:00.817733 2021-04-14 23:57:48,201 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.27ms, fps=3716 images/s, loss=0.3962, top1-acc=86.80%, top5-acc=99.39%, remaining_time=0:00:01.507140, arrival_time=2021-04-14 23:57:49.708973, cost_time=0:00:01.507133 2021-04-14 23:57:48,889 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.29ms, fps=3727 images/s, loss=0.3976, top1-acc=86.71%, top5-acc=99.37%, remaining_time=0:00:00.731450, arrival_time=2021-04-14 23:57:49.620506, cost_time=0:00:02.194360 2021-04-14 23:57:49,517 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=3695 images/s, loss=0.4061, top1-acc=86.74%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-14 23:57:49.517242, cost_time=0:00:02.822566 2021-04-14 23:57:49,671 INFO : Epoch=0101 complete, best val top1-acc=87.15%, top5-acc=99.50% (epoch=99), remaining_time=1:16:19.202826, arrival_time=2021-04-15 01:14:08.874157, cost_time=1:17:51.711959 2021-04-14 23:57:49,672 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 23:57:52,083 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=4.78ms, fps=1062 images/s, loss=0.2334, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:44.836974, arrival_time=2021-04-14 23:58:36.920382, cost_time=0:00:02.410592 2021-04-14 23:57:54,287 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.74ms, fps=1162 images/s, loss=0.2233, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:40.607600, arrival_time=2021-04-14 23:58:34.894898, cost_time=0:00:04.614492 2021-04-14 23:57:56,491 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.77ms, fps=1162 images/s, loss=0.2280, top1-acc=92.30%, top5-acc=99.84%, remaining_time=0:00:37.730804, arrival_time=2021-04-14 23:58:34.222546, cost_time=0:00:06.818829 2021-04-14 23:57:58,692 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.2235, top1-acc=92.34%, top5-acc=99.85%, remaining_time=0:00:35.174256, arrival_time=2021-04-14 23:58:33.866154, cost_time=0:00:09.019024 2021-04-14 23:58:00,894 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.2221, top1-acc=92.34%, top5-acc=99.84%, remaining_time=0:00:32.767802, arrival_time=2021-04-14 23:58:33.662352, cost_time=0:00:11.221828 2021-04-14 23:58:03,109 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.69ms, fps=1156 images/s, loss=0.2244, top1-acc=92.19%, top5-acc=99.85%, remaining_time=0:00:30.456520, arrival_time=2021-04-14 23:58:33.566024, cost_time=0:00:13.436704 2021-04-14 23:58:05,309 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.2269, top1-acc=92.17%, top5-acc=99.85%, remaining_time=0:00:28.145880, arrival_time=2021-04-14 23:58:33.455299, cost_time=0:00:15.636566 2021-04-14 23:58:07,509 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.2293, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:25.862548, arrival_time=2021-04-14 23:58:33.371671, cost_time=0:00:17.836210 2021-04-14 23:58:09,710 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.89ms, fps=1163 images/s, loss=0.2319, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:23.600052, arrival_time=2021-04-14 23:58:33.310541, cost_time=0:00:20.037767 2021-04-14 23:58:11,907 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.98ms, fps=1165 images/s, loss=0.2342, top1-acc=91.95%, top5-acc=99.86%, remaining_time=0:00:21.345600, arrival_time=2021-04-14 23:58:33.253380, cost_time=0:00:22.234983 2021-04-14 23:58:14,103 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.2367, top1-acc=91.82%, top5-acc=99.84%, remaining_time=0:00:19.100084, arrival_time=2021-04-14 23:58:33.203145, cost_time=0:00:24.430332 2021-04-14 23:58:16,296 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.2379, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:16.861664, arrival_time=2021-04-14 23:58:33.158091, cost_time=0:00:26.623712 2021-04-14 23:58:18,493 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.73ms, fps=1165 images/s, loss=0.2397, top1-acc=91.71%, top5-acc=99.84%, remaining_time=0:00:14.632134, arrival_time=2021-04-14 23:58:33.125828, cost_time=0:00:28.820887 2021-04-14 23:58:20,688 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.2404, top1-acc=91.68%, top5-acc=99.84%, remaining_time=0:00:12.406184, arrival_time=2021-04-14 23:58:33.094390, cost_time=0:00:31.015487 2021-04-14 23:58:22,883 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.2416, top1-acc=91.64%, top5-acc=99.84%, remaining_time=0:00:10.184676, arrival_time=2021-04-14 23:58:33.068504, cost_time=0:00:33.210905 2021-04-14 23:58:25,084 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.2443, top1-acc=91.56%, top5-acc=99.85%, remaining_time=0:00:07.967592, arrival_time=2021-04-14 23:58:33.051787, cost_time=0:00:35.411467 2021-04-14 23:58:27,287 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.2454, top1-acc=91.49%, top5-acc=99.85%, remaining_time=0:00:05.752786, arrival_time=2021-04-14 23:58:33.039825, cost_time=0:00:37.614326 2021-04-14 23:58:29,481 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.2453, top1-acc=91.50%, top5-acc=99.85%, remaining_time=0:00:03.538528, arrival_time=2021-04-14 23:58:33.019591, cost_time=0:00:39.808353 2021-04-14 23:58:31,679 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.25ms, fps=1165 images/s, loss=0.2459, top1-acc=91.48%, top5-acc=99.85%, remaining_time=0:00:01.326522, arrival_time=2021-04-14 23:58:33.005794, cost_time=0:00:42.006481 2021-04-14 23:58:32,856 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=0.2465, top1-acc=91.45%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:32.856569, cost_time=0:00:43.183857 2021-04-14 23:58:33,690 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.47ms, fps=3075 images/s, loss=0.3881, top1-acc=86.99%, top5-acc=99.41%, remaining_time=0:00:02.497500, arrival_time=2021-04-14 23:58:36.188420, cost_time=0:00:00.832505 2021-04-14 23:58:34,377 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.32ms, fps=3730 images/s, loss=0.3884, top1-acc=87.17%, top5-acc=99.26%, remaining_time=0:00:01.519240, arrival_time=2021-04-14 23:58:35.896966, cost_time=0:00:01.519233 2021-04-14 23:58:35,065 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.37ms, fps=3726 images/s, loss=0.3952, top1-acc=86.97%, top5-acc=99.36%, remaining_time=0:00:00.735620, arrival_time=2021-04-14 23:58:35.801042, cost_time=0:00:02.206845 2021-04-14 23:58:35,697 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=3676 images/s, loss=0.4080, top1-acc=86.75%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-14 23:58:35.697087, cost_time=0:00:02.838699 2021-04-14 23:58:35,862 INFO : Epoch=0102 complete, best val top1-acc=87.15%, top5-acc=99.50% (epoch=99), remaining_time=1:15:32.886806, arrival_time=2021-04-15 01:14:08.748751, cost_time=1:18:37.902575 2021-04-14 23:58:35,863 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 23:58:38,232 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=6.26ms, fps=1081 images/s, loss=0.2263, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:44.059308, arrival_time=2021-04-14 23:59:22.291667, cost_time=0:00:02.368775 2021-04-14 23:58:40,429 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.2181, top1-acc=92.46%, top5-acc=99.90%, remaining_time=0:00:40.180096, arrival_time=2021-04-14 23:59:20.609498, cost_time=0:00:04.565910 2021-04-14 23:58:42,649 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.76ms, fps=1154 images/s, loss=0.2199, top1-acc=92.36%, top5-acc=99.91%, remaining_time=0:00:37.548204, arrival_time=2021-04-14 23:59:20.197510, cost_time=0:00:06.785815 2021-04-14 23:58:44,846 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.2196, top1-acc=92.33%, top5-acc=99.89%, remaining_time=0:00:35.034480, arrival_time=2021-04-14 23:59:19.881185, cost_time=0:00:08.983218 2021-04-14 23:58:47,048 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.2195, top1-acc=92.27%, top5-acc=99.91%, remaining_time=0:00:32.660784, arrival_time=2021-04-14 23:59:19.709465, cost_time=0:00:11.185201 2021-04-14 23:58:49,260 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.45ms, fps=1158 images/s, loss=0.2242, top1-acc=92.15%, top5-acc=99.89%, remaining_time=0:00:30.366488, arrival_time=2021-04-14 23:59:19.626876, cost_time=0:00:13.396981 2021-04-14 23:58:51,456 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=2.00ms, fps=1166 images/s, loss=0.2271, top1-acc=92.10%, top5-acc=99.90%, remaining_time=0:00:28.067760, arrival_time=2021-04-14 23:59:19.524362, cost_time=0:00:15.593185 2021-04-14 23:58:53,662 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.2273, top1-acc=92.12%, top5-acc=99.89%, remaining_time=0:00:25.808956, arrival_time=2021-04-14 23:59:19.471741, cost_time=0:00:17.799295 2021-04-14 23:58:55,874 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.55ms, fps=1158 images/s, loss=0.2298, top1-acc=91.98%, top5-acc=99.87%, remaining_time=0:00:23.568782, arrival_time=2021-04-14 23:59:19.443529, cost_time=0:00:20.011249 2021-04-14 23:58:58,081 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.2314, top1-acc=91.91%, top5-acc=99.87%, remaining_time=0:00:21.328992, arrival_time=2021-04-14 23:59:19.410169, cost_time=0:00:22.217695 2021-04-14 23:59:00,284 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.2318, top1-acc=91.89%, top5-acc=99.88%, remaining_time=0:00:19.092516, arrival_time=2021-04-14 23:59:19.376557, cost_time=0:00:24.420620 2021-04-14 23:59:02,486 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=0.2326, top1-acc=91.91%, top5-acc=99.85%, remaining_time=0:00:16.861284, arrival_time=2021-04-14 23:59:19.347819, cost_time=0:00:26.623037 2021-04-14 23:59:04,683 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.79ms, fps=1165 images/s, loss=0.2349, top1-acc=91.84%, top5-acc=99.83%, remaining_time=0:00:14.631936, arrival_time=2021-04-14 23:59:19.315777, cost_time=0:00:28.820436 2021-04-14 23:59:06,883 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.2347, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:12.408032, arrival_time=2021-04-14 23:59:19.291609, cost_time=0:00:31.020083 2021-04-14 23:59:09,083 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.2354, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:10.187574, arrival_time=2021-04-14 23:59:19.271322, cost_time=0:00:33.220341 2021-04-14 23:59:11,283 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.2372, top1-acc=91.74%, top5-acc=99.84%, remaining_time=0:00:07.969428, arrival_time=2021-04-14 23:59:19.252625, cost_time=0:00:35.419708 2021-04-14 23:59:13,475 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=0.2390, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:05.752370, arrival_time=2021-04-14 23:59:19.227433, cost_time=0:00:37.611646 2021-04-14 23:59:15,666 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.36ms, fps=1169 images/s, loss=0.2398, top1-acc=91.65%, top5-acc=99.84%, remaining_time=0:00:03.538032, arrival_time=2021-04-14 23:59:19.204311, cost_time=0:00:39.802874 2021-04-14 23:59:17,865 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.2406, top1-acc=91.64%, top5-acc=99.83%, remaining_time=0:00:01.326372, arrival_time=2021-04-14 23:59:19.191699, cost_time=0:00:42.001839 2021-04-14 23:59:19,055 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.75ms, fps=1143 images/s, loss=0.2403, top1-acc=91.63%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:19.055708, cost_time=0:00:43.192298 2021-04-14 23:59:19,879 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.42ms, fps=3116 images/s, loss=0.4587, top1-acc=85.12%, top5-acc=99.34%, remaining_time=0:00:02.464740, arrival_time=2021-04-14 23:59:22.343966, cost_time=0:00:00.821585 2021-04-14 23:59:20,568 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.36ms, fps=3716 images/s, loss=0.4462, top1-acc=85.27%, top5-acc=99.39%, remaining_time=0:00:01.510880, arrival_time=2021-04-14 23:59:22.079390, cost_time=0:00:01.510871 2021-04-14 23:59:21,256 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.56ms, fps=3722 images/s, loss=0.4332, top1-acc=85.39%, top5-acc=99.41%, remaining_time=0:00:00.733020, arrival_time=2021-04-14 23:59:21.989712, cost_time=0:00:02.199061 2021-04-14 23:59:21,887 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.10ms, fps=3681 images/s, loss=0.4167, top1-acc=85.69%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-14 23:59:21.887233, cost_time=0:00:02.829628 2021-04-14 23:59:22,033 INFO : Epoch=0103 complete, best val top1-acc=87.15%, top5-acc=99.50% (epoch=99), remaining_time=1:14:46.554871, arrival_time=2021-04-15 01:14:08.588037, cost_time=1:19:24.073773 2021-04-14 23:59:22,035 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 23:59:24,430 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.96ms, fps=1069 images/s, loss=0.2208, top1-acc=92.23%, top5-acc=99.92%, remaining_time=0:00:44.542536, arrival_time=2021-04-15 00:00:08.972589, cost_time=0:00:02.394757 2021-04-14 23:59:26,639 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.77ms, fps=1159 images/s, loss=0.2342, top1-acc=91.76%, top5-acc=99.86%, remaining_time=0:00:40.510800, arrival_time=2021-04-15 00:00:07.149723, cost_time=0:00:04.603501 2021-04-14 23:59:28,847 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.58ms, fps=1159 images/s, loss=0.2268, top1-acc=92.02%, top5-acc=99.84%, remaining_time=0:00:37.694616, arrival_time=2021-04-15 00:00:06.542354, cost_time=0:00:06.812290 2021-04-14 23:59:31,051 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.2322, top1-acc=91.86%, top5-acc=99.83%, remaining_time=0:00:35.162400, arrival_time=2021-04-15 00:00:06.213715, cost_time=0:00:09.016017 2021-04-14 23:59:33,250 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.2325, top1-acc=91.83%, top5-acc=99.81%, remaining_time=0:00:32.748676, arrival_time=2021-04-15 00:00:05.999425, cost_time=0:00:11.215319 2021-04-14 23:59:35,453 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.2326, top1-acc=91.93%, top5-acc=99.82%, remaining_time=0:00:30.414632, arrival_time=2021-04-15 00:00:05.868160, cost_time=0:00:13.418243 2021-04-14 23:59:37,651 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.97ms, fps=1165 images/s, loss=0.2308, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:28.108332, arrival_time=2021-04-15 00:00:05.759361, cost_time=0:00:15.615731 2021-04-14 23:59:39,853 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.2300, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:25.836564, arrival_time=2021-04-15 00:00:05.690318, cost_time=0:00:17.818345 2021-04-14 23:59:42,051 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.2332, top1-acc=91.89%, top5-acc=99.82%, remaining_time=0:00:23.574824, arrival_time=2021-04-15 00:00:05.626373, cost_time=0:00:20.016324 2021-04-14 23:59:44,263 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.79ms, fps=1158 images/s, loss=0.2345, top1-acc=91.84%, top5-acc=99.84%, remaining_time=0:00:21.339072, arrival_time=2021-04-15 00:00:05.602651, cost_time=0:00:22.228213 2021-04-14 23:59:46,467 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.2348, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:19.101460, arrival_time=2021-04-15 00:00:05.568802, cost_time=0:00:24.432107 2021-04-14 23:59:48,670 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.2353, top1-acc=91.84%, top5-acc=99.85%, remaining_time=0:00:16.868884, arrival_time=2021-04-15 00:00:05.539189, cost_time=0:00:26.635051 2021-04-14 23:59:50,868 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.2363, top1-acc=91.79%, top5-acc=99.84%, remaining_time=0:00:14.638206, arrival_time=2021-04-15 00:00:05.506350, cost_time=0:00:28.832837 2021-04-14 23:59:53,062 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.2348, top1-acc=91.84%, top5-acc=99.84%, remaining_time=0:00:12.410944, arrival_time=2021-04-15 00:00:05.473478, cost_time=0:00:31.027319 2021-04-14 23:59:55,269 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=0.2351, top1-acc=91.79%, top5-acc=99.84%, remaining_time=0:00:10.191622, arrival_time=2021-04-15 00:00:05.460577, cost_time=0:00:33.233542 2021-04-14 23:59:57,475 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.2356, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:07.974144, arrival_time=2021-04-15 00:00:05.450041, cost_time=0:00:35.440670 2021-04-14 23:59:59,675 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.2366, top1-acc=91.75%, top5-acc=99.84%, remaining_time=0:00:05.756686, arrival_time=2021-04-15 00:00:05.431858, cost_time=0:00:37.639913 2021-04-15 00:00:01,882 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.2367, top1-acc=91.76%, top5-acc=99.83%, remaining_time=0:00:03.541936, arrival_time=2021-04-15 00:00:05.423917, cost_time=0:00:39.846762 2021-04-15 00:00:04,083 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=2.10ms, fps=1163 images/s, loss=0.2377, top1-acc=91.73%, top5-acc=99.83%, remaining_time=0:00:01.327848, arrival_time=2021-04-15 00:00:05.411578, cost_time=0:00:42.048429 2021-04-15 00:00:05,263 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.25ms, fps=1153 images/s, loss=0.2379, top1-acc=91.73%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:05.263386, cost_time=0:00:43.228181 2021-04-15 00:00:06,074 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.31ms, fps=3163 images/s, loss=0.3805, top1-acc=87.66%, top5-acc=99.26%, remaining_time=0:00:02.428290, arrival_time=2021-04-15 00:00:08.502941, cost_time=0:00:00.809431 2021-04-15 00:00:06,760 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.42ms, fps=3735 images/s, loss=0.3778, top1-acc=87.66%, top5-acc=99.47%, remaining_time=0:00:01.495280, arrival_time=2021-04-15 00:00:08.255738, cost_time=0:00:01.495290 2021-04-15 00:00:07,450 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.47ms, fps=3710 images/s, loss=0.3880, top1-acc=87.41%, top5-acc=99.36%, remaining_time=0:00:00.728560, arrival_time=2021-04-15 00:00:08.179404, cost_time=0:00:02.185669 2021-04-15 00:00:08,080 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.10ms, fps=3687 images/s, loss=0.3944, top1-acc=87.23%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:08.080405, cost_time=0:00:02.815258 2021-04-15 00:00:08,386 INFO : Epoch=0104 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:14:00.394368, arrival_time=2021-04-15 01:14:08.780955, cost_time=1:20:10.427203 2021-04-15 00:00:08,387 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 00:00:10,739 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.32ms, fps=1089 images/s, loss=0.2206, top1-acc=92.03%, top5-acc=99.92%, remaining_time=0:00:43.740504, arrival_time=2021-04-15 00:00:54.480116, cost_time=0:00:02.351635 2021-04-15 00:00:12,950 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=3.67ms, fps=1158 images/s, loss=0.2264, top1-acc=91.93%, top5-acc=99.92%, remaining_time=0:00:40.144896, arrival_time=2021-04-15 00:00:53.094914, cost_time=0:00:04.561928 2021-04-15 00:00:15,162 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.50ms, fps=1158 images/s, loss=0.2260, top1-acc=92.04%, top5-acc=99.93%, remaining_time=0:00:37.484294, arrival_time=2021-04-15 00:00:52.646616, cost_time=0:00:06.774277 2021-04-15 00:00:17,369 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.2293, top1-acc=91.85%, top5-acc=99.92%, remaining_time=0:00:35.026368, arrival_time=2021-04-15 00:00:52.395559, cost_time=0:00:08.981126 2021-04-15 00:00:19,563 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.2302, top1-acc=91.94%, top5-acc=99.91%, remaining_time=0:00:32.632898, arrival_time=2021-04-15 00:00:52.196594, cost_time=0:00:11.175655 2021-04-15 00:00:21,760 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2296, top1-acc=92.09%, top5-acc=99.90%, remaining_time=0:00:30.309776, arrival_time=2021-04-15 00:00:52.069744, cost_time=0:00:13.371932 2021-04-15 00:00:23,961 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.2272, top1-acc=92.20%, top5-acc=99.89%, remaining_time=0:00:28.032228, arrival_time=2021-04-15 00:00:51.993727, cost_time=0:00:15.573459 2021-04-15 00:00:26,155 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.2269, top1-acc=92.22%, top5-acc=99.89%, remaining_time=0:00:25.761976, arrival_time=2021-04-15 00:00:51.916913, cost_time=0:00:17.766896 2021-04-15 00:00:28,358 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.2275, top1-acc=92.24%, top5-acc=99.89%, remaining_time=0:00:23.521188, arrival_time=2021-04-15 00:00:51.880035, cost_time=0:00:19.970785 2021-04-15 00:00:30,559 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.2324, top1-acc=91.98%, top5-acc=99.87%, remaining_time=0:00:21.285120, arrival_time=2021-04-15 00:00:51.845054, cost_time=0:00:22.171964 2021-04-15 00:00:32,764 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.2330, top1-acc=91.98%, top5-acc=99.88%, remaining_time=0:00:19.057772, arrival_time=2021-04-15 00:00:51.822025, cost_time=0:00:24.376209 2021-04-15 00:00:34,971 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.93ms, fps=1160 images/s, loss=0.2341, top1-acc=91.96%, top5-acc=99.87%, remaining_time=0:00:16.835976, arrival_time=2021-04-15 00:00:51.807009, cost_time=0:00:26.583082 2021-04-15 00:00:37,181 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.2351, top1-acc=91.96%, top5-acc=99.86%, remaining_time=0:00:14.617944, arrival_time=2021-04-15 00:00:51.799009, cost_time=0:00:28.792979 2021-04-15 00:00:39,382 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.2358, top1-acc=91.91%, top5-acc=99.86%, remaining_time=0:00:12.397840, arrival_time=2021-04-15 00:00:51.780406, cost_time=0:00:30.994616 2021-04-15 00:00:41,577 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.2371, top1-acc=91.88%, top5-acc=99.86%, remaining_time=0:00:10.178144, arrival_time=2021-04-15 00:00:51.755809, cost_time=0:00:33.189565 2021-04-15 00:00:43,784 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.2378, top1-acc=91.86%, top5-acc=99.86%, remaining_time=0:00:07.964172, arrival_time=2021-04-15 00:00:51.748471, cost_time=0:00:35.396350 2021-04-15 00:00:45,981 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=2.09ms, fps=1165 images/s, loss=0.2381, top1-acc=91.85%, top5-acc=99.86%, remaining_time=0:00:05.749562, arrival_time=2021-04-15 00:00:51.731011, cost_time=0:00:37.593340 2021-04-15 00:00:48,178 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.2380, top1-acc=91.85%, top5-acc=99.85%, remaining_time=0:00:03.536928, arrival_time=2021-04-15 00:00:51.715273, cost_time=0:00:39.790381 2021-04-15 00:00:50,374 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.2390, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:01.325874, arrival_time=2021-04-15 00:00:51.699829, cost_time=0:00:41.986003 2021-04-15 00:00:51,558 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.53ms, fps=1148 images/s, loss=0.2402, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:51.558827, cost_time=0:00:43.170877 2021-04-15 00:00:52,401 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=2.36ms, fps=3046 images/s, loss=0.4144, top1-acc=86.80%, top5-acc=99.65%, remaining_time=0:00:02.521200, arrival_time=2021-04-15 00:00:54.922435, cost_time=0:00:00.840401 2021-04-15 00:00:53,113 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.48ms, fps=3595 images/s, loss=0.4117, top1-acc=86.33%, top5-acc=99.67%, remaining_time=0:00:01.553000, arrival_time=2021-04-15 00:00:54.666817, cost_time=0:00:01.553002 2021-04-15 00:00:53,804 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.70ms, fps=3709 images/s, loss=0.4058, top1-acc=86.42%, top5-acc=99.64%, remaining_time=0:00:00.747920, arrival_time=2021-04-15 00:00:54.552549, cost_time=0:00:02.243767 2021-04-15 00:00:54,434 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.07ms, fps=3684 images/s, loss=0.4113, top1-acc=86.28%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 00:00:54.434858, cost_time=0:00:02.874106 2021-04-15 00:00:54,612 INFO : Epoch=0105 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:13:14.114895, arrival_time=2021-04-15 01:14:08.727642, cost_time=1:20:56.653345 2021-04-15 00:00:54,614 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 00:00:56,982 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=2.06ms, fps=1081 images/s, loss=0.2521, top1-acc=90.20%, top5-acc=99.80%, remaining_time=0:00:44.039406, arrival_time=2021-04-15 00:01:41.021960, cost_time=0:00:02.367711 2021-04-15 00:00:59,178 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.2474, top1-acc=90.86%, top5-acc=99.86%, remaining_time=0:00:40.161792, arrival_time=2021-04-15 00:01:39.340436, cost_time=0:00:04.563837 2021-04-15 00:01:01,432 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.44ms, fps=1136 images/s, loss=0.2424, top1-acc=91.26%, top5-acc=99.88%, remaining_time=0:00:37.722836, arrival_time=2021-04-15 00:01:39.155036, cost_time=0:00:06.817367 2021-04-15 00:01:03,637 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=0.2383, top1-acc=91.53%, top5-acc=99.88%, remaining_time=0:00:35.187204, arrival_time=2021-04-15 00:01:38.824446, cost_time=0:00:09.022369 2021-04-15 00:01:05,845 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.2345, top1-acc=91.71%, top5-acc=99.86%, remaining_time=0:00:32.794228, arrival_time=2021-04-15 00:01:38.640020, cost_time=0:00:11.230908 2021-04-15 00:01:08,045 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.2331, top1-acc=91.79%, top5-acc=99.86%, remaining_time=0:00:30.442784, arrival_time=2021-04-15 00:01:38.488438, cost_time=0:00:13.430644 2021-04-15 00:01:10,251 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.2340, top1-acc=91.76%, top5-acc=99.86%, remaining_time=0:00:28.145250, arrival_time=2021-04-15 00:01:38.396238, cost_time=0:00:15.636256 2021-04-15 00:01:12,453 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.2347, top1-acc=91.80%, top5-acc=99.86%, remaining_time=0:00:25.865912, arrival_time=2021-04-15 00:01:38.319292, cost_time=0:00:17.838573 2021-04-15 00:01:14,657 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.2316, top1-acc=91.92%, top5-acc=99.85%, remaining_time=0:00:23.605882, arrival_time=2021-04-15 00:01:38.263317, cost_time=0:00:20.042721 2021-04-15 00:01:16,877 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.61ms, fps=1154 images/s, loss=0.2322, top1-acc=91.89%, top5-acc=99.85%, remaining_time=0:00:21.371712, arrival_time=2021-04-15 00:01:38.248769, cost_time=0:00:22.262240 2021-04-15 00:01:19,090 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.59ms, fps=1157 images/s, loss=0.2319, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:19.135774, arrival_time=2021-04-15 00:01:38.226565, cost_time=0:00:24.476024 2021-04-15 00:01:21,298 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.2342, top1-acc=91.85%, top5-acc=99.84%, remaining_time=0:00:16.899892, arrival_time=2021-04-15 00:01:38.198789, cost_time=0:00:26.684092 2021-04-15 00:01:23,495 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.2335, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:14.662560, arrival_time=2021-04-15 00:01:38.158342, cost_time=0:00:28.880802 2021-04-15 00:01:25,701 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.2355, top1-acc=91.88%, top5-acc=99.84%, remaining_time=0:00:12.434576, arrival_time=2021-04-15 00:01:38.135890, cost_time=0:00:31.086476 2021-04-15 00:01:27,909 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.49ms, fps=1160 images/s, loss=0.2342, top1-acc=91.89%, top5-acc=99.85%, remaining_time=0:00:10.210206, arrival_time=2021-04-15 00:01:38.119264, cost_time=0:00:33.294207 2021-04-15 00:01:30,110 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.2341, top1-acc=91.92%, top5-acc=99.85%, remaining_time=0:00:07.986384, arrival_time=2021-04-15 00:01:38.096404, cost_time=0:00:35.495108 2021-04-15 00:01:32,303 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.2350, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:05.764200, arrival_time=2021-04-15 00:01:38.067998, cost_time=0:00:37.689018 2021-04-15 00:01:34,506 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.2357, top1-acc=91.88%, top5-acc=99.83%, remaining_time=0:00:03.545888, arrival_time=2021-04-15 00:01:38.051985, cost_time=0:00:39.891300 2021-04-15 00:01:36,703 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.79ms, fps=1165 images/s, loss=0.2346, top1-acc=91.91%, top5-acc=99.83%, remaining_time=0:00:01.329120, arrival_time=2021-04-15 00:01:38.032718, cost_time=0:00:42.088802 2021-04-15 00:01:37,886 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.22ms, fps=1150 images/s, loss=0.2347, top1-acc=91.91%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:37.886475, cost_time=0:00:43.271707 2021-04-15 00:01:38,720 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.22ms, fps=3081 images/s, loss=0.4772, top1-acc=85.12%, top5-acc=99.45%, remaining_time=0:00:02.492370, arrival_time=2021-04-15 00:01:41.212697, cost_time=0:00:00.830790 2021-04-15 00:01:39,407 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.54ms, fps=3726 images/s, loss=0.4609, top1-acc=85.31%, top5-acc=99.49%, remaining_time=0:00:01.518180, arrival_time=2021-04-15 00:01:40.925908, cost_time=0:00:01.518188 2021-04-15 00:01:40,095 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.41ms, fps=3723 images/s, loss=0.4714, top1-acc=85.16%, top5-acc=99.39%, remaining_time=0:00:00.735430, arrival_time=2021-04-15 00:01:40.831299, cost_time=0:00:02.206303 2021-04-15 00:01:40,729 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=3663 images/s, loss=0.4813, top1-acc=84.79%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 00:01:40.729751, cost_time=0:00:02.840173 2021-04-15 00:01:40,934 INFO : Epoch=0106 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:12:27.921120, arrival_time=2021-04-15 01:14:08.855325, cost_time=1:21:42.974835 2021-04-15 00:01:40,935 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 00:01:43,318 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.48ms, fps=1074 images/s, loss=0.2313, top1-acc=92.07%, top5-acc=99.88%, remaining_time=0:00:44.321196, arrival_time=2021-04-15 00:02:27.639727, cost_time=0:00:02.382856 2021-04-15 00:01:45,512 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.2258, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:40.278832, arrival_time=2021-04-15 00:02:25.791635, cost_time=0:00:04.577142 2021-04-15 00:01:47,705 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.44ms, fps=1168 images/s, loss=0.2220, top1-acc=91.94%, top5-acc=99.87%, remaining_time=0:00:37.457236, arrival_time=2021-04-15 00:02:25.162372, cost_time=0:00:06.769391 2021-04-15 00:01:49,897 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.58ms, fps=1168 images/s, loss=0.2224, top1-acc=92.05%, top5-acc=99.86%, remaining_time=0:00:34.949772, arrival_time=2021-04-15 00:02:24.846924, cost_time=0:00:08.961465 2021-04-15 00:01:52,094 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.2272, top1-acc=91.86%, top5-acc=99.87%, remaining_time=0:00:32.582966, arrival_time=2021-04-15 00:02:24.677167, cost_time=0:00:11.158541 2021-04-15 00:01:54,293 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.2278, top1-acc=91.93%, top5-acc=99.86%, remaining_time=0:00:30.277544, arrival_time=2021-04-15 00:02:24.571050, cost_time=0:00:13.357767 2021-04-15 00:01:56,495 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.2277, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:28.008288, arrival_time=2021-04-15 00:02:24.504135, cost_time=0:00:15.560180 2021-04-15 00:01:58,700 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.2302, top1-acc=91.85%, top5-acc=99.85%, remaining_time=0:00:25.759192, arrival_time=2021-04-15 00:02:24.459819, cost_time=0:00:17.764966 2021-04-15 00:02:00,910 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.96ms, fps=1159 images/s, loss=0.2282, top1-acc=91.92%, top5-acc=99.86%, remaining_time=0:00:23.525640, arrival_time=2021-04-15 00:02:24.436061, cost_time=0:00:19.974635 2021-04-15 00:02:03,113 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.2308, top1-acc=91.84%, top5-acc=99.85%, remaining_time=0:00:21.290688, arrival_time=2021-04-15 00:02:24.404133, cost_time=0:00:22.177787 2021-04-15 00:02:05,306 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.59ms, fps=1168 images/s, loss=0.2301, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:19.053472, arrival_time=2021-04-15 00:02:24.359876, cost_time=0:00:24.370737 2021-04-15 00:02:07,510 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.91ms, fps=1161 images/s, loss=0.2292, top1-acc=91.89%, top5-acc=99.85%, remaining_time=0:00:16.830960, arrival_time=2021-04-15 00:02:24.341818, cost_time=0:00:26.575199 2021-04-15 00:02:09,712 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.13ms, fps=1163 images/s, loss=0.2297, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:14.609694, arrival_time=2021-04-15 00:02:24.322191, cost_time=0:00:28.776702 2021-04-15 00:02:11,907 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.2289, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:12.388768, arrival_time=2021-04-15 00:02:24.296377, cost_time=0:00:30.971948 2021-04-15 00:02:14,111 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.75ms, fps=1162 images/s, loss=0.2312, top1-acc=91.88%, top5-acc=99.85%, remaining_time=0:00:10.174050, arrival_time=2021-04-15 00:02:24.285925, cost_time=0:00:33.176217 2021-04-15 00:02:16,309 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.2330, top1-acc=91.83%, top5-acc=99.85%, remaining_time=0:00:07.959060, arrival_time=2021-04-15 00:02:24.268348, cost_time=0:00:35.373539 2021-04-15 00:02:18,515 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=2.08ms, fps=1161 images/s, loss=0.2315, top1-acc=91.90%, top5-acc=99.86%, remaining_time=0:00:05.747456, arrival_time=2021-04-15 00:02:24.262656, cost_time=0:00:37.579453 2021-04-15 00:02:20,721 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.81ms, fps=1161 images/s, loss=0.2329, top1-acc=91.81%, top5-acc=99.85%, remaining_time=0:00:03.536480, arrival_time=2021-04-15 00:02:24.257701, cost_time=0:00:39.785478 2021-04-15 00:02:22,928 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.90ms, fps=1160 images/s, loss=0.2341, top1-acc=91.79%, top5-acc=99.85%, remaining_time=0:00:01.326078, arrival_time=2021-04-15 00:02:24.254239, cost_time=0:00:41.992428 2021-04-15 00:02:24,105 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.40ms, fps=1156 images/s, loss=0.2346, top1-acc=91.77%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:24.105022, cost_time=0:00:43.169376 2021-04-15 00:02:24,922 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=3.05ms, fps=3139 images/s, loss=0.3863, top1-acc=86.91%, top5-acc=99.61%, remaining_time=0:00:02.446920, arrival_time=2021-04-15 00:02:27.369446, cost_time=0:00:00.815645 2021-04-15 00:02:25,607 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.28ms, fps=3743 images/s, loss=0.3935, top1-acc=86.93%, top5-acc=99.47%, remaining_time=0:00:01.500160, arrival_time=2021-04-15 00:02:27.107150, cost_time=0:00:01.500162 2021-04-15 00:02:26,294 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.43ms, fps=3727 images/s, loss=0.3932, top1-acc=87.02%, top5-acc=99.45%, remaining_time=0:00:00.729170, arrival_time=2021-04-15 00:02:27.023487, cost_time=0:00:02.187501 2021-04-15 00:02:26,923 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=3689 images/s, loss=0.3894, top1-acc=86.93%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 00:02:26.923495, cost_time=0:00:02.816707 2021-04-15 00:02:27,070 INFO : Epoch=0107 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:11:41.563875, arrival_time=2021-04-15 01:14:08.634329, cost_time=1:22:29.111082 2021-04-15 00:02:27,071 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 00:02:29,448 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.55ms, fps=1077 images/s, loss=0.2265, top1-acc=92.62%, top5-acc=99.88%, remaining_time=0:00:44.205690, arrival_time=2021-04-15 00:03:13.654380, cost_time=0:00:02.376649 2021-04-15 00:02:31,652 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.2200, top1-acc=92.58%, top5-acc=99.88%, remaining_time=0:00:40.307520, arrival_time=2021-04-15 00:03:11.959871, cost_time=0:00:04.580408 2021-04-15 00:02:33,852 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.2204, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:37.517328, arrival_time=2021-04-15 00:03:11.369645, cost_time=0:00:06.780240 2021-04-15 00:02:36,053 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.2227, top1-acc=92.41%, top5-acc=99.89%, remaining_time=0:00:35.028084, arrival_time=2021-04-15 00:03:11.081802, cost_time=0:00:08.981556 2021-04-15 00:02:38,262 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=0.2260, top1-acc=92.37%, top5-acc=99.89%, remaining_time=0:00:32.676114, arrival_time=2021-04-15 00:03:10.938573, cost_time=0:00:11.190449 2021-04-15 00:02:40,468 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.2265, top1-acc=92.28%, top5-acc=99.90%, remaining_time=0:00:30.366488, arrival_time=2021-04-15 00:03:10.835382, cost_time=0:00:13.396955 2021-04-15 00:02:42,675 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.2270, top1-acc=92.22%, top5-acc=99.91%, remaining_time=0:00:28.085274, arrival_time=2021-04-15 00:03:10.760214, cost_time=0:00:15.602908 2021-04-15 00:02:44,870 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.2256, top1-acc=92.27%, top5-acc=99.91%, remaining_time=0:00:25.807564, arrival_time=2021-04-15 00:03:10.677833, cost_time=0:00:17.798323 2021-04-15 00:02:47,070 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.2222, top1-acc=92.41%, top5-acc=99.91%, remaining_time=0:00:23.552988, arrival_time=2021-04-15 00:03:10.622934, cost_time=0:00:19.997821 2021-04-15 00:02:49,267 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.2229, top1-acc=92.43%, top5-acc=99.91%, remaining_time=0:00:21.307584, arrival_time=2021-04-15 00:03:10.574990, cost_time=0:00:22.195445 2021-04-15 00:02:51,470 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.67ms, fps=1162 images/s, loss=0.2233, top1-acc=92.37%, top5-acc=99.91%, remaining_time=0:00:19.074886, arrival_time=2021-04-15 00:03:10.544898, cost_time=0:00:24.398068 2021-04-15 00:02:53,676 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.2240, top1-acc=92.34%, top5-acc=99.91%, remaining_time=0:00:16.849276, arrival_time=2021-04-15 00:03:10.525391, cost_time=0:00:26.604130 2021-04-15 00:02:55,878 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.2226, top1-acc=92.41%, top5-acc=99.90%, remaining_time=0:00:14.624808, arrival_time=2021-04-15 00:03:10.503338, cost_time=0:00:28.806503 2021-04-15 00:02:58,071 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.2227, top1-acc=92.40%, top5-acc=99.90%, remaining_time=0:00:12.399632, arrival_time=2021-04-15 00:03:10.470642, cost_time=0:00:30.999073 2021-04-15 00:03:00,267 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2249, top1-acc=92.32%, top5-acc=99.90%, remaining_time=0:00:10.179892, arrival_time=2021-04-15 00:03:10.447167, cost_time=0:00:33.195334 2021-04-15 00:03:02,461 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.2266, top1-acc=92.22%, top5-acc=99.90%, remaining_time=0:00:07.962732, arrival_time=2021-04-15 00:03:10.424522, cost_time=0:00:35.389842 2021-04-15 00:03:04,656 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.62ms, fps=1167 images/s, loss=0.2270, top1-acc=92.22%, top5-acc=99.89%, remaining_time=0:00:05.748184, arrival_time=2021-04-15 00:03:10.404538, cost_time=0:00:37.584327 2021-04-15 00:03:06,854 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.97ms, fps=1165 images/s, loss=0.2271, top1-acc=92.22%, top5-acc=99.89%, remaining_time=0:00:03.536240, arrival_time=2021-04-15 00:03:10.390849, cost_time=0:00:39.782627 2021-04-15 00:03:09,051 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.22ms, fps=1166 images/s, loss=0.2277, top1-acc=92.21%, top5-acc=99.89%, remaining_time=0:00:01.325664, arrival_time=2021-04-15 00:03:10.376994, cost_time=0:00:41.979333 2021-04-15 00:03:10,239 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.42ms, fps=1145 images/s, loss=0.2289, top1-acc=92.19%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:10.239337, cost_time=0:00:43.167402 2021-04-15 00:03:11,063 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=2.21ms, fps=3115 images/s, loss=0.4104, top1-acc=87.07%, top5-acc=99.69%, remaining_time=0:00:02.465730, arrival_time=2021-04-15 00:03:13.528882, cost_time=0:00:00.821914 2021-04-15 00:03:11,751 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.66ms, fps=3723 images/s, loss=0.3901, top1-acc=87.42%, top5-acc=99.75%, remaining_time=0:00:01.509940, arrival_time=2021-04-15 00:03:13.261091, cost_time=0:00:01.509943 2021-04-15 00:03:12,440 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.80ms, fps=3717 images/s, loss=0.4075, top1-acc=86.95%, top5-acc=99.75%, remaining_time=0:00:00.733020, arrival_time=2021-04-15 00:03:13.173280, cost_time=0:00:02.199054 2021-04-15 00:03:13,070 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=3683 images/s, loss=0.4091, top1-acc=87.07%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:13.070534, cost_time=0:00:02.829277 2021-04-15 00:03:13,241 INFO : Epoch=0108 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:10:55.240672, arrival_time=2021-04-15 01:14:08.482544, cost_time=1:23:15.282488 2021-04-15 00:03:13,243 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 00:03:15,594 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.59ms, fps=1089 images/s, loss=0.2309, top1-acc=91.95%, top5-acc=99.80%, remaining_time=0:00:43.730832, arrival_time=2021-04-15 00:03:59.325496, cost_time=0:00:02.351121 2021-04-15 00:03:17,797 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.2224, top1-acc=92.46%, top5-acc=99.80%, remaining_time=0:00:40.076608, arrival_time=2021-04-15 00:03:57.874191, cost_time=0:00:04.554155 2021-04-15 00:03:19,992 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.2139, top1-acc=92.75%, top5-acc=99.82%, remaining_time=0:00:37.342530, arrival_time=2021-04-15 00:03:57.334710, cost_time=0:00:06.748645 2021-04-15 00:03:22,191 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.2178, top1-acc=92.64%, top5-acc=99.82%, remaining_time=0:00:34.895952, arrival_time=2021-04-15 00:03:57.087157, cost_time=0:00:08.947668 2021-04-15 00:03:24,389 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.2198, top1-acc=92.56%, top5-acc=99.84%, remaining_time=0:00:32.547196, arrival_time=2021-04-15 00:03:56.936822, cost_time=0:00:11.146276 2021-04-15 00:03:26,607 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=0.2224, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:30.291280, arrival_time=2021-04-15 00:03:56.898526, cost_time=0:00:13.363817 2021-04-15 00:03:28,806 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=0.2215, top1-acc=92.30%, top5-acc=99.87%, remaining_time=0:00:28.013706, arrival_time=2021-04-15 00:03:56.820290, cost_time=0:00:15.563166 2021-04-15 00:03:31,026 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=2.12ms, fps=1154 images/s, loss=0.2213, top1-acc=92.29%, top5-acc=99.85%, remaining_time=0:00:25.785408, arrival_time=2021-04-15 00:03:56.811917, cost_time=0:00:17.783077 2021-04-15 00:03:33,228 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.2234, top1-acc=92.22%, top5-acc=99.84%, remaining_time=0:00:23.538360, arrival_time=2021-04-15 00:03:56.767201, cost_time=0:00:19.985414 2021-04-15 00:03:35,429 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=2.02ms, fps=1164 images/s, loss=0.2252, top1-acc=92.15%, top5-acc=99.84%, remaining_time=0:00:21.298560, arrival_time=2021-04-15 00:03:56.727990, cost_time=0:00:22.185968 2021-04-15 00:03:37,624 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.2234, top1-acc=92.26%, top5-acc=99.85%, remaining_time=0:00:19.061814, arrival_time=2021-04-15 00:03:56.686604, cost_time=0:00:24.381368 2021-04-15 00:03:39,835 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.41ms, fps=1158 images/s, loss=0.2224, top1-acc=92.33%, top5-acc=99.85%, remaining_time=0:00:16.841676, arrival_time=2021-04-15 00:03:56.677263, cost_time=0:00:26.592163 2021-04-15 00:03:42,041 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.2214, top1-acc=92.35%, top5-acc=99.86%, remaining_time=0:00:14.620584, arrival_time=2021-04-15 00:03:56.662100, cost_time=0:00:28.798090 2021-04-15 00:03:44,247 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.83ms, fps=1161 images/s, loss=0.2226, top1-acc=92.31%, top5-acc=99.85%, remaining_time=0:00:12.401648, arrival_time=2021-04-15 00:03:56.649201, cost_time=0:00:31.004125 2021-04-15 00:03:46,456 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.2222, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:10.185366, arrival_time=2021-04-15 00:03:56.641917, cost_time=0:00:33.213118 2021-04-15 00:03:48,652 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.2227, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:07.967016, arrival_time=2021-04-15 00:03:56.619420, cost_time=0:00:35.408978 2021-04-15 00:03:50,845 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.50ms, fps=1168 images/s, loss=0.2235, top1-acc=92.28%, top5-acc=99.86%, remaining_time=0:00:05.750940, arrival_time=2021-04-15 00:03:56.596537, cost_time=0:00:37.602258 2021-04-15 00:03:53,051 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.2241, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:03.538480, arrival_time=2021-04-15 00:03:56.589875, cost_time=0:00:39.807969 2021-04-15 00:03:55,246 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.22ms, fps=1167 images/s, loss=0.2248, top1-acc=92.23%, top5-acc=99.86%, remaining_time=0:00:01.326414, arrival_time=2021-04-15 00:03:56.572886, cost_time=0:00:42.003135 2021-04-15 00:03:56,425 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.44ms, fps=1154 images/s, loss=0.2262, top1-acc=92.20%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:56.425720, cost_time=0:00:43.182285 2021-04-15 00:03:57,241 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=3.50ms, fps=3145 images/s, loss=0.4745, top1-acc=84.61%, top5-acc=99.34%, remaining_time=0:00:02.441730, arrival_time=2021-04-15 00:03:59.683570, cost_time=0:00:00.813909 2021-04-15 00:03:57,928 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.35ms, fps=3734 images/s, loss=0.4937, top1-acc=83.95%, top5-acc=99.24%, remaining_time=0:00:01.500120, arrival_time=2021-04-15 00:03:59.428103, cost_time=0:00:01.500130 2021-04-15 00:03:58,613 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.30ms, fps=3737 images/s, loss=0.4875, top1-acc=84.08%, top5-acc=99.28%, remaining_time=0:00:00.728520, arrival_time=2021-04-15 00:03:59.341935, cost_time=0:00:02.185550 2021-04-15 00:03:59,241 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=3698 images/s, loss=0.4796, top1-acc=84.24%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 00:03:59.241096, cost_time=0:00:02.813264 2021-04-15 00:03:59,392 INFO : Epoch=0109 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:10:08.902789, arrival_time=2021-04-15 01:14:08.295182, cost_time=1:24:01.433023 2021-04-15 00:03:59,393 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 00:04:01,764 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.51ms, fps=1080 images/s, loss=0.2321, top1-acc=92.07%, top5-acc=99.57%, remaining_time=0:00:44.087766, arrival_time=2021-04-15 00:04:45.851944, cost_time=0:00:02.370313 2021-04-15 00:04:03,959 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.2421, top1-acc=91.46%, top5-acc=99.73%, remaining_time=0:00:40.177984, arrival_time=2021-04-15 00:04:44.137644, cost_time=0:00:04.565673 2021-04-15 00:04:06,162 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.2406, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:37.452090, arrival_time=2021-04-15 00:04:43.614436, cost_time=0:00:06.768445 2021-04-15 00:04:08,365 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.2376, top1-acc=91.52%, top5-acc=99.79%, remaining_time=0:00:34.989084, arrival_time=2021-04-15 00:04:43.354554, cost_time=0:00:08.971567 2021-04-15 00:04:10,570 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.96ms, fps=1161 images/s, loss=0.2342, top1-acc=91.71%, top5-acc=99.81%, remaining_time=0:00:32.635088, arrival_time=2021-04-15 00:04:43.205351, cost_time=0:00:11.176396 2021-04-15 00:04:12,777 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.2338, top1-acc=91.73%, top5-acc=99.83%, remaining_time=0:00:30.336704, arrival_time=2021-04-15 00:04:43.114538, cost_time=0:00:13.383849 2021-04-15 00:04:14,978 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.2354, top1-acc=91.69%, top5-acc=99.84%, remaining_time=0:00:28.052766, arrival_time=2021-04-15 00:04:43.031532, cost_time=0:00:15.584895 2021-04-15 00:04:17,176 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2383, top1-acc=91.66%, top5-acc=99.81%, remaining_time=0:00:25.785060, arrival_time=2021-04-15 00:04:42.961832, cost_time=0:00:17.782824 2021-04-15 00:04:19,374 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.2359, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:23.532954, arrival_time=2021-04-15 00:04:42.907794, cost_time=0:00:19.980836 2021-04-15 00:04:21,568 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.2349, top1-acc=91.80%, top5-acc=99.84%, remaining_time=0:00:21.287232, arrival_time=2021-04-15 00:04:42.855187, cost_time=0:00:22.174160 2021-04-15 00:04:23,762 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.2327, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:19.051408, arrival_time=2021-04-15 00:04:42.813346, cost_time=0:00:24.368076 2021-04-15 00:04:25,966 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.2306, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:16.828984, arrival_time=2021-04-15 00:04:42.794913, cost_time=0:00:26.572064 2021-04-15 00:04:28,160 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.2303, top1-acc=91.92%, top5-acc=99.84%, remaining_time=0:00:14.604678, arrival_time=2021-04-15 00:04:42.765224, cost_time=0:00:28.766764 2021-04-15 00:04:30,361 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.73ms, fps=1163 images/s, loss=0.2280, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:12.387032, arrival_time=2021-04-15 00:04:42.748475, cost_time=0:00:30.967576 2021-04-15 00:04:32,555 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.2282, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:10.169450, arrival_time=2021-04-15 00:04:42.724751, cost_time=0:00:33.161316 2021-04-15 00:04:34,762 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.2277, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:07.957908, arrival_time=2021-04-15 00:04:42.720171, cost_time=0:00:35.368467 2021-04-15 00:04:36,958 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.2289, top1-acc=91.96%, top5-acc=99.84%, remaining_time=0:00:05.745142, arrival_time=2021-04-15 00:04:42.703358, cost_time=0:00:37.564435 2021-04-15 00:04:39,155 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.2299, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:03.534368, arrival_time=2021-04-15 00:04:42.689789, cost_time=0:00:39.761558 2021-04-15 00:04:41,348 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.2294, top1-acc=91.95%, top5-acc=99.85%, remaining_time=0:00:01.324896, arrival_time=2021-04-15 00:04:42.673787, cost_time=0:00:41.955117 2021-04-15 00:04:42,524 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.25ms, fps=1157 images/s, loss=0.2309, top1-acc=91.94%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:42.524758, cost_time=0:00:43.130978 2021-04-15 00:04:43,337 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.32ms, fps=3157 images/s, loss=0.4949, top1-acc=84.18%, top5-acc=99.57%, remaining_time=0:00:02.432670, arrival_time=2021-04-15 00:04:45.770245, cost_time=0:00:00.810894 2021-04-15 00:04:44,024 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.54ms, fps=3728 images/s, loss=0.4977, top1-acc=84.26%, top5-acc=99.34%, remaining_time=0:00:01.497960, arrival_time=2021-04-15 00:04:45.522676, cost_time=0:00:01.497960 2021-04-15 00:04:44,713 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.37ms, fps=3718 images/s, loss=0.4964, top1-acc=84.40%, top5-acc=99.27%, remaining_time=0:00:00.729020, arrival_time=2021-04-15 00:04:45.442755, cost_time=0:00:02.187047 2021-04-15 00:04:45,342 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.09ms, fps=3694 images/s, loss=0.4975, top1-acc=84.55%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 00:04:45.342198, cost_time=0:00:02.815558 2021-04-15 00:04:45,521 INFO : Epoch=0110 complete, best val top1-acc=87.23%, top5-acc=99.41% (epoch=104), remaining_time=1:09:22.551030, arrival_time=2021-04-15 01:14:08.072766, cost_time=1:24:47.562364 2021-04-15 00:04:45,523 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 00:04:47,908 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.08ms, fps=1073 images/s, loss=0.2304, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:44.368812, arrival_time=2021-04-15 00:05:32.277554, cost_time=0:00:02.385415 2021-04-15 00:04:50,114 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.2181, top1-acc=93.01%, top5-acc=99.90%, remaining_time=0:00:40.403264, arrival_time=2021-04-15 00:05:30.517868, cost_time=0:00:04.591287 2021-04-15 00:04:52,315 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.2163, top1-acc=93.06%, top5-acc=99.90%, remaining_time=0:00:37.579744, arrival_time=2021-04-15 00:05:29.894656, cost_time=0:00:06.791521 2021-04-15 00:04:54,520 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.36ms, fps=1161 images/s, loss=0.2166, top1-acc=92.91%, top5-acc=99.87%, remaining_time=0:00:35.088300, arrival_time=2021-04-15 00:05:29.608627, cost_time=0:00:08.996999 2021-04-15 00:04:56,722 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.64ms, fps=1163 images/s, loss=0.2148, top1-acc=92.98%, top5-acc=99.86%, remaining_time=0:00:32.702394, arrival_time=2021-04-15 00:05:29.425201, cost_time=0:00:11.199429 2021-04-15 00:04:58,927 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.2178, top1-acc=92.86%, top5-acc=99.86%, remaining_time=0:00:30.381312, arrival_time=2021-04-15 00:05:29.308230, cost_time=0:00:13.403520 2021-04-15 00:05:01,138 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.2192, top1-acc=92.80%, top5-acc=99.87%, remaining_time=0:00:28.107450, arrival_time=2021-04-15 00:05:29.246056, cost_time=0:00:15.615277 2021-04-15 00:05:03,331 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=0.2170, top1-acc=92.85%, top5-acc=99.88%, remaining_time=0:00:25.821484, arrival_time=2021-04-15 00:05:29.152674, cost_time=0:00:17.807952 2021-04-15 00:05:05,531 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.2186, top1-acc=92.75%, top5-acc=99.88%, remaining_time=0:00:23.565390, arrival_time=2021-04-15 00:05:29.097065, cost_time=0:00:20.008357 2021-04-15 00:05:07,732 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.2215, top1-acc=92.58%, top5-acc=99.87%, remaining_time=0:00:21.320928, arrival_time=2021-04-15 00:05:29.053458, cost_time=0:00:22.209284 2021-04-15 00:05:09,929 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.2208, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:00:19.081336, arrival_time=2021-04-15 00:05:29.011021, cost_time=0:00:24.406363 2021-04-15 00:05:12,131 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.2200, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:16.851860, arrival_time=2021-04-15 00:05:28.983267, cost_time=0:00:26.608166 2021-04-15 00:05:14,330 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.2183, top1-acc=92.64%, top5-acc=99.89%, remaining_time=0:00:14.625006, arrival_time=2021-04-15 00:05:28.955243, cost_time=0:00:28.806802 2021-04-15 00:05:16,529 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.2194, top1-acc=92.59%, top5-acc=99.88%, remaining_time=0:00:12.402432, arrival_time=2021-04-15 00:05:28.931818, cost_time=0:00:31.006121 2021-04-15 00:05:18,750 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.58ms, fps=1153 images/s, loss=0.2205, top1-acc=92.56%, top5-acc=99.88%, remaining_time=0:00:10.189782, arrival_time=2021-04-15 00:05:28.940512, cost_time=0:00:33.227494 2021-04-15 00:05:20,950 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.2218, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:07.971120, arrival_time=2021-04-15 00:05:28.921565, cost_time=0:00:35.427121 2021-04-15 00:05:23,150 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.2227, top1-acc=92.46%, top5-acc=99.87%, remaining_time=0:00:05.754788, arrival_time=2021-04-15 00:05:28.905449, cost_time=0:00:37.627424 2021-04-15 00:05:25,342 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.2247, top1-acc=92.38%, top5-acc=99.87%, remaining_time=0:00:03.539472, arrival_time=2021-04-15 00:05:28.881792, cost_time=0:00:39.819080 2021-04-15 00:05:27,536 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.23ms, fps=1167 images/s, loss=0.2251, top1-acc=92.36%, top5-acc=99.87%, remaining_time=0:00:01.326738, arrival_time=2021-04-15 00:05:28.863471, cost_time=0:00:42.013426 2021-04-15 00:05:28,713 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.32ms, fps=1156 images/s, loss=0.2254, top1-acc=92.33%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:28.713752, cost_time=0:00:43.190499 2021-04-15 00:05:29,534 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.40ms, fps=3127 images/s, loss=0.3862, top1-acc=88.09%, top5-acc=99.45%, remaining_time=0:00:02.456220, arrival_time=2021-04-15 00:05:31.990696, cost_time=0:00:00.818745 2021-04-15 00:05:30,221 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.54ms, fps=3730 images/s, loss=0.3910, top1-acc=87.62%, top5-acc=99.49%, remaining_time=0:00:01.505460, arrival_time=2021-04-15 00:05:31.726657, cost_time=0:00:01.505461 2021-04-15 00:05:30,910 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.61ms, fps=3714 images/s, loss=0.3928, top1-acc=87.34%, top5-acc=99.48%, remaining_time=0:00:00.731670, arrival_time=2021-04-15 00:05:31.642410, cost_time=0:00:02.195012 2021-04-15 00:05:31,550 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.11ms, fps=3628 images/s, loss=0.3887, top1-acc=87.31%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 00:05:31.550502, cost_time=0:00:02.834768 2021-04-15 00:05:31,967 INFO : Epoch=0111 complete, best val top1-acc=87.31%, top5-acc=99.43% (epoch=111), remaining_time=1:08:36.457014, arrival_time=2021-04-15 01:14:08.424589, cost_time=1:25:34.008172 2021-04-15 00:05:31,969 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 00:05:34,343 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.58ms, fps=1079 images/s, loss=0.1986, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:44.145054, arrival_time=2021-04-15 00:06:18.488196, cost_time=0:00:02.373388 2021-04-15 00:05:36,553 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=0.2110, top1-acc=92.68%, top5-acc=99.84%, remaining_time=0:00:40.328640, arrival_time=2021-04-15 00:06:16.881505, cost_time=0:00:04.582808 2021-04-15 00:05:38,769 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.62ms, fps=1155 images/s, loss=0.2054, top1-acc=92.75%, top5-acc=99.87%, remaining_time=0:00:37.624564, arrival_time=2021-04-15 00:06:16.393977, cost_time=0:00:06.799611 2021-04-15 00:05:40,980 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.38ms, fps=1158 images/s, loss=0.2113, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:35.142432, arrival_time=2021-04-15 00:06:16.123113, cost_time=0:00:09.010877 2021-04-15 00:05:43,185 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.59ms, fps=1162 images/s, loss=0.2113, top1-acc=92.72%, top5-acc=99.87%, remaining_time=0:00:32.748530, arrival_time=2021-04-15 00:06:15.933603, cost_time=0:00:11.215268 2021-04-15 00:05:45,386 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=2.36ms, fps=1164 images/s, loss=0.2108, top1-acc=92.73%, top5-acc=99.88%, remaining_time=0:00:30.409872, arrival_time=2021-04-15 00:06:15.795800, cost_time=0:00:13.416091 2021-04-15 00:05:47,581 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.2121, top1-acc=92.68%, top5-acc=99.87%, remaining_time=0:00:28.100142, arrival_time=2021-04-15 00:06:15.681244, cost_time=0:00:15.611219 2021-04-15 00:05:49,787 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.2116, top1-acc=92.76%, top5-acc=99.87%, remaining_time=0:00:25.836100, arrival_time=2021-04-15 00:06:15.623896, cost_time=0:00:17.817995 2021-04-15 00:05:51,982 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.2134, top1-acc=92.68%, top5-acc=99.87%, remaining_time=0:00:23.570584, arrival_time=2021-04-15 00:06:15.553126, cost_time=0:00:20.012745 2021-04-15 00:05:54,181 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.2139, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:21.322944, arrival_time=2021-04-15 00:06:15.504141, cost_time=0:00:22.211403 2021-04-15 00:05:56,377 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=2.38ms, fps=1166 images/s, loss=0.2144, top1-acc=92.54%, top5-acc=99.87%, remaining_time=0:00:19.082712, arrival_time=2021-04-15 00:06:15.460577, cost_time=0:00:24.408077 2021-04-15 00:05:58,577 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.2146, top1-acc=92.53%, top5-acc=99.86%, remaining_time=0:00:16.851404, arrival_time=2021-04-15 00:06:15.428609, cost_time=0:00:26.607450 2021-04-15 00:06:00,782 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.2175, top1-acc=92.45%, top5-acc=99.86%, remaining_time=0:00:14.627910, arrival_time=2021-04-15 00:06:15.410311, cost_time=0:00:28.812536 2021-04-15 00:06:02,985 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.2180, top1-acc=92.45%, top5-acc=99.86%, remaining_time=0:00:12.406240, arrival_time=2021-04-15 00:06:15.391542, cost_time=0:00:31.015597 2021-04-15 00:06:05,192 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.2181, top1-acc=92.50%, top5-acc=99.85%, remaining_time=0:00:10.188264, arrival_time=2021-04-15 00:06:15.380677, cost_time=0:00:33.222616 2021-04-15 00:06:07,386 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.2184, top1-acc=92.48%, top5-acc=99.85%, remaining_time=0:00:07.968744, arrival_time=2021-04-15 00:06:15.355038, cost_time=0:00:35.416584 2021-04-15 00:06:09,586 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.2183, top1-acc=92.46%, top5-acc=99.85%, remaining_time=0:00:05.753098, arrival_time=2021-04-15 00:06:15.339341, cost_time=0:00:37.616455 2021-04-15 00:06:11,785 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.70ms, fps=1164 images/s, loss=0.2174, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:03.539200, arrival_time=2021-04-15 00:06:15.324993, cost_time=0:00:39.816031 2021-04-15 00:06:13,987 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.25ms, fps=1163 images/s, loss=0.2174, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:01.326882, arrival_time=2021-04-15 00:06:15.314525, cost_time=0:00:42.017942 2021-04-15 00:06:15,167 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.91ms, fps=1153 images/s, loss=0.2176, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:15.167112, cost_time=0:00:43.197337 2021-04-15 00:06:16,004 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.20ms, fps=3066 images/s, loss=0.3908, top1-acc=86.52%, top5-acc=99.84%, remaining_time=0:00:02.505120, arrival_time=2021-04-15 00:06:18.509217, cost_time=0:00:00.835041 2021-04-15 00:06:16,691 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.47ms, fps=3726 images/s, loss=0.3928, top1-acc=86.74%, top5-acc=99.67%, remaining_time=0:00:01.522420, arrival_time=2021-04-15 00:06:18.213906, cost_time=0:00:01.522412 2021-04-15 00:06:17,382 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.44ms, fps=3706 images/s, loss=0.3906, top1-acc=86.93%, top5-acc=99.64%, remaining_time=0:00:00.737880, arrival_time=2021-04-15 00:06:18.120556, cost_time=0:00:02.213628 2021-04-15 00:06:18,011 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.09ms, fps=3693 images/s, loss=0.3912, top1-acc=86.91%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:06:18.011239, cost_time=0:00:02.842214 2021-04-15 00:06:18,174 INFO : Epoch=0112 complete, best val top1-acc=87.31%, top5-acc=99.43% (epoch=111), remaining_time=1:07:50.168872, arrival_time=2021-04-15 01:14:08.343198, cost_time=1:26:20.214930 2021-04-15 00:06:18,176 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 00:06:20,559 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.36ms, fps=1074 images/s, loss=0.2079, top1-acc=92.77%, top5-acc=99.73%, remaining_time=0:00:44.324730, arrival_time=2021-04-15 00:07:04.884593, cost_time=0:00:02.383048 2021-04-15 00:06:22,756 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.2124, top1-acc=92.70%, top5-acc=99.67%, remaining_time=0:00:40.297840, arrival_time=2021-04-15 00:07:03.053870, cost_time=0:00:04.579308 2021-04-15 00:06:24,957 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.2055, top1-acc=92.92%, top5-acc=99.74%, remaining_time=0:00:37.520316, arrival_time=2021-04-15 00:07:02.477791, cost_time=0:00:06.780771 2021-04-15 00:06:27,154 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.2063, top1-acc=92.88%, top5-acc=99.79%, remaining_time=0:00:35.011548, arrival_time=2021-04-15 00:07:02.165631, cost_time=0:00:08.977310 2021-04-15 00:06:29,355 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.2064, top1-acc=92.90%, top5-acc=99.79%, remaining_time=0:00:32.641950, arrival_time=2021-04-15 00:07:01.997381, cost_time=0:00:11.178732 2021-04-15 00:06:31,564 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.2081, top1-acc=92.86%, top5-acc=99.79%, remaining_time=0:00:30.345680, arrival_time=2021-04-15 00:07:01.910181, cost_time=0:00:13.387791 2021-04-15 00:06:33,759 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.2064, top1-acc=92.90%, top5-acc=99.81%, remaining_time=0:00:28.048104, arrival_time=2021-04-15 00:07:01.807108, cost_time=0:00:15.582301 2021-04-15 00:06:35,957 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.2078, top1-acc=92.83%, top5-acc=99.83%, remaining_time=0:00:25.781232, arrival_time=2021-04-15 00:07:01.738218, cost_time=0:00:17.780175 2021-04-15 00:06:38,161 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.2087, top1-acc=92.80%, top5-acc=99.83%, remaining_time=0:00:23.536982, arrival_time=2021-04-15 00:07:01.697893, cost_time=0:00:19.984198 2021-04-15 00:06:40,367 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.97ms, fps=1161 images/s, loss=0.2108, top1-acc=92.73%, top5-acc=99.84%, remaining_time=0:00:21.302784, arrival_time=2021-04-15 00:07:01.669971, cost_time=0:00:22.190401 2021-04-15 00:06:42,581 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.65ms, fps=1156 images/s, loss=0.2122, top1-acc=92.67%, top5-acc=99.83%, remaining_time=0:00:19.080304, arrival_time=2021-04-15 00:07:01.662030, cost_time=0:00:24.404986 2021-04-15 00:06:44,787 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.2126, top1-acc=92.66%, top5-acc=99.83%, remaining_time=0:00:16.853304, arrival_time=2021-04-15 00:07:01.640564, cost_time=0:00:26.610510 2021-04-15 00:06:46,994 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.48ms, fps=1160 images/s, loss=0.2150, top1-acc=92.54%, top5-acc=99.83%, remaining_time=0:00:14.630352, arrival_time=2021-04-15 00:07:01.624391, cost_time=0:00:28.817337 2021-04-15 00:06:49,188 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.2142, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:12.404784, arrival_time=2021-04-15 00:07:01.593384, cost_time=0:00:31.011958 2021-04-15 00:06:51,387 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.2140, top1-acc=92.60%, top5-acc=99.84%, remaining_time=0:00:10.184584, arrival_time=2021-04-15 00:07:01.571918, cost_time=0:00:33.210643 2021-04-15 00:06:53,585 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.2149, top1-acc=92.56%, top5-acc=99.85%, remaining_time=0:00:07.967016, arrival_time=2021-04-15 00:07:01.552747, cost_time=0:00:35.409029 2021-04-15 00:06:55,782 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.2153, top1-acc=92.55%, top5-acc=99.85%, remaining_time=0:00:05.751486, arrival_time=2021-04-15 00:07:01.533952, cost_time=0:00:37.605831 2021-04-15 00:06:57,976 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.61ms, fps=1167 images/s, loss=0.2148, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:03.537776, arrival_time=2021-04-15 00:07:01.514550, cost_time=0:00:39.800025 2021-04-15 00:07:00,172 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.2152, top1-acc=92.56%, top5-acc=99.85%, remaining_time=0:00:01.326168, arrival_time=2021-04-15 00:07:01.498131, cost_time=0:00:41.995345 2021-04-15 00:07:01,348 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.19ms, fps=1156 images/s, loss=0.2149, top1-acc=92.58%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:01.348756, cost_time=0:00:43.172148 2021-04-15 00:07:02,212 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.30ms, fps=2970 images/s, loss=0.4032, top1-acc=86.80%, top5-acc=99.57%, remaining_time=0:00:02.585820, arrival_time=2021-04-15 00:07:04.798643, cost_time=0:00:00.861938 2021-04-15 00:07:02,903 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.77ms, fps=3709 images/s, loss=0.4001, top1-acc=86.66%, top5-acc=99.49%, remaining_time=0:00:01.553000, arrival_time=2021-04-15 00:07:04.456698, cost_time=0:00:01.552996 2021-04-15 00:07:03,594 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.81ms, fps=3707 images/s, loss=0.3827, top1-acc=87.11%, top5-acc=99.54%, remaining_time=0:00:00.748010, arrival_time=2021-04-15 00:07:04.342762, cost_time=0:00:02.244034 2021-04-15 00:07:04,224 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.07ms, fps=3685 images/s, loss=0.4003, top1-acc=87.16%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:04.224839, cost_time=0:00:02.874214 2021-04-15 00:07:04,376 INFO : Epoch=0113 complete, best val top1-acc=87.31%, top5-acc=99.43% (epoch=111), remaining_time=1:07:03.878760, arrival_time=2021-04-15 01:14:08.255368, cost_time=1:27:06.417227 2021-04-15 00:07:04,378 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 00:07:06,769 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=2.69ms, fps=1071 images/s, loss=0.2171, top1-acc=92.66%, top5-acc=99.92%, remaining_time=0:00:44.476878, arrival_time=2021-04-15 00:07:51.246562, cost_time=0:00:02.391226 2021-04-15 00:07:08,973 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.2163, top1-acc=92.50%, top5-acc=99.92%, remaining_time=0:00:40.435472, arrival_time=2021-04-15 00:07:49.408699, cost_time=0:00:04.594936 2021-04-15 00:07:11,184 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.74ms, fps=1158 images/s, loss=0.2165, top1-acc=92.45%, top5-acc=99.91%, remaining_time=0:00:37.659424, arrival_time=2021-04-15 00:07:48.843635, cost_time=0:00:06.805926 2021-04-15 00:07:13,389 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.2131, top1-acc=92.62%, top5-acc=99.86%, remaining_time=0:00:35.141340, arrival_time=2021-04-15 00:07:48.530429, cost_time=0:00:09.010606 2021-04-15 00:07:15,590 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.2117, top1-acc=92.62%, top5-acc=99.87%, remaining_time=0:00:32.740354, arrival_time=2021-04-15 00:07:48.331027, cost_time=0:00:11.212451 2021-04-15 00:07:17,796 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.2094, top1-acc=92.71%, top5-acc=99.88%, remaining_time=0:00:30.414632, arrival_time=2021-04-15 00:07:48.211116, cost_time=0:00:13.418193 2021-04-15 00:07:20,003 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.49ms, fps=1160 images/s, loss=0.2076, top1-acc=92.83%, top5-acc=99.87%, remaining_time=0:00:28.125846, arrival_time=2021-04-15 00:07:48.129589, cost_time=0:00:15.625453 2021-04-15 00:07:22,207 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.2067, top1-acc=92.87%, top5-acc=99.87%, remaining_time=0:00:25.852688, arrival_time=2021-04-15 00:07:48.060525, cost_time=0:00:17.829435 2021-04-15 00:07:24,406 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.2056, top1-acc=92.92%, top5-acc=99.87%, remaining_time=0:00:23.588392, arrival_time=2021-04-15 00:07:47.994490, cost_time=0:00:20.027887 2021-04-15 00:07:26,599 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=2.05ms, fps=1168 images/s, loss=0.2069, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:21.332064, arrival_time=2021-04-15 00:07:47.931277, cost_time=0:00:22.220933 2021-04-15 00:07:28,791 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.2077, top1-acc=92.82%, top5-acc=99.89%, remaining_time=0:00:19.086926, arrival_time=2021-04-15 00:07:47.878657, cost_time=0:00:24.413522 2021-04-15 00:07:30,986 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.2084, top1-acc=92.78%, top5-acc=99.88%, remaining_time=0:00:16.852088, arrival_time=2021-04-15 00:07:47.838784, cost_time=0:00:26.608505 2021-04-15 00:07:33,184 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2092, top1-acc=92.72%, top5-acc=99.89%, remaining_time=0:00:14.624676, arrival_time=2021-04-15 00:07:47.809133, cost_time=0:00:28.806182 2021-04-15 00:07:35,381 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2092, top1-acc=92.74%, top5-acc=99.88%, remaining_time=0:00:12.401368, arrival_time=2021-04-15 00:07:47.782965, cost_time=0:00:31.003360 2021-04-15 00:07:37,577 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.2094, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:10.180904, arrival_time=2021-04-15 00:07:47.757904, cost_time=0:00:33.198590 2021-04-15 00:07:39,774 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2097, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:00:07.964208, arrival_time=2021-04-15 00:07:47.738870, cost_time=0:00:35.396457 2021-04-15 00:07:41,970 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.2083, top1-acc=92.72%, top5-acc=99.87%, remaining_time=0:00:05.749458, arrival_time=2021-04-15 00:07:47.720252, cost_time=0:00:37.592597 2021-04-15 00:07:44,178 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.2091, top1-acc=92.69%, top5-acc=99.87%, remaining_time=0:00:03.537760, arrival_time=2021-04-15 00:07:47.716018, cost_time=0:00:39.799863 2021-04-15 00:07:46,383 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.31ms, fps=1161 images/s, loss=0.2077, top1-acc=92.72%, top5-acc=99.87%, remaining_time=0:00:01.326492, arrival_time=2021-04-15 00:07:47.710359, cost_time=0:00:42.005592 2021-04-15 00:07:47,566 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.40ms, fps=1151 images/s, loss=0.2067, top1-acc=92.76%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:47.566482, cost_time=0:00:43.188129 2021-04-15 00:07:48,418 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.21ms, fps=3018 images/s, loss=0.3907, top1-acc=87.23%, top5-acc=99.45%, remaining_time=0:00:02.545020, arrival_time=2021-04-15 00:07:50.963093, cost_time=0:00:00.848339 2021-04-15 00:07:49,111 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.54ms, fps=3694 images/s, loss=0.3802, top1-acc=87.58%, top5-acc=99.45%, remaining_time=0:00:01.541680, arrival_time=2021-04-15 00:07:50.653207, cost_time=0:00:01.541674 2021-04-15 00:07:49,800 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.55ms, fps=3716 images/s, loss=0.3725, top1-acc=87.96%, top5-acc=99.49%, remaining_time=0:00:00.743740, arrival_time=2021-04-15 00:07:50.544685, cost_time=0:00:02.231226 2021-04-15 00:07:50,443 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.10ms, fps=3613 images/s, loss=0.3726, top1-acc=88.10%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 00:07:50.443425, cost_time=0:00:02.873656 2021-04-15 00:07:50,762 INFO : Epoch=0114 complete, best val top1-acc=88.10%, top5-acc=99.51% (epoch=114), remaining_time=1:06:17.728846, arrival_time=2021-04-15 01:14:08.491556, cost_time=1:27:52.803309 2021-04-15 00:07:50,764 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 00:07:53,144 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.76ms, fps=1076 images/s, loss=0.1865, top1-acc=93.09%, top5-acc=100.00%, remaining_time=0:00:44.273022, arrival_time=2021-04-15 00:08:37.417783, cost_time=0:00:02.380270 2021-04-15 00:07:55,346 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.21ms, fps=1163 images/s, loss=0.1849, top1-acc=93.38%, top5-acc=99.98%, remaining_time=0:00:40.317552, arrival_time=2021-04-15 00:08:35.663718, cost_time=0:00:04.581541 2021-04-15 00:07:57,555 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.95ms, fps=1159 images/s, loss=0.1941, top1-acc=93.12%, top5-acc=99.96%, remaining_time=0:00:37.574598, arrival_time=2021-04-15 00:08:35.129723, cost_time=0:00:06.790599 2021-04-15 00:07:59,763 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.82ms, fps=1159 images/s, loss=0.1936, top1-acc=93.26%, top5-acc=99.92%, remaining_time=0:00:35.097348, arrival_time=2021-04-15 00:08:34.861198, cost_time=0:00:08.999322 2021-04-15 00:08:01,960 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=2.15ms, fps=1166 images/s, loss=0.1952, top1-acc=93.31%, top5-acc=99.91%, remaining_time=0:00:32.692904, arrival_time=2021-04-15 00:08:34.653588, cost_time=0:00:11.196204 2021-04-15 00:08:04,157 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.1937, top1-acc=93.37%, top5-acc=99.91%, remaining_time=0:00:30.356968, arrival_time=2021-04-15 00:08:34.514184, cost_time=0:00:13.392804 2021-04-15 00:08:06,362 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.1918, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:28.076580, arrival_time=2021-04-15 00:08:34.439193, cost_time=0:00:15.598126 2021-04-15 00:08:08,556 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=2.19ms, fps=1167 images/s, loss=0.1932, top1-acc=93.34%, top5-acc=99.89%, remaining_time=0:00:25.797588, arrival_time=2021-04-15 00:08:34.353535, cost_time=0:00:17.791466 2021-04-15 00:08:10,753 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.1966, top1-acc=93.25%, top5-acc=99.88%, remaining_time=0:00:23.542388, arrival_time=2021-04-15 00:08:34.295606, cost_time=0:00:19.988805 2021-04-15 00:08:12,958 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=3.05ms, fps=1161 images/s, loss=0.1997, top1-acc=93.22%, top5-acc=99.86%, remaining_time=0:00:21.306144, arrival_time=2021-04-15 00:08:34.264533, cost_time=0:00:22.193907 2021-04-15 00:08:15,156 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.2019, top1-acc=93.10%, top5-acc=99.86%, remaining_time=0:00:19.070156, arrival_time=2021-04-15 00:08:34.226701, cost_time=0:00:24.392097 2021-04-15 00:08:17,359 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.2030, top1-acc=92.99%, top5-acc=99.87%, remaining_time=0:00:16.843424, arrival_time=2021-04-15 00:08:34.202776, cost_time=0:00:26.594917 2021-04-15 00:08:19,570 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.89ms, fps=1158 images/s, loss=0.2030, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:14.624544, arrival_time=2021-04-15 00:08:34.195014, cost_time=0:00:28.805981 2021-04-15 00:08:21,782 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.78ms, fps=1158 images/s, loss=0.2032, top1-acc=93.01%, top5-acc=99.86%, remaining_time=0:00:12.407136, arrival_time=2021-04-15 00:08:34.189454, cost_time=0:00:31.017831 2021-04-15 00:08:23,982 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.2049, top1-acc=92.97%, top5-acc=99.86%, remaining_time=0:00:10.186746, arrival_time=2021-04-15 00:08:34.168723, cost_time=0:00:33.217580 2021-04-15 00:08:26,191 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.63ms, fps=1159 images/s, loss=0.2059, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:00:07.970940, arrival_time=2021-04-15 00:08:34.161872, cost_time=0:00:35.426394 2021-04-15 00:08:28,400 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.2074, top1-acc=92.85%, top5-acc=99.87%, remaining_time=0:00:05.756114, arrival_time=2021-04-15 00:08:34.156821, cost_time=0:00:37.636213 2021-04-15 00:08:30,609 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=0.2077, top1-acc=92.82%, top5-acc=99.87%, remaining_time=0:00:03.541744, arrival_time=2021-04-15 00:08:34.150897, cost_time=0:00:39.844651 2021-04-15 00:08:32,816 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.2082, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:01.327950, arrival_time=2021-04-15 00:08:34.144197, cost_time=0:00:42.051769 2021-04-15 00:08:34,000 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.47ms, fps=1149 images/s, loss=0.2091, top1-acc=92.73%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:34.000606, cost_time=0:00:43.236203 2021-04-15 00:08:34,815 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.80ms, fps=3151 images/s, loss=0.3551, top1-acc=88.32%, top5-acc=99.57%, remaining_time=0:00:02.437410, arrival_time=2021-04-15 00:08:37.252652, cost_time=0:00:00.812473 2021-04-15 00:08:35,506 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.60ms, fps=3706 images/s, loss=0.3465, top1-acc=88.59%, top5-acc=99.53%, remaining_time=0:00:01.504220, arrival_time=2021-04-15 00:08:37.010997, cost_time=0:00:01.504213 2021-04-15 00:08:36,196 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.52ms, fps=3715 images/s, loss=0.3473, top1-acc=88.45%, top5-acc=99.57%, remaining_time=0:00:00.731230, arrival_time=2021-04-15 00:08:36.927473, cost_time=0:00:02.193683 2021-04-15 00:08:36,825 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=3691 images/s, loss=0.3602, top1-acc=88.29%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 00:08:36.825134, cost_time=0:00:02.822601 2021-04-15 00:08:37,195 INFO : Epoch=0115 complete, best val top1-acc=88.29%, top5-acc=99.57% (epoch=115), remaining_time=1:05:31.609550, arrival_time=2021-04-15 01:14:08.805397, cost_time=1:28:39.236429 2021-04-15 00:08:37,197 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 00:08:39,553 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.41ms, fps=1087 images/s, loss=0.1909, top1-acc=93.95%, top5-acc=99.80%, remaining_time=0:00:43.811556, arrival_time=2021-04-15 00:09:23.364877, cost_time=0:00:02.355456 2021-04-15 00:08:41,748 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.1945, top1-acc=93.50%, top5-acc=99.88%, remaining_time=0:00:40.040176, arrival_time=2021-04-15 00:09:21.788146, cost_time=0:00:04.550017 2021-04-15 00:08:43,950 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.1917, top1-acc=93.66%, top5-acc=99.86%, remaining_time=0:00:37.366434, arrival_time=2021-04-15 00:09:21.317233, cost_time=0:00:06.752970 2021-04-15 00:08:46,149 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.1941, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:34.911240, arrival_time=2021-04-15 00:09:21.060754, cost_time=0:00:08.951600 2021-04-15 00:08:48,343 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.1971, top1-acc=93.35%, top5-acc=99.87%, remaining_time=0:00:32.544276, arrival_time=2021-04-15 00:09:20.887427, cost_time=0:00:11.145278 2021-04-15 00:08:50,552 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.2014, top1-acc=93.20%, top5-acc=99.87%, remaining_time=0:00:30.269112, arrival_time=2021-04-15 00:09:20.821082, cost_time=0:00:13.354014 2021-04-15 00:08:52,755 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.2046, top1-acc=93.05%, top5-acc=99.88%, remaining_time=0:00:28.004004, arrival_time=2021-04-15 00:09:20.759626, cost_time=0:00:15.557790 2021-04-15 00:08:54,956 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.80ms, fps=1163 images/s, loss=0.2058, top1-acc=93.03%, top5-acc=99.88%, remaining_time=0:00:25.750376, arrival_time=2021-04-15 00:09:20.707107, cost_time=0:00:17.758897 2021-04-15 00:08:57,161 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.80ms, fps=1161 images/s, loss=0.2077, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:00:23.512390, arrival_time=2021-04-15 00:09:20.673678, cost_time=0:00:19.963363 2021-04-15 00:08:59,357 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.2083, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:21.272928, arrival_time=2021-04-15 00:09:20.630094, cost_time=0:00:22.159332 2021-04-15 00:09:01,555 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.2078, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:19.043582, arrival_time=2021-04-15 00:09:20.599467, cost_time=0:00:24.358060 2021-04-15 00:09:03,751 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.2091, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:16.816900, arrival_time=2021-04-15 00:09:20.567822, cost_time=0:00:26.553008 2021-04-15 00:09:05,941 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.43ms, fps=1169 images/s, loss=0.2090, top1-acc=92.76%, top5-acc=99.87%, remaining_time=0:00:14.593128, arrival_time=2021-04-15 00:09:20.535037, cost_time=0:00:28.744078 2021-04-15 00:09:08,139 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.2076, top1-acc=92.84%, top5-acc=99.88%, remaining_time=0:00:12.376672, arrival_time=2021-04-15 00:09:20.516241, cost_time=0:00:30.941738 2021-04-15 00:09:10,337 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.66ms, fps=1165 images/s, loss=0.2072, top1-acc=92.84%, top5-acc=99.87%, remaining_time=0:00:10.162780, arrival_time=2021-04-15 00:09:20.500220, cost_time=0:00:33.139523 2021-04-15 00:09:12,530 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.2070, top1-acc=92.85%, top5-acc=99.87%, remaining_time=0:00:07.949808, arrival_time=2021-04-15 00:09:20.480140, cost_time=0:00:35.332478 2021-04-15 00:09:14,727 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.2075, top1-acc=92.85%, top5-acc=99.88%, remaining_time=0:00:05.739812, arrival_time=2021-04-15 00:09:20.467122, cost_time=0:00:37.529473 2021-04-15 00:09:16,924 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.2079, top1-acc=92.78%, top5-acc=99.88%, remaining_time=0:00:03.531216, arrival_time=2021-04-15 00:09:20.455288, cost_time=0:00:39.726239 2021-04-15 00:09:19,120 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=2.36ms, fps=1166 images/s, loss=0.2079, top1-acc=92.76%, top5-acc=99.88%, remaining_time=0:00:01.323882, arrival_time=2021-04-15 00:09:20.444649, cost_time=0:00:41.922861 2021-04-15 00:09:20,298 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.33ms, fps=1155 images/s, loss=0.2079, top1-acc=92.77%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:20.298320, cost_time=0:00:43.100488 2021-04-15 00:09:21,129 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=1.39ms, fps=3088 images/s, loss=0.3799, top1-acc=87.50%, top5-acc=99.57%, remaining_time=0:00:02.487150, arrival_time=2021-04-15 00:09:23.616507, cost_time=0:00:00.829051 2021-04-15 00:09:21,824 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.81ms, fps=3688 images/s, loss=0.3589, top1-acc=88.16%, top5-acc=99.61%, remaining_time=0:00:01.523740, arrival_time=2021-04-15 00:09:23.347750, cost_time=0:00:01.523745 2021-04-15 00:09:22,514 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.41ms, fps=3709 images/s, loss=0.3619, top1-acc=88.07%, top5-acc=99.67%, remaining_time=0:00:00.738090, arrival_time=2021-04-15 00:09:23.252621, cost_time=0:00:02.214261 2021-04-15 00:09:23,147 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=3667 images/s, loss=0.3485, top1-acc=88.42%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:09:23.147476, cost_time=0:00:02.847249 2021-04-15 00:09:23,495 INFO : Epoch=0116 complete, best val top1-acc=88.42%, top5-acc=99.66% (epoch=116), remaining_time=1:04:45.388416, arrival_time=2021-04-15 01:14:08.884314, cost_time=1:29:25.536407 2021-04-15 00:09:23,497 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 00:09:25,902 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=2.32ms, fps=1064 images/s, loss=0.2003, top1-acc=93.24%, top5-acc=99.96%, remaining_time=0:00:44.731326, arrival_time=2021-04-15 00:10:10.633679, cost_time=0:00:02.404907 2021-04-15 00:09:28,096 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.1888, top1-acc=93.75%, top5-acc=99.82%, remaining_time=0:00:40.471904, arrival_time=2021-04-15 00:10:08.568434, cost_time=0:00:04.599074 2021-04-15 00:09:30,296 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.82ms, fps=1164 images/s, loss=0.1889, top1-acc=93.71%, top5-acc=99.82%, remaining_time=0:00:37.623070, arrival_time=2021-04-15 00:10:07.919912, cost_time=0:00:06.799354 2021-04-15 00:09:32,505 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.1910, top1-acc=93.66%, top5-acc=99.83%, remaining_time=0:00:35.130264, arrival_time=2021-04-15 00:10:07.635499, cost_time=0:00:09.007744 2021-04-15 00:09:34,701 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.1900, top1-acc=93.65%, top5-acc=99.84%, remaining_time=0:00:32.714512, arrival_time=2021-04-15 00:10:07.415600, cost_time=0:00:11.203596 2021-04-15 00:09:36,901 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.1938, top1-acc=93.56%, top5-acc=99.83%, remaining_time=0:00:30.382808, arrival_time=2021-04-15 00:10:07.284447, cost_time=0:00:13.404197 2021-04-15 00:09:39,102 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.81ms, fps=1164 images/s, loss=0.1961, top1-acc=93.51%, top5-acc=99.82%, remaining_time=0:00:28.088298, arrival_time=2021-04-15 00:10:07.190351, cost_time=0:00:15.604608 2021-04-15 00:09:41,298 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.1943, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:00:25.811972, arrival_time=2021-04-15 00:10:07.110804, cost_time=0:00:17.801390 2021-04-15 00:09:43,502 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.1946, top1-acc=93.49%, top5-acc=99.84%, remaining_time=0:00:23.560938, arrival_time=2021-04-15 00:10:07.062928, cost_time=0:00:20.004543 2021-04-15 00:09:45,706 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.1950, top1-acc=93.46%, top5-acc=99.85%, remaining_time=0:00:21.320544, arrival_time=2021-04-15 00:10:07.026918, cost_time=0:00:22.208880 2021-04-15 00:09:47,900 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.1949, top1-acc=93.48%, top5-acc=99.85%, remaining_time=0:00:19.078842, arrival_time=2021-04-15 00:10:06.979479, cost_time=0:00:24.403180 2021-04-15 00:09:50,095 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.1953, top1-acc=93.49%, top5-acc=99.86%, remaining_time=0:00:16.845400, arrival_time=2021-04-15 00:10:06.940817, cost_time=0:00:26.597973 2021-04-15 00:09:52,299 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.1970, top1-acc=93.44%, top5-acc=99.87%, remaining_time=0:00:14.622630, arrival_time=2021-04-15 00:10:06.922096, cost_time=0:00:28.802116 2021-04-15 00:09:54,499 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.1998, top1-acc=93.33%, top5-acc=99.87%, remaining_time=0:00:12.400752, arrival_time=2021-04-15 00:10:06.900077, cost_time=0:00:31.001874 2021-04-15 00:09:56,697 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.2004, top1-acc=93.27%, top5-acc=99.87%, remaining_time=0:00:10.181272, arrival_time=2021-04-15 00:10:06.878355, cost_time=0:00:33.199726 2021-04-15 00:09:58,900 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.2014, top1-acc=93.20%, top5-acc=99.87%, remaining_time=0:00:07.965684, arrival_time=2021-04-15 00:10:06.866186, cost_time=0:00:35.403041 2021-04-15 00:10:01,094 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.2021, top1-acc=93.15%, top5-acc=99.86%, remaining_time=0:00:05.750134, arrival_time=2021-04-15 00:10:06.844538, cost_time=0:00:37.597041 2021-04-15 00:10:03,306 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=2.13ms, fps=1158 images/s, loss=0.2035, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:03.538544, arrival_time=2021-04-15 00:10:06.844693, cost_time=0:00:39.808701 2021-04-15 00:10:05,503 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.25ms, fps=1165 images/s, loss=0.2032, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:01.326510, arrival_time=2021-04-15 00:10:06.830018, cost_time=0:00:42.006151 2021-04-15 00:10:06,684 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.20ms, fps=1152 images/s, loss=0.2029, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:06.684463, cost_time=0:00:43.187098 2021-04-15 00:10:07,502 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=2.53ms, fps=3136 images/s, loss=0.3967, top1-acc=86.60%, top5-acc=99.37%, remaining_time=0:00:02.448810, arrival_time=2021-04-15 00:10:09.951520, cost_time=0:00:00.816273 2021-04-15 00:10:08,194 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.84ms, fps=3701 images/s, loss=0.4141, top1-acc=86.68%, top5-acc=99.36%, remaining_time=0:00:01.508280, arrival_time=2021-04-15 00:10:09.703063, cost_time=0:00:01.508274 2021-04-15 00:10:08,886 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.97ms, fps=3706 images/s, loss=0.4220, top1-acc=86.33%, top5-acc=99.34%, remaining_time=0:00:00.733230, arrival_time=2021-04-15 00:10:09.619377, cost_time=0:00:02.199678 2021-04-15 00:10:09,521 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.11ms, fps=3652 images/s, loss=0.4274, top1-acc=86.15%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:09.521925, cost_time=0:00:02.835514 2021-04-15 00:10:09,708 INFO : Epoch=0117 complete, best val top1-acc=88.42%, top5-acc=99.66% (epoch=116), remaining_time=1:03:59.103829, arrival_time=2021-04-15 01:14:08.811980, cost_time=1:30:11.748778 2021-04-15 00:10:09,709 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 00:10:12,083 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.52ms, fps=1079 images/s, loss=0.1962, top1-acc=93.05%, top5-acc=99.92%, remaining_time=0:00:44.145240, arrival_time=2021-04-15 00:10:56.228291, cost_time=0:00:02.373401 2021-04-15 00:10:14,289 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.1812, top1-acc=93.69%, top5-acc=99.90%, remaining_time=0:00:40.302944, arrival_time=2021-04-15 00:10:54.592459, cost_time=0:00:04.579885 2021-04-15 00:10:16,495 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=2.04ms, fps=1161 images/s, loss=0.1694, top1-acc=94.22%, top5-acc=99.92%, remaining_time=0:00:37.548868, arrival_time=2021-04-15 00:10:54.044536, cost_time=0:00:06.785953 2021-04-15 00:10:18,692 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.1719, top1-acc=94.10%, top5-acc=99.94%, remaining_time=0:00:35.033700, arrival_time=2021-04-15 00:10:53.726333, cost_time=0:00:08.982986 2021-04-15 00:10:20,896 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.1731, top1-acc=94.07%, top5-acc=99.95%, remaining_time=0:00:32.666916, arrival_time=2021-04-15 00:10:53.563834, cost_time=0:00:11.187284 2021-04-15 00:10:23,099 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.1759, top1-acc=93.79%, top5-acc=99.93%, remaining_time=0:00:30.348944, arrival_time=2021-04-15 00:10:53.447905, cost_time=0:00:13.389243 2021-04-15 00:10:25,289 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.36ms, fps=1169 images/s, loss=0.1780, top1-acc=93.79%, top5-acc=99.93%, remaining_time=0:00:28.043442, arrival_time=2021-04-15 00:10:53.332767, cost_time=0:00:15.579692 2021-04-15 00:10:27,483 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.1821, top1-acc=93.62%, top5-acc=99.92%, remaining_time=0:00:25.772068, arrival_time=2021-04-15 00:10:53.255522, cost_time=0:00:17.773819 2021-04-15 00:10:29,683 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.1826, top1-acc=93.66%, top5-acc=99.91%, remaining_time=0:00:23.524580, arrival_time=2021-04-15 00:10:53.207931, cost_time=0:00:19.973719 2021-04-15 00:10:31,876 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.1813, top1-acc=93.72%, top5-acc=99.91%, remaining_time=0:00:21.280032, arrival_time=2021-04-15 00:10:53.156488, cost_time=0:00:22.166677 2021-04-15 00:10:34,079 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=2.05ms, fps=1162 images/s, loss=0.1830, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:19.052870, arrival_time=2021-04-15 00:10:53.132578, cost_time=0:00:24.369946 2021-04-15 00:10:36,278 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.1855, top1-acc=93.60%, top5-acc=99.90%, remaining_time=0:00:16.826932, arrival_time=2021-04-15 00:10:53.105511, cost_time=0:00:26.568867 2021-04-15 00:10:38,486 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.83ms, fps=1160 images/s, loss=0.1877, top1-acc=93.49%, top5-acc=99.89%, remaining_time=0:00:14.609826, arrival_time=2021-04-15 00:10:53.096675, cost_time=0:00:28.776983 2021-04-15 00:10:40,688 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=2.00ms, fps=1163 images/s, loss=0.1894, top1-acc=93.47%, top5-acc=99.89%, remaining_time=0:00:12.391624, arrival_time=2021-04-15 00:10:53.080448, cost_time=0:00:30.979061 2021-04-15 00:10:42,896 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=2.32ms, fps=1160 images/s, loss=0.1907, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:10.177362, arrival_time=2021-04-15 00:10:53.074100, cost_time=0:00:33.187026 2021-04-15 00:10:45,090 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.1902, top1-acc=93.40%, top5-acc=99.89%, remaining_time=0:00:07.960644, arrival_time=2021-04-15 00:10:53.050944, cost_time=0:00:35.380651 2021-04-15 00:10:47,299 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.40ms, fps=1159 images/s, loss=0.1911, top1-acc=93.36%, top5-acc=99.89%, remaining_time=0:00:05.748990, arrival_time=2021-04-15 00:10:53.048286, cost_time=0:00:37.589582 2021-04-15 00:10:49,499 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=2.09ms, fps=1164 images/s, loss=0.1923, top1-acc=93.30%, top5-acc=99.88%, remaining_time=0:00:03.536864, arrival_time=2021-04-15 00:10:53.036242, cost_time=0:00:39.789662 2021-04-15 00:10:51,695 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.21ms, fps=1166 images/s, loss=0.1933, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:01.325880, arrival_time=2021-04-15 00:10:53.021784, cost_time=0:00:41.986262 2021-04-15 00:10:52,877 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.26ms, fps=1152 images/s, loss=0.1938, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:52.877202, cost_time=0:00:43.167569 2021-04-15 00:10:53,704 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.23ms, fps=3104 images/s, loss=0.3984, top1-acc=86.64%, top5-acc=99.49%, remaining_time=0:00:02.474430, arrival_time=2021-04-15 00:10:56.178454, cost_time=0:00:00.824811 2021-04-15 00:10:54,398 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.40ms, fps=3689 images/s, loss=0.3673, top1-acc=87.70%, top5-acc=99.55%, remaining_time=0:00:01.519240, arrival_time=2021-04-15 00:10:55.917649, cost_time=0:00:01.519246 2021-04-15 00:10:55,085 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.55ms, fps=3730 images/s, loss=0.3744, top1-acc=87.33%, top5-acc=99.61%, remaining_time=0:00:00.735350, arrival_time=2021-04-15 00:10:55.820536, cost_time=0:00:02.206044 2021-04-15 00:10:55,718 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.10ms, fps=3666 images/s, loss=0.3707, top1-acc=87.52%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 00:10:55.718379, cost_time=0:00:02.839268 2021-04-15 00:10:55,880 INFO : Epoch=0118 complete, best val top1-acc=88.42%, top5-acc=99.66% (epoch=116), remaining_time=1:03:12.792412, arrival_time=2021-04-15 01:14:08.672609, cost_time=1:30:57.920827 2021-04-15 00:10:55,881 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 00:10:58,254 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.43ms, fps=1079 images/s, loss=0.1916, top1-acc=93.20%, top5-acc=99.88%, remaining_time=0:00:44.123292, arrival_time=2021-04-15 00:11:42.377287, cost_time=0:00:02.372221 2021-04-15 00:11:00,457 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.2000, top1-acc=93.14%, top5-acc=99.94%, remaining_time=0:00:40.269504, arrival_time=2021-04-15 00:11:40.727336, cost_time=0:00:04.576081 2021-04-15 00:11:02,661 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.84ms, fps=1162 images/s, loss=0.1899, top1-acc=93.39%, top5-acc=99.96%, remaining_time=0:00:37.512846, arrival_time=2021-04-15 00:11:40.174062, cost_time=0:00:06.779434 2021-04-15 00:11:04,859 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.1941, top1-acc=93.26%, top5-acc=99.91%, remaining_time=0:00:35.014044, arrival_time=2021-04-15 00:11:39.873761, cost_time=0:00:08.977944 2021-04-15 00:11:07,053 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=2.16ms, fps=1167 images/s, loss=0.1946, top1-acc=93.26%, top5-acc=99.91%, remaining_time=0:00:32.620780, arrival_time=2021-04-15 00:11:39.674037, cost_time=0:00:11.171523 2021-04-15 00:11:09,249 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.69ms, fps=1166 images/s, loss=0.1947, top1-acc=93.20%, top5-acc=99.91%, remaining_time=0:00:30.300800, arrival_time=2021-04-15 00:11:39.550501, cost_time=0:00:13.368021 2021-04-15 00:11:11,443 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.1934, top1-acc=93.16%, top5-acc=99.92%, remaining_time=0:00:28.010934, arrival_time=2021-04-15 00:11:39.454341, cost_time=0:00:15.561601 2021-04-15 00:11:13,640 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.1910, top1-acc=93.25%, top5-acc=99.92%, remaining_time=0:00:25.750608, arrival_time=2021-04-15 00:11:39.391432, cost_time=0:00:17.759009 2021-04-15 00:11:15,837 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.20ms, fps=1166 images/s, loss=0.1919, top1-acc=93.32%, top5-acc=99.91%, remaining_time=0:00:23.503062, arrival_time=2021-04-15 00:11:39.340187, cost_time=0:00:19.955439 2021-04-15 00:11:18,034 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.1934, top1-acc=93.25%, top5-acc=99.90%, remaining_time=0:00:21.266400, arrival_time=2021-04-15 00:11:39.300645, cost_time=0:00:22.152506 2021-04-15 00:11:20,229 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.1941, top1-acc=93.24%, top5-acc=99.89%, remaining_time=0:00:19.035584, arrival_time=2021-04-15 00:11:39.265096, cost_time=0:00:24.347829 2021-04-15 00:11:22,427 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.1927, top1-acc=93.27%, top5-acc=99.89%, remaining_time=0:00:16.812492, arrival_time=2021-04-15 00:11:39.240296, cost_time=0:00:26.546099 2021-04-15 00:11:24,639 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.1928, top1-acc=93.25%, top5-acc=99.88%, remaining_time=0:00:14.599860, arrival_time=2021-04-15 00:11:39.238902, cost_time=0:00:28.757302 2021-04-15 00:11:26,839 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.1937, top1-acc=93.25%, top5-acc=99.89%, remaining_time=0:00:12.383224, arrival_time=2021-04-15 00:11:39.222914, cost_time=0:00:30.958019 2021-04-15 00:11:29,049 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.94ms, fps=1159 images/s, loss=0.1957, top1-acc=93.21%, top5-acc=99.89%, remaining_time=0:00:10.171290, arrival_time=2021-04-15 00:11:39.220264, cost_time=0:00:33.167237 2021-04-15 00:11:31,250 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.1971, top1-acc=93.16%, top5-acc=99.89%, remaining_time=0:00:07.957980, arrival_time=2021-04-15 00:11:39.208482, cost_time=0:00:35.368826 2021-04-15 00:11:33,446 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.1982, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:05.745272, arrival_time=2021-04-15 00:11:39.192210, cost_time=0:00:37.565234 2021-04-15 00:11:35,637 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.48ms, fps=1169 images/s, loss=0.1984, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:03.533872, arrival_time=2021-04-15 00:11:39.171572, cost_time=0:00:39.756043 2021-04-15 00:11:37,859 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.83ms, fps=1153 images/s, loss=0.2002, top1-acc=93.05%, top5-acc=99.88%, remaining_time=0:00:01.325598, arrival_time=2021-04-15 00:11:39.184711, cost_time=0:00:41.977357 2021-04-15 00:11:39,038 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.54ms, fps=1153 images/s, loss=0.2018, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:39.038825, cost_time=0:00:43.157069 2021-04-15 00:11:39,891 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.21ms, fps=3010 images/s, loss=0.3403, top1-acc=88.20%, top5-acc=99.69%, remaining_time=0:00:02.551290, arrival_time=2021-04-15 00:11:42.442681, cost_time=0:00:00.850431 2021-04-15 00:11:40,582 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.38ms, fps=3709 images/s, loss=0.3468, top1-acc=87.79%, top5-acc=99.61%, remaining_time=0:00:01.541080, arrival_time=2021-04-15 00:11:42.123203, cost_time=0:00:01.541090 2021-04-15 00:11:41,272 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.49ms, fps=3711 images/s, loss=0.3568, top1-acc=87.68%, top5-acc=99.57%, remaining_time=0:00:00.743820, arrival_time=2021-04-15 00:11:42.016201, cost_time=0:00:02.231446 2021-04-15 00:11:41,904 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.07ms, fps=3674 images/s, loss=0.3526, top1-acc=87.66%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 00:11:41.904152, cost_time=0:00:02.863154 2021-04-15 00:11:42,049 INFO : Epoch=0119 complete, best val top1-acc=88.42%, top5-acc=99.66% (epoch=116), remaining_time=1:02:26.481579, arrival_time=2021-04-15 01:14:08.531172, cost_time=1:31:44.090222 2021-04-15 00:11:42,050 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 00:11:44,425 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.55ms, fps=1078 images/s, loss=0.2191, top1-acc=92.81%, top5-acc=99.92%, remaining_time=0:00:44.169234, arrival_time=2021-04-15 00:12:28.595081, cost_time=0:00:02.374690 2021-04-15 00:11:46,634 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.2072, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:00:40.330928, arrival_time=2021-04-15 00:12:26.965147, cost_time=0:00:04.583057 2021-04-15 00:11:48,836 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2052, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:37.542892, arrival_time=2021-04-15 00:12:26.379041, cost_time=0:00:06.784860 2021-04-15 00:11:51,032 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.1984, top1-acc=93.14%, top5-acc=99.87%, remaining_time=0:00:35.026836, arrival_time=2021-04-15 00:12:26.059452, cost_time=0:00:08.981257 2021-04-15 00:11:53,234 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=2.22ms, fps=1163 images/s, loss=0.1952, top1-acc=93.18%, top5-acc=99.87%, remaining_time=0:00:32.654944, arrival_time=2021-04-15 00:12:25.889342, cost_time=0:00:11.183219 2021-04-15 00:11:55,430 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.1948, top1-acc=93.20%, top5-acc=99.88%, remaining_time=0:00:30.327456, arrival_time=2021-04-15 00:12:25.758354, cost_time=0:00:13.379745 2021-04-15 00:11:57,628 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.1932, top1-acc=93.30%, top5-acc=99.89%, remaining_time=0:00:28.038780, arrival_time=2021-04-15 00:12:25.667163, cost_time=0:00:15.577096 2021-04-15 00:11:59,833 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=2.86ms, fps=1161 images/s, loss=0.1947, top1-acc=93.25%, top5-acc=99.88%, remaining_time=0:00:25.784596, arrival_time=2021-04-15 00:12:25.618275, cost_time=0:00:17.782518 2021-04-15 00:12:02,028 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.1927, top1-acc=93.26%, top5-acc=99.88%, remaining_time=0:00:23.528820, arrival_time=2021-04-15 00:12:25.557232, cost_time=0:00:19.977273 2021-04-15 00:12:04,242 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.58ms, fps=1157 images/s, loss=0.1945, top1-acc=93.20%, top5-acc=99.89%, remaining_time=0:00:21.303552, arrival_time=2021-04-15 00:12:25.545876, cost_time=0:00:22.191175 2021-04-15 00:12:06,451 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=2.82ms, fps=1159 images/s, loss=0.1947, top1-acc=93.21%, top5-acc=99.89%, remaining_time=0:00:19.076348, arrival_time=2021-04-15 00:12:25.527457, cost_time=0:00:24.399954 2021-04-15 00:12:08,651 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.1963, top1-acc=93.20%, top5-acc=99.89%, remaining_time=0:00:16.846616, arrival_time=2021-04-15 00:12:25.497641, cost_time=0:00:26.599874 2021-04-15 00:12:10,850 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.1945, top1-acc=93.31%, top5-acc=99.89%, remaining_time=0:00:14.621178, arrival_time=2021-04-15 00:12:25.471652, cost_time=0:00:28.799309 2021-04-15 00:12:13,052 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.86ms, fps=1163 images/s, loss=0.1936, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:12.400360, arrival_time=2021-04-15 00:12:25.452452, cost_time=0:00:31.000872 2021-04-15 00:12:15,250 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.1932, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:10.181042, arrival_time=2021-04-15 00:12:25.431368, cost_time=0:00:33.199109 2021-04-15 00:12:17,455 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.1932, top1-acc=93.35%, top5-acc=99.89%, remaining_time=0:00:07.965972, arrival_time=2021-04-15 00:12:25.421418, cost_time=0:00:35.404291 2021-04-15 00:12:19,652 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1935, top1-acc=93.32%, top5-acc=99.89%, remaining_time=0:00:05.750784, arrival_time=2021-04-15 00:12:25.403198, cost_time=0:00:37.601330 2021-04-15 00:12:21,846 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.1938, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:03.537344, arrival_time=2021-04-15 00:12:25.383651, cost_time=0:00:39.795159 2021-04-15 00:12:24,049 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.25ms, fps=1162 images/s, loss=0.1938, top1-acc=93.35%, top5-acc=99.89%, remaining_time=0:00:01.326252, arrival_time=2021-04-15 00:12:25.375354, cost_time=0:00:41.998039 2021-04-15 00:12:25,226 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.35ms, fps=1155 images/s, loss=0.1935, top1-acc=93.32%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:25.226559, cost_time=0:00:43.175416 2021-04-15 00:12:26,092 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.23ms, fps=2963 images/s, loss=0.3506, top1-acc=88.75%, top5-acc=99.61%, remaining_time=0:00:02.591820, arrival_time=2021-04-15 00:12:28.684399, cost_time=0:00:00.863942 2021-04-15 00:12:26,780 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.33ms, fps=3722 images/s, loss=0.3582, top1-acc=88.22%, top5-acc=99.59%, remaining_time=0:00:01.552120, arrival_time=2021-04-15 00:12:28.332846, cost_time=0:00:01.552121 2021-04-15 00:12:27,467 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.28ms, fps=3732 images/s, loss=0.3565, top1-acc=88.32%, top5-acc=99.58%, remaining_time=0:00:00.746150, arrival_time=2021-04-15 00:12:28.213184, cost_time=0:00:02.238440 2021-04-15 00:12:28,095 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.3643, top1-acc=88.18%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 00:12:28.095758, cost_time=0:00:02.867188 2021-04-15 00:12:28,280 INFO : Epoch=0120 complete, best val top1-acc=88.42%, top5-acc=99.66% (epoch=116), remaining_time=1:01:40.214160, arrival_time=2021-04-15 01:14:08.494786, cost_time=1:32:30.321255 2021-04-15 00:12:28,281 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 00:12:30,659 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.47ms, fps=1077 images/s, loss=0.1781, top1-acc=93.67%, top5-acc=99.92%, remaining_time=0:00:44.221686, arrival_time=2021-04-15 00:13:14.881238, cost_time=0:00:02.377507 2021-04-15 00:12:32,868 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=2.16ms, fps=1159 images/s, loss=0.1812, top1-acc=93.54%, top5-acc=99.94%, remaining_time=0:00:40.362784, arrival_time=2021-04-15 00:13:13.231604, cost_time=0:00:04.586684 2021-04-15 00:12:35,069 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.1819, top1-acc=93.58%, top5-acc=99.95%, remaining_time=0:00:37.558496, arrival_time=2021-04-15 00:13:12.628148, cost_time=0:00:06.787683 2021-04-15 00:12:37,266 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.1810, top1-acc=93.67%, top5-acc=99.95%, remaining_time=0:00:35.037444, arrival_time=2021-04-15 00:13:12.303574, cost_time=0:00:08.983958 2021-04-15 00:12:39,465 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.1801, top1-acc=93.68%, top5-acc=99.95%, remaining_time=0:00:32.655820, arrival_time=2021-04-15 00:13:12.121314, cost_time=0:00:11.183498 2021-04-15 00:12:41,671 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.95ms, fps=1161 images/s, loss=0.1802, top1-acc=93.72%, top5-acc=99.94%, remaining_time=0:00:30.349760, arrival_time=2021-04-15 00:13:12.021347, cost_time=0:00:13.389612 2021-04-15 00:12:43,868 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.78ms, fps=1165 images/s, loss=0.1802, top1-acc=93.76%, top5-acc=99.94%, remaining_time=0:00:28.056420, arrival_time=2021-04-15 00:13:11.925337, cost_time=0:00:15.586891 2021-04-15 00:12:46,073 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.1808, top1-acc=93.69%, top5-acc=99.95%, remaining_time=0:00:25.797704, arrival_time=2021-04-15 00:13:11.871302, cost_time=0:00:17.791535 2021-04-15 00:12:48,273 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.1816, top1-acc=93.68%, top5-acc=99.95%, remaining_time=0:00:23.545356, arrival_time=2021-04-15 00:13:11.818687, cost_time=0:00:19.991358 2021-04-15 00:12:50,467 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.1817, top1-acc=93.66%, top5-acc=99.94%, remaining_time=0:00:21.298272, arrival_time=2021-04-15 00:13:11.765911, cost_time=0:00:22.185661 2021-04-15 00:12:52,658 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.38ms, fps=1169 images/s, loss=0.1824, top1-acc=93.60%, top5-acc=99.94%, remaining_time=0:00:19.058116, arrival_time=2021-04-15 00:13:11.716916, cost_time=0:00:24.376623 2021-04-15 00:12:54,867 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.52ms, fps=1159 images/s, loss=0.1837, top1-acc=93.58%, top5-acc=99.93%, remaining_time=0:00:16.837496, arrival_time=2021-04-15 00:13:11.705007, cost_time=0:00:26.585515 2021-04-15 00:12:57,069 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=2.34ms, fps=1163 images/s, loss=0.1845, top1-acc=93.56%, top5-acc=99.92%, remaining_time=0:00:14.615172, arrival_time=2021-04-15 00:13:11.684604, cost_time=0:00:28.787465 2021-04-15 00:12:59,262 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.1862, top1-acc=93.54%, top5-acc=99.92%, remaining_time=0:00:12.392072, arrival_time=2021-04-15 00:13:11.654173, cost_time=0:00:30.980130 2021-04-15 00:13:01,456 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=2.12ms, fps=1167 images/s, loss=0.1867, top1-acc=93.51%, top5-acc=99.92%, remaining_time=0:00:10.173636, arrival_time=2021-04-15 00:13:11.630510, cost_time=0:00:33.174902 2021-04-15 00:13:03,655 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.88ms, fps=1165 images/s, loss=0.1879, top1-acc=93.47%, top5-acc=99.91%, remaining_time=0:00:07.958988, arrival_time=2021-04-15 00:13:11.614260, cost_time=0:00:35.373214 2021-04-15 00:13:05,863 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.33ms, fps=1159 images/s, loss=0.1876, top1-acc=93.49%, top5-acc=99.91%, remaining_time=0:00:05.747794, arrival_time=2021-04-15 00:13:11.611461, cost_time=0:00:37.581673 2021-04-15 00:13:08,061 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.1896, top1-acc=93.40%, top5-acc=99.91%, remaining_time=0:00:03.535936, arrival_time=2021-04-15 00:13:11.597242, cost_time=0:00:39.779322 2021-04-15 00:13:10,257 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.1907, top1-acc=93.38%, top5-acc=99.91%, remaining_time=0:00:01.325544, arrival_time=2021-04-15 00:13:11.583104, cost_time=0:00:41.975580 2021-04-15 00:13:11,435 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.24ms, fps=1155 images/s, loss=0.1923, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:11.435707, cost_time=0:00:43.153736 2021-04-15 00:13:12,282 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.25ms, fps=3031 images/s, loss=0.4236, top1-acc=86.09%, top5-acc=99.65%, remaining_time=0:00:02.534010, arrival_time=2021-04-15 00:13:14.816285, cost_time=0:00:00.844672 2021-04-15 00:13:12,971 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=2.00ms, fps=3718 images/s, loss=0.4102, top1-acc=86.99%, top5-acc=99.71%, remaining_time=0:00:01.533860, arrival_time=2021-04-15 00:13:14.505326, cost_time=0:00:01.533867 2021-04-15 00:13:13,664 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.52ms, fps=3696 images/s, loss=0.4124, top1-acc=87.06%, top5-acc=99.65%, remaining_time=0:00:00.742380, arrival_time=2021-04-15 00:13:14.407052, cost_time=0:00:02.227149 2021-04-15 00:13:14,292 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=3697 images/s, loss=0.4093, top1-acc=87.11%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:14.292631, cost_time=0:00:02.855062 2021-04-15 00:13:14,445 INFO : Epoch=0121 complete, best val top1-acc=88.42%, top5-acc=99.66% (epoch=116), remaining_time=1:00:53.903971, arrival_time=2021-04-15 01:14:08.349168, cost_time=1:33:16.485803 2021-04-15 00:13:14,447 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 00:13:16,836 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.65ms, fps=1072 images/s, loss=0.1931, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:44.436330, arrival_time=2021-04-15 00:14:01.272904, cost_time=0:00:02.389052 2021-04-15 00:13:19,037 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.1934, top1-acc=93.09%, top5-acc=99.92%, remaining_time=0:00:40.395344, arrival_time=2021-04-15 00:13:59.433167, cost_time=0:00:04.590382 2021-04-15 00:13:21,238 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.1903, top1-acc=93.16%, top5-acc=99.93%, remaining_time=0:00:37.578250, arrival_time=2021-04-15 00:13:58.816929, cost_time=0:00:06.791244 2021-04-15 00:13:23,435 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.72ms, fps=1166 images/s, loss=0.1891, top1-acc=93.15%, top5-acc=99.92%, remaining_time=0:00:35.052264, arrival_time=2021-04-15 00:13:58.487443, cost_time=0:00:08.987745 2021-04-15 00:13:25,634 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.1916, top1-acc=93.10%, top5-acc=99.92%, remaining_time=0:00:32.666770, arrival_time=2021-04-15 00:13:58.301612, cost_time=0:00:11.187236 2021-04-15 00:13:27,831 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.1911, top1-acc=93.14%, top5-acc=99.92%, remaining_time=0:00:30.338200, arrival_time=2021-04-15 00:13:58.170056, cost_time=0:00:13.384495 2021-04-15 00:13:30,028 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.1925, top1-acc=93.15%, top5-acc=99.91%, remaining_time=0:00:28.044828, arrival_time=2021-04-15 00:13:58.072752, cost_time=0:00:15.580491 2021-04-15 00:13:32,226 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.1883, top1-acc=93.29%, top5-acc=99.92%, remaining_time=0:00:25.779840, arrival_time=2021-04-15 00:13:58.006391, cost_time=0:00:17.779203 2021-04-15 00:13:34,438 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.59ms, fps=1158 images/s, loss=0.1895, top1-acc=93.26%, top5-acc=99.92%, remaining_time=0:00:23.544720, arrival_time=2021-04-15 00:13:57.982978, cost_time=0:00:19.990817 2021-04-15 00:13:36,634 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.1898, top1-acc=93.25%, top5-acc=99.92%, remaining_time=0:00:21.299424, arrival_time=2021-04-15 00:13:57.933693, cost_time=0:00:22.186931 2021-04-15 00:13:38,838 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.80ms, fps=1162 images/s, loss=0.1885, top1-acc=93.31%, top5-acc=99.91%, remaining_time=0:00:19.069468, arrival_time=2021-04-15 00:13:57.908182, cost_time=0:00:24.391224 2021-04-15 00:13:41,046 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.1862, top1-acc=93.40%, top5-acc=99.92%, remaining_time=0:00:16.846388, arrival_time=2021-04-15 00:13:57.893273, cost_time=0:00:26.599527 2021-04-15 00:13:43,250 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.62ms, fps=1162 images/s, loss=0.1849, top1-acc=93.45%, top5-acc=99.92%, remaining_time=0:00:14.622960, arrival_time=2021-04-15 00:13:57.873163, cost_time=0:00:28.802848 2021-04-15 00:13:45,449 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.1843, top1-acc=93.47%, top5-acc=99.92%, remaining_time=0:00:12.400640, arrival_time=2021-04-15 00:13:57.849752, cost_time=0:00:31.001641 2021-04-15 00:13:47,649 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.86ms, fps=1164 images/s, loss=0.1850, top1-acc=93.42%, top5-acc=99.93%, remaining_time=0:00:10.182100, arrival_time=2021-04-15 00:13:57.831906, cost_time=0:00:33.202443 2021-04-15 00:13:49,845 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.1851, top1-acc=93.45%, top5-acc=99.93%, remaining_time=0:00:07.964568, arrival_time=2021-04-15 00:13:57.810040, cost_time=0:00:35.398126 2021-04-15 00:13:52,047 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.1851, top1-acc=93.44%, top5-acc=99.93%, remaining_time=0:00:05.750576, arrival_time=2021-04-15 00:13:57.797927, cost_time=0:00:37.599918 2021-04-15 00:13:54,246 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.1861, top1-acc=93.42%, top5-acc=99.93%, remaining_time=0:00:03.537696, arrival_time=2021-04-15 00:13:57.784202, cost_time=0:00:39.799091 2021-04-15 00:13:56,452 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.1863, top1-acc=93.42%, top5-acc=99.93%, remaining_time=0:00:01.326468, arrival_time=2021-04-15 00:13:57.778684, cost_time=0:00:42.004869 2021-04-15 00:13:57,632 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.26ms, fps=1153 images/s, loss=0.1868, top1-acc=93.40%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 00:13:57.632114, cost_time=0:00:43.184724 2021-04-15 00:13:58,465 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.30ms, fps=3085 images/s, loss=0.3317, top1-acc=88.63%, top5-acc=99.57%, remaining_time=0:00:02.489490, arrival_time=2021-04-15 00:14:00.954509, cost_time=0:00:00.829826 2021-04-15 00:13:59,153 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.43ms, fps=3720 images/s, loss=0.3425, top1-acc=88.11%, top5-acc=99.55%, remaining_time=0:00:01.518420, arrival_time=2021-04-15 00:14:00.672089, cost_time=0:00:01.518424 2021-04-15 00:13:59,843 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.53ms, fps=3717 images/s, loss=0.3485, top1-acc=88.05%, top5-acc=99.58%, remaining_time=0:00:00.735900, arrival_time=2021-04-15 00:14:00.578960, cost_time=0:00:02.207702 2021-04-15 00:14:00,479 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.09ms, fps=3650 images/s, loss=0.3521, top1-acc=88.48%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:00.479270, cost_time=0:00:02.844129 2021-04-15 00:14:00,781 INFO : Epoch=0122 complete, best val top1-acc=88.48%, top5-acc=99.63% (epoch=122), remaining_time=1:00:07.705686, arrival_time=2021-04-15 01:14:08.486821, cost_time=1:34:02.821753 2021-04-15 00:14:00,782 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 00:14:03,187 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.78ms, fps=1065 images/s, loss=0.1852, top1-acc=94.02%, top5-acc=99.88%, remaining_time=0:00:44.722584, arrival_time=2021-04-15 00:14:47.909743, cost_time=0:00:02.404443 2021-04-15 00:14:05,390 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.1791, top1-acc=93.91%, top5-acc=99.88%, remaining_time=0:00:40.546880, arrival_time=2021-04-15 00:14:45.937356, cost_time=0:00:04.607607 2021-04-15 00:14:07,587 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.1864, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:37.649962, arrival_time=2021-04-15 00:14:45.236999, cost_time=0:00:06.804211 2021-04-15 00:14:09,781 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.1913, top1-acc=93.28%, top5-acc=99.86%, remaining_time=0:00:35.096100, arrival_time=2021-04-15 00:14:44.877811, cost_time=0:00:08.999000 2021-04-15 00:14:11,974 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.1897, top1-acc=93.20%, top5-acc=99.88%, remaining_time=0:00:32.680348, arrival_time=2021-04-15 00:14:44.654979, cost_time=0:00:11.191921 2021-04-15 00:14:14,174 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.1867, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:30.353432, arrival_time=2021-04-15 00:14:44.527353, cost_time=0:00:13.391206 2021-04-15 00:14:16,371 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.1858, top1-acc=93.44%, top5-acc=99.90%, remaining_time=0:00:28.060074, arrival_time=2021-04-15 00:14:44.431805, cost_time=0:00:15.588948 2021-04-15 00:14:18,576 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.1857, top1-acc=93.45%, top5-acc=99.90%, remaining_time=0:00:25.801532, arrival_time=2021-04-15 00:14:44.378377, cost_time=0:00:17.794137 2021-04-15 00:14:20,785 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.1859, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:23.558500, arrival_time=2021-04-15 00:14:44.343751, cost_time=0:00:20.002523 2021-04-15 00:14:22,981 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.1862, top1-acc=93.43%, top5-acc=99.90%, remaining_time=0:00:21.310272, arrival_time=2021-04-15 00:14:44.291214, cost_time=0:00:22.198227 2021-04-15 00:14:25,183 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.1859, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:19.076606, arrival_time=2021-04-15 00:14:44.259748, cost_time=0:00:24.400357 2021-04-15 00:14:27,387 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.33ms, fps=1162 images/s, loss=0.1862, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:16.849960, arrival_time=2021-04-15 00:14:44.237850, cost_time=0:00:26.605174 2021-04-15 00:14:29,600 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=4.98ms, fps=1158 images/s, loss=0.1868, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:14.630286, arrival_time=2021-04-15 00:14:44.230248, cost_time=0:00:28.817172 2021-04-15 00:14:31,808 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.56ms, fps=1159 images/s, loss=0.1859, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:12.410384, arrival_time=2021-04-15 00:14:44.219048, cost_time=0:00:31.025941 2021-04-15 00:14:34,013 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.75ms, fps=1162 images/s, loss=0.1862, top1-acc=93.54%, top5-acc=99.91%, remaining_time=0:00:10.190702, arrival_time=2021-04-15 00:14:44.203972, cost_time=0:00:33.230511 2021-04-15 00:14:36,215 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.1867, top1-acc=93.53%, top5-acc=99.91%, remaining_time=0:00:07.972380, arrival_time=2021-04-15 00:14:44.187964, cost_time=0:00:35.432863 2021-04-15 00:14:38,409 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.1881, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:00:05.754658, arrival_time=2021-04-15 00:14:44.163900, cost_time=0:00:37.626528 2021-04-15 00:14:40,616 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=7.07ms, fps=1160 images/s, loss=0.1886, top1-acc=93.44%, top5-acc=99.91%, remaining_time=0:00:03.540784, arrival_time=2021-04-15 00:14:44.157344, cost_time=0:00:39.833814 2021-04-15 00:14:42,813 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.24ms, fps=1166 images/s, loss=0.1871, top1-acc=93.49%, top5-acc=99.91%, remaining_time=0:00:01.327284, arrival_time=2021-04-15 00:14:44.140777, cost_time=0:00:42.030719 2021-04-15 00:14:44,005 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.77ms, fps=1142 images/s, loss=0.1877, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:44.004987, cost_time=0:00:43.222290 2021-04-15 00:14:44,822 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.30ms, fps=3142 images/s, loss=0.3083, top1-acc=89.92%, top5-acc=99.57%, remaining_time=0:00:02.444460, arrival_time=2021-04-15 00:14:47.266739, cost_time=0:00:00.814815 2021-04-15 00:14:45,511 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.45ms, fps=3716 images/s, loss=0.3201, top1-acc=89.39%, top5-acc=99.61%, remaining_time=0:00:01.504020, arrival_time=2021-04-15 00:14:47.015570, cost_time=0:00:01.504014 2021-04-15 00:14:46,204 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.88ms, fps=3698 images/s, loss=0.3216, top1-acc=89.40%, top5-acc=99.67%, remaining_time=0:00:00.732250, arrival_time=2021-04-15 00:14:46.936511, cost_time=0:00:02.196740 2021-04-15 00:14:46,843 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.08ms, fps=3634 images/s, loss=0.3271, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:14:46.843173, cost_time=0:00:02.835665 2021-04-15 00:14:47,174 INFO : Epoch=0123 complete, best val top1-acc=89.01%, top5-acc=99.69% (epoch=123), remaining_time=0:59:21.541060, arrival_time=2021-04-15 01:14:08.715360, cost_time=1:34:49.214919 2021-04-15 00:14:47,175 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 00:14:49,566 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=2.24ms, fps=1071 images/s, loss=0.1836, top1-acc=93.95%, top5-acc=99.80%, remaining_time=0:00:44.467950, arrival_time=2021-04-15 00:15:34.034557, cost_time=0:00:02.390752 2021-04-15 00:14:51,778 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=0.1983, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:40.502352, arrival_time=2021-04-15 00:15:32.280744, cost_time=0:00:04.602540 2021-04-15 00:14:53,974 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=2.00ms, fps=1166 images/s, loss=0.1861, top1-acc=93.65%, top5-acc=99.87%, remaining_time=0:00:37.618256, arrival_time=2021-04-15 00:15:31.592593, cost_time=0:00:06.798490 2021-04-15 00:14:56,173 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=2.18ms, fps=1165 images/s, loss=0.1830, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:35.089236, arrival_time=2021-04-15 00:15:31.262401, cost_time=0:00:08.997252 2021-04-15 00:14:58,374 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.1806, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:32.701518, arrival_time=2021-04-15 00:15:31.076424, cost_time=0:00:11.199126 2021-04-15 00:15:00,578 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.98ms, fps=1162 images/s, loss=0.1784, top1-acc=93.89%, top5-acc=99.92%, remaining_time=0:00:30.378184, arrival_time=2021-04-15 00:15:30.956178, cost_time=0:00:13.402141 2021-04-15 00:15:02,778 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.1755, top1-acc=93.98%, top5-acc=99.92%, remaining_time=0:00:28.085022, arrival_time=2021-04-15 00:15:30.863646, cost_time=0:00:15.602778 2021-04-15 00:15:04,971 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.74ms, fps=1168 images/s, loss=0.1746, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:00:25.803852, arrival_time=2021-04-15 00:15:30.775421, cost_time=0:00:17.795761 2021-04-15 00:15:07,172 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.1735, top1-acc=94.12%, top5-acc=99.93%, remaining_time=0:00:23.551080, arrival_time=2021-04-15 00:15:30.723156, cost_time=0:00:19.996227 2021-04-15 00:15:09,367 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.1752, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:00:21.303648, arrival_time=2021-04-15 00:15:30.670859, cost_time=0:00:22.191264 2021-04-15 00:15:11,571 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.1748, top1-acc=94.00%, top5-acc=99.92%, remaining_time=0:00:19.072736, arrival_time=2021-04-15 00:15:30.643887, cost_time=0:00:24.395382 2021-04-15 00:15:13,765 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.1762, top1-acc=93.93%, top5-acc=99.93%, remaining_time=0:00:16.840004, arrival_time=2021-04-15 00:15:30.605252, cost_time=0:00:26.589490 2021-04-15 00:15:15,971 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=0.1769, top1-acc=93.89%, top5-acc=99.93%, remaining_time=0:00:14.619132, arrival_time=2021-04-15 00:15:30.590217, cost_time=0:00:28.795235 2021-04-15 00:15:18,164 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.1774, top1-acc=93.86%, top5-acc=99.92%, remaining_time=0:00:12.395376, arrival_time=2021-04-15 00:15:30.559610, cost_time=0:00:30.988468 2021-04-15 00:15:20,356 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.58ms, fps=1168 images/s, loss=0.1794, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:00:10.175292, arrival_time=2021-04-15 00:15:30.531592, cost_time=0:00:33.180348 2021-04-15 00:15:22,550 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.1811, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:07.959276, arrival_time=2021-04-15 00:15:30.509583, cost_time=0:00:35.374531 2021-04-15 00:15:24,756 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.1817, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:05.747638, arrival_time=2021-04-15 00:15:30.504066, cost_time=0:00:37.580671 2021-04-15 00:15:26,948 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.1815, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:03.535328, arrival_time=2021-04-15 00:15:30.483440, cost_time=0:00:39.772353 2021-04-15 00:15:29,144 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.23ms, fps=1166 images/s, loss=0.1819, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:01.325328, arrival_time=2021-04-15 00:15:30.469859, cost_time=0:00:41.968685 2021-04-15 00:15:30,321 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=0.1830, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:30.321687, cost_time=0:00:43.145930 2021-04-15 00:15:31,150 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=1.30ms, fps=3096 images/s, loss=0.3992, top1-acc=88.24%, top5-acc=99.49%, remaining_time=0:00:02.480310, arrival_time=2021-04-15 00:15:33.630719, cost_time=0:00:00.826774 2021-04-15 00:15:31,842 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.81ms, fps=3700 images/s, loss=0.3970, top1-acc=87.83%, top5-acc=99.57%, remaining_time=0:00:01.519100, arrival_time=2021-04-15 00:15:33.361856, cost_time=0:00:01.519092 2021-04-15 00:15:32,535 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.34ms, fps=3697 images/s, loss=0.3938, top1-acc=87.73%, top5-acc=99.56%, remaining_time=0:00:00.737380, arrival_time=2021-04-15 00:15:33.273177, cost_time=0:00:02.212150 2021-04-15 00:15:33,168 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=3671 images/s, loss=0.3849, top1-acc=87.76%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:15:33.168262, cost_time=0:00:02.844703 2021-04-15 00:15:33,350 INFO : Epoch=0124 complete, best val top1-acc=89.01%, top5-acc=99.69% (epoch=123), remaining_time=0:58:35.239932, arrival_time=2021-04-15 01:14:08.590816, cost_time=1:35:35.391513 2021-04-15 00:15:33,352 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 00:15:35,766 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=17.69ms, fps=1061 images/s, loss=0.1913, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:44.899284, arrival_time=2021-04-15 00:16:20.665680, cost_time=0:00:02.413944 2021-04-15 00:15:37,962 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.1997, top1-acc=92.91%, top5-acc=99.90%, remaining_time=0:00:40.565008, arrival_time=2021-04-15 00:16:18.527153, cost_time=0:00:04.609668 2021-04-15 00:15:40,159 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.1888, top1-acc=93.37%, top5-acc=99.91%, remaining_time=0:00:37.664736, arrival_time=2021-04-15 00:16:17.824063, cost_time=0:00:06.806867 2021-04-15 00:15:42,353 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=2.08ms, fps=1167 images/s, loss=0.1846, top1-acc=93.48%, top5-acc=99.93%, remaining_time=0:00:35.104836, arrival_time=2021-04-15 00:16:17.458528, cost_time=0:00:09.001228 2021-04-15 00:15:44,550 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.96ms, fps=1166 images/s, loss=0.1817, top1-acc=93.59%, top5-acc=99.95%, remaining_time=0:00:32.696846, arrival_time=2021-04-15 00:16:17.246893, cost_time=0:00:11.197532 2021-04-15 00:15:46,744 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.1829, top1-acc=93.50%, top5-acc=99.95%, remaining_time=0:00:30.355336, arrival_time=2021-04-15 00:16:17.099756, cost_time=0:00:13.392041 2021-04-15 00:15:48,950 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.1804, top1-acc=93.69%, top5-acc=99.95%, remaining_time=0:00:28.075446, arrival_time=2021-04-15 00:16:17.025406, cost_time=0:00:15.597495 2021-04-15 00:15:51,157 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.1809, top1-acc=93.62%, top5-acc=99.94%, remaining_time=0:00:25.816960, arrival_time=2021-04-15 00:16:16.974243, cost_time=0:00:17.804831 2021-04-15 00:15:53,366 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.1785, top1-acc=93.71%, top5-acc=99.94%, remaining_time=0:00:23.572068, arrival_time=2021-04-15 00:16:16.938450, cost_time=0:00:20.014013 2021-04-15 00:15:55,560 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.1768, top1-acc=93.80%, top5-acc=99.94%, remaining_time=0:00:21.320064, arrival_time=2021-04-15 00:16:16.880917, cost_time=0:00:22.208400 2021-04-15 00:15:57,757 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.1772, top1-acc=93.76%, top5-acc=99.94%, remaining_time=0:00:19.079702, arrival_time=2021-04-15 00:16:16.836643, cost_time=0:00:24.404301 2021-04-15 00:15:59,951 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.1782, top1-acc=93.76%, top5-acc=99.93%, remaining_time=0:00:16.845856, arrival_time=2021-04-15 00:16:16.796952, cost_time=0:00:26.598716 2021-04-15 00:16:02,146 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1789, top1-acc=93.73%, top5-acc=99.93%, remaining_time=0:00:14.618736, arrival_time=2021-04-15 00:16:16.765650, cost_time=0:00:28.794500 2021-04-15 00:16:04,349 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.1798, top1-acc=93.72%, top5-acc=99.92%, remaining_time=0:00:12.398568, arrival_time=2021-04-15 00:16:16.747509, cost_time=0:00:30.996485 2021-04-15 00:16:06,548 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.1808, top1-acc=93.70%, top5-acc=99.92%, remaining_time=0:00:10.180260, arrival_time=2021-04-15 00:16:16.729113, cost_time=0:00:33.196447 2021-04-15 00:16:08,751 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.1818, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:07.964676, arrival_time=2021-04-15 00:16:16.715650, cost_time=0:00:35.398607 2021-04-15 00:16:10,948 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.1830, top1-acc=93.61%, top5-acc=99.92%, remaining_time=0:00:05.749900, arrival_time=2021-04-15 00:16:16.697870, cost_time=0:00:37.595519 2021-04-15 00:16:13,145 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1824, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:03.537168, arrival_time=2021-04-15 00:16:16.682735, cost_time=0:00:39.793201 2021-04-15 00:16:15,340 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.1826, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:01.325934, arrival_time=2021-04-15 00:16:16.666140, cost_time=0:00:41.987840 2021-04-15 00:16:16,522 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.28ms, fps=1151 images/s, loss=0.1821, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:16.522221, cost_time=0:00:43.169782 2021-04-15 00:16:17,333 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.22ms, fps=3164 images/s, loss=0.3175, top1-acc=89.65%, top5-acc=99.65%, remaining_time=0:00:02.427240, arrival_time=2021-04-15 00:16:19.760505, cost_time=0:00:00.809083 2021-04-15 00:16:18,030 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.82ms, fps=3675 images/s, loss=0.3292, top1-acc=89.55%, top5-acc=99.59%, remaining_time=0:00:01.506000, arrival_time=2021-04-15 00:16:19.536172, cost_time=0:00:01.505995 2021-04-15 00:16:18,721 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.44ms, fps=3706 images/s, loss=0.3200, top1-acc=89.77%, top5-acc=99.64%, remaining_time=0:00:00.732390, arrival_time=2021-04-15 00:16:19.453717, cost_time=0:00:02.197164 2021-04-15 00:16:19,352 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=3677 images/s, loss=0.3142, top1-acc=89.69%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:16:19.352634, cost_time=0:00:02.828496 2021-04-15 00:16:19,659 INFO : Epoch=0125 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:57:49.019850, arrival_time=2021-04-15 01:14:08.678998, cost_time=1:36:21.699759 2021-04-15 00:16:19,660 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 00:16:22,033 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.74ms, fps=1079 images/s, loss=0.1597, top1-acc=94.30%, top5-acc=100.00%, remaining_time=0:00:44.137428, arrival_time=2021-04-15 00:17:06.171058, cost_time=0:00:02.372978 2021-04-15 00:16:24,233 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.1622, top1-acc=94.16%, top5-acc=99.94%, remaining_time=0:00:40.242400, arrival_time=2021-04-15 00:17:04.476056, cost_time=0:00:04.572998 2021-04-15 00:16:26,434 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.22ms, fps=1163 images/s, loss=0.1676, top1-acc=94.05%, top5-acc=99.91%, remaining_time=0:00:37.483962, arrival_time=2021-04-15 00:17:03.918834, cost_time=0:00:06.774218 2021-04-15 00:16:28,636 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.1670, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:35.006868, arrival_time=2021-04-15 00:17:03.643639, cost_time=0:00:08.976112 2021-04-15 00:16:30,842 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.1669, top1-acc=94.25%, top5-acc=99.91%, remaining_time=0:00:32.650564, arrival_time=2021-04-15 00:17:03.493043, cost_time=0:00:11.181685 2021-04-15 00:16:33,036 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.1673, top1-acc=94.23%, top5-acc=99.90%, remaining_time=0:00:30.318072, arrival_time=2021-04-15 00:17:03.354282, cost_time=0:00:13.375634 2021-04-15 00:16:35,234 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.1674, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:28.033362, arrival_time=2021-04-15 00:17:03.268126, cost_time=0:00:15.574107 2021-04-15 00:16:37,434 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.86ms, fps=1164 images/s, loss=0.1698, top1-acc=94.11%, top5-acc=99.92%, remaining_time=0:00:25.772068, arrival_time=2021-04-15 00:17:03.206650, cost_time=0:00:17.773856 2021-04-15 00:16:39,629 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.1718, top1-acc=93.99%, top5-acc=99.93%, remaining_time=0:00:23.518644, arrival_time=2021-04-15 00:17:03.147889, cost_time=0:00:19.968663 2021-04-15 00:16:41,845 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.46ms, fps=1155 images/s, loss=0.1736, top1-acc=93.93%, top5-acc=99.92%, remaining_time=0:00:21.297600, arrival_time=2021-04-15 00:17:03.143258, cost_time=0:00:22.185010 2021-04-15 00:16:44,042 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.1739, top1-acc=93.92%, top5-acc=99.92%, remaining_time=0:00:19.062416, arrival_time=2021-04-15 00:17:03.105168, cost_time=0:00:24.382171 2021-04-15 00:16:46,242 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.1749, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:16.835368, arrival_time=2021-04-15 00:17:03.078133, cost_time=0:00:26.582199 2021-04-15 00:16:48,440 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.1770, top1-acc=93.83%, top5-acc=99.92%, remaining_time=0:00:14.611014, arrival_time=2021-04-15 00:17:03.050999, cost_time=0:00:28.779330 2021-04-15 00:16:50,637 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.1778, top1-acc=93.80%, top5-acc=99.91%, remaining_time=0:00:12.390616, arrival_time=2021-04-15 00:17:03.027694, cost_time=0:00:30.976508 2021-04-15 00:16:52,830 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.1775, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:10.172164, arrival_time=2021-04-15 00:17:03.002911, cost_time=0:00:33.170038 2021-04-15 00:16:55,042 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=0.1785, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:07.960860, arrival_time=2021-04-15 00:17:03.003006, cost_time=0:00:35.381561 2021-04-15 00:16:57,235 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.1782, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:05.746728, arrival_time=2021-04-15 00:17:02.982097, cost_time=0:00:37.574802 2021-04-15 00:16:59,438 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.1787, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:03.535792, arrival_time=2021-04-15 00:17:02.974072, cost_time=0:00:39.777622 2021-04-15 00:17:01,648 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.23ms, fps=1159 images/s, loss=0.1795, top1-acc=93.73%, top5-acc=99.90%, remaining_time=0:00:01.325934, arrival_time=2021-04-15 00:17:02.974539, cost_time=0:00:41.987910 2021-04-15 00:17:02,827 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.82ms, fps=1155 images/s, loss=0.1793, top1-acc=93.73%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:02.827222, cost_time=0:00:43.166582 2021-04-15 00:17:03,646 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=4.61ms, fps=3135 images/s, loss=0.3975, top1-acc=87.46%, top5-acc=99.49%, remaining_time=0:00:02.449860, arrival_time=2021-04-15 00:17:06.095815, cost_time=0:00:00.816616 2021-04-15 00:17:04,333 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.60ms, fps=3728 images/s, loss=0.3799, top1-acc=87.85%, top5-acc=99.61%, remaining_time=0:00:01.503780, arrival_time=2021-04-15 00:17:05.837025, cost_time=0:00:01.503774 2021-04-15 00:17:05,021 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.34ms, fps=3722 images/s, loss=0.3697, top1-acc=88.12%, top5-acc=99.61%, remaining_time=0:00:00.730790, arrival_time=2021-04-15 00:17:05.752504, cost_time=0:00:02.192380 2021-04-15 00:17:05,651 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.09ms, fps=3687 images/s, loss=0.3608, top1-acc=88.31%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:05.651412, cost_time=0:00:02.822157 2021-04-15 00:17:05,807 INFO : Epoch=0126 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:57:02.704240, arrival_time=2021-04-15 01:14:08.511371, cost_time=1:37:07.847732 2021-04-15 00:17:05,808 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 00:17:08,182 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.52ms, fps=1078 images/s, loss=0.1646, top1-acc=94.10%, top5-acc=99.88%, remaining_time=0:00:44.152680, arrival_time=2021-04-15 00:17:52.335525, cost_time=0:00:02.373802 2021-04-15 00:17:10,390 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.1645, top1-acc=94.30%, top5-acc=99.90%, remaining_time=0:00:40.317200, arrival_time=2021-04-15 00:17:50.707821, cost_time=0:00:04.581493 2021-04-15 00:17:12,593 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.1667, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:37.539572, arrival_time=2021-04-15 00:17:50.132885, cost_time=0:00:06.784268 2021-04-15 00:17:14,788 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.1644, top1-acc=94.15%, top5-acc=99.91%, remaining_time=0:00:35.019972, arrival_time=2021-04-15 00:17:49.808433, cost_time=0:00:08.979490 2021-04-15 00:17:16,989 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.1636, top1-acc=94.23%, top5-acc=99.91%, remaining_time=0:00:32.646768, arrival_time=2021-04-15 00:17:49.636229, cost_time=0:00:11.180415 2021-04-15 00:17:19,194 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.1619, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:30.340240, arrival_time=2021-04-15 00:17:49.534605, cost_time=0:00:13.385396 2021-04-15 00:17:21,397 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.1635, top1-acc=94.20%, top5-acc=99.93%, remaining_time=0:00:28.059822, arrival_time=2021-04-15 00:17:49.457641, cost_time=0:00:15.588770 2021-04-15 00:17:23,605 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=0.1637, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:25.804548, arrival_time=2021-04-15 00:17:49.409721, cost_time=0:00:17.796205 2021-04-15 00:17:25,805 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.80ms, fps=1164 images/s, loss=0.1654, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:00:23.550762, arrival_time=2021-04-15 00:17:49.355737, cost_time=0:00:19.995935 2021-04-15 00:17:28,002 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.1652, top1-acc=94.15%, top5-acc=99.93%, remaining_time=0:00:21.305376, arrival_time=2021-04-15 00:17:49.307475, cost_time=0:00:22.193130 2021-04-15 00:17:30,196 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.68ms, fps=1167 images/s, loss=0.1663, top1-acc=94.15%, top5-acc=99.93%, remaining_time=0:00:19.066630, arrival_time=2021-04-15 00:17:49.263210, cost_time=0:00:24.387575 2021-04-15 00:17:32,411 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.25ms, fps=1156 images/s, loss=0.1675, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:16.848288, arrival_time=2021-04-15 00:17:49.259866, cost_time=0:00:26.602522 2021-04-15 00:17:34,618 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.1683, top1-acc=94.11%, top5-acc=99.93%, remaining_time=0:00:14.626326, arrival_time=2021-04-15 00:17:49.244695, cost_time=0:00:28.809411 2021-04-15 00:17:36,812 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.1676, top1-acc=94.13%, top5-acc=99.93%, remaining_time=0:00:12.401200, arrival_time=2021-04-15 00:17:49.213217, cost_time=0:00:31.003053 2021-04-15 00:17:39,012 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.1690, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:00:10.182330, arrival_time=2021-04-15 00:17:49.194593, cost_time=0:00:33.203227 2021-04-15 00:17:41,216 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.93ms, fps=1162 images/s, loss=0.1703, top1-acc=94.05%, top5-acc=99.92%, remaining_time=0:00:07.966620, arrival_time=2021-04-15 00:17:49.182877, cost_time=0:00:35.407276 2021-04-15 00:17:43,414 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.1718, top1-acc=94.01%, top5-acc=99.92%, remaining_time=0:00:05.751486, arrival_time=2021-04-15 00:17:49.166390, cost_time=0:00:37.605939 2021-04-15 00:17:45,608 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.1716, top1-acc=94.03%, top5-acc=99.92%, remaining_time=0:00:03.537728, arrival_time=2021-04-15 00:17:49.146128, cost_time=0:00:39.799441 2021-04-15 00:17:47,809 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=2.47ms, fps=1164 images/s, loss=0.1708, top1-acc=94.05%, top5-acc=99.92%, remaining_time=0:00:01.326318, arrival_time=2021-04-15 00:17:49.135353, cost_time=0:00:42.000005 2021-04-15 00:17:49,010 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=2.62ms, fps=1133 images/s, loss=0.1720, top1-acc=94.03%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:49.010397, cost_time=0:00:43.201349 2021-04-15 00:17:49,819 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=2.14ms, fps=3171 images/s, loss=0.3294, top1-acc=88.95%, top5-acc=99.84%, remaining_time=0:00:02.422080, arrival_time=2021-04-15 00:17:52.241931, cost_time=0:00:00.807359 2021-04-15 00:17:50,512 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.60ms, fps=3701 images/s, loss=0.3178, top1-acc=89.28%, top5-acc=99.86%, remaining_time=0:00:01.499480, arrival_time=2021-04-15 00:17:52.011567, cost_time=0:00:01.499489 2021-04-15 00:17:51,206 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.50ms, fps=3689 images/s, loss=0.3236, top1-acc=89.04%, top5-acc=99.83%, remaining_time=0:00:00.731370, arrival_time=2021-04-15 00:17:51.938046, cost_time=0:00:02.194113 2021-04-15 00:17:51,838 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=3673 images/s, loss=0.3309, top1-acc=88.87%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:17:51.838829, cost_time=0:00:02.826340 2021-04-15 00:17:52,018 INFO : Epoch=0127 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:56:16.427755, arrival_time=2021-04-15 01:14:08.446441, cost_time=1:37:54.059293 2021-04-15 00:17:52,020 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 00:17:54,416 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.68ms, fps=1068 images/s, loss=0.1724, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:00:44.563926, arrival_time=2021-04-15 00:18:38.980222, cost_time=0:00:02.395909 2021-04-15 00:17:56,623 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.1707, top1-acc=94.18%, top5-acc=99.90%, remaining_time=0:00:40.503584, arrival_time=2021-04-15 00:18:37.126645, cost_time=0:00:04.602671 2021-04-15 00:17:58,823 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=2.02ms, fps=1164 images/s, loss=0.1685, top1-acc=94.23%, top5-acc=99.90%, remaining_time=0:00:37.640666, arrival_time=2021-04-15 00:18:36.463589, cost_time=0:00:06.802537 2021-04-15 00:18:01,024 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=2.35ms, fps=1163 images/s, loss=0.1596, top1-acc=94.59%, top5-acc=99.90%, remaining_time=0:00:35.114820, arrival_time=2021-04-15 00:18:36.139030, cost_time=0:00:09.003814 2021-04-15 00:18:03,216 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.60ms, fps=1168 images/s, loss=0.1645, top1-acc=94.44%, top5-acc=99.90%, remaining_time=0:00:32.693196, arrival_time=2021-04-15 00:18:35.909803, cost_time=0:00:11.196286 2021-04-15 00:18:05,414 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1623, top1-acc=94.49%, top5-acc=99.92%, remaining_time=0:00:30.360368, arrival_time=2021-04-15 00:18:35.775047, cost_time=0:00:13.394294 2021-04-15 00:18:07,619 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.1624, top1-acc=94.55%, top5-acc=99.91%, remaining_time=0:00:28.077588, arrival_time=2021-04-15 00:18:35.696615, cost_time=0:00:15.598647 2021-04-15 00:18:09,815 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1622, top1-acc=94.50%, top5-acc=99.92%, remaining_time=0:00:25.802924, arrival_time=2021-04-15 00:18:35.618533, cost_time=0:00:17.795119 2021-04-15 00:18:12,013 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.1620, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:23.547794, arrival_time=2021-04-15 00:18:35.561532, cost_time=0:00:19.993426 2021-04-15 00:18:14,208 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.1607, top1-acc=94.60%, top5-acc=99.92%, remaining_time=0:00:21.300192, arrival_time=2021-04-15 00:18:35.508352, cost_time=0:00:22.187678 2021-04-15 00:18:16,403 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.1607, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:19.063362, arrival_time=2021-04-15 00:18:35.467039, cost_time=0:00:24.383365 2021-04-15 00:18:18,600 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.1604, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:16.834228, arrival_time=2021-04-15 00:18:35.434852, cost_time=0:00:26.580329 2021-04-15 00:18:20,812 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.38ms, fps=1158 images/s, loss=0.1608, top1-acc=94.56%, top5-acc=99.92%, remaining_time=0:00:14.617482, arrival_time=2021-04-15 00:18:35.429916, cost_time=0:00:28.792044 2021-04-15 00:18:23,010 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.1616, top1-acc=94.55%, top5-acc=99.92%, remaining_time=0:00:12.396048, arrival_time=2021-04-15 00:18:35.406495, cost_time=0:00:30.990149 2021-04-15 00:18:25,212 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.1608, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:10.178696, arrival_time=2021-04-15 00:18:35.390648, cost_time=0:00:33.191454 2021-04-15 00:18:27,417 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.1610, top1-acc=94.58%, top5-acc=99.92%, remaining_time=0:00:07.964460, arrival_time=2021-04-15 00:18:35.382369, cost_time=0:00:35.397596 2021-04-15 00:18:29,612 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.1622, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:05.749432, arrival_time=2021-04-15 00:18:35.362126, cost_time=0:00:37.592395 2021-04-15 00:18:31,813 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=2.10ms, fps=1163 images/s, loss=0.1638, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:03.537184, arrival_time=2021-04-15 00:18:35.350786, cost_time=0:00:39.793302 2021-04-15 00:18:34,016 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.96ms, fps=1162 images/s, loss=0.1634, top1-acc=94.45%, top5-acc=99.93%, remaining_time=0:00:01.326198, arrival_time=2021-04-15 00:18:35.342818, cost_time=0:00:41.996233 2021-04-15 00:18:35,204 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.24ms, fps=1146 images/s, loss=0.1641, top1-acc=94.45%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:35.204152, cost_time=0:00:43.183857 2021-04-15 00:18:36,077 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.21ms, fps=2938 images/s, loss=0.3579, top1-acc=88.87%, top5-acc=99.53%, remaining_time=0:00:02.613690, arrival_time=2021-04-15 00:18:38.690934, cost_time=0:00:00.871234 2021-04-15 00:18:36,767 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.39ms, fps=3713 images/s, loss=0.3602, top1-acc=88.36%, top5-acc=99.61%, remaining_time=0:00:01.561080, arrival_time=2021-04-15 00:18:38.328162, cost_time=0:00:01.561082 2021-04-15 00:18:37,455 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.35ms, fps=3722 images/s, loss=0.3594, top1-acc=88.42%, top5-acc=99.58%, remaining_time=0:00:00.749760, arrival_time=2021-04-15 00:18:38.205043, cost_time=0:00:02.249285 2021-04-15 00:18:38,096 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.12ms, fps=3620 images/s, loss=0.3535, top1-acc=88.31%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 00:18:38.096439, cost_time=0:00:02.890433 2021-04-15 00:18:38,296 INFO : Epoch=0128 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:55:30.189648, arrival_time=2021-04-15 01:14:08.486148, cost_time=1:38:40.337104 2021-04-15 00:18:38,297 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 00:18:40,671 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.52ms, fps=1078 images/s, loss=0.1548, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:44.152308, arrival_time=2021-04-15 00:19:24.824015, cost_time=0:00:02.373782 2021-04-15 00:18:42,879 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=2.26ms, fps=1160 images/s, loss=0.1492, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:40.319840, arrival_time=2021-04-15 00:19:23.199561, cost_time=0:00:04.581797 2021-04-15 00:18:45,085 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=0.1486, top1-acc=94.95%, top5-acc=99.95%, remaining_time=0:00:37.557832, arrival_time=2021-04-15 00:19:22.643338, cost_time=0:00:06.787570 2021-04-15 00:18:47,280 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.1458, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:35.031360, arrival_time=2021-04-15 00:19:22.311703, cost_time=0:00:08.982418 2021-04-15 00:18:49,484 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.1490, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:00:32.663850, arrival_time=2021-04-15 00:19:22.148013, cost_time=0:00:11.186248 2021-04-15 00:18:51,706 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=2.31ms, fps=1152 images/s, loss=0.1494, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:00:30.392736, arrival_time=2021-04-15 00:19:22.099216, cost_time=0:00:13.408555 2021-04-15 00:18:53,903 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.1507, top1-acc=94.87%, top5-acc=99.94%, remaining_time=0:00:28.090314, arrival_time=2021-04-15 00:19:21.993920, cost_time=0:00:15.605759 2021-04-15 00:18:56,120 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.81ms, fps=1155 images/s, loss=0.1511, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:25.842248, arrival_time=2021-04-15 00:19:21.962409, cost_time=0:00:17.822236 2021-04-15 00:18:58,314 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.1508, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:23.575142, arrival_time=2021-04-15 00:19:21.889656, cost_time=0:00:20.016623 2021-04-15 00:19:00,513 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.1528, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:21.327168, arrival_time=2021-04-15 00:19:21.840928, cost_time=0:00:22.215833 2021-04-15 00:19:02,722 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=2.13ms, fps=1159 images/s, loss=0.1547, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:19.095526, arrival_time=2021-04-15 00:19:21.818043, cost_time=0:00:24.424550 2021-04-15 00:19:04,925 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.83ms, fps=1162 images/s, loss=0.1553, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:16.864324, arrival_time=2021-04-15 00:19:21.790183, cost_time=0:00:26.627882 2021-04-15 00:19:07,123 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.1585, top1-acc=94.56%, top5-acc=99.92%, remaining_time=0:00:14.634576, arrival_time=2021-04-15 00:19:21.758136, cost_time=0:00:28.825633 2021-04-15 00:19:09,334 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.49ms, fps=1158 images/s, loss=0.1597, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:12.414528, arrival_time=2021-04-15 00:19:21.748748, cost_time=0:00:31.036291 2021-04-15 00:19:11,539 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.92ms, fps=1161 images/s, loss=0.1616, top1-acc=94.42%, top5-acc=99.92%, remaining_time=0:00:10.194152, arrival_time=2021-04-15 00:19:21.733860, cost_time=0:00:33.241854 2021-04-15 00:19:13,739 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.1615, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:07.974360, arrival_time=2021-04-15 00:19:21.713898, cost_time=0:00:35.441600 2021-04-15 00:19:15,937 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=2.81ms, fps=1165 images/s, loss=0.1626, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:05.756556, arrival_time=2021-04-15 00:19:21.693565, cost_time=0:00:37.639085 2021-04-15 00:19:18,132 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.1627, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:03.540816, arrival_time=2021-04-15 00:19:21.672845, cost_time=0:00:39.834173 2021-04-15 00:19:20,325 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.24ms, fps=1167 images/s, loss=0.1636, top1-acc=94.36%, top5-acc=99.92%, remaining_time=0:00:01.327194, arrival_time=2021-04-15 00:19:21.652838, cost_time=0:00:42.027726 2021-04-15 00:19:21,504 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.23ms, fps=1154 images/s, loss=0.1657, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:21.504720, cost_time=0:00:43.206863 2021-04-15 00:19:22,369 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.86ms, fps=2969 images/s, loss=0.3414, top1-acc=88.20%, top5-acc=99.65%, remaining_time=0:00:02.586900, arrival_time=2021-04-15 00:19:24.956050, cost_time=0:00:00.862300 2021-04-15 00:19:23,058 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.38ms, fps=3718 images/s, loss=0.3543, top1-acc=88.36%, top5-acc=99.63%, remaining_time=0:00:01.551560, arrival_time=2021-04-15 00:19:24.609833, cost_time=0:00:01.551561 2021-04-15 00:19:23,751 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.71ms, fps=3697 images/s, loss=0.3595, top1-acc=88.39%, top5-acc=99.60%, remaining_time=0:00:00.748100, arrival_time=2021-04-15 00:19:24.499185, cost_time=0:00:02.244296 2021-04-15 00:19:24,391 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.09ms, fps=3628 images/s, loss=0.3711, top1-acc=88.18%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 00:19:24.391034, cost_time=0:00:02.884347 2021-04-15 00:19:24,570 INFO : Epoch=0129 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:54:43.948871, arrival_time=2021-04-15 01:14:08.519558, cost_time=1:39:26.611315 2021-04-15 00:19:24,572 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 00:19:26,937 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.59ms, fps=1082 images/s, loss=0.1607, top1-acc=94.49%, top5-acc=99.92%, remaining_time=0:00:43.989558, arrival_time=2021-04-15 00:20:10.927396, cost_time=0:00:02.365032 2021-04-15 00:19:29,134 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.1692, top1-acc=94.30%, top5-acc=99.94%, remaining_time=0:00:40.143840, arrival_time=2021-04-15 00:20:09.278422, cost_time=0:00:04.561803 2021-04-15 00:19:31,329 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.67ms, fps=1167 images/s, loss=0.1616, top1-acc=94.57%, top5-acc=99.91%, remaining_time=0:00:37.386188, arrival_time=2021-04-15 00:20:08.715516, cost_time=0:00:06.756552 2021-04-15 00:19:33,532 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.1592, top1-acc=94.64%, top5-acc=99.92%, remaining_time=0:00:34.942752, arrival_time=2021-04-15 00:20:08.475261, cost_time=0:00:08.959684 2021-04-15 00:19:35,733 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.1616, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:32.588368, arrival_time=2021-04-15 00:20:08.321476, cost_time=0:00:11.160421 2021-04-15 00:19:37,928 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.1593, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:30.272376, arrival_time=2021-04-15 00:20:08.200641, cost_time=0:00:13.355489 2021-04-15 00:19:40,133 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.1580, top1-acc=94.61%, top5-acc=99.93%, remaining_time=0:00:28.008288, arrival_time=2021-04-15 00:20:08.141275, cost_time=0:00:15.560145 2021-04-15 00:19:42,337 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.1607, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:25.758496, arrival_time=2021-04-15 00:20:08.095657, cost_time=0:00:17.764458 2021-04-15 00:19:44,535 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.1607, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:23.511012, arrival_time=2021-04-15 00:20:08.046003, cost_time=0:00:19.962182 2021-04-15 00:19:46,732 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.1599, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:21.273024, arrival_time=2021-04-15 00:20:08.005096, cost_time=0:00:22.159378 2021-04-15 00:19:48,930 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.1591, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:19.043410, arrival_time=2021-04-15 00:20:07.974170, cost_time=0:00:24.357882 2021-04-15 00:19:51,131 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.1593, top1-acc=94.53%, top5-acc=99.93%, remaining_time=0:00:16.820700, arrival_time=2021-04-15 00:20:07.952409, cost_time=0:00:26.559005 2021-04-15 00:19:53,329 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1590, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:14.599530, arrival_time=2021-04-15 00:20:07.928893, cost_time=0:00:28.756673 2021-04-15 00:19:55,527 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.1594, top1-acc=94.53%, top5-acc=99.93%, remaining_time=0:00:12.381656, arrival_time=2021-04-15 00:20:07.908721, cost_time=0:00:30.954201 2021-04-15 00:19:57,721 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.1598, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:10.165540, arrival_time=2021-04-15 00:20:07.886797, cost_time=0:00:33.148552 2021-04-15 00:19:59,916 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.1605, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:07.952292, arrival_time=2021-04-15 00:20:07.868450, cost_time=0:00:35.343467 2021-04-15 00:20:02,119 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.1607, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:05.742412, arrival_time=2021-04-15 00:20:07.861779, cost_time=0:00:37.546488 2021-04-15 00:20:04,319 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=2.14ms, fps=1164 images/s, loss=0.1616, top1-acc=94.42%, top5-acc=99.92%, remaining_time=0:00:03.533024, arrival_time=2021-04-15 00:20:07.852296, cost_time=0:00:39.746571 2021-04-15 00:20:06,526 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.1627, top1-acc=94.36%, top5-acc=99.92%, remaining_time=0:00:01.324854, arrival_time=2021-04-15 00:20:07.851223, cost_time=0:00:41.953685 2021-04-15 00:20:07,709 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.46ms, fps=1150 images/s, loss=0.1632, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:07.709188, cost_time=0:00:43.136498 2021-04-15 00:20:08,566 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.47ms, fps=2993 images/s, loss=0.3507, top1-acc=88.83%, top5-acc=99.49%, remaining_time=0:00:02.565570, arrival_time=2021-04-15 00:20:11.131912, cost_time=0:00:00.855193 2021-04-15 00:20:09,261 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=2.23ms, fps=3687 images/s, loss=0.3511, top1-acc=88.63%, top5-acc=99.53%, remaining_time=0:00:01.550000, arrival_time=2021-04-15 00:20:10.811097, cost_time=0:00:01.549993 2021-04-15 00:20:09,952 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.48ms, fps=3703 images/s, loss=0.3409, top1-acc=89.00%, top5-acc=99.61%, remaining_time=0:00:00.747230, arrival_time=2021-04-15 00:20:10.700018, cost_time=0:00:02.241682 2021-04-15 00:20:10,581 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.3482, top1-acc=88.69%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:10.581519, cost_time=0:00:02.870366 2021-04-15 00:20:10,754 INFO : Epoch=0130 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:53:57.659110, arrival_time=2021-04-15 01:14:08.413986, cost_time=1:40:12.795499 2021-04-15 00:20:10,756 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 00:20:13,133 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=3.74ms, fps=1077 images/s, loss=0.1720, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:44.213688, arrival_time=2021-04-15 00:20:57.347218, cost_time=0:00:02.377075 2021-04-15 00:20:15,331 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.1708, top1-acc=94.28%, top5-acc=99.92%, remaining_time=0:00:40.258944, arrival_time=2021-04-15 00:20:55.590286, cost_time=0:00:04.574876 2021-04-15 00:20:17,526 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.48ms, fps=1167 images/s, loss=0.1728, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:37.458730, arrival_time=2021-04-15 00:20:54.984843, cost_time=0:00:06.769637 2021-04-15 00:20:19,723 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.1690, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:00:34.970988, arrival_time=2021-04-15 00:20:54.694361, cost_time=0:00:08.966920 2021-04-15 00:20:21,925 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.1649, top1-acc=94.33%, top5-acc=99.94%, remaining_time=0:00:32.614210, arrival_time=2021-04-15 00:20:54.539899, cost_time=0:00:11.169240 2021-04-15 00:20:24,124 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.1608, top1-acc=94.47%, top5-acc=99.95%, remaining_time=0:00:30.300800, arrival_time=2021-04-15 00:20:54.425240, cost_time=0:00:13.367987 2021-04-15 00:20:26,318 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.1567, top1-acc=94.65%, top5-acc=99.94%, remaining_time=0:00:28.011060, arrival_time=2021-04-15 00:20:54.329260, cost_time=0:00:15.561731 2021-04-15 00:20:28,522 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.1589, top1-acc=94.60%, top5-acc=99.94%, remaining_time=0:00:25.760932, arrival_time=2021-04-15 00:20:54.283441, cost_time=0:00:17.766136 2021-04-15 00:20:30,720 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.1588, top1-acc=94.57%, top5-acc=99.95%, remaining_time=0:00:23.512814, arrival_time=2021-04-15 00:20:54.232982, cost_time=0:00:19.963701 2021-04-15 00:20:32,918 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.1585, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:21.275712, arrival_time=2021-04-15 00:20:54.194238, cost_time=0:00:22.162156 2021-04-15 00:20:35,116 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1579, top1-acc=94.57%, top5-acc=99.94%, remaining_time=0:00:19.045388, arrival_time=2021-04-15 00:20:54.162221, cost_time=0:00:24.360373 2021-04-15 00:20:37,309 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.1574, top1-acc=94.58%, top5-acc=99.94%, remaining_time=0:00:16.816976, arrival_time=2021-04-15 00:20:54.126443, cost_time=0:00:26.553097 2021-04-15 00:20:39,503 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.70ms, fps=1167 images/s, loss=0.1588, top1-acc=94.51%, top5-acc=99.94%, remaining_time=0:00:14.594778, arrival_time=2021-04-15 00:20:54.098505, cost_time=0:00:28.747271 2021-04-15 00:20:41,698 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.1576, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:12.376896, arrival_time=2021-04-15 00:20:54.075565, cost_time=0:00:30.942307 2021-04-15 00:20:43,901 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.92ms, fps=1162 images/s, loss=0.1582, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:10.164436, arrival_time=2021-04-15 00:20:54.065754, cost_time=0:00:33.144952 2021-04-15 00:20:46,106 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.88ms, fps=1161 images/s, loss=0.1591, top1-acc=94.44%, top5-acc=99.94%, remaining_time=0:00:07.953768, arrival_time=2021-04-15 00:20:54.060369, cost_time=0:00:35.350150 2021-04-15 00:20:48,299 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.1582, top1-acc=94.46%, top5-acc=99.94%, remaining_time=0:00:05.741840, arrival_time=2021-04-15 00:20:54.041029, cost_time=0:00:37.542819 2021-04-15 00:20:50,505 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.1587, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:03.533264, arrival_time=2021-04-15 00:20:54.038783, cost_time=0:00:39.749151 2021-04-15 00:20:52,707 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.1589, top1-acc=94.43%, top5-acc=99.94%, remaining_time=0:00:01.324758, arrival_time=2021-04-15 00:20:54.031953, cost_time=0:00:41.950728 2021-04-15 00:20:53,884 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.40ms, fps=1156 images/s, loss=0.1590, top1-acc=94.42%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:53.884237, cost_time=0:00:43.127879 2021-04-15 00:20:54,758 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.45ms, fps=2933 images/s, loss=0.4020, top1-acc=87.50%, top5-acc=99.49%, remaining_time=0:00:02.618340, arrival_time=2021-04-15 00:20:57.377265, cost_time=0:00:00.872776 2021-04-15 00:20:55,464 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.51ms, fps=3634 images/s, loss=0.4229, top1-acc=87.13%, top5-acc=99.43%, remaining_time=0:00:01.578100, arrival_time=2021-04-15 00:20:57.042298, cost_time=0:00:01.578101 2021-04-15 00:20:56,151 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.38ms, fps=3725 images/s, loss=0.4198, top1-acc=87.16%, top5-acc=99.51%, remaining_time=0:00:00.755220, arrival_time=2021-04-15 00:20:56.906966, cost_time=0:00:02.265645 2021-04-15 00:20:56,778 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.07ms, fps=3706 images/s, loss=0.4121, top1-acc=87.30%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 00:20:56.778062, cost_time=0:00:02.891994 2021-04-15 00:20:56,919 INFO : Epoch=0131 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:53:11.360883, arrival_time=2021-04-15 01:14:08.280761, cost_time=1:40:58.960506 2021-04-15 00:20:56,921 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 00:20:59,318 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=2.00ms, fps=1068 images/s, loss=0.1477, top1-acc=94.57%, top5-acc=99.92%, remaining_time=0:00:44.577318, arrival_time=2021-04-15 00:21:43.895342, cost_time=0:00:02.396631 2021-04-15 00:21:01,533 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=2.15ms, fps=1156 images/s, loss=0.1457, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:00:40.583664, arrival_time=2021-04-15 00:21:42.116828, cost_time=0:00:04.611789 2021-04-15 00:21:03,727 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.1448, top1-acc=94.99%, top5-acc=99.96%, remaining_time=0:00:37.657930, arrival_time=2021-04-15 00:21:41.385095, cost_time=0:00:06.805654 2021-04-15 00:21:05,921 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.96ms, fps=1167 images/s, loss=0.1464, top1-acc=94.98%, top5-acc=99.96%, remaining_time=0:00:35.100000, arrival_time=2021-04-15 00:21:41.021366, cost_time=0:00:08.999988 2021-04-15 00:21:08,127 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.1445, top1-acc=95.01%, top5-acc=99.96%, remaining_time=0:00:32.722250, arrival_time=2021-04-15 00:21:40.849850, cost_time=0:00:11.206226 2021-04-15 00:21:10,332 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=2.18ms, fps=1161 images/s, loss=0.1460, top1-acc=95.02%, top5-acc=99.95%, remaining_time=0:00:30.398992, arrival_time=2021-04-15 00:21:40.731703, cost_time=0:00:13.411341 2021-04-15 00:21:12,533 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=0.1477, top1-acc=94.93%, top5-acc=99.94%, remaining_time=0:00:28.102788, arrival_time=2021-04-15 00:21:40.636724, cost_time=0:00:15.612631 2021-04-15 00:21:14,740 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=2.11ms, fps=1160 images/s, loss=0.1503, top1-acc=94.82%, top5-acc=99.95%, remaining_time=0:00:25.838304, arrival_time=2021-04-15 00:21:40.579181, cost_time=0:00:17.819506 2021-04-15 00:21:16,941 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.90ms, fps=1163 images/s, loss=0.1516, top1-acc=94.78%, top5-acc=99.93%, remaining_time=0:00:23.579594, arrival_time=2021-04-15 00:21:40.521379, cost_time=0:00:20.020408 2021-04-15 00:21:19,137 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1513, top1-acc=94.77%, top5-acc=99.93%, remaining_time=0:00:21.327552, arrival_time=2021-04-15 00:21:40.465042, cost_time=0:00:22.216190 2021-04-15 00:21:21,343 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.1527, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:19.093376, arrival_time=2021-04-15 00:21:40.436539, cost_time=0:00:24.421789 2021-04-15 00:21:23,538 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.1524, top1-acc=94.69%, top5-acc=99.94%, remaining_time=0:00:16.857636, arrival_time=2021-04-15 00:21:40.396250, cost_time=0:00:26.617265 2021-04-15 00:21:25,743 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.1517, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:14.632596, arrival_time=2021-04-15 00:21:40.375670, cost_time=0:00:28.821786 2021-04-15 00:21:27,942 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.1535, top1-acc=94.68%, top5-acc=99.93%, remaining_time=0:00:12.408480, arrival_time=2021-04-15 00:21:40.351108, cost_time=0:00:31.021260 2021-04-15 00:21:30,134 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.49ms, fps=1168 images/s, loss=0.1530, top1-acc=94.70%, top5-acc=99.93%, remaining_time=0:00:10.185228, arrival_time=2021-04-15 00:21:40.319285, cost_time=0:00:33.212764 2021-04-15 00:21:32,333 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.90ms, fps=1164 images/s, loss=0.1526, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:07.967808, arrival_time=2021-04-15 00:21:40.301636, cost_time=0:00:35.412456 2021-04-15 00:21:34,533 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.1527, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:05.752370, arrival_time=2021-04-15 00:21:40.285325, cost_time=0:00:37.611648 2021-04-15 00:21:36,736 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.89ms, fps=1162 images/s, loss=0.1531, top1-acc=94.68%, top5-acc=99.93%, remaining_time=0:00:03.539088, arrival_time=2021-04-15 00:21:40.275178, cost_time=0:00:39.814752 2021-04-15 00:21:38,934 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.87ms, fps=1165 images/s, loss=0.1537, top1-acc=94.66%, top5-acc=99.93%, remaining_time=0:00:01.326738, arrival_time=2021-04-15 00:21:40.261376, cost_time=0:00:42.013349 2021-04-15 00:21:40,129 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.91ms, fps=1139 images/s, loss=0.1542, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:40.129267, cost_time=0:00:43.207896 2021-04-15 00:21:40,949 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.93ms, fps=3127 images/s, loss=0.2967, top1-acc=90.00%, top5-acc=99.77%, remaining_time=0:00:02.455770, arrival_time=2021-04-15 00:21:43.405638, cost_time=0:00:00.818594 2021-04-15 00:21:41,639 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.48ms, fps=3718 images/s, loss=0.3133, top1-acc=89.43%, top5-acc=99.75%, remaining_time=0:00:01.508180, arrival_time=2021-04-15 00:21:43.147566, cost_time=0:00:01.508186 2021-04-15 00:21:42,327 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.46ms, fps=3723 images/s, loss=0.3127, top1-acc=89.31%, top5-acc=99.77%, remaining_time=0:00:00.732030, arrival_time=2021-04-15 00:21:43.059341, cost_time=0:00:02.196102 2021-04-15 00:21:42,955 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=3694 images/s, loss=0.3207, top1-acc=89.25%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:21:42.955726, cost_time=0:00:02.824545 2021-04-15 00:21:43,071 INFO : Epoch=0132 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:52:25.057868, arrival_time=2021-04-15 01:14:08.129634, cost_time=1:41:45.112395 2021-04-15 00:21:43,073 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 00:21:45,476 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.87ms, fps=1065 images/s, loss=0.1570, top1-acc=94.26%, top5-acc=99.88%, remaining_time=0:00:44.706960, arrival_time=2021-04-15 00:22:30.183708, cost_time=0:00:02.403595 2021-04-15 00:21:47,675 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.1495, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:40.501472, arrival_time=2021-04-15 00:22:28.177050, cost_time=0:00:04.602432 2021-04-15 00:21:49,868 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.61ms, fps=1168 images/s, loss=0.1505, top1-acc=94.70%, top5-acc=99.91%, remaining_time=0:00:37.598668, arrival_time=2021-04-15 00:22:27.466829, cost_time=0:00:06.794928 2021-04-15 00:21:52,072 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.31ms, fps=1162 images/s, loss=0.1517, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:35.096412, arrival_time=2021-04-15 00:22:27.168658, cost_time=0:00:08.999085 2021-04-15 00:21:54,277 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.1521, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:32.716702, arrival_time=2021-04-15 00:22:26.994213, cost_time=0:00:11.204361 2021-04-15 00:21:56,475 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.1510, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:30.377504, arrival_time=2021-04-15 00:22:26.852477, cost_time=0:00:13.401828 2021-04-15 00:21:58,677 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.1480, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:28.087668, arrival_time=2021-04-15 00:22:26.765053, cost_time=0:00:15.604242 2021-04-15 00:22:00,872 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.1464, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:25.809420, arrival_time=2021-04-15 00:22:26.682234, cost_time=0:00:17.799587 2021-04-15 00:22:03,067 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.1464, top1-acc=94.93%, top5-acc=99.95%, remaining_time=0:00:23.548960, arrival_time=2021-04-15 00:22:26.616524, cost_time=0:00:19.994363 2021-04-15 00:22:05,267 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.1454, top1-acc=95.00%, top5-acc=99.95%, remaining_time=0:00:21.306336, arrival_time=2021-04-15 00:22:26.573559, cost_time=0:00:22.194079 2021-04-15 00:22:07,463 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.1444, top1-acc=95.06%, top5-acc=99.95%, remaining_time=0:00:19.068780, arrival_time=2021-04-15 00:22:26.532278, cost_time=0:00:24.390351 2021-04-15 00:22:09,665 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.1446, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:16.842056, arrival_time=2021-04-15 00:22:26.507909, cost_time=0:00:26.592709 2021-04-15 00:22:11,864 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=2.10ms, fps=1165 images/s, loss=0.1457, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:14.617152, arrival_time=2021-04-15 00:22:26.481720, cost_time=0:00:28.791328 2021-04-15 00:22:14,065 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.1465, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:12.396944, arrival_time=2021-04-15 00:22:26.462417, cost_time=0:00:30.992317 2021-04-15 00:22:16,271 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=2.02ms, fps=1161 images/s, loss=0.1472, top1-acc=94.99%, top5-acc=99.94%, remaining_time=0:00:10.180858, arrival_time=2021-04-15 00:22:26.452533, cost_time=0:00:33.198481 2021-04-15 00:22:18,475 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=0.1481, top1-acc=94.95%, top5-acc=99.94%, remaining_time=0:00:07.965504, arrival_time=2021-04-15 00:22:26.440856, cost_time=0:00:35.402190 2021-04-15 00:22:20,677 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.1486, top1-acc=94.91%, top5-acc=99.94%, remaining_time=0:00:05.751200, arrival_time=2021-04-15 00:22:26.428398, cost_time=0:00:37.604055 2021-04-15 00:22:22,878 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.1492, top1-acc=94.88%, top5-acc=99.94%, remaining_time=0:00:03.538256, arrival_time=2021-04-15 00:22:26.416745, cost_time=0:00:39.805341 2021-04-15 00:22:25,082 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=2.05ms, fps=1162 images/s, loss=0.1488, top1-acc=94.89%, top5-acc=99.94%, remaining_time=0:00:01.326594, arrival_time=2021-04-15 00:22:26.408669, cost_time=0:00:42.008878 2021-04-15 00:22:26,267 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.96ms, fps=1148 images/s, loss=0.1502, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:26.267775, cost_time=0:00:43.194576 2021-04-15 00:22:27,116 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=2.92ms, fps=3027 images/s, loss=0.2969, top1-acc=90.47%, top5-acc=99.73%, remaining_time=0:00:02.537160, arrival_time=2021-04-15 00:22:29.653649, cost_time=0:00:00.845722 2021-04-15 00:22:27,805 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.58ms, fps=3716 images/s, loss=0.3235, top1-acc=89.55%, top5-acc=99.73%, remaining_time=0:00:01.535160, arrival_time=2021-04-15 00:22:29.341069, cost_time=0:00:01.535168 2021-04-15 00:22:28,497 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.43ms, fps=3705 images/s, loss=0.3301, top1-acc=89.27%, top5-acc=99.74%, remaining_time=0:00:00.742190, arrival_time=2021-04-15 00:22:29.239450, cost_time=0:00:02.226562 2021-04-15 00:22:29,130 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.09ms, fps=3668 images/s, loss=0.3274, top1-acc=89.42%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:22:29.130161, cost_time=0:00:02.859477 2021-04-15 00:22:29,308 INFO : Epoch=0133 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:51:38.799714, arrival_time=2021-04-15 01:14:08.107810, cost_time=1:42:31.348717 2021-04-15 00:22:29,309 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 00:22:31,660 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.55ms, fps=1089 images/s, loss=0.1601, top1-acc=93.87%, top5-acc=99.96%, remaining_time=0:00:43.728042, arrival_time=2021-04-15 00:23:15.388753, cost_time=0:00:02.350970 2021-04-15 00:22:33,862 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.1504, top1-acc=94.55%, top5-acc=99.90%, remaining_time=0:00:40.060416, arrival_time=2021-04-15 00:23:13.922475, cost_time=0:00:04.552324 2021-04-15 00:22:36,068 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.1461, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:37.396978, arrival_time=2021-04-15 00:23:13.465211, cost_time=0:00:06.758490 2021-04-15 00:22:38,272 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.1422, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:00:34.955388, arrival_time=2021-04-15 00:23:13.228036, cost_time=0:00:08.962902 2021-04-15 00:22:40,472 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.1395, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:32.594354, arrival_time=2021-04-15 00:23:13.066525, cost_time=0:00:11.162428 2021-04-15 00:22:42,676 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.76ms, fps=1162 images/s, loss=0.1384, top1-acc=95.17%, top5-acc=99.94%, remaining_time=0:00:30.296584, arrival_time=2021-04-15 00:23:12.972507, cost_time=0:00:13.366169 2021-04-15 00:22:44,883 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=0.1387, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:28.032480, arrival_time=2021-04-15 00:23:12.915805, cost_time=0:00:15.573580 2021-04-15 00:22:47,079 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1393, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:25.765804, arrival_time=2021-04-15 00:23:12.844971, cost_time=0:00:17.769513 2021-04-15 00:22:49,280 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.1400, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:23.520870, arrival_time=2021-04-15 00:23:12.801211, cost_time=0:00:19.970586 2021-04-15 00:22:51,480 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.1421, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:21.283584, arrival_time=2021-04-15 00:23:12.763647, cost_time=0:00:22.170352 2021-04-15 00:22:53,684 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.1431, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:19.056568, arrival_time=2021-04-15 00:23:12.741003, cost_time=0:00:24.374642 2021-04-15 00:22:55,878 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.1436, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:16.826780, arrival_time=2021-04-15 00:23:12.705026, cost_time=0:00:26.568592 2021-04-15 00:22:58,073 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.65ms, fps=1167 images/s, loss=0.1437, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:00:14.602962, arrival_time=2021-04-15 00:23:12.676107, cost_time=0:00:28.763373 2021-04-15 00:23:00,271 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.1445, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:12.384736, arrival_time=2021-04-15 00:23:12.656296, cost_time=0:00:30.961910 2021-04-15 00:23:02,466 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.1438, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:10.168208, arrival_time=2021-04-15 00:23:12.634998, cost_time=0:00:33.157133 2021-04-15 00:23:04,670 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.1445, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:07.956072, arrival_time=2021-04-15 00:23:12.626184, cost_time=0:00:35.360372 2021-04-15 00:23:06,868 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.1446, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:05.744362, arrival_time=2021-04-15 00:23:12.613256, cost_time=0:00:37.559238 2021-04-15 00:23:09,060 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.50ms, fps=1168 images/s, loss=0.1441, top1-acc=95.00%, top5-acc=99.95%, remaining_time=0:00:03.533408, arrival_time=2021-04-15 00:23:12.593959, cost_time=0:00:39.750879 2021-04-15 00:23:11,260 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.24ms, fps=1164 images/s, loss=0.1442, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:01.324752, arrival_time=2021-04-15 00:23:12.584947, cost_time=0:00:41.950466 2021-04-15 00:23:12,445 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.48ms, fps=1148 images/s, loss=0.1457, top1-acc=94.92%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:12.445030, cost_time=0:00:43.135375 2021-04-15 00:23:13,257 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.75ms, fps=3158 images/s, loss=0.3693, top1-acc=87.77%, top5-acc=99.41%, remaining_time=0:00:02.432010, arrival_time=2021-04-15 00:23:15.689557, cost_time=0:00:00.810673 2021-04-15 00:23:13,953 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.54ms, fps=3682 images/s, loss=0.3690, top1-acc=87.97%, top5-acc=99.57%, remaining_time=0:00:01.506440, arrival_time=2021-04-15 00:23:15.459846, cost_time=0:00:01.506438 2021-04-15 00:23:14,646 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.80ms, fps=3699 images/s, loss=0.3614, top1-acc=88.12%, top5-acc=99.58%, remaining_time=0:00:00.733080, arrival_time=2021-04-15 00:23:15.379220, cost_time=0:00:02.199244 2021-04-15 00:23:15,280 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.11ms, fps=3662 images/s, loss=0.3596, top1-acc=88.33%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:15.280185, cost_time=0:00:02.833371 2021-04-15 00:23:15,471 INFO : Epoch=0134 complete, best val top1-acc=89.69%, top5-acc=99.67% (epoch=125), remaining_time=0:50:52.505742, arrival_time=2021-04-15 01:14:07.976841, cost_time=1:43:17.511723 2021-04-15 00:23:15,472 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 00:23:17,879 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.44ms, fps=1064 images/s, loss=0.1476, top1-acc=94.88%, top5-acc=99.92%, remaining_time=0:00:44.761086, arrival_time=2021-04-15 00:24:02.640249, cost_time=0:00:02.406514 2021-04-15 00:23:20,073 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.1358, top1-acc=95.21%, top5-acc=99.94%, remaining_time=0:00:40.490208, arrival_time=2021-04-15 00:24:00.563977, cost_time=0:00:04.601152 2021-04-15 00:23:22,281 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.1346, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:37.677352, arrival_time=2021-04-15 00:23:59.959143, cost_time=0:00:06.809171 2021-04-15 00:23:24,483 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.1370, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:35.143056, arrival_time=2021-04-15 00:23:59.626730, cost_time=0:00:09.011058 2021-04-15 00:23:26,691 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.1354, top1-acc=95.17%, top5-acc=99.96%, remaining_time=0:00:32.756560, arrival_time=2021-04-15 00:23:59.447408, cost_time=0:00:11.218021 2021-04-15 00:23:28,891 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.1365, top1-acc=95.11%, top5-acc=99.96%, remaining_time=0:00:30.415448, arrival_time=2021-04-15 00:23:59.306570, cost_time=0:00:13.418551 2021-04-15 00:23:31,090 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.1346, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:28.112112, arrival_time=2021-04-15 00:23:59.202563, cost_time=0:00:15.617833 2021-04-15 00:23:33,289 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.1350, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:25.835056, arrival_time=2021-04-15 00:23:59.124829, cost_time=0:00:17.817241 2021-04-15 00:23:35,482 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.58ms, fps=1168 images/s, loss=0.1363, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:23.567298, arrival_time=2021-04-15 00:23:59.049892, cost_time=0:00:20.009984 2021-04-15 00:23:37,673 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.35ms, fps=1169 images/s, loss=0.1371, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:21.313248, arrival_time=2021-04-15 00:23:58.987090, cost_time=0:00:22.201312 2021-04-15 00:23:39,878 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.1367, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:19.080906, arrival_time=2021-04-15 00:23:58.959327, cost_time=0:00:24.405863 2021-04-15 00:23:42,079 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.1378, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:16.851252, arrival_time=2021-04-15 00:23:58.931053, cost_time=0:00:26.607266 2021-04-15 00:23:44,275 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.1399, top1-acc=95.00%, top5-acc=99.95%, remaining_time=0:00:14.622828, arrival_time=2021-04-15 00:23:58.897962, cost_time=0:00:28.802520 2021-04-15 00:23:46,478 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.1413, top1-acc=94.96%, top5-acc=99.95%, remaining_time=0:00:12.402376, arrival_time=2021-04-15 00:23:58.880924, cost_time=0:00:31.005996 2021-04-15 00:23:48,676 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.1438, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:10.182376, arrival_time=2021-04-15 00:23:58.858356, cost_time=0:00:33.203454 2021-04-15 00:23:50,870 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.1444, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:07.964460, arrival_time=2021-04-15 00:23:58.834751, cost_time=0:00:35.397638 2021-04-15 00:23:53,062 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.1456, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:05.749016, arrival_time=2021-04-15 00:23:58.811236, cost_time=0:00:37.589686 2021-04-15 00:23:55,261 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.1453, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:03.536768, arrival_time=2021-04-15 00:23:58.797930, cost_time=0:00:39.788633 2021-04-15 00:23:57,463 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.95ms, fps=1163 images/s, loss=0.1455, top1-acc=94.87%, top5-acc=99.95%, remaining_time=0:00:01.326030, arrival_time=2021-04-15 00:23:58.789564, cost_time=0:00:41.990908 2021-04-15 00:23:58,655 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.62ms, fps=1141 images/s, loss=0.1457, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:23:58.655749, cost_time=0:00:43.183207 2021-04-15 00:23:59,485 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.41ms, fps=3091 images/s, loss=0.3169, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:02.484210, arrival_time=2021-04-15 00:24:01.969866, cost_time=0:00:00.828070 2021-04-15 00:24:00,180 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=2.84ms, fps=3687 images/s, loss=0.2903, top1-acc=90.78%, top5-acc=99.71%, remaining_time=0:00:01.522760, arrival_time=2021-04-15 00:24:01.703200, cost_time=0:00:01.522750 2021-04-15 00:24:00,868 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.41ms, fps=3721 images/s, loss=0.2943, top1-acc=90.76%, top5-acc=99.71%, remaining_time=0:00:00.737090, arrival_time=2021-04-15 00:24:01.605965, cost_time=0:00:02.211275 2021-04-15 00:24:01,504 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=3656 images/s, loss=0.3173, top1-acc=90.42%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:01.503909, cost_time=0:00:02.846272 2021-04-15 00:24:01,826 INFO : Epoch=0135 complete, best val top1-acc=90.42%, top5-acc=99.72% (epoch=135), remaining_time=0:50:06.306355, arrival_time=2021-04-15 01:14:08.132811, cost_time=1:44:03.867068 2021-04-15 00:24:01,827 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 00:24:04,217 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.71ms, fps=1071 images/s, loss=0.1372, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:44.449722, arrival_time=2021-04-15 00:24:48.667543, cost_time=0:00:02.389766 2021-04-15 00:24:06,413 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.1458, top1-acc=94.98%, top5-acc=99.96%, remaining_time=0:00:40.346768, arrival_time=2021-04-15 00:24:46.759717, cost_time=0:00:04.584868 2021-04-15 00:24:08,616 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=2.14ms, fps=1162 images/s, loss=0.1408, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:37.560488, arrival_time=2021-04-15 00:24:46.176548, cost_time=0:00:06.788041 2021-04-15 00:24:10,822 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=7.78ms, fps=1161 images/s, loss=0.1379, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:35.075820, arrival_time=2021-04-15 00:24:45.897751, cost_time=0:00:08.993818 2021-04-15 00:24:13,018 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.1367, top1-acc=95.35%, top5-acc=99.97%, remaining_time=0:00:32.677136, arrival_time=2021-04-15 00:24:45.695862, cost_time=0:00:11.190792 2021-04-15 00:24:15,222 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=2.08ms, fps=1162 images/s, loss=0.1368, top1-acc=95.32%, top5-acc=99.97%, remaining_time=0:00:30.360232, arrival_time=2021-04-15 00:24:45.582470, cost_time=0:00:13.394231 2021-04-15 00:24:17,432 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.1359, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:28.087794, arrival_time=2021-04-15 00:24:45.520136, cost_time=0:00:15.604326 2021-04-15 00:24:19,629 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=2.40ms, fps=1165 images/s, loss=0.1347, top1-acc=95.38%, top5-acc=99.97%, remaining_time=0:00:25.812552, arrival_time=2021-04-15 00:24:45.442241, cost_time=0:00:17.801765 2021-04-15 00:24:21,834 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.1309, top1-acc=95.53%, top5-acc=99.97%, remaining_time=0:00:23.562528, arrival_time=2021-04-15 00:24:45.396509, cost_time=0:00:20.005965 2021-04-15 00:24:24,037 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.1325, top1-acc=95.49%, top5-acc=99.97%, remaining_time=0:00:21.320928, arrival_time=2021-04-15 00:24:45.358180, cost_time=0:00:22.209326 2021-04-15 00:24:26,242 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.1325, top1-acc=95.48%, top5-acc=99.97%, remaining_time=0:00:19.087872, arrival_time=2021-04-15 00:24:45.330625, cost_time=0:00:24.414747 2021-04-15 00:24:28,436 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.48ms, fps=1167 images/s, loss=0.1325, top1-acc=95.46%, top5-acc=99.97%, remaining_time=0:00:16.852012, arrival_time=2021-04-15 00:24:45.288393, cost_time=0:00:26.608421 2021-04-15 00:24:30,646 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.63ms, fps=1159 images/s, loss=0.1324, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:14.630748, arrival_time=2021-04-15 00:24:45.277035, cost_time=0:00:28.818198 2021-04-15 00:24:32,846 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.1342, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:12.407472, arrival_time=2021-04-15 00:24:45.254081, cost_time=0:00:31.018685 2021-04-15 00:24:35,048 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.1345, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:10.187574, arrival_time=2021-04-15 00:24:45.235797, cost_time=0:00:33.220297 2021-04-15 00:24:37,246 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.1358, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:07.969068, arrival_time=2021-04-15 00:24:45.215234, cost_time=0:00:35.418150 2021-04-15 00:24:39,446 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.1364, top1-acc=95.31%, top5-acc=99.95%, remaining_time=0:00:05.753462, arrival_time=2021-04-15 00:24:45.200159, cost_time=0:00:37.618775 2021-04-15 00:24:41,637 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.36ms, fps=1169 images/s, loss=0.1382, top1-acc=95.25%, top5-acc=99.95%, remaining_time=0:00:03.538592, arrival_time=2021-04-15 00:24:45.175595, cost_time=0:00:39.809082 2021-04-15 00:24:43,834 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.20ms, fps=1165 images/s, loss=0.1387, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:01.326504, arrival_time=2021-04-15 00:24:45.160476, cost_time=0:00:42.006055 2021-04-15 00:24:45,011 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.46ms, fps=1156 images/s, loss=0.1394, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:45.011262, cost_time=0:00:43.183347 2021-04-15 00:24:45,834 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.33ms, fps=3118 images/s, loss=0.3075, top1-acc=90.04%, top5-acc=99.77%, remaining_time=0:00:02.463210, arrival_time=2021-04-15 00:24:48.297316, cost_time=0:00:00.821072 2021-04-15 00:24:46,523 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.51ms, fps=3716 images/s, loss=0.3301, top1-acc=89.82%, top5-acc=99.75%, remaining_time=0:00:01.510280, arrival_time=2021-04-15 00:24:48.033751, cost_time=0:00:01.510278 2021-04-15 00:24:47,212 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.50ms, fps=3721 images/s, loss=0.3335, top1-acc=89.52%, top5-acc=99.69%, remaining_time=0:00:00.733000, arrival_time=2021-04-15 00:24:47.945044, cost_time=0:00:02.199013 2021-04-15 00:24:47,844 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.09ms, fps=3672 images/s, loss=0.3210, top1-acc=89.96%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:24:47.844223, cost_time=0:00:02.831217 2021-04-15 00:24:48,027 INFO : Epoch=0136 complete, best val top1-acc=90.42%, top5-acc=99.72% (epoch=135), remaining_time=0:49:20.032128, arrival_time=2021-04-15 01:14:08.059783, cost_time=1:44:50.068271 2021-04-15 00:24:48,029 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 00:24:50,429 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=2.84ms, fps=1066 images/s, loss=0.1332, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:00:44.647626, arrival_time=2021-04-15 00:25:35.077295, cost_time=0:00:02.400413 2021-04-15 00:24:52,636 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.90ms, fps=1161 images/s, loss=0.1369, top1-acc=95.08%, top5-acc=100.00%, remaining_time=0:00:40.541776, arrival_time=2021-04-15 00:25:33.178024, cost_time=0:00:04.607024 2021-04-15 00:24:54,839 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=2.09ms, fps=1162 images/s, loss=0.1369, top1-acc=95.12%, top5-acc=100.00%, remaining_time=0:00:37.682664, arrival_time=2021-04-15 00:25:32.521993, cost_time=0:00:06.810109 2021-04-15 00:24:57,034 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.89ms, fps=1167 images/s, loss=0.1364, top1-acc=95.16%, top5-acc=100.00%, remaining_time=0:00:35.118876, arrival_time=2021-04-15 00:25:32.152937, cost_time=0:00:09.004831 2021-04-15 00:24:59,248 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.58ms, fps=1156 images/s, loss=0.1336, top1-acc=95.30%, top5-acc=99.99%, remaining_time=0:00:32.761670, arrival_time=2021-04-15 00:25:32.010587, cost_time=0:00:11.219767 2021-04-15 00:25:01,456 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.32ms, fps=1160 images/s, loss=0.1327, top1-acc=95.33%, top5-acc=99.99%, remaining_time=0:00:30.434080, arrival_time=2021-04-15 00:25:31.890124, cost_time=0:00:13.426819 2021-04-15 00:25:03,672 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.70ms, fps=1155 images/s, loss=0.1316, top1-acc=95.36%, top5-acc=99.98%, remaining_time=0:00:28.157472, arrival_time=2021-04-15 00:25:31.829756, cost_time=0:00:15.643058 2021-04-15 00:25:05,875 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.1353, top1-acc=95.25%, top5-acc=99.98%, remaining_time=0:00:25.876468, arrival_time=2021-04-15 00:25:31.751469, cost_time=0:00:17.845861 2021-04-15 00:25:08,083 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=0.1342, top1-acc=95.34%, top5-acc=99.97%, remaining_time=0:00:23.619662, arrival_time=2021-04-15 00:25:31.703322, cost_time=0:00:20.054439 2021-04-15 00:25:10,280 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.1338, top1-acc=95.34%, top5-acc=99.97%, remaining_time=0:00:21.360576, arrival_time=2021-04-15 00:25:31.640473, cost_time=0:00:22.250575 2021-04-15 00:25:12,473 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.1333, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:19.111264, arrival_time=2021-04-15 00:25:31.585082, cost_time=0:00:24.444625 2021-04-15 00:25:14,666 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.1334, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:16.870328, arrival_time=2021-04-15 00:25:31.536770, cost_time=0:00:26.637318 2021-04-15 00:25:16,861 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.1337, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:14.637678, arrival_time=2021-04-15 00:25:31.498651, cost_time=0:00:28.831750 2021-04-15 00:25:19,054 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.44ms, fps=1168 images/s, loss=0.1341, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:12.409936, arrival_time=2021-04-15 00:25:31.463899, cost_time=0:00:31.024823 2021-04-15 00:25:21,249 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.1346, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:10.187390, arrival_time=2021-04-15 00:25:31.436438, cost_time=0:00:33.219693 2021-04-15 00:25:23,444 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.1350, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:07.968456, arrival_time=2021-04-15 00:25:31.413014, cost_time=0:00:35.415396 2021-04-15 00:25:25,644 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.03ms, fps=1164 images/s, loss=0.1351, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:05.752890, arrival_time=2021-04-15 00:25:31.397183, cost_time=0:00:37.615106 2021-04-15 00:25:27,844 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.1365, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:03.539136, arrival_time=2021-04-15 00:25:31.383478, cost_time=0:00:39.815209 2021-04-15 00:25:30,047 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.24ms, fps=1162 images/s, loss=0.1370, top1-acc=95.25%, top5-acc=99.96%, remaining_time=0:00:01.326888, arrival_time=2021-04-15 00:25:31.374140, cost_time=0:00:42.018045 2021-04-15 00:25:31,228 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.81ms, fps=1152 images/s, loss=0.1373, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:31.228700, cost_time=0:00:43.199482 2021-04-15 00:25:32,092 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.23ms, fps=2972 images/s, loss=0.2985, top1-acc=90.66%, top5-acc=99.80%, remaining_time=0:00:02.584290, arrival_time=2021-04-15 00:25:34.676490, cost_time=0:00:00.861426 2021-04-15 00:25:32,776 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.29ms, fps=3741 images/s, loss=0.3118, top1-acc=90.25%, top5-acc=99.73%, remaining_time=0:00:01.546040, arrival_time=2021-04-15 00:25:34.322915, cost_time=0:00:01.546034 2021-04-15 00:25:33,471 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=3.15ms, fps=3689 images/s, loss=0.3116, top1-acc=90.21%, top5-acc=99.70%, remaining_time=0:00:00.746870, arrival_time=2021-04-15 00:25:34.218259, cost_time=0:00:02.240619 2021-04-15 00:25:34,103 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=3674 images/s, loss=0.3199, top1-acc=89.90%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:25:34.103238, cost_time=0:00:02.872389 2021-04-15 00:25:34,270 INFO : Epoch=0137 complete, best val top1-acc=90.42%, top5-acc=99.72% (epoch=135), remaining_time=0:48:33.777846, arrival_time=2021-04-15 01:14:08.047797, cost_time=1:45:36.310578 2021-04-15 00:25:34,271 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 00:25:36,677 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.72ms, fps=1064 images/s, loss=0.1078, top1-acc=96.48%, top5-acc=100.00%, remaining_time=0:00:44.746764, arrival_time=2021-04-15 00:26:21.424051, cost_time=0:00:02.405737 2021-04-15 00:25:38,877 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.1210, top1-acc=95.80%, top5-acc=99.92%, remaining_time=0:00:40.528048, arrival_time=2021-04-15 00:26:19.405007, cost_time=0:00:04.605468 2021-04-15 00:25:41,073 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.1213, top1-acc=95.79%, top5-acc=99.95%, remaining_time=0:00:37.636682, arrival_time=2021-04-15 00:26:18.709988, cost_time=0:00:06.801810 2021-04-15 00:25:43,280 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=2.03ms, fps=1160 images/s, loss=0.1227, top1-acc=95.71%, top5-acc=99.94%, remaining_time=0:00:35.134476, arrival_time=2021-04-15 00:26:18.414803, cost_time=0:00:09.008826 2021-04-15 00:25:45,490 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=2.20ms, fps=1158 images/s, loss=0.1253, top1-acc=95.59%, top5-acc=99.94%, remaining_time=0:00:32.760356, arrival_time=2021-04-15 00:26:18.251195, cost_time=0:00:11.219276 2021-04-15 00:25:47,697 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.1283, top1-acc=95.43%, top5-acc=99.94%, remaining_time=0:00:30.432856, arrival_time=2021-04-15 00:26:18.130620, cost_time=0:00:13.426283 2021-04-15 00:25:49,897 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.1270, top1-acc=95.54%, top5-acc=99.94%, remaining_time=0:00:28.127106, arrival_time=2021-04-15 00:26:18.024707, cost_time=0:00:15.626199 2021-04-15 00:25:52,090 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.1260, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:25.837956, arrival_time=2021-04-15 00:26:17.928610, cost_time=0:00:17.819257 2021-04-15 00:25:54,288 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.1258, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:23.575248, arrival_time=2021-04-15 00:26:17.863489, cost_time=0:00:20.016749 2021-04-15 00:25:56,489 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.1262, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:21.329568, arrival_time=2021-04-15 00:26:17.819411, cost_time=0:00:22.218297 2021-04-15 00:25:58,690 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.1260, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:19.091054, arrival_time=2021-04-15 00:26:17.781331, cost_time=0:00:24.418790 2021-04-15 00:26:00,893 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.1270, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:16.860828, arrival_time=2021-04-15 00:26:17.754693, cost_time=0:00:26.622405 2021-04-15 00:26:03,098 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.1277, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:14.635434, arrival_time=2021-04-15 00:26:17.734304, cost_time=0:00:28.827374 2021-04-15 00:26:05,294 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=2.22ms, fps=1166 images/s, loss=0.1283, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:12.409320, arrival_time=2021-04-15 00:26:17.704065, cost_time=0:00:31.023337 2021-04-15 00:26:07,498 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.94ms, fps=1162 images/s, loss=0.1278, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:10.189598, arrival_time=2021-04-15 00:26:17.688065, cost_time=0:00:33.226941 2021-04-15 00:26:09,696 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.1285, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:07.970580, arrival_time=2021-04-15 00:26:17.666908, cost_time=0:00:35.424740 2021-04-15 00:26:11,900 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.67ms, fps=1162 images/s, loss=0.1279, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:05.755022, arrival_time=2021-04-15 00:26:17.655531, cost_time=0:00:37.629008 2021-04-15 00:26:14,109 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=2.08ms, fps=1159 images/s, loss=0.1299, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:03.541136, arrival_time=2021-04-15 00:26:17.650421, cost_time=0:00:39.837793 2021-04-15 00:26:16,305 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.66ms, fps=1166 images/s, loss=0.1291, top1-acc=95.57%, top5-acc=99.95%, remaining_time=0:00:01.327386, arrival_time=2021-04-15 00:26:17.632677, cost_time=0:00:42.033802 2021-04-15 00:26:17,485 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.25ms, fps=1153 images/s, loss=0.1298, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:17.485770, cost_time=0:00:43.214366 2021-04-15 00:26:18,332 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.45ms, fps=3032 images/s, loss=0.3090, top1-acc=89.77%, top5-acc=99.69%, remaining_time=0:00:02.532660, arrival_time=2021-04-15 00:26:20.864651, cost_time=0:00:00.844219 2021-04-15 00:26:19,019 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.49ms, fps=3728 images/s, loss=0.3033, top1-acc=90.14%, top5-acc=99.65%, remaining_time=0:00:01.531440, arrival_time=2021-04-15 00:26:20.550606, cost_time=0:00:01.531447 2021-04-15 00:26:19,711 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.28ms, fps=3699 images/s, loss=0.3160, top1-acc=89.84%, top5-acc=99.62%, remaining_time=0:00:00.741320, arrival_time=2021-04-15 00:26:20.452965, cost_time=0:00:02.223961 2021-04-15 00:26:20,347 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.09ms, fps=3649 images/s, loss=0.3142, top1-acc=89.88%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 00:26:20.347669, cost_time=0:00:02.860007 2021-04-15 00:26:20,529 INFO : Epoch=0138 complete, best val top1-acc=90.42%, top5-acc=99.72% (epoch=135), remaining_time=0:47:47.531372, arrival_time=2021-04-15 01:14:08.060642, cost_time=1:46:22.569896 2021-04-15 00:26:20,530 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 00:26:22,914 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.49ms, fps=1074 images/s, loss=0.1304, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:44.339610, arrival_time=2021-04-15 00:27:07.254261, cost_time=0:00:02.383847 2021-04-15 00:26:25,117 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.1322, top1-acc=95.55%, top5-acc=99.92%, remaining_time=0:00:40.356800, arrival_time=2021-04-15 00:27:05.473710, cost_time=0:00:04.586003 2021-04-15 00:26:27,326 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.73ms, fps=1159 images/s, loss=0.1265, top1-acc=95.66%, top5-acc=99.95%, remaining_time=0:00:37.603814, arrival_time=2021-04-15 00:27:04.930478, cost_time=0:00:06.795866 2021-04-15 00:26:29,524 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.1239, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:35.076600, arrival_time=2021-04-15 00:27:04.601420, cost_time=0:00:08.993981 2021-04-15 00:26:31,724 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=2.23ms, fps=1164 images/s, loss=0.1205, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:32.684874, arrival_time=2021-04-15 00:27:04.409118, cost_time=0:00:11.193445 2021-04-15 00:26:33,922 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1219, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:30.353568, arrival_time=2021-04-15 00:27:04.275611, cost_time=0:00:13.391308 2021-04-15 00:26:36,126 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.1220, top1-acc=95.80%, top5-acc=99.95%, remaining_time=0:00:28.071666, arrival_time=2021-04-15 00:27:04.197856, cost_time=0:00:15.595383 2021-04-15 00:26:38,333 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=2.33ms, fps=1160 images/s, loss=0.1205, top1-acc=95.89%, top5-acc=99.96%, remaining_time=0:00:25.813944, arrival_time=2021-04-15 00:27:04.147508, cost_time=0:00:17.802760 2021-04-15 00:26:40,538 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.1222, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:23.565178, arrival_time=2021-04-15 00:27:04.104104, cost_time=0:00:20.008192 2021-04-15 00:26:42,731 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.91ms, fps=1168 images/s, loss=0.1228, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:21.312384, arrival_time=2021-04-15 00:27:04.043556, cost_time=0:00:22.200380 2021-04-15 00:26:44,926 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.1224, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:19.072908, arrival_time=2021-04-15 00:27:03.999190, cost_time=0:00:24.395555 2021-04-15 00:26:47,127 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.88ms, fps=1163 images/s, loss=0.1226, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:16.844564, arrival_time=2021-04-15 00:27:03.972047, cost_time=0:00:26.596728 2021-04-15 00:26:49,326 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.1243, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:14.619330, arrival_time=2021-04-15 00:27:03.945803, cost_time=0:00:28.795680 2021-04-15 00:26:51,523 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.1249, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:12.396944, arrival_time=2021-04-15 00:27:03.920069, cost_time=0:00:30.992408 2021-04-15 00:26:53,717 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.01ms, fps=1167 images/s, loss=0.1249, top1-acc=95.70%, top5-acc=99.97%, remaining_time=0:00:10.177224, arrival_time=2021-04-15 00:27:03.894649, cost_time=0:00:33.186557 2021-04-15 00:26:55,924 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.1262, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:07.963632, arrival_time=2021-04-15 00:27:03.888224, cost_time=0:00:35.393848 2021-04-15 00:26:58,124 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.1268, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:05.749692, arrival_time=2021-04-15 00:27:03.874457, cost_time=0:00:37.594055 2021-04-15 00:27:00,326 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=2.10ms, fps=1163 images/s, loss=0.1265, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:03.537360, arrival_time=2021-04-15 00:27:03.863495, cost_time=0:00:39.795312 2021-04-15 00:27:02,530 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.23ms, fps=1162 images/s, loss=0.1268, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:01.326294, arrival_time=2021-04-15 00:27:03.856481, cost_time=0:00:41.999402 2021-04-15 00:27:03,708 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=0.1281, top1-acc=95.61%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:03.707991, cost_time=0:00:43.177194 2021-04-15 00:27:04,528 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.32ms, fps=3127 images/s, loss=0.3178, top1-acc=89.96%, top5-acc=99.73%, remaining_time=0:00:02.456160, arrival_time=2021-04-15 00:27:06.984981, cost_time=0:00:00.818717 2021-04-15 00:27:05,218 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.89ms, fps=3718 images/s, loss=0.3258, top1-acc=89.79%, top5-acc=99.59%, remaining_time=0:00:01.507640, arrival_time=2021-04-15 00:27:06.725556, cost_time=0:00:01.507648 2021-04-15 00:27:05,913 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.46ms, fps=3686 images/s, loss=0.3380, top1-acc=89.47%, top5-acc=99.61%, remaining_time=0:00:00.734340, arrival_time=2021-04-15 00:27:06.647465, cost_time=0:00:02.203030 2021-04-15 00:27:06,548 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.09ms, fps=3656 images/s, loss=0.3338, top1-acc=89.27%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:06.548016, cost_time=0:00:02.837842 2021-04-15 00:27:06,737 INFO : Epoch=0139 complete, best val top1-acc=90.42%, top5-acc=99.72% (epoch=135), remaining_time=0:47:01.262200, arrival_time=2021-04-15 01:14:07.999393, cost_time=1:47:08.777809 2021-04-15 00:27:06,738 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 00:27:09,102 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.76ms, fps=1083 images/s, loss=0.1305, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:00:43.955334, arrival_time=2021-04-15 00:27:53.057264, cost_time=0:00:02.363188 2021-04-15 00:27:11,303 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.1240, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:40.168304, arrival_time=2021-04-15 00:27:51.471762, cost_time=0:00:04.564575 2021-04-15 00:27:13,499 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1252, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:37.410922, arrival_time=2021-04-15 00:27:50.910621, cost_time=0:00:06.761019 2021-04-15 00:27:15,693 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.1303, top1-acc=95.60%, top5-acc=99.93%, remaining_time=0:00:34.922628, arrival_time=2021-04-15 00:27:50.615990, cost_time=0:00:08.954534 2021-04-15 00:27:17,889 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.1286, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:32.558584, arrival_time=2021-04-15 00:27:50.447651, cost_time=0:00:11.150190 2021-04-15 00:27:20,093 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.1278, top1-acc=95.58%, top5-acc=99.95%, remaining_time=0:00:30.270608, arrival_time=2021-04-15 00:27:50.363990, cost_time=0:00:13.354693 2021-04-15 00:27:22,297 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.1261, top1-acc=95.61%, top5-acc=99.96%, remaining_time=0:00:28.006398, arrival_time=2021-04-15 00:27:50.304279, cost_time=0:00:15.559127 2021-04-15 00:27:24,502 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.63ms, fps=1161 images/s, loss=0.1271, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:25.757452, arrival_time=2021-04-15 00:27:50.259937, cost_time=0:00:17.763796 2021-04-15 00:27:26,712 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.1256, top1-acc=95.64%, top5-acc=99.95%, remaining_time=0:00:23.524156, arrival_time=2021-04-15 00:27:50.236169, cost_time=0:00:19.973337 2021-04-15 00:27:28,917 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.1242, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:21.291840, arrival_time=2021-04-15 00:27:50.209610, cost_time=0:00:22.179026 2021-04-15 00:27:31,111 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.1237, top1-acc=95.75%, top5-acc=99.96%, remaining_time=0:00:19.055364, arrival_time=2021-04-15 00:27:50.167215, cost_time=0:00:24.373181 2021-04-15 00:27:33,307 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.71ms, fps=1166 images/s, loss=0.1231, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:16.827008, arrival_time=2021-04-15 00:27:50.134726, cost_time=0:00:26.568931 2021-04-15 00:27:35,509 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.34ms, fps=1163 images/s, loss=0.1228, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:14.606724, arrival_time=2021-04-15 00:27:50.116231, cost_time=0:00:28.770823 2021-04-15 00:27:37,709 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.1238, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:12.388376, arrival_time=2021-04-15 00:27:50.097999, cost_time=0:00:30.970959 2021-04-15 00:27:39,905 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.1229, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:10.171014, arrival_time=2021-04-15 00:27:50.076281, cost_time=0:00:33.166389 2021-04-15 00:27:42,109 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.1236, top1-acc=95.75%, top5-acc=99.96%, remaining_time=0:00:07.958304, arrival_time=2021-04-15 00:27:50.067322, cost_time=0:00:35.370283 2021-04-15 00:27:44,326 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.34ms, fps=1155 images/s, loss=0.1234, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:05.748626, arrival_time=2021-04-15 00:27:50.074566, cost_time=0:00:37.587228 2021-04-15 00:27:46,527 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.1231, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:03.536768, arrival_time=2021-04-15 00:27:50.064163, cost_time=0:00:39.788643 2021-04-15 00:27:48,722 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.1238, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:01.325790, arrival_time=2021-04-15 00:27:50.047891, cost_time=0:00:41.983430 2021-04-15 00:27:49,900 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.31ms, fps=1155 images/s, loss=0.1236, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:49.899968, cost_time=0:00:43.161300 2021-04-15 00:27:50,735 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.28ms, fps=3073 images/s, loss=0.3024, top1-acc=89.84%, top5-acc=99.61%, remaining_time=0:00:02.499060, arrival_time=2021-04-15 00:27:53.234067, cost_time=0:00:00.833022 2021-04-15 00:27:51,424 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.30ms, fps=3715 images/s, loss=0.3067, top1-acc=90.08%, top5-acc=99.67%, remaining_time=0:00:01.522540, arrival_time=2021-04-15 00:27:52.947017, cost_time=0:00:01.522531 2021-04-15 00:27:52,110 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.26ms, fps=3735 images/s, loss=0.3117, top1-acc=89.99%, top5-acc=99.73%, remaining_time=0:00:00.736110, arrival_time=2021-04-15 00:27:52.846412, cost_time=0:00:02.208316 2021-04-15 00:27:52,741 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=3679 images/s, loss=0.2993, top1-acc=90.33%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:27:52.741320, cost_time=0:00:02.839414 2021-04-15 00:27:52,920 INFO : Epoch=0140 complete, best val top1-acc=90.42%, top5-acc=99.72% (epoch=135), remaining_time=0:46:14.983320, arrival_time=2021-04-15 01:14:07.903833, cost_time=1:47:54.961115 2021-04-15 00:27:52,921 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 00:27:55,302 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.75ms, fps=1075 images/s, loss=0.1148, top1-acc=96.17%, top5-acc=100.00%, remaining_time=0:00:44.282322, arrival_time=2021-04-15 00:28:39.585035, cost_time=0:00:02.380766 2021-04-15 00:27:57,499 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.1176, top1-acc=95.96%, top5-acc=100.00%, remaining_time=0:00:40.278656, arrival_time=2021-04-15 00:28:37.777843, cost_time=0:00:04.577114 2021-04-15 00:27:59,694 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=2.11ms, fps=1167 images/s, loss=0.1123, top1-acc=96.13%, top5-acc=100.00%, remaining_time=0:00:37.474002, arrival_time=2021-04-15 00:28:37.168381, cost_time=0:00:06.772397 2021-04-15 00:28:01,894 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.91ms, fps=1164 images/s, loss=0.1112, top1-acc=96.14%, top5-acc=100.00%, remaining_time=0:00:34.991580, arrival_time=2021-04-15 00:28:36.885736, cost_time=0:00:08.972216 2021-04-15 00:28:04,086 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.1118, top1-acc=96.15%, top5-acc=99.99%, remaining_time=0:00:32.598442, arrival_time=2021-04-15 00:28:36.684374, cost_time=0:00:11.163859 2021-04-15 00:28:06,289 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.1115, top1-acc=96.13%, top5-acc=99.99%, remaining_time=0:00:30.300256, arrival_time=2021-04-15 00:28:36.589891, cost_time=0:00:13.367773 2021-04-15 00:28:08,496 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.70ms, fps=1160 images/s, loss=0.1110, top1-acc=96.16%, top5-acc=99.99%, remaining_time=0:00:28.033740, arrival_time=2021-04-15 00:28:36.529944, cost_time=0:00:15.574267 2021-04-15 00:28:10,692 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.1126, top1-acc=96.12%, top5-acc=99.99%, remaining_time=0:00:25.766384, arrival_time=2021-04-15 00:28:36.458329, cost_time=0:00:17.769950 2021-04-15 00:28:12,895 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.1127, top1-acc=96.12%, top5-acc=99.99%, remaining_time=0:00:23.524156, arrival_time=2021-04-15 00:28:36.419329, cost_time=0:00:19.973303 2021-04-15 00:28:15,092 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=2.21ms, fps=1165 images/s, loss=0.1137, top1-acc=96.07%, top5-acc=99.99%, remaining_time=0:00:21.283584, arrival_time=2021-04-15 00:28:36.375883, cost_time=0:00:22.170364 2021-04-15 00:28:17,293 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.1125, top1-acc=96.10%, top5-acc=99.99%, remaining_time=0:00:19.053902, arrival_time=2021-04-15 00:28:36.347067, cost_time=0:00:24.371254 2021-04-15 00:28:19,496 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.1120, top1-acc=96.13%, top5-acc=99.99%, remaining_time=0:00:16.830200, arrival_time=2021-04-15 00:28:36.326137, cost_time=0:00:26.573984 2021-04-15 00:28:21,710 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.84ms, fps=1156 images/s, loss=0.1125, top1-acc=96.12%, top5-acc=99.99%, remaining_time=0:00:14.615766, arrival_time=2021-04-15 00:28:36.326343, cost_time=0:00:28.788586 2021-04-15 00:28:23,916 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.1135, top1-acc=96.07%, top5-acc=99.99%, remaining_time=0:00:12.397784, arrival_time=2021-04-15 00:28:36.314144, cost_time=0:00:30.994414 2021-04-15 00:28:26,120 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.72ms, fps=1162 images/s, loss=0.1141, top1-acc=96.05%, top5-acc=99.98%, remaining_time=0:00:10.180996, arrival_time=2021-04-15 00:28:36.301778, cost_time=0:00:33.198847 2021-04-15 00:28:28,340 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.67ms, fps=1154 images/s, loss=0.1149, top1-acc=96.03%, top5-acc=99.99%, remaining_time=0:00:07.969140, arrival_time=2021-04-15 00:28:36.309451, cost_time=0:00:35.418366 2021-04-15 00:28:30,544 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.1137, top1-acc=96.08%, top5-acc=99.99%, remaining_time=0:00:05.753956, arrival_time=2021-04-15 00:28:36.297965, cost_time=0:00:37.622100 2021-04-15 00:28:32,747 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.1143, top1-acc=96.05%, top5-acc=99.98%, remaining_time=0:00:03.540032, arrival_time=2021-04-15 00:28:36.287341, cost_time=0:00:39.825370 2021-04-15 00:28:34,940 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.28ms, fps=1167 images/s, loss=0.1146, top1-acc=96.03%, top5-acc=99.98%, remaining_time=0:00:01.326912, arrival_time=2021-04-15 00:28:36.267694, cost_time=0:00:42.018849 2021-04-15 00:28:36,118 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.18ms, fps=1155 images/s, loss=0.1154, top1-acc=96.02%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:36.118291, cost_time=0:00:43.196427 2021-04-15 00:28:36,928 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.33ms, fps=3166 images/s, loss=0.2995, top1-acc=90.39%, top5-acc=99.84%, remaining_time=0:00:02.425410, arrival_time=2021-04-15 00:28:39.354133, cost_time=0:00:00.808468 2021-04-15 00:28:37,616 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.46ms, fps=3722 images/s, loss=0.3044, top1-acc=90.61%, top5-acc=99.79%, remaining_time=0:00:01.496700, arrival_time=2021-04-15 00:28:39.113606, cost_time=0:00:01.496703 2021-04-15 00:28:38,307 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.48ms, fps=3709 images/s, loss=0.3139, top1-acc=90.21%, top5-acc=99.78%, remaining_time=0:00:00.729070, arrival_time=2021-04-15 00:28:39.036474, cost_time=0:00:02.187200 2021-04-15 00:28:38,937 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.09ms, fps=3685 images/s, loss=0.3030, top1-acc=90.44%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 00:28:38.937342, cost_time=0:00:02.817085 2021-04-15 00:28:39,266 INFO : Epoch=0141 complete, best val top1-acc=90.44%, top5-acc=99.80% (epoch=141), remaining_time=0:45:28.773659, arrival_time=2021-04-15 01:14:08.039629, cost_time=1:48:41.306586 2021-04-15 00:28:39,267 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 00:28:41,661 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.50ms, fps=1069 images/s, loss=0.1102, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:44.526540, arrival_time=2021-04-15 00:29:26.187908, cost_time=0:00:02.393896 2021-04-15 00:28:43,854 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.1224, top1-acc=95.51%, top5-acc=99.98%, remaining_time=0:00:40.365952, arrival_time=2021-04-15 00:29:24.220420, cost_time=0:00:04.587033 2021-04-15 00:28:46,054 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.92ms, fps=1164 images/s, loss=0.1165, top1-acc=95.69%, top5-acc=99.99%, remaining_time=0:00:37.554180, arrival_time=2021-04-15 00:29:23.608567, cost_time=0:00:06.786890 2021-04-15 00:28:48,250 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.1193, top1-acc=95.72%, top5-acc=99.98%, remaining_time=0:00:35.031828, arrival_time=2021-04-15 00:29:23.281796, cost_time=0:00:08.982513 2021-04-15 00:28:50,450 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.1204, top1-acc=95.72%, top5-acc=99.98%, remaining_time=0:00:32.654798, arrival_time=2021-04-15 00:29:23.105341, cost_time=0:00:11.183133 2021-04-15 00:28:52,652 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.1195, top1-acc=95.77%, top5-acc=99.99%, remaining_time=0:00:30.340104, arrival_time=2021-04-15 00:29:22.992942, cost_time=0:00:13.385346 2021-04-15 00:28:54,851 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.1214, top1-acc=95.74%, top5-acc=99.99%, remaining_time=0:00:28.052136, arrival_time=2021-04-15 00:29:22.904059, cost_time=0:00:15.584504 2021-04-15 00:28:57,056 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.87ms, fps=1161 images/s, loss=0.1195, top1-acc=95.82%, top5-acc=99.99%, remaining_time=0:00:25.794688, arrival_time=2021-04-15 00:29:22.851552, cost_time=0:00:17.789454 2021-04-15 00:28:59,258 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.1184, top1-acc=95.85%, top5-acc=99.99%, remaining_time=0:00:23.545038, arrival_time=2021-04-15 00:29:22.803625, cost_time=0:00:19.991064 2021-04-15 00:29:01,464 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.1179, top1-acc=95.87%, top5-acc=99.99%, remaining_time=0:00:21.309408, arrival_time=2021-04-15 00:29:22.774113, cost_time=0:00:22.197291 2021-04-15 00:29:03,657 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.1179, top1-acc=95.86%, top5-acc=99.99%, remaining_time=0:00:19.068866, arrival_time=2021-04-15 00:29:22.726724, cost_time=0:00:24.390445 2021-04-15 00:29:05,861 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.1185, top1-acc=95.79%, top5-acc=99.99%, remaining_time=0:00:16.842740, arrival_time=2021-04-15 00:29:22.703930, cost_time=0:00:26.593774 2021-04-15 00:29:08,059 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.1196, top1-acc=95.78%, top5-acc=99.99%, remaining_time=0:00:14.617218, arrival_time=2021-04-15 00:29:22.676223, cost_time=0:00:28.791498 2021-04-15 00:29:10,256 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.1198, top1-acc=95.79%, top5-acc=99.99%, remaining_time=0:00:12.395432, arrival_time=2021-04-15 00:29:22.651463, cost_time=0:00:30.988613 2021-04-15 00:29:12,454 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.1204, top1-acc=95.75%, top5-acc=99.99%, remaining_time=0:00:10.177270, arrival_time=2021-04-15 00:29:22.631502, cost_time=0:00:33.186812 2021-04-15 00:29:14,647 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.31ms, fps=1167 images/s, loss=0.1211, top1-acc=95.75%, top5-acc=99.99%, remaining_time=0:00:07.960500, arrival_time=2021-04-15 00:29:22.607889, cost_time=0:00:35.379974 2021-04-15 00:29:16,850 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=2.16ms, fps=1162 images/s, loss=0.1210, top1-acc=95.75%, top5-acc=99.98%, remaining_time=0:00:05.747924, arrival_time=2021-04-15 00:29:22.598077, cost_time=0:00:37.582655 2021-04-15 00:29:19,044 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.1220, top1-acc=95.71%, top5-acc=99.98%, remaining_time=0:00:03.535712, arrival_time=2021-04-15 00:29:22.579978, cost_time=0:00:39.776841 2021-04-15 00:29:21,251 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.24ms, fps=1160 images/s, loss=0.1223, top1-acc=95.69%, top5-acc=99.98%, remaining_time=0:00:01.325796, arrival_time=2021-04-15 00:29:22.576773, cost_time=0:00:41.983563 2021-04-15 00:29:22,427 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.24ms, fps=1156 images/s, loss=0.1218, top1-acc=95.71%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:22.427805, cost_time=0:00:43.160401 2021-04-15 00:29:23,263 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.20ms, fps=3069 images/s, loss=0.3038, top1-acc=90.04%, top5-acc=99.84%, remaining_time=0:00:02.502750, arrival_time=2021-04-15 00:29:25.766614, cost_time=0:00:00.834248 2021-04-15 00:29:23,952 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.49ms, fps=3718 images/s, loss=0.3130, top1-acc=89.96%, top5-acc=99.80%, remaining_time=0:00:01.523320, arrival_time=2021-04-15 00:29:25.476200, cost_time=0:00:01.523323 2021-04-15 00:29:24,647 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=2.58ms, fps=3689 images/s, loss=0.3111, top1-acc=90.13%, top5-acc=99.78%, remaining_time=0:00:00.739170, arrival_time=2021-04-15 00:29:25.386236, cost_time=0:00:02.217501 2021-04-15 00:29:25,276 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.10ms, fps=3688 images/s, loss=0.3079, top1-acc=90.33%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 00:29:25.276517, cost_time=0:00:02.846938 2021-04-15 00:29:25,461 INFO : Epoch=0142 complete, best val top1-acc=90.44%, top5-acc=99.80% (epoch=141), remaining_time=0:44:42.500754, arrival_time=2021-04-15 01:14:07.962013, cost_time=1:49:27.501886 2021-04-15 00:29:25,462 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 00:29:27,875 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.58ms, fps=1061 images/s, loss=0.1120, top1-acc=95.90%, top5-acc=100.00%, remaining_time=0:00:44.873430, arrival_time=2021-04-15 00:30:12.748728, cost_time=0:00:02.412548 2021-04-15 00:29:30,077 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.73ms, fps=1163 images/s, loss=0.1088, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:40.608656, arrival_time=2021-04-15 00:30:10.686164, cost_time=0:00:04.614621 2021-04-15 00:29:32,281 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.1078, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:37.731800, arrival_time=2021-04-15 00:30:10.013593, cost_time=0:00:06.819012 2021-04-15 00:29:34,479 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.1060, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:35.163804, arrival_time=2021-04-15 00:30:09.642934, cost_time=0:00:09.016360 2021-04-15 00:29:36,676 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=2.13ms, fps=1166 images/s, loss=0.1042, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:32.742982, arrival_time=2021-04-15 00:30:09.419103, cost_time=0:00:11.213373 2021-04-15 00:29:38,876 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.1043, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:30.403752, arrival_time=2021-04-15 00:30:09.279836, cost_time=0:00:13.413405 2021-04-15 00:29:41,082 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.1057, top1-acc=96.27%, top5-acc=99.97%, remaining_time=0:00:28.115892, arrival_time=2021-04-15 00:30:09.198565, cost_time=0:00:15.619909 2021-04-15 00:29:43,279 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.66ms, fps=1166 images/s, loss=0.1055, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:25.834360, arrival_time=2021-04-15 00:30:09.113986, cost_time=0:00:17.816815 2021-04-15 00:29:45,481 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.1063, top1-acc=96.26%, top5-acc=99.98%, remaining_time=0:00:23.577474, arrival_time=2021-04-15 00:30:09.058815, cost_time=0:00:20.018607 2021-04-15 00:29:47,686 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.1060, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:21.334560, arrival_time=2021-04-15 00:30:09.020841, cost_time=0:00:22.223515 2021-04-15 00:29:49,881 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.71ms, fps=1166 images/s, loss=0.1053, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:19.091312, arrival_time=2021-04-15 00:30:08.973095, cost_time=0:00:24.419069 2021-04-15 00:29:52,077 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.1059, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:16.856268, arrival_time=2021-04-15 00:30:08.934073, cost_time=0:00:26.615147 2021-04-15 00:29:54,279 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.1072, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:14.630022, arrival_time=2021-04-15 00:30:08.909511, cost_time=0:00:28.816736 2021-04-15 00:29:56,476 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.1074, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:12.405568, arrival_time=2021-04-15 00:30:08.882208, cost_time=0:00:31.013980 2021-04-15 00:29:58,673 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=2.18ms, fps=1166 images/s, loss=0.1089, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:10.184630, arrival_time=2021-04-15 00:30:08.858134, cost_time=0:00:33.210761 2021-04-15 00:30:00,877 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.1084, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:07.968420, arrival_time=2021-04-15 00:30:08.846292, cost_time=0:00:35.415188 2021-04-15 00:30:03,076 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.1086, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:05.752760, arrival_time=2021-04-15 00:30:08.829598, cost_time=0:00:37.614175 2021-04-15 00:30:05,274 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1084, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:03.538864, arrival_time=2021-04-15 00:30:08.813709, cost_time=0:00:39.812181 2021-04-15 00:30:07,472 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.1083, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:01.326630, arrival_time=2021-04-15 00:30:08.799389, cost_time=0:00:42.010016 2021-04-15 00:30:08,651 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.24ms, fps=1154 images/s, loss=0.1092, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:08.651769, cost_time=0:00:43.189099 2021-04-15 00:30:09,512 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=2.48ms, fps=2982 images/s, loss=0.2986, top1-acc=90.59%, top5-acc=99.77%, remaining_time=0:00:02.575740, arrival_time=2021-04-15 00:30:12.088039, cost_time=0:00:00.858581 2021-04-15 00:30:10,198 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.34ms, fps=3733 images/s, loss=0.2971, top1-acc=90.51%, top5-acc=99.73%, remaining_time=0:00:01.544700, arrival_time=2021-04-15 00:30:11.743105, cost_time=0:00:01.544700 2021-04-15 00:30:10,883 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.32ms, fps=3740 images/s, loss=0.2964, top1-acc=90.68%, top5-acc=99.71%, remaining_time=0:00:00.743170, arrival_time=2021-04-15 00:30:11.626424, cost_time=0:00:02.229503 2021-04-15 00:30:11,511 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.09ms, fps=3693 images/s, loss=0.2909, top1-acc=90.73%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:11.511796, cost_time=0:00:02.858114 2021-04-15 00:30:11,826 INFO : Epoch=0143 complete, best val top1-acc=90.73%, top5-acc=99.70% (epoch=143), remaining_time=0:43:56.296683, arrival_time=2021-04-15 01:14:08.123122, cost_time=1:50:13.867055 2021-04-15 00:30:11,827 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 00:30:14,226 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=2.09ms, fps=1067 images/s, loss=0.1021, top1-acc=96.37%, top5-acc=100.00%, remaining_time=0:00:44.609496, arrival_time=2021-04-15 00:30:58.835744, cost_time=0:00:02.398358 2021-04-15 00:30:16,431 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.0972, top1-acc=96.60%, top5-acc=100.00%, remaining_time=0:00:40.508512, arrival_time=2021-04-15 00:30:56.939636, cost_time=0:00:04.603237 2021-04-15 00:30:18,632 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.1025, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:37.649796, arrival_time=2021-04-15 00:30:56.281861, cost_time=0:00:06.804181 2021-04-15 00:30:20,833 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.1014, top1-acc=96.41%, top5-acc=99.99%, remaining_time=0:00:35.119032, arrival_time=2021-04-15 00:30:55.951985, cost_time=0:00:09.004882 2021-04-15 00:30:23,031 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.1010, top1-acc=96.43%, top5-acc=99.99%, remaining_time=0:00:32.714950, arrival_time=2021-04-15 00:30:55.746540, cost_time=0:00:11.203765 2021-04-15 00:30:25,235 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.1009, top1-acc=96.45%, top5-acc=99.99%, remaining_time=0:00:30.389472, arrival_time=2021-04-15 00:30:55.624457, cost_time=0:00:13.407095 2021-04-15 00:30:27,431 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0994, top1-acc=96.50%, top5-acc=99.99%, remaining_time=0:00:28.086660, arrival_time=2021-04-15 00:30:55.518270, cost_time=0:00:15.603727 2021-04-15 00:30:29,631 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0989, top1-acc=96.56%, top5-acc=99.99%, remaining_time=0:00:25.815800, arrival_time=2021-04-15 00:30:55.447615, cost_time=0:00:17.804013 2021-04-15 00:30:31,838 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.0990, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:23.567934, arrival_time=2021-04-15 00:30:55.406310, cost_time=0:00:20.010491 2021-04-15 00:30:34,036 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0996, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:21.319872, arrival_time=2021-04-15 00:30:55.356103, cost_time=0:00:22.208247 2021-04-15 00:30:36,230 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.1001, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:19.078326, arrival_time=2021-04-15 00:30:55.308682, cost_time=0:00:24.402540 2021-04-15 00:30:38,427 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.1013, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:16.846464, arrival_time=2021-04-15 00:30:55.273961, cost_time=0:00:26.599700 2021-04-15 00:30:40,640 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.43ms, fps=1157 images/s, loss=0.1005, top1-acc=96.49%, top5-acc=99.98%, remaining_time=0:00:14.627712, arrival_time=2021-04-15 00:30:55.267744, cost_time=0:00:28.812148 2021-04-15 00:30:42,839 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.1009, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:12.404672, arrival_time=2021-04-15 00:30:55.244182, cost_time=0:00:31.011714 2021-04-15 00:30:45,047 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.1018, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:10.187206, arrival_time=2021-04-15 00:30:55.234460, cost_time=0:00:33.219143 2021-04-15 00:30:47,256 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.84ms, fps=1159 images/s, loss=0.1023, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:07.971444, arrival_time=2021-04-15 00:30:55.227927, cost_time=0:00:35.428610 2021-04-15 00:30:49,465 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.37ms, fps=1159 images/s, loss=0.1031, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:05.756374, arrival_time=2021-04-15 00:30:55.221996, cost_time=0:00:37.637825 2021-04-15 00:30:51,660 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.83ms, fps=1166 images/s, loss=0.1035, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:03.540704, arrival_time=2021-04-15 00:30:55.201374, cost_time=0:00:39.832869 2021-04-15 00:30:53,870 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.90ms, fps=1159 images/s, loss=0.1041, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:01.327656, arrival_time=2021-04-15 00:30:55.197994, cost_time=0:00:42.042463 2021-04-15 00:30:55,049 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.48ms, fps=1154 images/s, loss=0.1053, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:55.049473, cost_time=0:00:43.221670 2021-04-15 00:30:55,861 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=3.10ms, fps=3160 images/s, loss=0.3173, top1-acc=90.16%, top5-acc=99.69%, remaining_time=0:00:02.430420, arrival_time=2021-04-15 00:30:58.291965, cost_time=0:00:00.810142 2021-04-15 00:30:56,545 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.48ms, fps=3748 images/s, loss=0.3163, top1-acc=90.16%, top5-acc=99.67%, remaining_time=0:00:01.493700, arrival_time=2021-04-15 00:30:58.038765, cost_time=0:00:01.493694 2021-04-15 00:30:57,231 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.28ms, fps=3730 images/s, loss=0.3117, top1-acc=90.33%, top5-acc=99.69%, remaining_time=0:00:00.726750, arrival_time=2021-04-15 00:30:57.958386, cost_time=0:00:02.180261 2021-04-15 00:30:57,862 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.09ms, fps=3679 images/s, loss=0.3117, top1-acc=90.32%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:30:57.862552, cost_time=0:00:02.811213 2021-04-15 00:30:58,044 INFO : Epoch=0144 complete, best val top1-acc=90.73%, top5-acc=99.70% (epoch=143), remaining_time=0:43:10.033208, arrival_time=2021-04-15 01:14:08.077992, cost_time=1:51:00.085408 2021-04-15 00:30:58,046 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 00:31:00,452 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.42ms, fps=1064 images/s, loss=0.1183, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:44.747322, arrival_time=2021-04-15 00:31:45.199376, cost_time=0:00:02.405772 2021-04-15 00:31:02,660 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.78ms, fps=1160 images/s, loss=0.1165, top1-acc=96.11%, top5-acc=99.96%, remaining_time=0:00:40.602848, arrival_time=2021-04-15 00:31:43.263286, cost_time=0:00:04.613967 2021-04-15 00:31:04,863 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.1173, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:37.720180, arrival_time=2021-04-15 00:31:42.583381, cost_time=0:00:06.816887 2021-04-15 00:31:07,061 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.1138, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:35.159280, arrival_time=2021-04-15 00:31:42.220806, cost_time=0:00:09.015194 2021-04-15 00:31:09,270 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.1140, top1-acc=96.10%, top5-acc=99.97%, remaining_time=0:00:32.773788, arrival_time=2021-04-15 00:31:42.044039, cost_time=0:00:11.223880 2021-04-15 00:31:11,470 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.1151, top1-acc=96.02%, top5-acc=99.96%, remaining_time=0:00:30.427552, arrival_time=2021-04-15 00:31:41.897746, cost_time=0:00:13.423943 2021-04-15 00:31:13,666 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.70ms, fps=1166 images/s, loss=0.1133, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:00:28.116900, arrival_time=2021-04-15 00:31:41.783700, cost_time=0:00:15.620527 2021-04-15 00:31:15,867 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=0.1123, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:25.839812, arrival_time=2021-04-15 00:31:41.706744, cost_time=0:00:17.820535 2021-04-15 00:31:18,065 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.1125, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:23.578534, arrival_time=2021-04-15 00:31:41.644209, cost_time=0:00:20.019468 2021-04-15 00:31:20,266 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.80ms, fps=1164 images/s, loss=0.1134, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:21.331104, arrival_time=2021-04-15 00:31:41.597367, cost_time=0:00:22.219935 2021-04-15 00:31:22,464 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.1120, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:19.090538, arrival_time=2021-04-15 00:31:41.554866, cost_time=0:00:24.418118 2021-04-15 00:31:24,657 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.1108, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:16.854064, arrival_time=2021-04-15 00:31:41.511897, cost_time=0:00:26.611649 2021-04-15 00:31:26,858 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.1100, top1-acc=96.20%, top5-acc=99.97%, remaining_time=0:00:14.627844, arrival_time=2021-04-15 00:31:41.486531, cost_time=0:00:28.812411 2021-04-15 00:31:29,051 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.1100, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:12.401984, arrival_time=2021-04-15 00:31:41.453186, cost_time=0:00:31.005014 2021-04-15 00:31:31,251 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=2.32ms, fps=1164 images/s, loss=0.1108, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:10.182974, arrival_time=2021-04-15 00:31:41.434647, cost_time=0:00:33.205408 2021-04-15 00:31:33,446 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.1112, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:07.965108, arrival_time=2021-04-15 00:31:41.411720, cost_time=0:00:35.400406 2021-04-15 00:31:35,647 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.1108, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:05.750836, arrival_time=2021-04-15 00:31:41.398590, cost_time=0:00:37.601554 2021-04-15 00:31:37,857 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.70ms, fps=1159 images/s, loss=0.1104, top1-acc=96.20%, top5-acc=99.97%, remaining_time=0:00:03.538736, arrival_time=2021-04-15 00:31:41.395714, cost_time=0:00:39.810775 2021-04-15 00:31:40,068 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.1107, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:01.327020, arrival_time=2021-04-15 00:31:41.395660, cost_time=0:00:42.022374 2021-04-15 00:31:41,251 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.99ms, fps=1150 images/s, loss=0.1104, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:41.251693, cost_time=0:00:43.205466 2021-04-15 00:31:42,107 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.28ms, fps=3002 images/s, loss=0.2991, top1-acc=90.90%, top5-acc=99.69%, remaining_time=0:00:02.558370, arrival_time=2021-04-15 00:31:44.666066, cost_time=0:00:00.852786 2021-04-15 00:31:42,802 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.61ms, fps=3688 images/s, loss=0.3014, top1-acc=90.59%, top5-acc=99.71%, remaining_time=0:00:01.547320, arrival_time=2021-04-15 00:31:44.349624, cost_time=0:00:01.547317 2021-04-15 00:31:43,492 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.49ms, fps=3714 images/s, loss=0.3114, top1-acc=90.46%, top5-acc=99.73%, remaining_time=0:00:00.745690, arrival_time=2021-04-15 00:31:44.237867, cost_time=0:00:02.237075 2021-04-15 00:31:44,125 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=3667 images/s, loss=0.3073, top1-acc=90.50%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:31:44.125428, cost_time=0:00:02.870531 2021-04-15 00:31:44,285 INFO : Epoch=0145 complete, best val top1-acc=90.73%, top5-acc=99.70% (epoch=143), remaining_time=0:42:23.778710, arrival_time=2021-04-15 01:14:08.063813, cost_time=1:51:46.325728 2021-04-15 00:31:44,286 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 00:31:46,673 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.62ms, fps=1073 images/s, loss=0.1072, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:44.390574, arrival_time=2021-04-15 00:32:31.063836, cost_time=0:00:02.386592 2021-04-15 00:31:48,874 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.1086, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:40.371936, arrival_time=2021-04-15 00:32:29.246322, cost_time=0:00:04.587723 2021-04-15 00:31:51,070 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=2.19ms, fps=1166 images/s, loss=0.1003, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:37.539406, arrival_time=2021-04-15 00:32:28.610295, cost_time=0:00:06.784221 2021-04-15 00:31:53,273 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.1020, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:35.047428, arrival_time=2021-04-15 00:32:28.320681, cost_time=0:00:08.986539 2021-04-15 00:31:55,468 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=2.21ms, fps=1167 images/s, loss=0.1014, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:32.649396, arrival_time=2021-04-15 00:32:28.117325, cost_time=0:00:11.181276 2021-04-15 00:31:57,661 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.1031, top1-acc=96.48%, top5-acc=99.99%, remaining_time=0:00:30.316848, arrival_time=2021-04-15 00:32:27.978524, cost_time=0:00:13.375081 2021-04-15 00:31:59,857 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.1016, top1-acc=96.52%, top5-acc=99.99%, remaining_time=0:00:28.027566, arrival_time=2021-04-15 00:32:27.885091, cost_time=0:00:15.570856 2021-04-15 00:32:02,054 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=2.05ms, fps=1165 images/s, loss=0.0999, top1-acc=96.58%, top5-acc=99.99%, remaining_time=0:00:25.763600, arrival_time=2021-04-15 00:32:27.818229, cost_time=0:00:17.767966 2021-04-15 00:32:04,259 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.0997, top1-acc=96.55%, top5-acc=99.99%, remaining_time=0:00:23.524050, arrival_time=2021-04-15 00:32:27.783941, cost_time=0:00:19.973287 2021-04-15 00:32:06,461 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.11ms, fps=1163 images/s, loss=0.0993, top1-acc=96.52%, top5-acc=99.99%, remaining_time=0:00:21.288096, arrival_time=2021-04-15 00:32:27.749814, cost_time=0:00:22.175054 2021-04-15 00:32:08,662 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.1004, top1-acc=96.51%, top5-acc=99.99%, remaining_time=0:00:19.057600, arrival_time=2021-04-15 00:32:27.720160, cost_time=0:00:24.375972 2021-04-15 00:32:10,859 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.1006, top1-acc=96.52%, top5-acc=99.99%, remaining_time=0:00:16.829364, arrival_time=2021-04-15 00:32:27.688674, cost_time=0:00:26.572731 2021-04-15 00:32:13,056 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.1019, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:14.606394, arrival_time=2021-04-15 00:32:27.663226, cost_time=0:00:28.770118 2021-04-15 00:32:15,248 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=0.1025, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:12.384848, arrival_time=2021-04-15 00:32:27.633538, cost_time=0:00:30.962114 2021-04-15 00:32:17,443 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=2.19ms, fps=1167 images/s, loss=0.1042, top1-acc=96.38%, top5-acc=99.98%, remaining_time=0:00:10.168024, arrival_time=2021-04-15 00:32:27.611224, cost_time=0:00:33.156539 2021-04-15 00:32:19,644 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.1049, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:07.955424, arrival_time=2021-04-15 00:32:27.599412, cost_time=0:00:35.357387 2021-04-15 00:32:21,851 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.85ms, fps=1160 images/s, loss=0.1048, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:05.745246, arrival_time=2021-04-15 00:32:27.597072, cost_time=0:00:37.565114 2021-04-15 00:32:24,067 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.90ms, fps=1156 images/s, loss=0.1045, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:03.536096, arrival_time=2021-04-15 00:32:27.603958, cost_time=0:00:39.781144 2021-04-15 00:32:26,276 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.1051, top1-acc=96.32%, top5-acc=99.99%, remaining_time=0:00:01.325988, arrival_time=2021-04-15 00:32:27.602185, cost_time=0:00:41.989545 2021-04-15 00:32:27,469 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.63ms, fps=1141 images/s, loss=0.1045, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:27.468899, cost_time=0:00:43.182157 2021-04-15 00:32:28,304 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=3.57ms, fps=3078 images/s, loss=0.3076, top1-acc=90.62%, top5-acc=99.57%, remaining_time=0:00:02.495490, arrival_time=2021-04-15 00:32:30.799448, cost_time=0:00:00.831829 2021-04-15 00:32:28,994 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.58ms, fps=3713 images/s, loss=0.2969, top1-acc=90.51%, top5-acc=99.71%, remaining_time=0:00:01.521700, arrival_time=2021-04-15 00:32:30.515659, cost_time=0:00:01.521702 2021-04-15 00:32:29,683 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.26ms, fps=3717 images/s, loss=0.2950, top1-acc=90.51%, top5-acc=99.70%, remaining_time=0:00:00.737030, arrival_time=2021-04-15 00:32:30.420270, cost_time=0:00:02.211097 2021-04-15 00:32:30,313 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=3685 images/s, loss=0.3102, top1-acc=90.42%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:32:30.313234, cost_time=0:00:02.841109 2021-04-15 00:32:30,483 INFO : Epoch=0146 complete, best val top1-acc=90.73%, top5-acc=99.70% (epoch=143), remaining_time=0:41:37.508856, arrival_time=2021-04-15 01:14:07.992149, cost_time=1:52:32.523879 2021-04-15 00:32:30,485 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 00:32:32,847 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.46ms, fps=1084 images/s, loss=0.0761, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:43.927806, arrival_time=2021-04-15 00:33:16.775342, cost_time=0:00:02.361709 2021-04-15 00:32:35,060 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.0804, top1-acc=97.21%, top5-acc=100.00%, remaining_time=0:00:40.255600, arrival_time=2021-04-15 00:33:15.315975, cost_time=0:00:04.574508 2021-04-15 00:32:37,262 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0843, top1-acc=97.11%, top5-acc=100.00%, remaining_time=0:00:37.496744, arrival_time=2021-04-15 00:33:14.759109, cost_time=0:00:06.776506 2021-04-15 00:32:39,455 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.0834, top1-acc=97.10%, top5-acc=100.00%, remaining_time=0:00:34.981908, arrival_time=2021-04-15 00:33:14.437504, cost_time=0:00:08.969731 2021-04-15 00:32:41,653 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=2.14ms, fps=1165 images/s, loss=0.0834, top1-acc=97.14%, top5-acc=100.00%, remaining_time=0:00:32.609684, arrival_time=2021-04-15 00:33:14.263183, cost_time=0:00:11.167682 2021-04-15 00:32:43,857 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.0845, top1-acc=97.09%, top5-acc=100.00%, remaining_time=0:00:30.309640, arrival_time=2021-04-15 00:33:14.167316, cost_time=0:00:13.371922 2021-04-15 00:32:46,052 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.70ms, fps=1167 images/s, loss=0.0884, top1-acc=97.03%, top5-acc=100.00%, remaining_time=0:00:28.019628, arrival_time=2021-04-15 00:33:14.071926, cost_time=0:00:15.566470 2021-04-15 00:32:48,257 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=2.27ms, fps=1161 images/s, loss=0.0885, top1-acc=97.02%, top5-acc=100.00%, remaining_time=0:00:25.768820, arrival_time=2021-04-15 00:33:14.026244, cost_time=0:00:17.771608 2021-04-15 00:32:50,451 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.0880, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:23.515570, arrival_time=2021-04-15 00:33:13.967384, cost_time=0:00:19.966061 2021-04-15 00:32:52,647 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.0888, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:21.275520, arrival_time=2021-04-15 00:33:13.923306, cost_time=0:00:22.161971 2021-04-15 00:32:54,840 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0891, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:19.041088, arrival_time=2021-04-15 00:33:13.881773, cost_time=0:00:24.354915 2021-04-15 00:32:57,033 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.46ms, fps=1168 images/s, loss=0.0891, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:16.813480, arrival_time=2021-04-15 00:33:13.846750, cost_time=0:00:26.547545 2021-04-15 00:32:59,232 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0894, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:14.594184, arrival_time=2021-04-15 00:33:13.826153, cost_time=0:00:28.746145 2021-04-15 00:33:01,439 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.49ms, fps=1160 images/s, loss=0.0904, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:12.381320, arrival_time=2021-04-15 00:33:13.820329, cost_time=0:00:30.953268 2021-04-15 00:33:03,644 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.0903, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:10.168622, arrival_time=2021-04-15 00:33:13.813031, cost_time=0:00:33.158592 2021-04-15 00:33:05,841 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.0909, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:07.954920, arrival_time=2021-04-15 00:33:13.796384, cost_time=0:00:35.355257 2021-04-15 00:33:08,045 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.98ms, fps=1162 images/s, loss=0.0912, top1-acc=96.90%, top5-acc=99.99%, remaining_time=0:00:05.744336, arrival_time=2021-04-15 00:33:13.789341, cost_time=0:00:37.559187 2021-04-15 00:33:10,243 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.10ms, fps=1165 images/s, loss=0.0923, top1-acc=96.88%, top5-acc=99.99%, remaining_time=0:00:03.534016, arrival_time=2021-04-15 00:33:13.777573, cost_time=0:00:39.757737 2021-04-15 00:33:12,437 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.18ms, fps=1167 images/s, loss=0.0928, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:01.324776, arrival_time=2021-04-15 00:33:13.761899, cost_time=0:00:41.951199 2021-04-15 00:33:13,617 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.50ms, fps=1153 images/s, loss=0.0930, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:13.617501, cost_time=0:00:43.131718 2021-04-15 00:33:14,440 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.30ms, fps=3119 images/s, loss=0.2821, top1-acc=91.21%, top5-acc=99.80%, remaining_time=0:00:02.462400, arrival_time=2021-04-15 00:33:16.903126, cost_time=0:00:00.820803 2021-04-15 00:33:15,126 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.20ms, fps=3735 images/s, loss=0.2722, top1-acc=91.60%, top5-acc=99.79%, remaining_time=0:00:01.506620, arrival_time=2021-04-15 00:33:16.633199, cost_time=0:00:01.506623 2021-04-15 00:33:15,816 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.29ms, fps=3713 images/s, loss=0.2909, top1-acc=91.21%, top5-acc=99.78%, remaining_time=0:00:00.732170, arrival_time=2021-04-15 00:33:16.548708, cost_time=0:00:02.196522 2021-04-15 00:33:16,445 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.2989, top1-acc=91.14%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:16.445444, cost_time=0:00:02.825535 2021-04-15 00:33:16,747 INFO : Epoch=0147 complete, best val top1-acc=91.14%, top5-acc=99.76% (epoch=147), remaining_time=0:40:51.263621, arrival_time=2021-04-15 01:14:08.010831, cost_time=1:53:18.787818 2021-04-15 00:33:16,748 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 00:33:19,125 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=2.02ms, fps=1077 images/s, loss=0.0864, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:00:44.206434, arrival_time=2021-04-15 00:34:03.331991, cost_time=0:00:02.376693 2021-04-15 00:33:21,321 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0867, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:40.234480, arrival_time=2021-04-15 00:34:01.555411, cost_time=0:00:04.572106 2021-04-15 00:33:23,516 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.0845, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:37.445450, arrival_time=2021-04-15 00:34:00.961594, cost_time=0:00:06.767236 2021-04-15 00:33:25,716 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.0862, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:34.974420, arrival_time=2021-04-15 00:34:00.691064, cost_time=0:00:08.967808 2021-04-15 00:33:27,910 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.70ms, fps=1168 images/s, loss=0.0852, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:32.590120, arrival_time=2021-04-15 00:34:00.500053, cost_time=0:00:11.160990 2021-04-15 00:33:30,104 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0845, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:30.272920, arrival_time=2021-04-15 00:34:00.377408, cost_time=0:00:13.355673 2021-04-15 00:33:32,302 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0867, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:27.997200, arrival_time=2021-04-15 00:34:00.300047, cost_time=0:00:15.554023 2021-04-15 00:33:34,496 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=2.23ms, fps=1168 images/s, loss=0.0890, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:25.733556, arrival_time=2021-04-15 00:34:00.229621, cost_time=0:00:17.747250 2021-04-15 00:33:36,696 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.0904, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:23.493734, arrival_time=2021-04-15 00:34:00.189954, cost_time=0:00:19.947470 2021-04-15 00:33:38,900 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.0912, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:21.265344, arrival_time=2021-04-15 00:34:00.165590, cost_time=0:00:22.151423 2021-04-15 00:33:41,093 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.29ms, fps=1168 images/s, loss=0.0905, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:19.032918, arrival_time=2021-04-15 00:34:00.126121, cost_time=0:00:24.344454 2021-04-15 00:33:43,296 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.0904, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:16.813328, arrival_time=2021-04-15 00:34:00.109421, cost_time=0:00:26.547349 2021-04-15 00:33:45,493 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0904, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:14.593524, arrival_time=2021-04-15 00:34:00.087165, cost_time=0:00:28.744824 2021-04-15 00:33:47,686 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.0905, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:12.375104, arrival_time=2021-04-15 00:34:00.061571, cost_time=0:00:30.937727 2021-04-15 00:33:49,885 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.0903, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:10.162044, arrival_time=2021-04-15 00:34:00.047905, cost_time=0:00:33.137041 2021-04-15 00:33:52,082 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0905, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:07.950024, arrival_time=2021-04-15 00:34:00.032255, cost_time=0:00:35.333479 2021-04-15 00:33:54,280 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0910, top1-acc=96.90%, top5-acc=99.99%, remaining_time=0:00:05.740176, arrival_time=2021-04-15 00:34:00.020846, cost_time=0:00:37.531935 2021-04-15 00:33:56,472 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.52ms, fps=1168 images/s, loss=0.0908, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:03.531040, arrival_time=2021-04-15 00:34:00.003898, cost_time=0:00:39.724114 2021-04-15 00:33:58,669 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.22ms, fps=1166 images/s, loss=0.0906, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:01.323810, arrival_time=2021-04-15 00:33:59.993192, cost_time=0:00:41.920566 2021-04-15 00:33:59,850 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.44ms, fps=1152 images/s, loss=0.0909, top1-acc=96.89%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:33:59.850543, cost_time=0:00:43.101821 2021-04-15 00:34:00,735 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.22ms, fps=2897 images/s, loss=0.2669, top1-acc=91.95%, top5-acc=99.57%, remaining_time=0:00:02.650710, arrival_time=2021-04-15 00:34:03.386532, cost_time=0:00:00.883573 2021-04-15 00:34:01,421 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.32ms, fps=3733 images/s, loss=0.2816, top1-acc=91.39%, top5-acc=99.57%, remaining_time=0:00:01.569660, arrival_time=2021-04-15 00:34:02.991568, cost_time=0:00:01.569663 2021-04-15 00:34:02,109 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.49ms, fps=3728 images/s, loss=0.2868, top1-acc=91.24%, top5-acc=99.67%, remaining_time=0:00:00.752250, arrival_time=2021-04-15 00:34:02.861252, cost_time=0:00:02.256742 2021-04-15 00:34:02,736 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.09ms, fps=3697 images/s, loss=0.2894, top1-acc=91.13%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:02.736907, cost_time=0:00:02.884681 2021-04-15 00:34:02,891 INFO : Epoch=0148 complete, best val top1-acc=91.14%, top5-acc=99.76% (epoch=147), remaining_time=0:40:04.976236, arrival_time=2021-04-15 01:14:07.868015, cost_time=1:54:04.932394 2021-04-15 00:34:02,893 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 00:34:05,241 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.35ms, fps=1090 images/s, loss=0.0955, top1-acc=96.76%, top5-acc=99.88%, remaining_time=0:00:43.681542, arrival_time=2021-04-15 00:34:48.923161, cost_time=0:00:02.348471 2021-04-15 00:34:07,443 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0886, top1-acc=96.99%, top5-acc=99.92%, remaining_time=0:00:40.041056, arrival_time=2021-04-15 00:34:47.484407, cost_time=0:00:04.550120 2021-04-15 00:34:09,640 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0821, top1-acc=97.23%, top5-acc=99.95%, remaining_time=0:00:37.332238, arrival_time=2021-04-15 00:34:46.972181, cost_time=0:00:06.746793 2021-04-15 00:34:11,835 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0815, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:34.873332, arrival_time=2021-04-15 00:34:46.708348, cost_time=0:00:08.941871 2021-04-15 00:34:14,034 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.0806, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:32.531574, arrival_time=2021-04-15 00:34:46.565645, cost_time=0:00:11.140926 2021-04-15 00:34:16,230 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0775, top1-acc=97.40%, top5-acc=99.97%, remaining_time=0:00:30.231712, arrival_time=2021-04-15 00:34:46.462375, cost_time=0:00:13.337529 2021-04-15 00:34:18,430 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0776, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:27.966204, arrival_time=2021-04-15 00:34:46.396248, cost_time=0:00:15.536808 2021-04-15 00:34:20,630 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0786, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:25.719056, arrival_time=2021-04-15 00:34:46.349523, cost_time=0:00:17.737311 2021-04-15 00:34:22,824 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.0779, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:23.474866, arrival_time=2021-04-15 00:34:46.299539, cost_time=0:00:19.931525 2021-04-15 00:34:25,017 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.0783, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:21.239616, arrival_time=2021-04-15 00:34:46.257329, cost_time=0:00:22.124572 2021-04-15 00:34:27,210 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.50ms, fps=1168 images/s, loss=0.0797, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:19.011418, arrival_time=2021-04-15 00:34:46.221481, cost_time=0:00:24.316923 2021-04-15 00:34:29,402 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.88ms, fps=1168 images/s, loss=0.0797, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:16.788856, arrival_time=2021-04-15 00:34:46.190892, cost_time=0:00:26.508769 2021-04-15 00:34:31,596 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0811, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:14.572668, arrival_time=2021-04-15 00:34:46.169596, cost_time=0:00:28.703774 2021-04-15 00:34:33,790 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.0826, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:12.358976, arrival_time=2021-04-15 00:34:46.149513, cost_time=0:00:30.897395 2021-04-15 00:34:35,985 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.0826, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:10.148474, arrival_time=2021-04-15 00:34:46.134418, cost_time=0:00:33.092797 2021-04-15 00:34:38,177 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.33ms, fps=1169 images/s, loss=0.0835, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:07.938864, arrival_time=2021-04-15 00:34:46.115890, cost_time=0:00:35.283891 2021-04-15 00:34:40,371 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0835, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:05.731934, arrival_time=2021-04-15 00:34:46.103119, cost_time=0:00:37.478046 2021-04-15 00:34:42,579 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.0847, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:03.527680, arrival_time=2021-04-15 00:34:46.107250, cost_time=0:00:39.686353 2021-04-15 00:34:44,781 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=2.05ms, fps=1163 images/s, loss=0.0852, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:01.322772, arrival_time=2021-04-15 00:34:46.103719, cost_time=0:00:41.887709 2021-04-15 00:34:45,959 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.91ms, fps=1155 images/s, loss=0.0861, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:45.959452, cost_time=0:00:43.066227 2021-04-15 00:34:46,769 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.22ms, fps=3170 images/s, loss=0.3174, top1-acc=90.51%, top5-acc=99.65%, remaining_time=0:00:02.422590, arrival_time=2021-04-15 00:34:49.191624, cost_time=0:00:00.807531 2021-04-15 00:34:47,459 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.89ms, fps=3713 images/s, loss=0.3133, top1-acc=90.53%, top5-acc=99.69%, remaining_time=0:00:01.497420, arrival_time=2021-04-15 00:34:48.956464, cost_time=0:00:01.497415 2021-04-15 00:34:48,152 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.80ms, fps=3694 images/s, loss=0.3103, top1-acc=90.64%, top5-acc=99.73%, remaining_time=0:00:00.730390, arrival_time=2021-04-15 00:34:48.883097, cost_time=0:00:02.191174 2021-04-15 00:34:48,787 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.09ms, fps=3655 images/s, loss=0.3190, top1-acc=90.59%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:34:48.787858, cost_time=0:00:02.826374 2021-04-15 00:34:48,980 INFO : Epoch=0149 complete, best val top1-acc=91.14%, top5-acc=99.76% (epoch=147), remaining_time=0:39:18.671715, arrival_time=2021-04-15 01:14:07.652317, cost_time=1:54:51.021224 2021-04-15 00:34:48,981 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 00:34:51,370 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.47ms, fps=1072 images/s, loss=0.0815, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:44.423124, arrival_time=2021-04-15 00:35:35.793619, cost_time=0:00:02.388344 2021-04-15 00:34:53,576 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=2.12ms, fps=1161 images/s, loss=0.0827, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:40.432480, arrival_time=2021-04-15 00:35:34.009287, cost_time=0:00:04.594602 2021-04-15 00:34:55,781 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.0831, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:37.624398, arrival_time=2021-04-15 00:35:33.406135, cost_time=0:00:06.799579 2021-04-15 00:34:57,978 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.0803, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:35.085336, arrival_time=2021-04-15 00:35:33.063743, cost_time=0:00:08.996243 2021-04-15 00:35:00,172 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.0798, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:32.675384, arrival_time=2021-04-15 00:35:32.847783, cost_time=0:00:11.190209 2021-04-15 00:35:02,369 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0801, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:30.343912, arrival_time=2021-04-15 00:35:32.713002, cost_time=0:00:13.387024 2021-04-15 00:35:04,573 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.0809, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:28.064484, arrival_time=2021-04-15 00:35:32.638025, cost_time=0:00:15.591381 2021-04-15 00:35:06,767 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.0830, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:25.788656, arrival_time=2021-04-15 00:35:32.556081, cost_time=0:00:17.785275 2021-04-15 00:35:08,961 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.0848, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:23.531470, arrival_time=2021-04-15 00:35:32.493143, cost_time=0:00:19.979591 2021-04-15 00:35:11,165 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.0856, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:21.295776, arrival_time=2021-04-15 00:35:32.461098, cost_time=0:00:22.183120 2021-04-15 00:35:13,359 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0853, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:19.059062, arrival_time=2021-04-15 00:35:32.419011, cost_time=0:00:24.377877 2021-04-15 00:35:15,552 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.0858, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:16.827768, arrival_time=2021-04-15 00:35:32.380180, cost_time=0:00:26.570157 2021-04-15 00:35:17,755 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.0857, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:14.608242, arrival_time=2021-04-15 00:35:32.364091, cost_time=0:00:28.773773 2021-04-15 00:35:19,952 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0854, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:12.388208, arrival_time=2021-04-15 00:35:32.340832, cost_time=0:00:30.970555 2021-04-15 00:35:22,146 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.0857, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:10.170324, arrival_time=2021-04-15 00:35:32.316552, cost_time=0:00:33.164079 2021-04-15 00:35:24,344 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.0864, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:07.956432, arrival_time=2021-04-15 00:35:32.300486, cost_time=0:00:35.361971 2021-04-15 00:35:26,539 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.0857, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:05.744050, arrival_time=2021-04-15 00:35:32.283352, cost_time=0:00:37.557237 2021-04-15 00:35:28,738 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=2.14ms, fps=1164 images/s, loss=0.0858, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:03.533904, arrival_time=2021-04-15 00:35:32.272552, cost_time=0:00:39.756500 2021-04-15 00:35:30,940 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.23ms, fps=1163 images/s, loss=0.0857, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:01.324992, arrival_time=2021-04-15 00:35:32.265074, cost_time=0:00:41.958005 2021-04-15 00:35:32,116 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.18ms, fps=1157 images/s, loss=0.0861, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:32.116408, cost_time=0:00:43.134342 2021-04-15 00:35:32,932 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.21ms, fps=3145 images/s, loss=0.3521, top1-acc=89.96%, top5-acc=99.53%, remaining_time=0:00:02.442240, arrival_time=2021-04-15 00:35:35.374608, cost_time=0:00:00.814077 2021-04-15 00:35:33,619 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.30ms, fps=3728 images/s, loss=0.3221, top1-acc=90.53%, top5-acc=99.63%, remaining_time=0:00:01.501200, arrival_time=2021-04-15 00:35:35.120693, cost_time=0:00:01.501199 2021-04-15 00:35:34,306 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.56ms, fps=3728 images/s, loss=0.3085, top1-acc=90.83%, top5-acc=99.66%, remaining_time=0:00:00.729440, arrival_time=2021-04-15 00:35:35.036030, cost_time=0:00:02.188309 2021-04-15 00:35:34,932 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.08ms, fps=3706 images/s, loss=0.2957, top1-acc=91.02%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 00:35:34.932886, cost_time=0:00:02.814629 2021-04-15 00:35:35,112 INFO : Epoch=0150 complete, best val top1-acc=91.14%, top5-acc=99.76% (epoch=147), remaining_time=0:38:32.384250, arrival_time=2021-04-15 01:14:07.496440, cost_time=1:55:37.152804 2021-04-15 00:35:35,113 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 00:35:37,478 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.61ms, fps=1083 images/s, loss=0.0641, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:43.984722, arrival_time=2021-04-15 00:36:21.463072, cost_time=0:00:02.364767 2021-04-15 00:35:39,671 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.0677, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:40.111984, arrival_time=2021-04-15 00:36:19.783831, cost_time=0:00:04.558185 2021-04-15 00:35:41,867 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.0695, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:37.368426, arrival_time=2021-04-15 00:36:19.235392, cost_time=0:00:06.753331 2021-04-15 00:35:44,068 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.87ms, fps=1163 images/s, loss=0.0692, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:34.924188, arrival_time=2021-04-15 00:36:18.992682, cost_time=0:00:08.954919 2021-04-15 00:35:46,261 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.55ms, fps=1168 images/s, loss=0.0694, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:32.551722, arrival_time=2021-04-15 00:36:18.813147, cost_time=0:00:11.147848 2021-04-15 00:35:48,453 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.0696, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:30.237424, arrival_time=2021-04-15 00:36:18.691020, cost_time=0:00:13.340017 2021-04-15 00:35:50,647 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.72ms, fps=1167 images/s, loss=0.0699, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:27.960660, arrival_time=2021-04-15 00:36:18.608008, cost_time=0:00:15.533687 2021-04-15 00:35:52,839 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0693, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:25.702352, arrival_time=2021-04-15 00:36:18.541678, cost_time=0:00:17.725755 2021-04-15 00:35:55,030 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.31ms, fps=1169 images/s, loss=0.0703, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:23.457164, arrival_time=2021-04-15 00:36:18.487221, cost_time=0:00:19.916481 2021-04-15 00:35:57,229 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.0715, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:21.231456, arrival_time=2021-04-15 00:36:18.461137, cost_time=0:00:22.116097 2021-04-15 00:35:59,437 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.0731, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:19.016664, arrival_time=2021-04-15 00:36:18.453978, cost_time=0:00:24.323689 2021-04-15 00:36:01,639 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=2.63ms, fps=1163 images/s, loss=0.0731, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:16.799420, arrival_time=2021-04-15 00:36:18.438531, cost_time=0:00:26.525445 2021-04-15 00:36:03,904 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.37ms, fps=1130 images/s, loss=0.0730, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:14.616954, arrival_time=2021-04-15 00:36:18.521491, cost_time=0:00:28.790934 2021-04-15 00:36:06,100 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0741, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:12.394760, arrival_time=2021-04-15 00:36:18.495198, cost_time=0:00:30.986866 2021-04-15 00:36:08,294 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.0747, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:10.175476, arrival_time=2021-04-15 00:36:18.470026, cost_time=0:00:33.180973 2021-04-15 00:36:10,494 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.0754, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:07.960788, arrival_time=2021-04-15 00:36:18.455632, cost_time=0:00:35.381274 2021-04-15 00:36:12,688 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.0755, top1-acc=97.45%, top5-acc=100.00%, remaining_time=0:00:05.746676, arrival_time=2021-04-15 00:36:18.434651, cost_time=0:00:37.574402 2021-04-15 00:36:14,879 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.0755, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:03.534768, arrival_time=2021-04-15 00:36:18.414445, cost_time=0:00:39.766096 2021-04-15 00:36:17,084 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.0760, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:00:01.325394, arrival_time=2021-04-15 00:36:18.409794, cost_time=0:00:41.970748 2021-04-15 00:36:18,274 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.67ms, fps=1143 images/s, loss=0.0763, top1-acc=97.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:18.274463, cost_time=0:00:43.160840 2021-04-15 00:36:19,104 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.22ms, fps=3097 images/s, loss=0.3454, top1-acc=90.08%, top5-acc=99.57%, remaining_time=0:00:02.480010, arrival_time=2021-04-15 00:36:21.584233, cost_time=0:00:00.826669 2021-04-15 00:36:19,791 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.71ms, fps=3727 images/s, loss=0.3087, top1-acc=90.80%, top5-acc=99.65%, remaining_time=0:00:01.514000, arrival_time=2021-04-15 00:36:21.305538, cost_time=0:00:01.513996 2021-04-15 00:36:20,477 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.44ms, fps=3735 images/s, loss=0.2888, top1-acc=91.39%, top5-acc=99.70%, remaining_time=0:00:00.733220, arrival_time=2021-04-15 00:36:21.210414, cost_time=0:00:02.199652 2021-04-15 00:36:21,104 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.07ms, fps=3703 images/s, loss=0.2833, top1-acc=91.39%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 00:36:21.104035, cost_time=0:00:02.826525 2021-04-15 00:36:21,700 INFO : Epoch=0151 complete, best val top1-acc=91.39%, top5-acc=99.69% (epoch=151), remaining_time=0:37:46.247207, arrival_time=2021-04-15 01:14:07.947921, cost_time=1:56:23.741334 2021-04-15 00:36:21,701 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 00:36:24,077 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.24ms, fps=1078 images/s, loss=0.0686, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:44.182440, arrival_time=2021-04-15 00:37:08.259867, cost_time=0:00:02.375397 2021-04-15 00:36:26,271 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0701, top1-acc=97.48%, top5-acc=100.00%, remaining_time=0:00:40.212128, arrival_time=2021-04-15 00:37:06.483701, cost_time=0:00:04.569552 2021-04-15 00:36:28,467 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=6.31ms, fps=1166 images/s, loss=0.0722, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:37.435988, arrival_time=2021-04-15 00:37:05.903558, cost_time=0:00:06.765549 2021-04-15 00:36:30,660 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.0697, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:34.939632, arrival_time=2021-04-15 00:37:05.600544, cost_time=0:00:08.958886 2021-04-15 00:36:32,856 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0694, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:32.569972, arrival_time=2021-04-15 00:37:05.426089, cost_time=0:00:11.154090 2021-04-15 00:36:35,047 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.0708, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:30.249664, arrival_time=2021-04-15 00:37:05.297122, cost_time=0:00:13.345416 2021-04-15 00:36:37,240 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.63ms, fps=1168 images/s, loss=0.0710, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:27.969228, arrival_time=2021-04-15 00:37:05.209797, cost_time=0:00:15.538447 2021-04-15 00:36:39,437 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0701, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:25.716852, arrival_time=2021-04-15 00:37:05.154646, cost_time=0:00:17.735749 2021-04-15 00:36:41,634 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0709, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:23.475396, arrival_time=2021-04-15 00:37:05.109400, cost_time=0:00:19.931985 2021-04-15 00:36:43,825 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.45ms, fps=1168 images/s, loss=0.0714, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:21.238368, arrival_time=2021-04-15 00:37:05.063719, cost_time=0:00:22.123329 2021-04-15 00:36:46,017 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.0717, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:19.009956, arrival_time=2021-04-15 00:37:05.027064, cost_time=0:00:24.315088 2021-04-15 00:36:48,207 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.36ms, fps=1169 images/s, loss=0.0727, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:16.786956, arrival_time=2021-04-15 00:37:04.994654, cost_time=0:00:26.505681 2021-04-15 00:36:50,412 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.0721, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:14.575770, arrival_time=2021-04-15 00:37:04.987742, cost_time=0:00:28.709912 2021-04-15 00:36:52,610 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0731, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:12.363512, arrival_time=2021-04-15 00:37:04.974381, cost_time=0:00:30.908800 2021-04-15 00:36:54,807 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.82ms, fps=1166 images/s, loss=0.0728, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:10.152292, arrival_time=2021-04-15 00:37:04.959574, cost_time=0:00:33.105254 2021-04-15 00:36:57,008 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.95ms, fps=1163 images/s, loss=0.0731, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:07.943904, arrival_time=2021-04-15 00:37:04.952305, cost_time=0:00:35.306269 2021-04-15 00:36:59,205 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=2.17ms, fps=1166 images/s, loss=0.0733, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:05.735808, arrival_time=2021-04-15 00:37:04.941323, cost_time=0:00:37.503363 2021-04-15 00:37:01,439 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.39ms, fps=1146 images/s, loss=0.0728, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:03.532192, arrival_time=2021-04-15 00:37:04.971328, cost_time=0:00:39.737094 2021-04-15 00:37:03,642 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.26ms, fps=1162 images/s, loss=0.0729, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:01.324446, arrival_time=2021-04-15 00:37:04.967347, cost_time=0:00:41.940800 2021-04-15 00:37:04,822 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.24ms, fps=1153 images/s, loss=0.0738, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:04.822665, cost_time=0:00:43.120565 2021-04-15 00:37:05,656 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.28ms, fps=3080 images/s, loss=0.2725, top1-acc=91.87%, top5-acc=99.49%, remaining_time=0:00:02.493750, arrival_time=2021-04-15 00:37:08.149674, cost_time=0:00:00.831252 2021-04-15 00:37:06,345 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.90ms, fps=3716 images/s, loss=0.2853, top1-acc=91.43%, top5-acc=99.63%, remaining_time=0:00:01.520780, arrival_time=2021-04-15 00:37:07.866171, cost_time=0:00:01.520786 2021-04-15 00:37:07,033 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.29ms, fps=3725 images/s, loss=0.2846, top1-acc=91.46%, top5-acc=99.64%, remaining_time=0:00:00.736120, arrival_time=2021-04-15 00:37:07.769181, cost_time=0:00:02.208370 2021-04-15 00:37:07,660 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.08ms, fps=3699 images/s, loss=0.2890, top1-acc=91.49%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:07.660653, cost_time=0:00:02.836070 2021-04-15 00:37:07,981 INFO : Epoch=0152 complete, best val top1-acc=91.49%, top5-acc=99.65% (epoch=152), remaining_time=0:37:00.007008, arrival_time=2021-04-15 01:14:07.988660, cost_time=1:57:10.022260 2021-04-15 00:37:07,983 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 00:37:10,349 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=3.43ms, fps=1082 images/s, loss=0.0680, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:44.009460, arrival_time=2021-04-15 00:37:54.358792, cost_time=0:00:02.366095 2021-04-15 00:37:12,556 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.87ms, fps=1164 images/s, loss=0.0689, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:40.247328, arrival_time=2021-04-15 00:37:52.804132, cost_time=0:00:04.573569 2021-04-15 00:37:14,752 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.0672, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:37.454414, arrival_time=2021-04-15 00:37:52.206514, cost_time=0:00:06.768862 2021-04-15 00:37:16,945 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.0697, top1-acc=97.59%, top5-acc=100.00%, remaining_time=0:00:34.953672, arrival_time=2021-04-15 00:37:51.899390, cost_time=0:00:08.962496 2021-04-15 00:37:19,138 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0676, top1-acc=97.68%, top5-acc=100.00%, remaining_time=0:00:32.573476, arrival_time=2021-04-15 00:37:51.711923, cost_time=0:00:11.155281 2021-04-15 00:37:21,333 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.0671, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:30.260000, arrival_time=2021-04-15 00:37:51.593262, cost_time=0:00:13.350022 2021-04-15 00:37:23,529 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0664, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:27.983718, arrival_time=2021-04-15 00:37:51.513348, cost_time=0:00:15.546479 2021-04-15 00:37:25,733 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.0659, top1-acc=97.74%, top5-acc=100.00%, remaining_time=0:00:25.737384, arrival_time=2021-04-15 00:37:51.470521, cost_time=0:00:17.749897 2021-04-15 00:37:27,926 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.0666, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:23.488964, arrival_time=2021-04-15 00:37:51.415533, cost_time=0:00:19.943425 2021-04-15 00:37:30,126 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.0669, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:21.257376, arrival_time=2021-04-15 00:37:51.383681, cost_time=0:00:22.143069 2021-04-15 00:37:32,322 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.70ms, fps=1166 images/s, loss=0.0671, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:19.029220, arrival_time=2021-04-15 00:37:51.352033, cost_time=0:00:24.339663 2021-04-15 00:37:34,515 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.0671, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:16.804056, arrival_time=2021-04-15 00:37:51.319963, cost_time=0:00:26.532755 2021-04-15 00:37:36,711 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.0680, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:14.585076, arrival_time=2021-04-15 00:37:51.296518, cost_time=0:00:28.728203 2021-04-15 00:37:38,908 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=7.06ms, fps=1165 images/s, loss=0.0689, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:12.370232, arrival_time=2021-04-15 00:37:51.278986, cost_time=0:00:30.925602 2021-04-15 00:37:41,103 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.0697, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:10.156984, arrival_time=2021-04-15 00:37:51.260718, cost_time=0:00:33.120586 2021-04-15 00:37:43,305 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.0700, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:07.947576, arrival_time=2021-04-15 00:37:51.253382, cost_time=0:00:35.322576 2021-04-15 00:37:45,499 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.46ms, fps=1168 images/s, loss=0.0715, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:05.737706, arrival_time=2021-04-15 00:37:51.236676, cost_time=0:00:37.515808 2021-04-15 00:37:47,698 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0727, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:03.530224, arrival_time=2021-04-15 00:37:51.228354, cost_time=0:00:39.714982 2021-04-15 00:37:49,890 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.0730, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:01.323396, arrival_time=2021-04-15 00:37:51.214079, cost_time=0:00:41.907535 2021-04-15 00:37:51,069 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.66ms, fps=1154 images/s, loss=0.0732, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:51.069287, cost_time=0:00:43.086026 2021-04-15 00:37:51,930 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=2.16ms, fps=2981 images/s, loss=0.2603, top1-acc=91.87%, top5-acc=99.80%, remaining_time=0:00:02.576400, arrival_time=2021-04-15 00:37:54.506978, cost_time=0:00:00.858805 2021-04-15 00:37:52,617 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.31ms, fps=3731 images/s, loss=0.2793, top1-acc=91.50%, top5-acc=99.73%, remaining_time=0:00:01.545380, arrival_time=2021-04-15 00:37:54.162537, cost_time=0:00:01.545386 2021-04-15 00:37:53,303 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.36ms, fps=3733 images/s, loss=0.2701, top1-acc=91.71%, top5-acc=99.79%, remaining_time=0:00:00.743840, arrival_time=2021-04-15 00:37:54.047113, cost_time=0:00:02.231519 2021-04-15 00:37:53,929 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=3709 images/s, loss=0.2640, top1-acc=91.77%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:37:53.929122, cost_time=0:00:02.857390 2021-04-15 00:37:54,239 INFO : Epoch=0153 complete, best val top1-acc=91.77%, top5-acc=99.79% (epoch=153), remaining_time=0:36:13.759212, arrival_time=2021-04-15 01:14:07.998555, cost_time=1:57:56.279949 2021-04-15 00:37:54,240 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 00:37:56,623 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.57ms, fps=1074 images/s, loss=0.0701, top1-acc=97.46%, top5-acc=100.00%, remaining_time=0:00:44.322684, arrival_time=2021-04-15 00:38:40.946389, cost_time=0:00:02.382942 2021-04-15 00:37:58,815 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.47ms, fps=1168 images/s, loss=0.0725, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:40.257888, arrival_time=2021-04-15 00:38:39.073403, cost_time=0:00:04.574764 2021-04-15 00:38:01,022 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.72ms, fps=1160 images/s, loss=0.0699, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:37.523802, arrival_time=2021-04-15 00:38:38.546052, cost_time=0:00:06.781405 2021-04-15 00:38:03,227 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.0689, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:35.046960, arrival_time=2021-04-15 00:38:38.274321, cost_time=0:00:08.986407 2021-04-15 00:38:05,434 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.0696, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:32.686042, arrival_time=2021-04-15 00:38:38.120734, cost_time=0:00:11.193856 2021-04-15 00:38:07,641 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.70ms, fps=1160 images/s, loss=0.0665, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:30.375192, arrival_time=2021-04-15 00:38:38.016839, cost_time=0:00:13.400811 2021-04-15 00:38:09,849 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.60ms, fps=1160 images/s, loss=0.0660, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:28.094598, arrival_time=2021-04-15 00:38:37.943537, cost_time=0:00:15.608108 2021-04-15 00:38:12,044 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.99ms, fps=1166 images/s, loss=0.0666, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:25.815800, arrival_time=2021-04-15 00:38:37.860631, cost_time=0:00:17.803996 2021-04-15 00:38:14,241 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0662, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:23.556804, arrival_time=2021-04-15 00:38:37.798605, cost_time=0:00:20.001036 2021-04-15 00:38:16,446 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.0661, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:21.316896, arrival_time=2021-04-15 00:38:37.762893, cost_time=0:00:22.205118 2021-04-15 00:38:18,643 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.0669, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:19.078326, arrival_time=2021-04-15 00:38:37.721775, cost_time=0:00:24.402549 2021-04-15 00:38:20,844 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.0670, top1-acc=97.69%, top5-acc=99.98%, remaining_time=0:00:16.849124, arrival_time=2021-04-15 00:38:37.693996, cost_time=0:00:26.603896 2021-04-15 00:38:23,043 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0670, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:14.622696, arrival_time=2021-04-15 00:38:37.665877, cost_time=0:00:28.802236 2021-04-15 00:38:25,237 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0673, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:12.398680, arrival_time=2021-04-15 00:38:37.636105, cost_time=0:00:30.996665 2021-04-15 00:38:27,432 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.0677, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:10.178696, arrival_time=2021-04-15 00:38:37.610951, cost_time=0:00:33.191420 2021-04-15 00:38:29,632 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.0677, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:07.963164, arrival_time=2021-04-15 00:38:37.595811, cost_time=0:00:35.391794 2021-04-15 00:38:31,825 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.32ms, fps=1168 images/s, loss=0.0679, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:05.748236, arrival_time=2021-04-15 00:38:37.573683, cost_time=0:00:37.584698 2021-04-15 00:38:34,022 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0673, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:03.536160, arrival_time=2021-04-15 00:38:37.558719, cost_time=0:00:39.781721 2021-04-15 00:38:36,219 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=2.00ms, fps=1166 images/s, loss=0.0675, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:01.325640, arrival_time=2021-04-15 00:38:37.545141, cost_time=0:00:41.978681 2021-04-15 00:38:37,396 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.21ms, fps=1156 images/s, loss=0.0677, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:37.396120, cost_time=0:00:43.155376 2021-04-15 00:38:38,204 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.27ms, fps=3174 images/s, loss=0.2979, top1-acc=91.41%, top5-acc=99.84%, remaining_time=0:00:02.419500, arrival_time=2021-04-15 00:38:40.623917, cost_time=0:00:00.806499 2021-04-15 00:38:38,890 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=2.07ms, fps=3736 images/s, loss=0.2870, top1-acc=91.46%, top5-acc=99.77%, remaining_time=0:00:01.492180, arrival_time=2021-04-15 00:38:40.382314, cost_time=0:00:01.492172 2021-04-15 00:38:39,581 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.44ms, fps=3707 images/s, loss=0.2922, top1-acc=91.41%, top5-acc=99.74%, remaining_time=0:00:00.727750, arrival_time=2021-04-15 00:38:40.308914, cost_time=0:00:02.183257 2021-04-15 00:38:40,211 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=3685 images/s, loss=0.2789, top1-acc=91.59%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:38:40.211220, cost_time=0:00:02.813268 2021-04-15 00:38:40,395 INFO : Epoch=0154 complete, best val top1-acc=91.77%, top5-acc=99.79% (epoch=153), remaining_time=0:35:27.481048, arrival_time=2021-04-15 01:14:07.876946, cost_time=1:58:42.436527 2021-04-15 00:38:40,397 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 00:38:42,757 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.53ms, fps=1085 images/s, loss=0.0649, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:43.884840, arrival_time=2021-04-15 00:39:26.641755, cost_time=0:00:02.359400 2021-04-15 00:38:44,958 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.0707, top1-acc=97.29%, top5-acc=100.00%, remaining_time=0:00:40.136624, arrival_time=2021-04-15 00:39:25.095172, cost_time=0:00:04.560980 2021-04-15 00:38:47,154 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.0673, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:37.390006, arrival_time=2021-04-15 00:39:24.544734, cost_time=0:00:06.757243 2021-04-15 00:38:49,355 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.0653, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:34.936356, arrival_time=2021-04-15 00:39:24.291976, cost_time=0:00:08.958053 2021-04-15 00:38:51,555 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0637, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:32.580338, arrival_time=2021-04-15 00:39:24.135558, cost_time=0:00:11.157670 2021-04-15 00:38:53,750 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.0621, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:30.266936, arrival_time=2021-04-15 00:39:24.017371, cost_time=0:00:13.353054 2021-04-15 00:38:55,944 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0616, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:27.983592, arrival_time=2021-04-15 00:39:23.927519, cost_time=0:00:15.546464 2021-04-15 00:38:58,136 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.0604, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:25.721840, arrival_time=2021-04-15 00:39:23.858514, cost_time=0:00:17.739216 2021-04-15 00:39:00,328 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.52ms, fps=1168 images/s, loss=0.0603, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:23.474336, arrival_time=2021-04-15 00:39:23.802794, cost_time=0:00:19.931076 2021-04-15 00:39:02,529 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0599, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:21.247008, arrival_time=2021-04-15 00:39:23.776791, cost_time=0:00:22.132308 2021-04-15 00:39:04,722 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.0602, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:19.017868, arrival_time=2021-04-15 00:39:23.740390, cost_time=0:00:24.325141 2021-04-15 00:39:06,917 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0597, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:16.795848, arrival_time=2021-04-15 00:39:23.713224, cost_time=0:00:26.519796 2021-04-15 00:39:09,110 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.0596, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:14.577288, arrival_time=2021-04-15 00:39:23.687573, cost_time=0:00:28.712904 2021-04-15 00:39:11,301 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.54ms, fps=1169 images/s, loss=0.0609, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:12.361496, arrival_time=2021-04-15 00:39:23.662643, cost_time=0:00:30.903775 2021-04-15 00:39:13,499 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0620, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:10.151142, arrival_time=2021-04-15 00:39:23.650097, cost_time=0:00:33.101501 2021-04-15 00:39:15,692 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0628, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:07.941384, arrival_time=2021-04-15 00:39:23.633862, cost_time=0:00:35.295088 2021-04-15 00:39:17,886 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.0637, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:05.733676, arrival_time=2021-04-15 00:39:23.620520, cost_time=0:00:37.489469 2021-04-15 00:39:20,090 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0640, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:03.528208, arrival_time=2021-04-15 00:39:23.618209, cost_time=0:00:39.692421 2021-04-15 00:39:22,290 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0649, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:01.322952, arrival_time=2021-04-15 00:39:23.613778, cost_time=0:00:41.893456 2021-04-15 00:39:23,475 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.24ms, fps=1148 images/s, loss=0.0655, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:23.475636, cost_time=0:00:43.078246 2021-04-15 00:39:24,340 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.26ms, fps=2969 images/s, loss=0.2895, top1-acc=91.68%, top5-acc=99.61%, remaining_time=0:00:02.586600, arrival_time=2021-04-15 00:39:26.926551, cost_time=0:00:00.862201 2021-04-15 00:39:25,029 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.43ms, fps=3715 images/s, loss=0.2944, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:01.551880, arrival_time=2021-04-15 00:39:26.581452, cost_time=0:00:01.551873 2021-04-15 00:39:25,720 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.34ms, fps=3709 images/s, loss=0.2928, top1-acc=91.35%, top5-acc=99.73%, remaining_time=0:00:00.747460, arrival_time=2021-04-15 00:39:26.467666, cost_time=0:00:02.242384 2021-04-15 00:39:26,352 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.06ms, fps=3674 images/s, loss=0.2898, top1-acc=91.51%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:39:26.352299, cost_time=0:00:02.874565 2021-04-15 00:39:26,538 INFO : Epoch=0155 complete, best val top1-acc=91.77%, top5-acc=99.79% (epoch=153), remaining_time=0:34:41.200320, arrival_time=2021-04-15 01:14:07.738512, cost_time=1:59:28.578817 2021-04-15 00:39:26,539 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 00:39:28,933 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=2.03ms, fps=1070 images/s, loss=0.0674, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:44.511288, arrival_time=2021-04-15 00:40:13.444195, cost_time=0:00:02.393082 2021-04-15 00:39:31,140 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.0630, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:40.489504, arrival_time=2021-04-15 00:40:11.630389, cost_time=0:00:04.601072 2021-04-15 00:39:33,339 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.0621, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:37.625228, arrival_time=2021-04-15 00:40:10.964900, cost_time=0:00:06.799740 2021-04-15 00:39:35,542 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.0616, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:35.109360, arrival_time=2021-04-15 00:40:10.651686, cost_time=0:00:09.002403 2021-04-15 00:39:37,735 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.0615, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:32.690276, arrival_time=2021-04-15 00:40:10.425341, cost_time=0:00:11.195324 2021-04-15 00:39:39,932 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0611, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:30.355608, arrival_time=2021-04-15 00:40:10.287592, cost_time=0:00:13.392167 2021-04-15 00:39:42,131 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.0596, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:28.064106, arrival_time=2021-04-15 00:40:10.195155, cost_time=0:00:15.591174 2021-04-15 00:39:44,330 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.0598, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:25.795500, arrival_time=2021-04-15 00:40:10.125439, cost_time=0:00:17.790013 2021-04-15 00:39:46,534 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.0602, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:23.549278, arrival_time=2021-04-15 00:40:10.083731, cost_time=0:00:19.994640 2021-04-15 00:39:48,731 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.61ms, fps=1166 images/s, loss=0.0605, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:21.303456, arrival_time=2021-04-15 00:40:10.034405, cost_time=0:00:22.191134 2021-04-15 00:39:50,927 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0605, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:19.066802, arrival_time=2021-04-15 00:40:09.994547, cost_time=0:00:24.387817 2021-04-15 00:39:53,125 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.0602, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:16.837496, arrival_time=2021-04-15 00:40:09.962780, cost_time=0:00:26.585542 2021-04-15 00:39:55,330 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.0607, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:14.616690, arrival_time=2021-04-15 00:40:09.946991, cost_time=0:00:28.790488 2021-04-15 00:39:57,523 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.32ms, fps=1168 images/s, loss=0.0604, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:12.393472, arrival_time=2021-04-15 00:40:09.916939, cost_time=0:00:30.983644 2021-04-15 00:39:59,715 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.0599, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:10.173774, arrival_time=2021-04-15 00:40:09.888880, cost_time=0:00:33.175377 2021-04-15 00:40:01,908 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.0603, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:07.957908, arrival_time=2021-04-15 00:40:09.866294, cost_time=0:00:35.368518 2021-04-15 00:40:04,106 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0608, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:05.745506, arrival_time=2021-04-15 00:40:09.852253, cost_time=0:00:37.566827 2021-04-15 00:40:06,300 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.0609, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:03.534304, arrival_time=2021-04-15 00:40:09.834985, cost_time=0:00:39.760950 2021-04-15 00:40:08,492 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.21ms, fps=1168 images/s, loss=0.0618, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:01.324836, arrival_time=2021-04-15 00:40:09.817738, cost_time=0:00:41.953172 2021-04-15 00:40:09,675 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.68ms, fps=1151 images/s, loss=0.0621, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:09.675309, cost_time=0:00:43.135460 2021-04-15 00:40:10,582 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.22ms, fps=2832 images/s, loss=0.3125, top1-acc=90.31%, top5-acc=99.65%, remaining_time=0:00:02.711520, arrival_time=2021-04-15 00:40:13.293508, cost_time=0:00:00.903845 2021-04-15 00:40:11,271 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.27ms, fps=3715 images/s, loss=0.3170, top1-acc=90.59%, top5-acc=99.71%, remaining_time=0:00:01.593320, arrival_time=2021-04-15 00:40:12.864859, cost_time=0:00:01.593315 2021-04-15 00:40:11,962 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.86ms, fps=3711 images/s, loss=0.3094, top1-acc=90.79%, top5-acc=99.70%, remaining_time=0:00:00.761220, arrival_time=2021-04-15 00:40:12.723116, cost_time=0:00:02.283657 2021-04-15 00:40:12,595 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.17ms, fps=3664 images/s, loss=0.3042, top1-acc=90.73%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:12.595741, cost_time=0:00:02.917563 2021-04-15 00:40:12,787 INFO : Epoch=0156 complete, best val top1-acc=91.77%, top5-acc=99.79% (epoch=153), remaining_time=0:33:54.951600, arrival_time=2021-04-15 01:14:07.739334, cost_time=2:00:14.828354 2021-04-15 00:40:12,789 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 00:40:15,146 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.73ms, fps=1086 images/s, loss=0.0612, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:43.835364, arrival_time=2021-04-15 00:40:58.982201, cost_time=0:00:02.356744 2021-04-15 00:40:17,349 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.72ms, fps=1163 images/s, loss=0.0667, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:00:40.118320, arrival_time=2021-04-15 00:40:57.467419, cost_time=0:00:04.558901 2021-04-15 00:40:19,550 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.0626, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:37.407104, arrival_time=2021-04-15 00:40:56.957509, cost_time=0:00:06.760306 2021-04-15 00:40:21,745 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.0582, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:34.924812, arrival_time=2021-04-15 00:40:56.669971, cost_time=0:00:08.955063 2021-04-15 00:40:23,968 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.42ms, fps=1152 images/s, loss=0.0574, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:32.640928, arrival_time=2021-04-15 00:40:56.609421, cost_time=0:00:11.178392 2021-04-15 00:40:26,167 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.0567, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:30.320928, arrival_time=2021-04-15 00:40:56.487865, cost_time=0:00:13.376854 2021-04-15 00:40:28,363 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0570, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:28.031976, arrival_time=2021-04-15 00:40:56.395446, cost_time=0:00:15.573342 2021-04-15 00:40:30,559 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.0566, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:25.765224, arrival_time=2021-04-15 00:40:56.324449, cost_time=0:00:17.769132 2021-04-15 00:40:32,753 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0571, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:23.511860, arrival_time=2021-04-15 00:40:56.264860, cost_time=0:00:19.962911 2021-04-15 00:40:34,949 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.0569, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:21.273312, arrival_time=2021-04-15 00:40:56.223107, cost_time=0:00:22.159695 2021-04-15 00:40:37,143 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.63ms, fps=1167 images/s, loss=0.0568, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:19.039884, arrival_time=2021-04-15 00:40:56.183352, cost_time=0:00:24.353371 2021-04-15 00:40:39,338 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.0571, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:16.814316, arrival_time=2021-04-15 00:40:56.153186, cost_time=0:00:26.548869 2021-04-15 00:40:41,537 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0576, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:14.594910, arrival_time=2021-04-15 00:40:56.132563, cost_time=0:00:28.747497 2021-04-15 00:40:43,742 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.98ms, fps=1161 images/s, loss=0.0578, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:12.381040, arrival_time=2021-04-15 00:40:56.123723, cost_time=0:00:30.952647 2021-04-15 00:40:45,941 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0580, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:10.166322, arrival_time=2021-04-15 00:40:56.107461, cost_time=0:00:33.151045 2021-04-15 00:40:48,137 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0582, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:07.953264, arrival_time=2021-04-15 00:40:56.091160, cost_time=0:00:35.347890 2021-04-15 00:40:50,334 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.69ms, fps=1166 images/s, loss=0.0587, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:05.742100, arrival_time=2021-04-15 00:40:56.076686, cost_time=0:00:37.544500 2021-04-15 00:40:52,538 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.0589, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:03.533216, arrival_time=2021-04-15 00:40:56.071928, cost_time=0:00:39.748708 2021-04-15 00:40:54,735 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.25ms, fps=1166 images/s, loss=0.0592, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:01.324596, arrival_time=2021-04-15 00:40:56.060089, cost_time=0:00:41.945478 2021-04-15 00:40:55,913 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.23ms, fps=1155 images/s, loss=0.0593, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:55.913686, cost_time=0:00:43.123620 2021-04-15 00:40:56,720 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.22ms, fps=3180 images/s, loss=0.3008, top1-acc=91.45%, top5-acc=99.73%, remaining_time=0:00:02.415270, arrival_time=2021-04-15 00:40:59.136032, cost_time=0:00:00.805089 2021-04-15 00:40:57,408 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.37ms, fps=3728 images/s, loss=0.2720, top1-acc=92.09%, top5-acc=99.75%, remaining_time=0:00:01.492520, arrival_time=2021-04-15 00:40:58.900514, cost_time=0:00:01.492513 2021-04-15 00:40:58,099 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.46ms, fps=3705 images/s, loss=0.2814, top1-acc=91.58%, top5-acc=99.75%, remaining_time=0:00:00.727940, arrival_time=2021-04-15 00:40:58.827303, cost_time=0:00:02.183813 2021-04-15 00:40:58,727 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.09ms, fps=3694 images/s, loss=0.2819, top1-acc=91.65%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:40:58.727833, cost_time=0:00:02.812373 2021-04-15 00:40:58,918 INFO : Epoch=0157 complete, best val top1-acc=91.77%, top5-acc=99.79% (epoch=153), remaining_time=0:33:08.670321, arrival_time=2021-04-15 01:14:07.588824, cost_time=2:01:00.959097 2021-04-15 00:40:58,920 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 00:41:01,281 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.63ms, fps=1084 images/s, loss=0.0468, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:43.913670, arrival_time=2021-04-15 00:41:45.195126, cost_time=0:00:02.360952 2021-04-15 00:41:03,479 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0489, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:40.118144, arrival_time=2021-04-15 00:41:43.597585, cost_time=0:00:04.558871 2021-04-15 00:41:05,683 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=2.16ms, fps=1162 images/s, loss=0.0524, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:37.422542, arrival_time=2021-04-15 00:41:43.106203, cost_time=0:00:06.763096 2021-04-15 00:41:07,878 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0519, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:34.933704, arrival_time=2021-04-15 00:41:42.811652, cost_time=0:00:08.957373 2021-04-15 00:41:10,073 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.0515, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:32.565008, arrival_time=2021-04-15 00:41:42.637947, cost_time=0:00:11.152377 2021-04-15 00:41:12,268 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.0501, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:30.254832, arrival_time=2021-04-15 00:41:42.523104, cost_time=0:00:13.347703 2021-04-15 00:41:14,461 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.0497, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:27.973386, arrival_time=2021-04-15 00:41:42.434672, cost_time=0:00:15.540803 2021-04-15 00:41:16,658 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0502, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:25.719868, arrival_time=2021-04-15 00:41:42.378291, cost_time=0:00:17.737855 2021-04-15 00:41:18,851 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.47ms, fps=1168 images/s, loss=0.0501, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:23.473488, arrival_time=2021-04-15 00:41:42.324482, cost_time=0:00:19.930313 2021-04-15 00:41:21,048 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0507, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:21.243168, arrival_time=2021-04-15 00:41:42.291968, cost_time=0:00:22.128321 2021-04-15 00:41:23,241 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.77ms, fps=1168 images/s, loss=0.0516, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:19.014514, arrival_time=2021-04-15 00:41:42.255921, cost_time=0:00:24.320850 2021-04-15 00:41:25,441 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.90ms, fps=1164 images/s, loss=0.0515, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:16.796760, arrival_time=2021-04-15 00:41:42.238395, cost_time=0:00:26.521147 2021-04-15 00:41:27,640 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.0518, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:14.580984, arrival_time=2021-04-15 00:41:42.221701, cost_time=0:00:28.720155 2021-04-15 00:41:29,839 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.0523, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:12.367712, arrival_time=2021-04-15 00:41:42.207440, cost_time=0:00:30.919230 2021-04-15 00:41:32,038 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.0528, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:10.156156, arrival_time=2021-04-15 00:41:42.194516, cost_time=0:00:33.117873 2021-04-15 00:41:34,235 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0529, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:07.945884, arrival_time=2021-04-15 00:41:42.181544, cost_time=0:00:35.315092 2021-04-15 00:41:36,431 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.0529, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:05.736900, arrival_time=2021-04-15 00:41:42.167960, cost_time=0:00:37.510563 2021-04-15 00:41:38,622 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.51ms, fps=1168 images/s, loss=0.0529, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:03.529072, arrival_time=2021-04-15 00:41:42.151625, cost_time=0:00:39.702072 2021-04-15 00:41:40,829 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.91ms, fps=1160 images/s, loss=0.0530, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:01.323444, arrival_time=2021-04-15 00:41:42.153127, cost_time=0:00:41.909106 2021-04-15 00:41:42,012 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.35ms, fps=1151 images/s, loss=0.0528, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:42.012266, cost_time=0:00:43.091785 2021-04-15 00:41:42,888 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.21ms, fps=2929 images/s, loss=0.3151, top1-acc=90.66%, top5-acc=99.80%, remaining_time=0:00:02.622030, arrival_time=2021-04-15 00:41:45.510229, cost_time=0:00:00.874009 2021-04-15 00:41:43,575 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=2.00ms, fps=3726 images/s, loss=0.3035, top1-acc=90.78%, top5-acc=99.80%, remaining_time=0:00:01.561340, arrival_time=2021-04-15 00:41:45.136976, cost_time=0:00:01.561335 2021-04-15 00:41:44,265 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.29ms, fps=3715 images/s, loss=0.2976, top1-acc=91.12%, top5-acc=99.77%, remaining_time=0:00:00.750330, arrival_time=2021-04-15 00:41:45.015515, cost_time=0:00:02.250993 2021-04-15 00:41:44,894 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=3688 images/s, loss=0.2808, top1-acc=91.42%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:41:44.894648, cost_time=0:00:02.880397 2021-04-15 00:41:45,080 INFO : Epoch=0158 complete, best val top1-acc=91.77%, top5-acc=99.79% (epoch=153), remaining_time=0:32:22.399242, arrival_time=2021-04-15 01:14:07.479538, cost_time=2:01:47.120923 2021-04-15 00:41:45,081 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 00:41:47,455 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.37ms, fps=1078 images/s, loss=0.0573, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:44.150262, arrival_time=2021-04-15 00:42:31.605805, cost_time=0:00:02.373672 2021-04-15 00:41:49,658 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.0485, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:40.271616, arrival_time=2021-04-15 00:42:29.929868, cost_time=0:00:04.576310 2021-04-15 00:41:51,859 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.0503, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:37.502056, arrival_time=2021-04-15 00:42:29.361444, cost_time=0:00:06.777495 2021-04-15 00:41:54,057 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0505, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:35.004528, arrival_time=2021-04-15 00:42:29.061961, cost_time=0:00:08.975529 2021-04-15 00:41:56,251 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=2.29ms, fps=1167 images/s, loss=0.0530, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:32.616254, arrival_time=2021-04-15 00:42:28.868063, cost_time=0:00:11.169955 2021-04-15 00:41:58,444 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.47ms, fps=1168 images/s, loss=0.0507, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:30.288832, arrival_time=2021-04-15 00:42:28.733325, cost_time=0:00:13.362693 2021-04-15 00:42:00,644 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=2.33ms, fps=1164 images/s, loss=0.0495, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:28.012824, arrival_time=2021-04-15 00:42:28.657385, cost_time=0:00:15.562693 2021-04-15 00:42:02,844 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0491, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:25.755480, arrival_time=2021-04-15 00:42:28.599716, cost_time=0:00:17.762376 2021-04-15 00:42:05,037 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.0491, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:23.503698, arrival_time=2021-04-15 00:42:28.541454, cost_time=0:00:19.955967 2021-04-15 00:42:07,232 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.0490, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:21.264384, arrival_time=2021-04-15 00:42:28.496711, cost_time=0:00:22.150433 2021-04-15 00:42:09,430 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0489, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:19.036272, arrival_time=2021-04-15 00:42:28.466816, cost_time=0:00:24.348754 2021-04-15 00:42:11,624 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0492, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:16.810668, arrival_time=2021-04-15 00:42:28.435549, cost_time=0:00:26.543103 2021-04-15 00:42:13,825 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.0498, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:14.592996, arrival_time=2021-04-15 00:42:28.418676, cost_time=0:00:28.743815 2021-04-15 00:42:16,017 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.67ms, fps=1168 images/s, loss=0.0499, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:12.374376, arrival_time=2021-04-15 00:42:28.392139, cost_time=0:00:30.935985 2021-04-15 00:42:18,216 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0500, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:10.161170, arrival_time=2021-04-15 00:42:28.377337, cost_time=0:00:33.134305 2021-04-15 00:42:20,420 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.94ms, fps=1161 images/s, loss=0.0501, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:07.951284, arrival_time=2021-04-15 00:42:28.372194, cost_time=0:00:35.339113 2021-04-15 00:42:22,627 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=3.31ms, fps=1160 images/s, loss=0.0502, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:05.742308, arrival_time=2021-04-15 00:42:28.369925, cost_time=0:00:37.545827 2021-04-15 00:42:24,834 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0498, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:03.533520, arrival_time=2021-04-15 00:42:28.367557, cost_time=0:00:39.752168 2021-04-15 00:42:27,029 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.31ms, fps=1166 images/s, loss=0.0504, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:01.324668, arrival_time=2021-04-15 00:42:28.354509, cost_time=0:00:41.947861 2021-04-15 00:42:28,210 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.40ms, fps=1152 images/s, loss=0.0503, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:28.210883, cost_time=0:00:43.129089 2021-04-15 00:42:29,034 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.22ms, fps=3115 images/s, loss=0.2401, top1-acc=92.93%, top5-acc=99.73%, remaining_time=0:00:02.465700, arrival_time=2021-04-15 00:42:31.500529, cost_time=0:00:00.821895 2021-04-15 00:42:29,721 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.36ms, fps=3731 images/s, loss=0.2684, top1-acc=92.11%, top5-acc=99.69%, remaining_time=0:00:01.508520, arrival_time=2021-04-15 00:42:31.229893, cost_time=0:00:01.508520 2021-04-15 00:42:30,408 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.50ms, fps=3726 images/s, loss=0.2671, top1-acc=92.17%, top5-acc=99.73%, remaining_time=0:00:00.731970, arrival_time=2021-04-15 00:42:31.140814, cost_time=0:00:02.195905 2021-04-15 00:42:31,039 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.10ms, fps=3682 images/s, loss=0.2696, top1-acc=92.12%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:42:31.039367, cost_time=0:00:02.826549 2021-04-15 00:42:31,359 INFO : Epoch=0159 complete, best val top1-acc=92.12%, top5-acc=99.70% (epoch=159), remaining_time=0:31:36.159677, arrival_time=2021-04-15 01:14:07.518798, cost_time=2:02:33.399703 2021-04-15 00:42:31,361 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 00:42:33,750 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.36ms, fps=1071 images/s, loss=0.0501, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:44.440050, arrival_time=2021-04-15 00:43:18.190593, cost_time=0:00:02.389250 2021-04-15 00:42:35,947 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.75ms, fps=1166 images/s, loss=0.0490, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:40.357328, arrival_time=2021-04-15 00:43:16.304569, cost_time=0:00:04.586060 2021-04-15 00:42:38,149 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.0494, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:37.563974, arrival_time=2021-04-15 00:43:15.713823, cost_time=0:00:06.788659 2021-04-15 00:42:40,348 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0496, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:35.049456, arrival_time=2021-04-15 00:43:15.397789, cost_time=0:00:08.987032 2021-04-15 00:42:42,546 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.90ms, fps=1165 images/s, loss=0.0487, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:32.659032, arrival_time=2021-04-15 00:43:15.204956, cost_time=0:00:11.184612 2021-04-15 00:42:44,747 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.0478, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:30.342824, arrival_time=2021-04-15 00:43:15.090451, cost_time=0:00:13.386512 2021-04-15 00:42:46,967 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.56ms, fps=1154 images/s, loss=0.0469, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:28.090566, arrival_time=2021-04-15 00:43:15.057641, cost_time=0:00:15.605874 2021-04-15 00:42:49,171 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.0480, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:25.824964, arrival_time=2021-04-15 00:43:14.996551, cost_time=0:00:17.810285 2021-04-15 00:42:51,374 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.90ms, fps=1162 images/s, loss=0.0473, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:23.571750, arrival_time=2021-04-15 00:43:14.946628, cost_time=0:00:20.013763 2021-04-15 00:42:53,575 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.0466, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:21.325824, arrival_time=2021-04-15 00:43:14.901373, cost_time=0:00:22.214364 2021-04-15 00:42:55,783 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=0.0459, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:19.093892, arrival_time=2021-04-15 00:43:14.877529, cost_time=0:00:24.422417 2021-04-15 00:42:57,982 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0467, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:16.859840, arrival_time=2021-04-15 00:43:14.841833, cost_time=0:00:26.620800 2021-04-15 00:43:00,187 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.0464, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:14.635038, arrival_time=2021-04-15 00:43:14.822765, cost_time=0:00:28.826527 2021-04-15 00:43:02,407 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=2.50ms, fps=1154 images/s, loss=0.0462, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:12.418448, arrival_time=2021-04-15 00:43:14.825728, cost_time=0:00:31.046093 2021-04-15 00:43:04,607 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.0467, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:10.195624, arrival_time=2021-04-15 00:43:14.803442, cost_time=0:00:33.246629 2021-04-15 00:43:06,805 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0467, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:07.975008, arrival_time=2021-04-15 00:43:14.780710, cost_time=0:00:35.444480 2021-04-15 00:43:09,005 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.0463, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:05.757336, arrival_time=2021-04-15 00:43:14.762655, cost_time=0:00:37.644186 2021-04-15 00:43:11,202 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0463, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:03.541392, arrival_time=2021-04-15 00:43:14.743338, cost_time=0:00:39.840698 2021-04-15 00:43:13,401 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.23ms, fps=1164 images/s, loss=0.0462, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:01.327572, arrival_time=2021-04-15 00:43:14.728532, cost_time=0:00:42.039823 2021-04-15 00:43:14,582 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.22ms, fps=1152 images/s, loss=0.0467, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:14.581985, cost_time=0:00:43.220806 2021-04-15 00:43:15,425 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=2.24ms, fps=3041 images/s, loss=0.3115, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:02.525100, arrival_time=2021-04-15 00:43:17.950802, cost_time=0:00:00.841704 2021-04-15 00:43:16,115 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.50ms, fps=3713 images/s, loss=0.2926, top1-acc=91.89%, top5-acc=99.75%, remaining_time=0:00:01.531480, arrival_time=2021-04-15 00:43:17.647029, cost_time=0:00:01.531488 2021-04-15 00:43:16,812 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.33ms, fps=3677 images/s, loss=0.2871, top1-acc=91.84%, top5-acc=99.70%, remaining_time=0:00:00.742770, arrival_time=2021-04-15 00:43:17.555170, cost_time=0:00:02.228296 2021-04-15 00:43:17,443 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=3679 images/s, loss=0.2818, top1-acc=91.79%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:43:17.443614, cost_time=0:00:02.859674 2021-04-15 00:43:17,613 INFO : Epoch=0160 complete, best val top1-acc=92.12%, top5-acc=99.70% (epoch=159), remaining_time=0:30:49.913480, arrival_time=2021-04-15 01:14:07.526747, cost_time=2:03:19.653889 2021-04-15 00:43:17,614 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 00:43:19,972 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.43ms, fps=1086 images/s, loss=0.0416, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:43.853220, arrival_time=2021-04-15 00:44:03.825884, cost_time=0:00:02.357703 2021-04-15 00:43:22,179 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.0469, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:40.169184, arrival_time=2021-04-15 00:44:02.348838, cost_time=0:00:04.564672 2021-04-15 00:43:24,378 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.0469, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:37.425032, arrival_time=2021-04-15 00:44:01.803536, cost_time=0:00:06.763554 2021-04-15 00:43:26,588 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=0.0436, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:34.998132, arrival_time=2021-04-15 00:44:01.586962, cost_time=0:00:08.973873 2021-04-15 00:43:28,796 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.73ms, fps=1160 images/s, loss=0.0437, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:32.648958, arrival_time=2021-04-15 00:44:01.445036, cost_time=0:00:11.181130 2021-04-15 00:43:30,995 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.0434, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:30.328408, arrival_time=2021-04-15 00:44:01.323415, cost_time=0:00:13.380154 2021-04-15 00:43:33,191 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.0433, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:28.037268, arrival_time=2021-04-15 00:44:01.228494, cost_time=0:00:15.576287 2021-04-15 00:43:35,384 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.38ms, fps=1168 images/s, loss=0.0435, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:25.765456, arrival_time=2021-04-15 00:44:01.149749, cost_time=0:00:17.769305 2021-04-15 00:43:37,578 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0438, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:23.512390, arrival_time=2021-04-15 00:44:01.090625, cost_time=0:00:19.963370 2021-04-15 00:43:39,771 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.0447, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:21.270336, arrival_time=2021-04-15 00:44:01.041908, cost_time=0:00:22.156628 2021-04-15 00:43:41,964 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.0452, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:19.036616, arrival_time=2021-04-15 00:44:01.000681, cost_time=0:00:24.349212 2021-04-15 00:43:44,165 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0447, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:16.815076, arrival_time=2021-04-15 00:44:00.980178, cost_time=0:00:26.550164 2021-04-15 00:43:46,366 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.0442, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:14.596890, arrival_time=2021-04-15 00:44:00.963163, cost_time=0:00:28.751413 2021-04-15 00:43:48,558 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.0439, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:12.377512, arrival_time=2021-04-15 00:44:00.936085, cost_time=0:00:30.943712 2021-04-15 00:43:50,759 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.0440, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:10.164298, arrival_time=2021-04-15 00:44:00.923636, cost_time=0:00:33.144392 2021-04-15 00:43:52,955 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0437, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:07.951572, arrival_time=2021-04-15 00:44:00.906805, cost_time=0:00:35.340361 2021-04-15 00:43:55,147 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.49ms, fps=1168 images/s, loss=0.0437, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:05.740332, arrival_time=2021-04-15 00:44:00.888122, cost_time=0:00:37.532932 2021-04-15 00:43:57,339 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.47ms, fps=1168 images/s, loss=0.0439, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:03.531072, arrival_time=2021-04-15 00:44:00.870590, cost_time=0:00:39.724572 2021-04-15 00:43:59,536 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0442, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:01.323840, arrival_time=2021-04-15 00:44:00.860274, cost_time=0:00:41.921563 2021-04-15 00:44:00,717 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.22ms, fps=1152 images/s, loss=0.0446, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:00.717417, cost_time=0:00:43.102567 2021-04-15 00:44:01,601 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.34ms, fps=2901 images/s, loss=0.2637, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:02.647770, arrival_time=2021-04-15 00:44:04.249626, cost_time=0:00:00.882594 2021-04-15 00:44:02,294 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.56ms, fps=3698 images/s, loss=0.2744, top1-acc=92.07%, top5-acc=99.79%, remaining_time=0:00:01.575380, arrival_time=2021-04-15 00:44:03.870086, cost_time=0:00:01.575378 2021-04-15 00:44:02,983 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.99ms, fps=3722 images/s, loss=0.2806, top1-acc=91.85%, top5-acc=99.75%, remaining_time=0:00:00.754560, arrival_time=2021-04-15 00:44:03.737635, cost_time=0:00:02.263691 2021-04-15 00:44:03,617 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=3663 images/s, loss=0.2768, top1-acc=91.74%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:03.616996, cost_time=0:00:02.897780 2021-04-15 00:44:03,805 INFO : Epoch=0161 complete, best val top1-acc=92.12%, top5-acc=99.70% (epoch=159), remaining_time=0:30:03.652227, arrival_time=2021-04-15 01:14:07.458055, cost_time=2:04:05.846441 2021-04-15 00:44:03,807 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 00:44:06,197 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.46ms, fps=1071 images/s, loss=0.0368, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:44.454558, arrival_time=2021-04-15 00:44:50.652203, cost_time=0:00:02.390034 2021-04-15 00:44:08,400 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=2.19ms, fps=1163 images/s, loss=0.0451, top1-acc=98.50%, top5-acc=99.98%, remaining_time=0:00:40.414880, arrival_time=2021-04-15 00:44:48.815013, cost_time=0:00:04.592597 2021-04-15 00:44:10,598 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0394, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:37.574598, arrival_time=2021-04-15 00:44:48.172728, cost_time=0:00:06.790599 2021-04-15 00:44:12,793 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.67ms, fps=1167 images/s, loss=0.0389, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:35.044152, arrival_time=2021-04-15 00:44:47.837416, cost_time=0:00:08.985694 2021-04-15 00:44:14,988 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.98ms, fps=1167 images/s, loss=0.0393, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:32.647352, arrival_time=2021-04-15 00:44:47.635494, cost_time=0:00:11.180621 2021-04-15 00:44:17,194 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.73ms, fps=1160 images/s, loss=0.0392, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:30.344728, arrival_time=2021-04-15 00:44:47.539585, cost_time=0:00:13.387408 2021-04-15 00:44:19,402 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.0392, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:28.069902, arrival_time=2021-04-15 00:44:47.471812, cost_time=0:00:15.594371 2021-04-15 00:44:21,609 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=2.13ms, fps=1160 images/s, loss=0.0383, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:25.813132, arrival_time=2021-04-15 00:44:47.422788, cost_time=0:00:17.802135 2021-04-15 00:44:23,806 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0383, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:23.554154, arrival_time=2021-04-15 00:44:47.360418, cost_time=0:00:19.998807 2021-04-15 00:44:26,000 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.0380, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:21.305568, arrival_time=2021-04-15 00:44:47.306420, cost_time=0:00:22.193321 2021-04-15 00:44:28,194 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.0383, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:19.066458, arrival_time=2021-04-15 00:44:47.261239, cost_time=0:00:24.387321 2021-04-15 00:44:30,393 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.62ms, fps=1165 images/s, loss=0.0389, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:16.837572, arrival_time=2021-04-15 00:44:47.230798, cost_time=0:00:26.585587 2021-04-15 00:44:32,586 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.0388, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:14.611014, arrival_time=2021-04-15 00:44:47.197673, cost_time=0:00:28.779210 2021-04-15 00:44:34,778 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.0389, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:12.388544, arrival_time=2021-04-15 00:44:47.167407, cost_time=0:00:30.971419 2021-04-15 00:44:36,974 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0390, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:10.171060, arrival_time=2021-04-15 00:44:47.145087, cost_time=0:00:33.166499 2021-04-15 00:44:39,175 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.0389, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:07.957872, arrival_time=2021-04-15 00:44:47.133631, cost_time=0:00:35.368302 2021-04-15 00:44:41,371 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0395, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:05.745064, arrival_time=2021-04-15 00:44:47.116417, cost_time=0:00:37.563861 2021-04-15 00:44:43,566 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0396, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:03.534064, arrival_time=2021-04-15 00:44:47.099972, cost_time=0:00:39.758251 2021-04-15 00:44:45,766 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.19ms, fps=1164 images/s, loss=0.0395, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:01.325004, arrival_time=2021-04-15 00:44:47.090945, cost_time=0:00:41.958483 2021-04-15 00:44:46,944 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.24ms, fps=1155 images/s, loss=0.0397, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:46.944085, cost_time=0:00:43.136661 2021-04-15 00:44:47,776 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.62ms, fps=3083 images/s, loss=0.2533, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:02.490930, arrival_time=2021-04-15 00:44:50.267172, cost_time=0:00:00.830307 2021-04-15 00:44:48,467 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.49ms, fps=3706 images/s, loss=0.2626, top1-acc=92.52%, top5-acc=99.79%, remaining_time=0:00:01.521720, arrival_time=2021-04-15 00:44:49.989287, cost_time=0:00:01.521710 2021-04-15 00:44:49,159 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.59ms, fps=3701 images/s, loss=0.2714, top1-acc=92.24%, top5-acc=99.83%, remaining_time=0:00:00.737970, arrival_time=2021-04-15 00:44:49.897758, cost_time=0:00:02.213901 2021-04-15 00:44:49,796 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.11ms, fps=3649 images/s, loss=0.2679, top1-acc=92.03%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 00:44:49.796171, cost_time=0:00:02.850298 2021-04-15 00:44:50,078 INFO : Epoch=0162 complete, best val top1-acc=92.12%, top5-acc=99.70% (epoch=159), remaining_time=0:29:17.410586, arrival_time=2021-04-15 01:14:07.488795, cost_time=2:04:52.118793 2021-04-15 00:44:50,080 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 00:44:52,456 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.90ms, fps=1077 images/s, loss=0.0327, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:44.193228, arrival_time=2021-04-15 00:45:36.649723, cost_time=0:00:02.375984 2021-04-15 00:44:54,652 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0352, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:40.231312, arrival_time=2021-04-15 00:45:34.883586, cost_time=0:00:04.571739 2021-04-15 00:44:56,853 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.0350, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:37.477156, arrival_time=2021-04-15 00:45:34.330698, cost_time=0:00:06.772981 2021-04-15 00:44:59,050 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=2.00ms, fps=1166 images/s, loss=0.0334, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:34.982532, arrival_time=2021-04-15 00:45:34.032871, cost_time=0:00:08.969877 2021-04-15 00:45:01,247 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0349, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:32.607202, arrival_time=2021-04-15 00:45:33.854422, cost_time=0:00:11.166844 2021-04-15 00:45:03,461 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.86ms, fps=1157 images/s, loss=0.0351, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:30.329496, arrival_time=2021-04-15 00:45:33.790609, cost_time=0:00:13.380631 2021-04-15 00:45:05,666 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.0355, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:28.054782, arrival_time=2021-04-15 00:45:33.721365, cost_time=0:00:15.586021 2021-04-15 00:45:07,866 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.0363, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:25.790048, arrival_time=2021-04-15 00:45:33.656850, cost_time=0:00:17.786274 2021-04-15 00:45:10,072 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.0356, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:23.546628, arrival_time=2021-04-15 00:45:33.619490, cost_time=0:00:19.992406 2021-04-15 00:45:12,268 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.0360, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:21.300480, arrival_time=2021-04-15 00:45:33.568983, cost_time=0:00:22.188028 2021-04-15 00:45:14,461 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.64ms, fps=1168 images/s, loss=0.0366, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:19.061384, arrival_time=2021-04-15 00:45:33.522630, cost_time=0:00:24.380788 2021-04-15 00:45:16,653 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.0367, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:16.829440, arrival_time=2021-04-15 00:45:33.482811, cost_time=0:00:26.572847 2021-04-15 00:45:18,849 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0372, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:14.605800, arrival_time=2021-04-15 00:45:33.455152, cost_time=0:00:28.768966 2021-04-15 00:45:21,042 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.0370, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:12.384904, arrival_time=2021-04-15 00:45:33.427580, cost_time=0:00:30.962222 2021-04-15 00:45:23,235 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.0368, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:10.167656, arrival_time=2021-04-15 00:45:33.403379, cost_time=0:00:33.155353 2021-04-15 00:45:25,430 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0373, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:07.953768, arrival_time=2021-04-15 00:45:33.384385, cost_time=0:00:35.350157 2021-04-15 00:45:27,625 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0372, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:05.742204, arrival_time=2021-04-15 00:45:33.367829, cost_time=0:00:37.545259 2021-04-15 00:45:29,825 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.0369, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:03.532864, arrival_time=2021-04-15 00:45:33.358097, cost_time=0:00:39.744783 2021-04-15 00:45:32,029 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.29ms, fps=1162 images/s, loss=0.0366, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:01.324704, arrival_time=2021-04-15 00:45:33.354073, cost_time=0:00:41.948978 2021-04-15 00:45:33,207 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.39ms, fps=1155 images/s, loss=0.0373, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:33.207647, cost_time=0:00:43.127283 2021-04-15 00:45:34,029 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.22ms, fps=3122 images/s, loss=0.2567, top1-acc=92.70%, top5-acc=99.77%, remaining_time=0:00:02.460150, arrival_time=2021-04-15 00:45:36.489757, cost_time=0:00:00.820053 2021-04-15 00:45:34,718 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.37ms, fps=3719 images/s, loss=0.2560, top1-acc=92.54%, top5-acc=99.75%, remaining_time=0:00:01.508680, arrival_time=2021-04-15 00:45:36.226928, cost_time=0:00:01.508684 2021-04-15 00:45:35,413 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.48ms, fps=3688 images/s, loss=0.2653, top1-acc=92.45%, top5-acc=99.77%, remaining_time=0:00:00.734400, arrival_time=2021-04-15 00:45:36.147301, cost_time=0:00:02.203185 2021-04-15 00:45:36,047 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=3658 images/s, loss=0.2618, top1-acc=92.53%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:45:36.047703, cost_time=0:00:02.838172 2021-04-15 00:45:36,377 INFO : Epoch=0163 complete, best val top1-acc=92.53%, top5-acc=99.77% (epoch=163), remaining_time=0:28:31.174520, arrival_time=2021-04-15 01:14:07.551468, cost_time=2:05:38.417539 2021-04-15 00:45:36,378 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 00:45:38,739 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.49ms, fps=1085 images/s, loss=0.0320, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:43.898976, arrival_time=2021-04-15 00:46:22.638121, cost_time=0:00:02.360158 2021-04-15 00:45:40,942 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.0336, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:40.155984, arrival_time=2021-04-15 00:46:21.098136, cost_time=0:00:04.563181 2021-04-15 00:45:43,140 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0350, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:37.410590, arrival_time=2021-04-15 00:46:20.550521, cost_time=0:00:06.760955 2021-04-15 00:45:45,334 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0349, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:34.927308, arrival_time=2021-04-15 00:46:20.261991, cost_time=0:00:08.955707 2021-04-15 00:45:47,528 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0350, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:32.555518, arrival_time=2021-04-15 00:46:20.083629, cost_time=0:00:11.149134 2021-04-15 00:45:49,720 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.56ms, fps=1168 images/s, loss=0.0349, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:30.241504, arrival_time=2021-04-15 00:46:19.962332, cost_time=0:00:13.341858 2021-04-15 00:45:51,911 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.37ms, fps=1169 images/s, loss=0.0353, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:27.958140, arrival_time=2021-04-15 00:46:19.869330, cost_time=0:00:15.532305 2021-04-15 00:45:54,103 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0351, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:25.700728, arrival_time=2021-04-15 00:46:19.804372, cost_time=0:00:17.724617 2021-04-15 00:45:56,302 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0348, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:23.465008, arrival_time=2021-04-15 00:46:19.767229, cost_time=0:00:19.923133 2021-04-15 00:45:58,495 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.0347, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:21.232320, arrival_time=2021-04-15 00:46:19.728206, cost_time=0:00:22.116989 2021-04-15 00:46:00,694 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0349, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:19.010128, arrival_time=2021-04-15 00:46:19.704272, cost_time=0:00:24.315259 2021-04-15 00:46:02,889 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.0348, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:16.790072, arrival_time=2021-04-15 00:46:19.679654, cost_time=0:00:26.510611 2021-04-15 00:46:05,091 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0348, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:14.576958, arrival_time=2021-04-15 00:46:19.668022, cost_time=0:00:28.712178 2021-04-15 00:46:07,295 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.0347, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:12.366648, arrival_time=2021-04-15 00:46:19.662324, cost_time=0:00:30.916582 2021-04-15 00:46:09,493 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0349, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:10.155236, arrival_time=2021-04-15 00:46:19.649000, cost_time=0:00:33.114865 2021-04-15 00:46:11,700 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.0350, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:07.947432, arrival_time=2021-04-15 00:46:19.648165, cost_time=0:00:35.321844 2021-04-15 00:46:13,897 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0356, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:05.738200, arrival_time=2021-04-15 00:46:19.636054, cost_time=0:00:37.518971 2021-04-15 00:46:16,093 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.0355, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:03.530176, arrival_time=2021-04-15 00:46:19.623648, cost_time=0:00:39.714492 2021-04-15 00:46:18,286 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.22ms, fps=1167 images/s, loss=0.0358, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:01.323408, arrival_time=2021-04-15 00:46:19.610183, cost_time=0:00:41.907898 2021-04-15 00:46:19,464 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.32ms, fps=1156 images/s, loss=0.0359, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:19.464045, cost_time=0:00:43.085163 2021-04-15 00:46:20,293 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=2.26ms, fps=3095 images/s, loss=0.2740, top1-acc=92.03%, top5-acc=99.73%, remaining_time=0:00:02.481390, arrival_time=2021-04-15 00:46:22.774461, cost_time=0:00:00.827130 2021-04-15 00:46:20,990 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.41ms, fps=3674 images/s, loss=0.2696, top1-acc=92.48%, top5-acc=99.71%, remaining_time=0:00:01.524360, arrival_time=2021-04-15 00:46:22.514835, cost_time=0:00:01.524363 2021-04-15 00:46:21,677 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.37ms, fps=3729 images/s, loss=0.2674, top1-acc=92.54%, top5-acc=99.67%, remaining_time=0:00:00.737210, arrival_time=2021-04-15 00:46:22.414751, cost_time=0:00:02.211638 2021-04-15 00:46:22,313 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.15ms, fps=3652 images/s, loss=0.2613, top1-acc=92.53%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:46:22.313253, cost_time=0:00:02.847186 2021-04-15 00:46:22,488 INFO : Epoch=0164 complete, best val top1-acc=92.53%, top5-acc=99.77% (epoch=163), remaining_time=0:27:44.896536, arrival_time=2021-04-15 01:14:07.384541, cost_time=2:06:24.528597 2021-04-15 00:46:22,490 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 00:46:24,904 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.43ms, fps=1061 images/s, loss=0.0306, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:44.891844, arrival_time=2021-04-15 00:47:09.795955, cost_time=0:00:02.413536 2021-04-15 00:46:27,104 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.0336, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:40.602496, arrival_time=2021-04-15 00:47:07.706946, cost_time=0:00:04.613920 2021-04-15 00:46:29,298 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.0336, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:37.669882, arrival_time=2021-04-15 00:47:06.968225, cost_time=0:00:06.807809 2021-04-15 00:46:31,495 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=2.07ms, fps=1165 images/s, loss=0.0333, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:35.120436, arrival_time=2021-04-15 00:47:06.616168, cost_time=0:00:09.005232 2021-04-15 00:46:33,689 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.61ms, fps=1167 images/s, loss=0.0344, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:32.699912, arrival_time=2021-04-15 00:47:06.388951, cost_time=0:00:11.198618 2021-04-15 00:46:35,883 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.0331, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:30.357104, arrival_time=2021-04-15 00:47:06.240451, cost_time=0:00:13.392841 2021-04-15 00:46:38,075 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.93ms, fps=1168 images/s, loss=0.0328, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:28.053648, arrival_time=2021-04-15 00:47:06.129506, cost_time=0:00:15.585367 2021-04-15 00:46:40,271 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0335, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:25.782508, arrival_time=2021-04-15 00:47:06.054007, cost_time=0:00:17.781074 2021-04-15 00:46:42,468 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.0333, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:23.529880, arrival_time=2021-04-15 00:47:05.998556, cost_time=0:00:19.978164 2021-04-15 00:46:44,664 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0331, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:21.286944, arrival_time=2021-04-15 00:47:05.951251, cost_time=0:00:22.173882 2021-04-15 00:46:46,861 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.0327, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:19.053816, arrival_time=2021-04-15 00:47:05.915362, cost_time=0:00:24.371132 2021-04-15 00:46:49,057 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0327, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:16.825792, arrival_time=2021-04-15 00:47:05.883307, cost_time=0:00:26.567016 2021-04-15 00:46:51,248 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.35ms, fps=1169 images/s, loss=0.0326, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:14.600058, arrival_time=2021-04-15 00:47:05.848216, cost_time=0:00:28.757703 2021-04-15 00:46:53,448 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.0329, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:12.383392, arrival_time=2021-04-15 00:47:05.832298, cost_time=0:00:30.958412 2021-04-15 00:46:55,641 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0327, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:10.166230, arrival_time=2021-04-15 00:47:05.807344, cost_time=0:00:33.150685 2021-04-15 00:46:57,837 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0326, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:07.953120, arrival_time=2021-04-15 00:47:05.790764, cost_time=0:00:35.347237 2021-04-15 00:47:00,033 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0326, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:05.741840, arrival_time=2021-04-15 00:47:05.775253, cost_time=0:00:37.542718 2021-04-15 00:47:02,228 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.0326, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:03.532272, arrival_time=2021-04-15 00:47:05.760685, cost_time=0:00:39.737988 2021-04-15 00:47:04,425 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.0328, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:01.324266, arrival_time=2021-04-15 00:47:05.749812, cost_time=0:00:41.935129 2021-04-15 00:47:05,608 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.44ms, fps=1150 images/s, loss=0.0325, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:05.608367, cost_time=0:00:43.117961 2021-04-15 00:47:06,441 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.49ms, fps=3080 images/s, loss=0.2707, top1-acc=92.38%, top5-acc=99.57%, remaining_time=0:00:02.493540, arrival_time=2021-04-15 00:47:08.934968, cost_time=0:00:00.831184 2021-04-15 00:47:07,129 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=2.00ms, fps=3724 images/s, loss=0.2758, top1-acc=92.30%, top5-acc=99.67%, remaining_time=0:00:01.519160, arrival_time=2021-04-15 00:47:08.648568, cost_time=0:00:01.519157 2021-04-15 00:47:07,821 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.31ms, fps=3702 images/s, loss=0.2707, top1-acc=92.37%, top5-acc=99.70%, remaining_time=0:00:00.737060, arrival_time=2021-04-15 00:47:08.558480, cost_time=0:00:02.211195 2021-04-15 00:47:08,455 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.08ms, fps=3664 images/s, loss=0.2738, top1-acc=92.26%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:08.455221, cost_time=0:00:02.844996 2021-04-15 00:47:08,614 INFO : Epoch=0165 complete, best val top1-acc=92.53%, top5-acc=99.77% (epoch=163), remaining_time=0:26:58.623755, arrival_time=2021-04-15 01:14:07.238039, cost_time=2:07:10.654906 2021-04-15 00:47:08,615 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 00:47:10,997 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.58ms, fps=1075 images/s, loss=0.0296, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:44.296458, arrival_time=2021-04-15 00:47:55.293823, cost_time=0:00:02.381531 2021-04-15 00:47:13,195 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.63ms, fps=1165 images/s, loss=0.0303, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:40.297840, arrival_time=2021-04-15 00:47:53.493107, cost_time=0:00:04.579298 2021-04-15 00:47:15,390 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.0293, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:37.485124, arrival_time=2021-04-15 00:47:52.875429, cost_time=0:00:06.774425 2021-04-15 00:47:17,596 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.0285, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:35.022780, arrival_time=2021-04-15 00:47:52.618829, cost_time=0:00:08.980188 2021-04-15 00:47:19,804 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.87ms, fps=1159 images/s, loss=0.0296, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:32.671588, arrival_time=2021-04-15 00:47:52.476290, cost_time=0:00:11.188882 2021-04-15 00:47:22,000 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.30ms, fps=1166 images/s, loss=0.0290, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:30.337656, arrival_time=2021-04-15 00:47:52.337678, cost_time=0:00:13.384269 2021-04-15 00:47:24,204 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.0300, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:28.059192, arrival_time=2021-04-15 00:47:52.263457, cost_time=0:00:15.588434 2021-04-15 00:47:26,406 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=2.68ms, fps=1163 images/s, loss=0.0304, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:25.796312, arrival_time=2021-04-15 00:47:52.202675, cost_time=0:00:17.790542 2021-04-15 00:47:28,605 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0308, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:23.543024, arrival_time=2021-04-15 00:47:52.148136, cost_time=0:00:19.989335 2021-04-15 00:47:30,811 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.0297, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:21.308256, arrival_time=2021-04-15 00:47:52.120137, cost_time=0:00:22.196055 2021-04-15 00:47:33,009 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.31ms, fps=1165 images/s, loss=0.0296, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:19.071360, arrival_time=2021-04-15 00:47:52.080707, cost_time=0:00:24.393594 2021-04-15 00:47:35,201 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.0299, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:16.837648, arrival_time=2021-04-15 00:47:52.039336, cost_time=0:00:26.585751 2021-04-15 00:47:37,396 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.83ms, fps=1167 images/s, loss=0.0295, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:14.611872, arrival_time=2021-04-15 00:47:52.008564, cost_time=0:00:28.780938 2021-04-15 00:47:39,596 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.0294, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:12.392128, arrival_time=2021-04-15 00:47:51.988146, cost_time=0:00:30.980277 2021-04-15 00:47:41,791 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:10.173866, arrival_time=2021-04-15 00:47:51.965382, cost_time=0:00:33.175692 2021-04-15 00:47:43,993 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:07.959888, arrival_time=2021-04-15 00:47:51.953157, cost_time=0:00:35.377327 2021-04-15 00:47:46,193 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0286, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:05.747196, arrival_time=2021-04-15 00:47:51.940767, cost_time=0:00:37.577743 2021-04-15 00:47:48,397 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0285, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:03.536144, arrival_time=2021-04-15 00:47:51.933539, cost_time=0:00:39.781537 2021-04-15 00:47:50,611 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.49ms, fps=1157 images/s, loss=0.0286, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:01.326168, arrival_time=2021-04-15 00:47:51.937237, cost_time=0:00:41.995243 2021-04-15 00:47:51,787 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.25ms, fps=1157 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:51.787298, cost_time=0:00:43.171571 2021-04-15 00:47:52,620 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.23ms, fps=3080 images/s, loss=0.2670, top1-acc=92.11%, top5-acc=99.73%, remaining_time=0:00:02.493480, arrival_time=2021-04-15 00:47:55.113650, cost_time=0:00:00.831155 2021-04-15 00:47:53,311 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.65ms, fps=3716 images/s, loss=0.2633, top1-acc=92.52%, top5-acc=99.77%, remaining_time=0:00:01.522560, arrival_time=2021-04-15 00:47:54.834151, cost_time=0:00:01.522556 2021-04-15 00:47:53,999 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.40ms, fps=3722 images/s, loss=0.2608, top1-acc=92.73%, top5-acc=99.79%, remaining_time=0:00:00.736970, arrival_time=2021-04-15 00:47:54.736800, cost_time=0:00:02.210900 2021-04-15 00:47:54,635 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.11ms, fps=3653 images/s, loss=0.2740, top1-acc=92.58%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 00:47:54.635337, cost_time=0:00:02.846340 2021-04-15 00:47:54,901 INFO : Epoch=0166 complete, best val top1-acc=92.58%, top5-acc=99.81% (epoch=166), remaining_time=0:26:12.385692, arrival_time=2021-04-15 01:14:07.286968, cost_time=2:07:56.941897 2021-04-15 00:47:54,902 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 00:47:57,301 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.41ms, fps=1068 images/s, loss=0.0305, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:44.604474, arrival_time=2021-04-15 00:48:41.905381, cost_time=0:00:02.398091 2021-04-15 00:47:59,505 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.73ms, fps=1161 images/s, loss=0.0305, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:40.505872, arrival_time=2021-04-15 00:48:40.011739, cost_time=0:00:04.602939 2021-04-15 00:48:01,714 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.72ms, fps=1159 images/s, loss=0.0284, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:37.692458, arrival_time=2021-04-15 00:48:39.407172, cost_time=0:00:06.811898 2021-04-15 00:48:03,914 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.0270, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:35.144616, arrival_time=2021-04-15 00:48:39.058872, cost_time=0:00:09.011443 2021-04-15 00:48:06,107 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.48ms, fps=1168 images/s, loss=0.0263, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:32.717432, arrival_time=2021-04-15 00:48:38.824970, cost_time=0:00:11.204611 2021-04-15 00:48:08,308 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.0260, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:30.386344, arrival_time=2021-04-15 00:48:38.694816, cost_time=0:00:13.405733 2021-04-15 00:48:10,510 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.0262, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:28.094346, arrival_time=2021-04-15 00:48:38.605127, cost_time=0:00:15.607963 2021-04-15 00:48:12,756 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.0262, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:25.887024, arrival_time=2021-04-15 00:48:38.642937, cost_time=0:00:17.853095 2021-04-15 00:48:14,948 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.0257, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:23.609062, arrival_time=2021-04-15 00:48:38.557284, cost_time=0:00:20.045473 2021-04-15 00:48:17,150 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.0257, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:21.357792, arrival_time=2021-04-15 00:48:38.508357, cost_time=0:00:22.247740 2021-04-15 00:48:19,345 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.0255, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:19.109458, arrival_time=2021-04-15 00:48:38.454487, cost_time=0:00:24.442284 2021-04-15 00:48:21,536 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.44ms, fps=1168 images/s, loss=0.0250, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:16.867972, arrival_time=2021-04-15 00:48:38.404578, cost_time=0:00:26.633681 2021-04-15 00:48:23,750 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=2.12ms, fps=1157 images/s, loss=0.0251, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:14.645730, arrival_time=2021-04-15 00:48:38.396123, cost_time=0:00:28.847657 2021-04-15 00:48:25,954 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.0250, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:12.420520, arrival_time=2021-04-15 00:48:38.374641, cost_time=0:00:31.051302 2021-04-15 00:48:28,154 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.0251, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:10.197188, arrival_time=2021-04-15 00:48:38.351747, cost_time=0:00:33.251665 2021-04-15 00:48:30,364 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=4.59ms, fps=1159 images/s, loss=0.0255, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:07.978896, arrival_time=2021-04-15 00:48:38.343438, cost_time=0:00:35.461684 2021-04-15 00:48:32,572 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.0254, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:05.761210, arrival_time=2021-04-15 00:48:38.333507, cost_time=0:00:37.669402 2021-04-15 00:48:34,781 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.52ms, fps=1159 images/s, loss=0.0257, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:03.544736, arrival_time=2021-04-15 00:48:38.325835, cost_time=0:00:39.878282 2021-04-15 00:48:36,986 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.0258, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:01.328964, arrival_time=2021-04-15 00:48:38.315646, cost_time=0:00:42.083836 2021-04-15 00:48:38,164 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.60ms, fps=1155 images/s, loss=0.0260, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:38.164838, cost_time=0:00:43.262044 2021-04-15 00:48:38,978 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=2.28ms, fps=3161 images/s, loss=0.2747, top1-acc=92.30%, top5-acc=99.73%, remaining_time=0:00:02.429610, arrival_time=2021-04-15 00:48:41.408428, cost_time=0:00:00.809866 2021-04-15 00:48:39,666 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.29ms, fps=3723 images/s, loss=0.2698, top1-acc=92.58%, top5-acc=99.47%, remaining_time=0:00:01.500100, arrival_time=2021-04-15 00:48:41.166803, cost_time=0:00:01.500092 2021-04-15 00:48:40,360 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.51ms, fps=3695 images/s, loss=0.2775, top1-acc=92.45%, top5-acc=99.57%, remaining_time=0:00:00.731100, arrival_time=2021-04-15 00:48:41.091098, cost_time=0:00:02.193293 2021-04-15 00:48:40,987 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=3702 images/s, loss=0.2699, top1-acc=92.48%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 00:48:40.987136, cost_time=0:00:02.820547 2021-04-15 00:48:41,160 INFO : Epoch=0167 complete, best val top1-acc=92.58%, top5-acc=99.81% (epoch=166), remaining_time=0:25:26.141496, arrival_time=2021-04-15 01:14:07.301827, cost_time=2:08:43.200926 2021-04-15 00:48:41,162 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 00:48:43,570 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.51ms, fps=1063 images/s, loss=0.0237, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:44.792520, arrival_time=2021-04-15 00:49:28.363302, cost_time=0:00:02.408204 2021-04-15 00:48:45,771 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0258, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:40.561664, arrival_time=2021-04-15 00:49:26.333370, cost_time=0:00:04.609283 2021-04-15 00:48:47,977 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.32ms, fps=1161 images/s, loss=0.0259, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:37.710386, arrival_time=2021-04-15 00:49:25.687928, cost_time=0:00:06.815127 2021-04-15 00:48:50,182 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.0253, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:35.176128, arrival_time=2021-04-15 00:49:25.358113, cost_time=0:00:09.019528 2021-04-15 00:48:52,386 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.0248, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:32.773204, arrival_time=2021-04-15 00:49:25.159330, cost_time=0:00:11.223715 2021-04-15 00:48:54,582 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.0240, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:30.418032, arrival_time=2021-04-15 00:49:25.000139, cost_time=0:00:13.419691 2021-04-15 00:48:56,778 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.0228, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:28.108584, arrival_time=2021-04-15 00:49:24.886813, cost_time=0:00:15.615898 2021-04-15 00:48:58,979 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.90ms, fps=1163 images/s, loss=0.0221, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:25.834940, arrival_time=2021-04-15 00:49:24.814549, cost_time=0:00:17.817161 2021-04-15 00:49:01,185 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.80ms, fps=1161 images/s, loss=0.0219, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:23.582774, arrival_time=2021-04-15 00:49:24.768176, cost_time=0:00:20.023081 2021-04-15 00:49:03,399 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.64ms, fps=1157 images/s, loss=0.0218, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:21.347328, arrival_time=2021-04-15 00:49:24.746564, cost_time=0:00:22.236776 2021-04-15 00:49:05,612 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.29ms, fps=1157 images/s, loss=0.0218, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:19.115650, arrival_time=2021-04-15 00:49:24.728331, cost_time=0:00:24.450258 2021-04-15 00:49:07,815 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=2.02ms, fps=1163 images/s, loss=0.0217, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.880056, arrival_time=2021-04-15 00:49:24.695320, cost_time=0:00:26.652767 2021-04-15 00:49:10,010 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.0216, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:14.645928, arrival_time=2021-04-15 00:49:24.656450, cost_time=0:00:28.848042 2021-04-15 00:49:12,207 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.84ms, fps=1166 images/s, loss=0.0214, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:12.417944, arrival_time=2021-04-15 00:49:24.625247, cost_time=0:00:31.044824 2021-04-15 00:49:14,412 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.67ms, fps=1161 images/s, loss=0.0214, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:10.196636, arrival_time=2021-04-15 00:49:24.608968, cost_time=0:00:33.249918 2021-04-15 00:49:16,617 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.0215, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:07.977420, arrival_time=2021-04-15 00:49:24.594900, cost_time=0:00:35.455143 2021-04-15 00:49:18,816 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0213, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:05.758922, arrival_time=2021-04-15 00:49:24.575817, cost_time=0:00:37.654475 2021-04-15 00:49:21,013 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.0211, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:03.542272, arrival_time=2021-04-15 00:49:24.555309, cost_time=0:00:39.850625 2021-04-15 00:49:23,211 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0213, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:01.327860, arrival_time=2021-04-15 00:49:24.539147, cost_time=0:00:42.048947 2021-04-15 00:49:24,388 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.51ms, fps=1155 images/s, loss=0.0218, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:24.388728, cost_time=0:00:43.226408 2021-04-15 00:49:25,259 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.41ms, fps=2945 images/s, loss=0.2817, top1-acc=92.38%, top5-acc=99.69%, remaining_time=0:00:02.607420, arrival_time=2021-04-15 00:49:27.867159, cost_time=0:00:00.869145 2021-04-15 00:49:25,950 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.92ms, fps=3710 images/s, loss=0.2845, top1-acc=92.42%, top5-acc=99.77%, remaining_time=0:00:01.559740, arrival_time=2021-04-15 00:49:27.510143, cost_time=0:00:01.559747 2021-04-15 00:49:26,642 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.53ms, fps=3700 images/s, loss=0.2811, top1-acc=92.46%, top5-acc=99.77%, remaining_time=0:00:00.750770, arrival_time=2021-04-15 00:49:27.393597, cost_time=0:00:02.252302 2021-04-15 00:49:27,273 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.07ms, fps=3680 images/s, loss=0.2780, top1-acc=92.58%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:49:27.273665, cost_time=0:00:02.883093 2021-04-15 00:49:27,461 INFO : Epoch=0168 complete, best val top1-acc=92.58%, top5-acc=99.81% (epoch=166), remaining_time=0:24:39.905120, arrival_time=2021-04-15 01:14:07.366353, cost_time=2:09:29.501861 2021-04-15 00:49:27,462 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 00:49:29,812 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.34ms, fps=1089 images/s, loss=0.0245, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:43.709442, arrival_time=2021-04-15 00:50:13.522276, cost_time=0:00:02.349973 2021-04-15 00:49:32,013 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=0.0259, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:40.048448, arrival_time=2021-04-15 00:50:12.062203, cost_time=0:00:04.550957 2021-04-15 00:49:34,230 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.54ms, fps=1155 images/s, loss=0.0259, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:37.446446, arrival_time=2021-04-15 00:50:11.676754, cost_time=0:00:06.767443 2021-04-15 00:49:36,435 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.93ms, fps=1161 images/s, loss=0.0256, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:34.991892, arrival_time=2021-04-15 00:50:11.426892, cost_time=0:00:08.972280 2021-04-15 00:49:38,634 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0248, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:32.621218, arrival_time=2021-04-15 00:50:11.255643, cost_time=0:00:11.171639 2021-04-15 00:49:40,834 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0242, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:30.308824, arrival_time=2021-04-15 00:50:11.143138, cost_time=0:00:13.371520 2021-04-15 00:49:43,037 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=2.20ms, fps=1162 images/s, loss=0.0234, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:28.034622, arrival_time=2021-04-15 00:50:11.072139, cost_time=0:00:15.574806 2021-04-15 00:49:45,232 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.0230, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:25.765688, arrival_time=2021-04-15 00:50:10.997938, cost_time=0:00:17.769453 2021-04-15 00:49:47,427 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.0224, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:23.513662, arrival_time=2021-04-15 00:50:10.940786, cost_time=0:00:19.964418 2021-04-15 00:49:49,622 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0220, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:21.273120, arrival_time=2021-04-15 00:50:10.895440, cost_time=0:00:22.159531 2021-04-15 00:49:51,818 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0215, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:19.042034, arrival_time=2021-04-15 00:50:10.860861, cost_time=0:00:24.356124 2021-04-15 00:49:54,014 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.0216, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.815836, arrival_time=2021-04-15 00:50:10.829978, cost_time=0:00:26.551357 2021-04-15 00:49:56,210 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0215, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:14.594910, arrival_time=2021-04-15 00:50:10.805220, cost_time=0:00:28.747600 2021-04-15 00:49:58,412 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0215, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:12.379976, arrival_time=2021-04-15 00:50:10.792573, cost_time=0:00:30.949883 2021-04-15 00:50:00,611 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0213, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:10.165494, arrival_time=2021-04-15 00:50:10.776710, cost_time=0:00:33.148420 2021-04-15 00:50:02,809 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0213, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:07.952940, arrival_time=2021-04-15 00:50:10.762096, cost_time=0:00:35.346454 2021-04-15 00:50:05,003 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.59ms, fps=1167 images/s, loss=0.0214, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:05.741528, arrival_time=2021-04-15 00:50:10.744921, cost_time=0:00:37.540694 2021-04-15 00:50:07,199 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.0212, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:03.532112, arrival_time=2021-04-15 00:50:10.731275, cost_time=0:00:39.736341 2021-04-15 00:50:09,392 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0213, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:01.324086, arrival_time=2021-04-15 00:50:10.716110, cost_time=0:00:41.929327 2021-04-15 00:50:10,568 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.23ms, fps=1157 images/s, loss=0.0213, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:10.568272, cost_time=0:00:43.105594 2021-04-15 00:50:11,400 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.20ms, fps=3083 images/s, loss=0.2908, top1-acc=92.34%, top5-acc=99.73%, remaining_time=0:00:02.491230, arrival_time=2021-04-15 00:50:13.891794, cost_time=0:00:00.830412 2021-04-15 00:50:12,088 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.28ms, fps=3726 images/s, loss=0.2714, top1-acc=92.71%, top5-acc=99.71%, remaining_time=0:00:01.518080, arrival_time=2021-04-15 00:50:13.606181, cost_time=0:00:01.518081 2021-04-15 00:50:12,778 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.46ms, fps=3711 images/s, loss=0.2657, top1-acc=93.11%, top5-acc=99.71%, remaining_time=0:00:00.736100, arrival_time=2021-04-15 00:50:13.514488, cost_time=0:00:02.208299 2021-04-15 00:50:13,410 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=3676 images/s, loss=0.2588, top1-acc=93.19%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:13.410160, cost_time=0:00:02.840080 2021-04-15 00:50:13,703 INFO : Epoch=0169 complete, best val top1-acc=93.19%, top5-acc=99.75% (epoch=169), remaining_time=0:23:53.657217, arrival_time=2021-04-15 01:14:07.360747, cost_time=2:10:15.744119 2021-04-15 00:50:13,737 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 00:50:16,104 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.33ms, fps=1082 images/s, loss=0.0187, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:44.016900, arrival_time=2021-04-15 00:51:00.120914, cost_time=0:00:02.366500 2021-04-15 00:50:18,299 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0193, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:40.140496, arrival_time=2021-04-15 00:50:58.439415, cost_time=0:00:04.561421 2021-04-15 00:50:20,504 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.0200, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:37.442130, arrival_time=2021-04-15 00:50:57.946284, cost_time=0:00:06.766654 2021-04-15 00:50:22,703 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.95ms, fps=1164 images/s, loss=0.0194, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:34.967556, arrival_time=2021-04-15 00:50:57.671130, cost_time=0:00:08.966035 2021-04-15 00:50:24,912 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.0198, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:32.629832, arrival_time=2021-04-15 00:50:57.541940, cost_time=0:00:11.174608 2021-04-15 00:50:27,110 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.25ms, fps=1165 images/s, loss=0.0199, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:30.312904, arrival_time=2021-04-15 00:50:57.423769, cost_time=0:00:13.373362 2021-04-15 00:50:29,312 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=0.0194, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:28.034622, arrival_time=2021-04-15 00:50:57.346953, cost_time=0:00:15.574789 2021-04-15 00:50:31,511 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0189, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:25.772764, arrival_time=2021-04-15 00:50:57.284560, cost_time=0:00:17.774291 2021-04-15 00:50:33,711 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.08ms, fps=1164 images/s, loss=0.0188, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:23.524580, arrival_time=2021-04-15 00:50:57.235803, cost_time=0:00:19.973715 2021-04-15 00:50:35,909 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.0188, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:21.285600, arrival_time=2021-04-15 00:50:57.195536, cost_time=0:00:22.172511 2021-04-15 00:50:38,112 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.77ms, fps=1162 images/s, loss=0.0186, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:19.057084, arrival_time=2021-04-15 00:50:57.169932, cost_time=0:00:24.375338 2021-04-15 00:50:40,316 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.0187, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:16.833468, arrival_time=2021-04-15 00:50:57.150111, cost_time=0:00:26.579218 2021-04-15 00:50:42,522 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.0186, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:14.613720, arrival_time=2021-04-15 00:50:57.135785, cost_time=0:00:28.784552 2021-04-15 00:50:44,714 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.64ms, fps=1168 images/s, loss=0.0185, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.390672, arrival_time=2021-04-15 00:50:57.104813, cost_time=0:00:30.976728 2021-04-15 00:50:46,908 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.65ms, fps=1167 images/s, loss=0.0188, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:10.172486, arrival_time=2021-04-15 00:50:57.081167, cost_time=0:00:33.171196 2021-04-15 00:50:49,107 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.94ms, fps=1165 images/s, loss=0.0190, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:07.958196, arrival_time=2021-04-15 00:50:57.065468, cost_time=0:00:35.369835 2021-04-15 00:50:51,301 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0191, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:05.745142, arrival_time=2021-04-15 00:50:57.046929, cost_time=0:00:37.564379 2021-04-15 00:50:53,504 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0194, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.534832, arrival_time=2021-04-15 00:50:57.039293, cost_time=0:00:39.766891 2021-04-15 00:50:55,717 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=0.0195, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:01.325676, arrival_time=2021-04-15 00:50:57.042880, cost_time=0:00:41.979695 2021-04-15 00:50:56,896 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.24ms, fps=1154 images/s, loss=0.0194, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:56.896267, cost_time=0:00:43.158771 2021-04-15 00:50:57,721 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.22ms, fps=3111 images/s, loss=0.2411, top1-acc=93.36%, top5-acc=99.92%, remaining_time=0:00:02.468460, arrival_time=2021-04-15 00:51:00.189673, cost_time=0:00:00.822824 2021-04-15 00:50:58,405 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.23ms, fps=3742 images/s, loss=0.2437, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:01.507440, arrival_time=2021-04-15 00:50:59.913217, cost_time=0:00:01.507446 2021-04-15 00:50:59,096 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.52ms, fps=3712 images/s, loss=0.2706, top1-acc=92.75%, top5-acc=99.79%, remaining_time=0:00:00.732500, arrival_time=2021-04-15 00:50:59.828427, cost_time=0:00:02.197506 2021-04-15 00:50:59,735 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.09ms, fps=3633 images/s, loss=0.2628, top1-acc=92.83%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 00:50:59.735124, cost_time=0:00:02.836728 2021-04-15 00:50:59,926 INFO : Epoch=0170 complete, best val top1-acc=93.19%, top5-acc=99.75% (epoch=169), remaining_time=0:23:07.406040, arrival_time=2021-04-15 01:14:07.332938, cost_time=2:11:01.967532 2021-04-15 00:50:59,928 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 00:51:02,312 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.54ms, fps=1074 images/s, loss=0.0164, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:44.334774, arrival_time=2021-04-15 00:51:46.646684, cost_time=0:00:02.383592 2021-04-15 00:51:04,521 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.94ms, fps=1159 images/s, loss=0.0166, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:40.416288, arrival_time=2021-04-15 00:51:44.937334, cost_time=0:00:04.592756 2021-04-15 00:51:06,725 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.0163, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:37.612280, arrival_time=2021-04-15 00:51:44.338079, cost_time=0:00:06.797386 2021-04-15 00:51:08,920 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=2.11ms, fps=1167 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:35.071140, arrival_time=2021-04-15 00:51:43.992019, cost_time=0:00:08.992581 2021-04-15 00:51:11,113 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.0160, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:32.660492, arrival_time=2021-04-15 00:51:43.773812, cost_time=0:00:11.185107 2021-04-15 00:51:13,307 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.0168, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:30.326232, arrival_time=2021-04-15 00:51:43.633716, cost_time=0:00:13.379191 2021-04-15 00:51:15,507 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.0168, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:28.042560, arrival_time=2021-04-15 00:51:43.550082, cost_time=0:00:15.579234 2021-04-15 00:51:17,702 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.0167, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:25.772880, arrival_time=2021-04-15 00:51:43.475475, cost_time=0:00:17.774387 2021-04-15 00:51:19,898 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.0164, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:23.520764, arrival_time=2021-04-15 00:51:43.419526, cost_time=0:00:19.970468 2021-04-15 00:51:22,096 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0169, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:21.281760, arrival_time=2021-04-15 00:51:43.378502, cost_time=0:00:22.168539 2021-04-15 00:51:24,296 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.0166, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:19.051236, arrival_time=2021-04-15 00:51:43.347444, cost_time=0:00:24.367915 2021-04-15 00:51:26,495 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=2.37ms, fps=1165 images/s, loss=0.0166, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:16.825564, arrival_time=2021-04-15 00:51:43.320528, cost_time=0:00:26.566653 2021-04-15 00:51:28,703 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.0165, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:14.608968, arrival_time=2021-04-15 00:51:43.312499, cost_time=0:00:28.775241 2021-04-15 00:51:30,908 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.78ms, fps=1162 images/s, loss=0.0166, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:12.391904, arrival_time=2021-04-15 00:51:43.299948, cost_time=0:00:30.979720 2021-04-15 00:51:33,104 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.0166, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:10.173866, arrival_time=2021-04-15 00:51:43.277821, cost_time=0:00:33.175666 2021-04-15 00:51:35,301 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0167, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:07.959024, arrival_time=2021-04-15 00:51:43.260725, cost_time=0:00:35.373408 2021-04-15 00:51:37,496 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.70ms, fps=1167 images/s, loss=0.0166, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:05.745688, arrival_time=2021-04-15 00:51:43.242044, cost_time=0:00:37.567952 2021-04-15 00:51:39,690 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.86ms, fps=1167 images/s, loss=0.0166, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:03.534432, arrival_time=2021-04-15 00:51:43.224954, cost_time=0:00:39.762313 2021-04-15 00:51:41,894 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.21ms, fps=1162 images/s, loss=0.0168, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.325232, arrival_time=2021-04-15 00:51:43.219182, cost_time=0:00:41.965666 2021-04-15 00:51:43,093 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.88ms, fps=1135 images/s, loss=0.0169, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:43.093080, cost_time=0:00:43.164620 2021-04-15 00:51:43,969 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.22ms, fps=2933 images/s, loss=0.2433, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:02.618820, arrival_time=2021-04-15 00:51:46.588460, cost_time=0:00:00.872940 2021-04-15 00:51:44,659 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.39ms, fps=3714 images/s, loss=0.2541, top1-acc=93.20%, top5-acc=99.79%, remaining_time=0:00:01.562580, arrival_time=2021-04-15 00:51:46.221930, cost_time=0:00:01.562584 2021-04-15 00:51:45,350 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.95ms, fps=3707 images/s, loss=0.2652, top1-acc=92.96%, top5-acc=99.77%, remaining_time=0:00:00.751220, arrival_time=2021-04-15 00:51:46.101628, cost_time=0:00:02.253668 2021-04-15 00:51:45,981 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=3681 images/s, loss=0.2637, top1-acc=92.92%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:51:45.981102, cost_time=0:00:02.884430 2021-04-15 00:51:46,164 INFO : Epoch=0171 complete, best val top1-acc=93.19%, top5-acc=99.75% (epoch=169), remaining_time=0:22:21.157606, arrival_time=2021-04-15 01:14:07.322167, cost_time=2:11:48.205170 2021-04-15 00:51:46,165 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 00:51:48,551 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.36ms, fps=1073 images/s, loss=0.0154, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:44.359698, arrival_time=2021-04-15 00:52:32.910734, cost_time=0:00:02.384933 2021-04-15 00:51:50,752 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.0164, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:40.358032, arrival_time=2021-04-15 00:52:31.110399, cost_time=0:00:04.586148 2021-04-15 00:51:52,953 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0150, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:37.553516, arrival_time=2021-04-15 00:52:30.506435, cost_time=0:00:06.786787 2021-04-15 00:51:55,146 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0152, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:35.022780, arrival_time=2021-04-15 00:52:30.169102, cost_time=0:00:08.980185 2021-04-15 00:51:57,353 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.02ms, fps=1160 images/s, loss=0.0147, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:32.666186, arrival_time=2021-04-15 00:52:30.019316, cost_time=0:00:11.187040 2021-04-15 00:51:59,549 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0151, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:30.336160, arrival_time=2021-04-15 00:52:29.885796, cost_time=0:00:13.383604 2021-04-15 00:52:01,753 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.86ms, fps=1162 images/s, loss=0.0150, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:28.056168, arrival_time=2021-04-15 00:52:29.809106, cost_time=0:00:15.586783 2021-04-15 00:52:03,950 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=2.02ms, fps=1165 images/s, loss=0.0150, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:25.786800, arrival_time=2021-04-15 00:52:29.736938, cost_time=0:00:17.784027 2021-04-15 00:52:06,149 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.0150, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:23.535498, arrival_time=2021-04-15 00:52:29.684456, cost_time=0:00:19.982926 2021-04-15 00:52:08,343 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0153, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:21.290112, arrival_time=2021-04-15 00:52:29.633419, cost_time=0:00:22.177201 2021-04-15 00:52:10,534 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.52ms, fps=1169 images/s, loss=0.0153, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:19.051580, arrival_time=2021-04-15 00:52:29.585869, cost_time=0:00:24.368252 2021-04-15 00:52:12,725 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.51ms, fps=1168 images/s, loss=0.0151, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:16.821232, arrival_time=2021-04-15 00:52:29.547128, cost_time=0:00:26.559855 2021-04-15 00:52:14,931 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.0148, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:14.603820, arrival_time=2021-04-15 00:52:29.535136, cost_time=0:00:28.765160 2021-04-15 00:52:17,123 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.0147, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:12.382832, arrival_time=2021-04-15 00:52:29.505883, cost_time=0:00:30.957029 2021-04-15 00:52:19,320 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.0147, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:10.167196, arrival_time=2021-04-15 00:52:29.487153, cost_time=0:00:33.153852 2021-04-15 00:52:21,517 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0146, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:07.954128, arrival_time=2021-04-15 00:52:29.471812, cost_time=0:00:35.351601 2021-04-15 00:52:23,719 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.0145, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:05.743504, arrival_time=2021-04-15 00:52:29.463247, cost_time=0:00:37.553718 2021-04-15 00:52:25,911 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.59ms, fps=1168 images/s, loss=0.0146, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:03.532928, arrival_time=2021-04-15 00:52:29.444472, cost_time=0:00:39.745518 2021-04-15 00:52:28,106 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.23ms, fps=1167 images/s, loss=0.0145, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:01.324422, arrival_time=2021-04-15 00:52:29.430535, cost_time=0:00:41.940012 2021-04-15 00:52:29,283 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.38ms, fps=1156 images/s, loss=0.0146, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:29.283244, cost_time=0:00:43.117235 2021-04-15 00:52:30,146 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.40ms, fps=2972 images/s, loss=0.2581, top1-acc=93.12%, top5-acc=99.92%, remaining_time=0:00:02.584140, arrival_time=2021-04-15 00:52:32.730585, cost_time=0:00:00.861381 2021-04-15 00:52:30,836 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.31ms, fps=3711 images/s, loss=0.2644, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:01.551840, arrival_time=2021-04-15 00:52:32.388700, cost_time=0:00:01.551842 2021-04-15 00:52:31,527 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.33ms, fps=3708 images/s, loss=0.2695, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:00.747550, arrival_time=2021-04-15 00:52:32.275350, cost_time=0:00:02.242646 2021-04-15 00:52:32,156 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=3692 images/s, loss=0.2632, top1-acc=93.24%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:52:32.156789, cost_time=0:00:02.871821 2021-04-15 00:52:32,451 INFO : Epoch=0172 complete, best val top1-acc=93.24%, top5-acc=99.78% (epoch=172), remaining_time=0:21:34.917232, arrival_time=2021-04-15 01:14:07.368143, cost_time=2:12:34.491484 2021-04-15 00:52:32,452 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 00:52:34,814 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.48ms, fps=1084 images/s, loss=0.0165, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:43.925760, arrival_time=2021-04-15 00:53:18.740429, cost_time=0:00:02.361595 2021-04-15 00:52:37,013 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0143, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:40.131872, arrival_time=2021-04-15 00:53:17.145292, cost_time=0:00:04.560434 2021-04-15 00:52:39,228 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=2.12ms, fps=1156 images/s, loss=0.0141, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:37.487448, arrival_time=2021-04-15 00:53:16.715366, cost_time=0:00:06.774852 2021-04-15 00:52:41,437 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.61ms, fps=1159 images/s, loss=0.0141, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:35.039004, arrival_time=2021-04-15 00:53:16.476428, cost_time=0:00:08.984363 2021-04-15 00:52:43,643 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=2.03ms, fps=1161 images/s, loss=0.0138, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:32.676260, arrival_time=2021-04-15 00:53:16.319867, cost_time=0:00:11.190525 2021-04-15 00:52:45,847 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.67ms, fps=1162 images/s, loss=0.0138, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:30.359960, arrival_time=2021-04-15 00:53:16.207121, cost_time=0:00:13.394098 2021-04-15 00:52:48,047 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=0.0141, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:28.069020, arrival_time=2021-04-15 00:53:16.116006, cost_time=0:00:15.593868 2021-04-15 00:52:50,246 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0144, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:25.800952, arrival_time=2021-04-15 00:53:16.047763, cost_time=0:00:17.793731 2021-04-15 00:52:52,441 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.0145, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.542070, arrival_time=2021-04-15 00:53:15.983694, cost_time=0:00:19.988549 2021-04-15 00:52:54,642 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.0142, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:21.301632, arrival_time=2021-04-15 00:53:15.943869, cost_time=0:00:22.189171 2021-04-15 00:52:56,836 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.0137, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:19.063534, arrival_time=2021-04-15 00:53:15.900215, cost_time=0:00:24.383600 2021-04-15 00:52:59,041 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.0136, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:16.839168, arrival_time=2021-04-15 00:53:15.880421, cost_time=0:00:26.588156 2021-04-15 00:53:01,247 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.0140, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:14.618802, arrival_time=2021-04-15 00:53:15.866418, cost_time=0:00:28.794640 2021-04-15 00:53:03,445 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.0137, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:12.396776, arrival_time=2021-04-15 00:53:15.841719, cost_time=0:00:30.991875 2021-04-15 00:53:05,643 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0137, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:10.178282, arrival_time=2021-04-15 00:53:15.821375, cost_time=0:00:33.190056 2021-04-15 00:53:07,849 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=0.0136, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:07.964100, arrival_time=2021-04-15 00:53:15.813171, cost_time=0:00:35.395950 2021-04-15 00:53:10,046 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0137, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:05.749614, arrival_time=2021-04-15 00:53:15.796230, cost_time=0:00:37.593641 2021-04-15 00:53:12,242 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.0136, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:03.536816, arrival_time=2021-04-15 00:53:15.779048, cost_time=0:00:39.789165 2021-04-15 00:53:14,439 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0135, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:01.325898, arrival_time=2021-04-15 00:53:15.765568, cost_time=0:00:41.986690 2021-04-15 00:53:15,617 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.21ms, fps=1155 images/s, loss=0.0137, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:15.617546, cost_time=0:00:43.164559 2021-04-15 00:53:16,455 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.45ms, fps=3064 images/s, loss=0.2622, top1-acc=93.32%, top5-acc=99.69%, remaining_time=0:00:02.506710, arrival_time=2021-04-15 00:53:18.961735, cost_time=0:00:00.835567 2021-04-15 00:53:17,147 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=2.20ms, fps=3699 images/s, loss=0.2524, top1-acc=93.57%, top5-acc=99.73%, remaining_time=0:00:01.528100, arrival_time=2021-04-15 00:53:18.675719, cost_time=0:00:01.528095 2021-04-15 00:53:17,835 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.44ms, fps=3727 images/s, loss=0.2636, top1-acc=93.33%, top5-acc=99.75%, remaining_time=0:00:00.738520, arrival_time=2021-04-15 00:53:18.573548, cost_time=0:00:02.215565 2021-04-15 00:53:18,467 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.07ms, fps=3669 images/s, loss=0.2594, top1-acc=93.36%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:53:18.467861, cost_time=0:00:02.848366 2021-04-15 00:53:18,762 INFO : Epoch=0173 complete, best val top1-acc=93.36%, top5-acc=99.75% (epoch=173), remaining_time=0:20:48.680313, arrival_time=2021-04-15 01:14:07.443136, cost_time=2:13:20.803437 2021-04-15 00:53:18,764 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 00:53:21,134 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.57ms, fps=1080 images/s, loss=0.0168, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:44.082744, arrival_time=2021-04-15 00:54:05.217207, cost_time=0:00:02.370042 2021-04-15 00:53:23,341 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.0148, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:40.274080, arrival_time=2021-04-15 00:54:03.615188, cost_time=0:00:04.576606 2021-04-15 00:53:25,551 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=0.0135, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.554512, arrival_time=2021-04-15 00:54:03.105888, cost_time=0:00:06.786960 2021-04-15 00:53:27,756 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=0.0137, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:35.067864, arrival_time=2021-04-15 00:54:02.824040, cost_time=0:00:08.991761 2021-04-15 00:53:29,965 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=2.60ms, fps=1159 images/s, loss=0.0133, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:32.706044, arrival_time=2021-04-15 00:54:02.671128, cost_time=0:00:11.200696 2021-04-15 00:53:32,165 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.91ms, fps=1164 images/s, loss=0.0128, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:30.376144, arrival_time=2021-04-15 00:54:02.541754, cost_time=0:00:13.401251 2021-04-15 00:53:34,362 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.0131, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:28.075824, arrival_time=2021-04-15 00:54:02.437856, cost_time=0:00:15.597645 2021-04-15 00:53:36,560 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.07ms, fps=1165 images/s, loss=0.0128, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:25.803504, arrival_time=2021-04-15 00:54:02.363425, cost_time=0:00:17.795529 2021-04-15 00:53:38,759 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.0125, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:23.549490, arrival_time=2021-04-15 00:54:02.308681, cost_time=0:00:19.994813 2021-04-15 00:53:40,968 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=0.0124, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.315648, arrival_time=2021-04-15 00:54:02.283844, cost_time=0:00:22.203805 2021-04-15 00:53:43,162 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.0121, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:19.074800, arrival_time=2021-04-15 00:54:02.237221, cost_time=0:00:24.397971 2021-04-15 00:53:45,362 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:16.845400, arrival_time=2021-04-15 00:54:02.207716, cost_time=0:00:26.598003 2021-04-15 00:53:47,559 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.32ms, fps=1165 images/s, loss=0.0118, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.619132, arrival_time=2021-04-15 00:54:02.178846, cost_time=0:00:28.795318 2021-04-15 00:53:49,763 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.92ms, fps=1162 images/s, loss=0.0117, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.399744, arrival_time=2021-04-15 00:54:02.163506, cost_time=0:00:30.999377 2021-04-15 00:53:51,959 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0118, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.179800, arrival_time=2021-04-15 00:54:02.139130, cost_time=0:00:33.195015 2021-04-15 00:53:54,153 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0119, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:07.962480, arrival_time=2021-04-15 00:54:02.115686, cost_time=0:00:35.388742 2021-04-15 00:53:56,350 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:05.748392, arrival_time=2021-04-15 00:54:02.098368, cost_time=0:00:37.585676 2021-04-15 00:53:58,542 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:03.535856, arrival_time=2021-04-15 00:54:02.078574, cost_time=0:00:39.778426 2021-04-15 00:54:00,738 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.0121, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:01.325502, arrival_time=2021-04-15 00:54:02.064060, cost_time=0:00:41.974181 2021-04-15 00:54:01,915 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.40ms, fps=1156 images/s, loss=0.0121, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:01.915432, cost_time=0:00:43.151143 2021-04-15 00:54:02,765 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.92ms, fps=3019 images/s, loss=0.2248, top1-acc=94.65%, top5-acc=99.69%, remaining_time=0:00:02.543610, arrival_time=2021-04-15 00:54:05.308767, cost_time=0:00:00.847873 2021-04-15 00:54:03,455 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.34ms, fps=3709 images/s, loss=0.2308, top1-acc=94.16%, top5-acc=99.77%, remaining_time=0:00:01.538480, arrival_time=2021-04-15 00:54:04.994309, cost_time=0:00:01.538474 2021-04-15 00:54:04,152 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.51ms, fps=3680 images/s, loss=0.2518, top1-acc=93.65%, top5-acc=99.75%, remaining_time=0:00:00.744890, arrival_time=2021-04-15 00:54:04.896854, cost_time=0:00:02.234661 2021-04-15 00:54:04,781 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.09ms, fps=3686 images/s, loss=0.2494, top1-acc=93.45%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:04.781819, cost_time=0:00:02.864485 2021-04-15 00:54:05,099 INFO : Epoch=0174 complete, best val top1-acc=93.45%, top5-acc=99.75% (epoch=174), remaining_time=0:20:02.446258, arrival_time=2021-04-15 01:14:07.546039, cost_time=2:14:07.140365 2021-04-15 00:54:05,101 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 00:54:07,458 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.99ms, fps=1086 images/s, loss=0.0099, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:43.833504, arrival_time=2021-04-15 00:54:51.291481, cost_time=0:00:02.356637 2021-04-15 00:54:09,652 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.61ms, fps=1167 images/s, loss=0.0090, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:40.052496, arrival_time=2021-04-15 00:54:49.705253, cost_time=0:00:04.551414 2021-04-15 00:54:11,846 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0096, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.323440, arrival_time=2021-04-15 00:54:49.170021, cost_time=0:00:06.745208 2021-04-15 00:54:14,049 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.67ms, fps=1162 images/s, loss=0.0099, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:34.898136, arrival_time=2021-04-15 00:54:48.947824, cost_time=0:00:08.948243 2021-04-15 00:54:16,243 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:32.535662, arrival_time=2021-04-15 00:54:48.779276, cost_time=0:00:11.142344 2021-04-15 00:54:18,443 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:30.241096, arrival_time=2021-04-15 00:54:48.684093, cost_time=0:00:13.341652 2021-04-15 00:54:20,639 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:27.969228, arrival_time=2021-04-15 00:54:48.609059, cost_time=0:00:15.538436 2021-04-15 00:54:22,837 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0106, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:25.717200, arrival_time=2021-04-15 00:54:48.554458, cost_time=0:00:17.735988 2021-04-15 00:54:25,038 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0106, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:23.481968, arrival_time=2021-04-15 00:54:48.520783, cost_time=0:00:19.937484 2021-04-15 00:54:27,232 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.0104, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:21.246144, arrival_time=2021-04-15 00:54:48.478843, cost_time=0:00:22.131430 2021-04-15 00:54:29,437 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.0106, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:19.025866, arrival_time=2021-04-15 00:54:48.462797, cost_time=0:00:24.335370 2021-04-15 00:54:31,640 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:16.808160, arrival_time=2021-04-15 00:54:48.448685, cost_time=0:00:26.539220 2021-04-15 00:54:33,832 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0108, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.586528, arrival_time=2021-04-15 00:54:48.418886, cost_time=0:00:28.731101 2021-04-15 00:54:36,026 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0110, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.369952, arrival_time=2021-04-15 00:54:48.396172, cost_time=0:00:30.924882 2021-04-15 00:54:38,222 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:10.157122, arrival_time=2021-04-15 00:54:48.379378, cost_time=0:00:33.120990 2021-04-15 00:54:40,416 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.0110, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.945848, arrival_time=2021-04-15 00:54:48.362024, cost_time=0:00:35.314885 2021-04-15 00:54:42,611 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.0111, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:05.736926, arrival_time=2021-04-15 00:54:48.348828, cost_time=0:00:37.510649 2021-04-15 00:54:44,816 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.0110, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.530240, arrival_time=2021-04-15 00:54:48.346793, cost_time=0:00:39.715284 2021-04-15 00:54:47,013 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.323540, arrival_time=2021-04-15 00:54:48.337057, cost_time=0:00:41.912187 2021-04-15 00:54:48,192 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.32ms, fps=1154 images/s, loss=0.0112, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:48.192210, cost_time=0:00:43.090958 2021-04-15 00:54:49,058 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.21ms, fps=2963 images/s, loss=0.2563, top1-acc=93.09%, top5-acc=99.77%, remaining_time=0:00:02.591910, arrival_time=2021-04-15 00:54:51.650356, cost_time=0:00:00.863967 2021-04-15 00:54:49,745 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.23ms, fps=3727 images/s, loss=0.2410, top1-acc=93.77%, top5-acc=99.71%, remaining_time=0:00:01.551200, arrival_time=2021-04-15 00:54:51.296960, cost_time=0:00:01.551197 2021-04-15 00:54:50,433 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.44ms, fps=3726 images/s, loss=0.2573, top1-acc=93.46%, top5-acc=99.71%, remaining_time=0:00:00.746250, arrival_time=2021-04-15 00:54:51.179698, cost_time=0:00:02.238763 2021-04-15 00:54:51,061 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=3696 images/s, loss=0.2621, top1-acc=93.49%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 00:54:51.061667, cost_time=0:00:02.867208 2021-04-15 00:54:51,643 INFO : Epoch=0175 complete, best val top1-acc=93.49%, top5-acc=99.74% (epoch=175), remaining_time=0:19:16.240575, arrival_time=2021-04-15 01:14:07.883947, cost_time=2:14:53.683988 2021-04-15 00:54:51,644 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 00:54:54,065 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=2.24ms, fps=1058 images/s, loss=0.0096, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:45.015162, arrival_time=2021-04-15 00:55:39.080273, cost_time=0:00:02.420169 2021-04-15 00:54:56,273 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.0084, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:40.732208, arrival_time=2021-04-15 00:55:37.005775, cost_time=0:00:04.628652 2021-04-15 00:54:58,475 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.0100, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:37.795378, arrival_time=2021-04-15 00:55:36.270777, cost_time=0:00:06.830482 2021-04-15 00:55:00,674 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.0094, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:35.213880, arrival_time=2021-04-15 00:55:35.888048, cost_time=0:00:09.029197 2021-04-15 00:55:02,872 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0092, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:32.783278, arrival_time=2021-04-15 00:55:35.655262, cost_time=0:00:11.227156 2021-04-15 00:55:05,070 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.0094, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:30.430408, arrival_time=2021-04-15 00:55:35.500500, cost_time=0:00:13.425195 2021-04-15 00:55:07,274 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:28.132020, arrival_time=2021-04-15 00:55:35.405959, cost_time=0:00:15.628895 2021-04-15 00:55:09,480 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.0096, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:25.861388, arrival_time=2021-04-15 00:55:35.341618, cost_time=0:00:17.835401 2021-04-15 00:55:11,676 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.0096, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.592102, arrival_time=2021-04-15 00:55:35.268112, cost_time=0:00:20.031073 2021-04-15 00:55:13,877 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.0099, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:21.343584, arrival_time=2021-04-15 00:55:35.221309, cost_time=0:00:22.232890 2021-04-15 00:55:16,083 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=2.37ms, fps=1161 images/s, loss=0.0096, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:19.106706, arrival_time=2021-04-15 00:55:35.190392, cost_time=0:00:24.438774 2021-04-15 00:55:18,290 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.0099, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:16.875724, arrival_time=2021-04-15 00:55:35.166420, cost_time=0:00:26.645851 2021-04-15 00:55:20,483 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.56ms, fps=1168 images/s, loss=0.0099, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.640978, arrival_time=2021-04-15 00:55:35.124070, cost_time=0:00:28.838263 2021-04-15 00:55:22,680 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0098, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:12.414024, arrival_time=2021-04-15 00:55:35.093981, cost_time=0:00:31.035044 2021-04-15 00:55:24,882 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.0096, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:10.192956, arrival_time=2021-04-15 00:55:35.075634, cost_time=0:00:33.237837 2021-04-15 00:55:27,085 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=2.26ms, fps=1162 images/s, loss=0.0098, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:07.974180, arrival_time=2021-04-15 00:55:35.059758, cost_time=0:00:35.440751 2021-04-15 00:55:29,290 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=2.23ms, fps=1161 images/s, loss=0.0097, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:05.757518, arrival_time=2021-04-15 00:55:35.047768, cost_time=0:00:37.645264 2021-04-15 00:55:31,489 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.0097, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.541696, arrival_time=2021-04-15 00:55:35.030693, cost_time=0:00:39.844154 2021-04-15 00:55:33,689 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.21ms, fps=1164 images/s, loss=0.0097, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.327716, arrival_time=2021-04-15 00:55:35.016899, cost_time=0:00:42.044356 2021-04-15 00:55:34,877 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.73ms, fps=1145 images/s, loss=0.0097, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:34.877438, cost_time=0:00:43.232613 2021-04-15 00:55:35,693 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.22ms, fps=3146 images/s, loss=0.2779, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:02.441190, arrival_time=2021-04-15 00:55:38.134293, cost_time=0:00:00.813726 2021-04-15 00:55:36,384 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.58ms, fps=3707 images/s, loss=0.2818, top1-acc=92.93%, top5-acc=99.73%, remaining_time=0:00:01.505000, arrival_time=2021-04-15 00:55:37.889293, cost_time=0:00:01.504991 2021-04-15 00:55:37,080 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.58ms, fps=3680 images/s, loss=0.2593, top1-acc=93.32%, top5-acc=99.70%, remaining_time=0:00:00.733700, arrival_time=2021-04-15 00:55:37.814185, cost_time=0:00:02.201090 2021-04-15 00:55:37,714 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.10ms, fps=3661 images/s, loss=0.2570, top1-acc=93.39%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:55:37.714712, cost_time=0:00:02.835362 2021-04-15 00:55:37,909 INFO : Epoch=0176 complete, best val top1-acc=93.49%, top5-acc=99.74% (epoch=175), remaining_time=0:18:29.993208, arrival_time=2021-04-15 01:14:07.902777, cost_time=2:15:39.950186 2021-04-15 00:55:37,911 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 00:55:40,299 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.62ms, fps=1072 images/s, loss=0.0097, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:44.411964, arrival_time=2021-04-15 00:56:24.710933, cost_time=0:00:02.387740 2021-04-15 00:55:42,497 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0092, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:40.360144, arrival_time=2021-04-15 00:56:22.857876, cost_time=0:00:04.586371 2021-04-15 00:55:44,702 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.576922, arrival_time=2021-04-15 00:56:22.279158, cost_time=0:00:06.791001 2021-04-15 00:55:46,897 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:35.047116, arrival_time=2021-04-15 00:56:21.944780, cost_time=0:00:08.986427 2021-04-15 00:55:49,093 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.0081, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:32.653192, arrival_time=2021-04-15 00:56:21.747024, cost_time=0:00:11.182598 2021-04-15 00:55:51,293 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.0083, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:30.333440, arrival_time=2021-04-15 00:56:21.627049, cost_time=0:00:13.382380 2021-04-15 00:55:53,493 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.96ms, fps=1164 images/s, loss=0.0090, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:28.047726, arrival_time=2021-04-15 00:56:21.541035, cost_time=0:00:15.582076 2021-04-15 00:55:55,690 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:25.779956, arrival_time=2021-04-15 00:56:21.470455, cost_time=0:00:17.779270 2021-04-15 00:55:57,889 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.529774, arrival_time=2021-04-15 00:56:21.419132, cost_time=0:00:19.978135 2021-04-15 00:56:00,081 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=0.0090, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:21.283872, arrival_time=2021-04-15 00:56:21.365760, cost_time=0:00:22.170746 2021-04-15 00:56:02,276 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:19.049430, arrival_time=2021-04-15 00:56:21.326196, cost_time=0:00:24.365544 2021-04-15 00:56:04,470 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0088, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.821004, arrival_time=2021-04-15 00:56:21.291654, cost_time=0:00:26.559515 2021-04-15 00:56:06,663 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.0088, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.597154, arrival_time=2021-04-15 00:56:21.260321, cost_time=0:00:28.751938 2021-04-15 00:56:08,858 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0089, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:12.378968, arrival_time=2021-04-15 00:56:21.237545, cost_time=0:00:30.947436 2021-04-15 00:56:11,051 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.65ms, fps=1168 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.162964, arrival_time=2021-04-15 00:56:21.214378, cost_time=0:00:33.140170 2021-04-15 00:56:13,247 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.0091, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.950600, arrival_time=2021-04-15 00:56:21.197783, cost_time=0:00:35.336046 2021-04-15 00:56:15,447 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.0091, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.740852, arrival_time=2021-04-15 00:56:21.188334, cost_time=0:00:37.536256 2021-04-15 00:56:17,644 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.0091, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.531808, arrival_time=2021-04-15 00:56:21.175891, cost_time=0:00:39.732928 2021-04-15 00:56:19,841 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.0091, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.324098, arrival_time=2021-04-15 00:56:21.165080, cost_time=0:00:41.929841 2021-04-15 00:56:21,020 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.87ms, fps=1154 images/s, loss=0.0091, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:21.020223, cost_time=0:00:43.109001 2021-04-15 00:56:21,857 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.29ms, fps=3066 images/s, loss=0.2380, top1-acc=93.48%, top5-acc=99.73%, remaining_time=0:00:02.504760, arrival_time=2021-04-15 00:56:24.362042, cost_time=0:00:00.834919 2021-04-15 00:56:22,549 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=5.18ms, fps=3704 images/s, loss=0.2461, top1-acc=93.38%, top5-acc=99.79%, remaining_time=0:00:01.526540, arrival_time=2021-04-15 00:56:24.075591, cost_time=0:00:01.526534 2021-04-15 00:56:23,243 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=2.12ms, fps=3691 images/s, loss=0.2523, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:00.740290, arrival_time=2021-04-15 00:56:23.983535, cost_time=0:00:02.220871 2021-04-15 00:56:23,880 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.07ms, fps=3642 images/s, loss=0.2652, top1-acc=93.25%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:56:23.880860, cost_time=0:00:02.858489 2021-04-15 00:56:24,059 INFO : Epoch=0177 complete, best val top1-acc=93.49%, top5-acc=99.74% (epoch=175), remaining_time=0:17:43.730542, arrival_time=2021-04-15 01:14:07.790128, cost_time=2:16:26.100208 2021-04-15 00:56:24,061 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 00:56:26,415 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.38ms, fps=1088 images/s, loss=0.0073, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:43.778076, arrival_time=2021-04-15 00:57:10.193098, cost_time=0:00:02.353663 2021-04-15 00:56:28,618 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:40.104416, arrival_time=2021-04-15 00:57:08.722986, cost_time=0:00:04.557319 2021-04-15 00:56:30,816 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:37.376892, arrival_time=2021-04-15 00:57:08.193009, cost_time=0:00:06.754873 2021-04-15 00:56:33,019 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:34.937916, arrival_time=2021-04-15 00:57:07.957725, cost_time=0:00:08.958437 2021-04-15 00:56:35,226 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=0.0079, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:32.603552, arrival_time=2021-04-15 00:57:07.830343, cost_time=0:00:11.165609 2021-04-15 00:56:37,439 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.41ms, fps=1157 images/s, loss=0.0079, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:30.324872, arrival_time=2021-04-15 00:57:07.764748, cost_time=0:00:13.378635 2021-04-15 00:56:39,637 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0080, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:28.037772, arrival_time=2021-04-15 00:57:07.675582, cost_time=0:00:15.576557 2021-04-15 00:56:41,840 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.780304, arrival_time=2021-04-15 00:57:07.620943, cost_time=0:00:17.779485 2021-04-15 00:56:44,050 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.0082, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:23.543342, arrival_time=2021-04-15 00:57:07.594232, cost_time=0:00:19.989613 2021-04-15 00:56:46,254 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.0086, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.304992, arrival_time=2021-04-15 00:57:07.558996, cost_time=0:00:22.192747 2021-04-15 00:56:48,461 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.076606, arrival_time=2021-04-15 00:57:07.538148, cost_time=0:00:24.400290 2021-04-15 00:56:50,663 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.848212, arrival_time=2021-04-15 00:57:07.512031, cost_time=0:00:26.602484 2021-04-15 00:56:52,863 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.0083, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.622432, arrival_time=2021-04-15 00:57:07.485463, cost_time=0:00:28.801782 2021-04-15 00:56:55,070 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.34ms, fps=1160 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.403440, arrival_time=2021-04-15 00:57:07.473346, cost_time=0:00:31.008649 2021-04-15 00:56:57,265 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.182560, arrival_time=2021-04-15 00:57:07.447855, cost_time=0:00:33.204010 2021-04-15 00:56:59,460 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.65ms, fps=1167 images/s, loss=0.0084, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.964856, arrival_time=2021-04-15 00:57:07.425369, cost_time=0:00:35.399282 2021-04-15 00:57:01,668 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=0.0083, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.751720, arrival_time=2021-04-15 00:57:07.420464, cost_time=0:00:37.607413 2021-04-15 00:57:03,871 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.0083, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.538704, arrival_time=2021-04-15 00:57:07.410320, cost_time=0:00:39.810458 2021-04-15 00:57:06,065 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0082, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.326438, arrival_time=2021-04-15 00:57:07.391603, cost_time=0:00:42.003921 2021-04-15 00:57:07,243 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.37ms, fps=1155 images/s, loss=0.0086, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:07.243362, cost_time=0:00:43.182203 2021-04-15 00:57:08,086 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.29ms, fps=3045 images/s, loss=0.2822, top1-acc=93.05%, top5-acc=99.69%, remaining_time=0:00:02.522310, arrival_time=2021-04-15 00:57:10.608300, cost_time=0:00:00.840769 2021-04-15 00:57:08,781 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.55ms, fps=3685 images/s, loss=0.2678, top1-acc=93.05%, top5-acc=99.75%, remaining_time=0:00:01.535960, arrival_time=2021-04-15 00:57:10.317158, cost_time=0:00:01.535959 2021-04-15 00:57:09,470 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.46ms, fps=3718 images/s, loss=0.2627, top1-acc=93.14%, top5-acc=99.77%, remaining_time=0:00:00.741690, arrival_time=2021-04-15 00:57:10.212012, cost_time=0:00:02.225057 2021-04-15 00:57:10,099 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=3692 images/s, loss=0.2532, top1-acc=93.18%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:10.099205, cost_time=0:00:02.854085 2021-04-15 00:57:10,229 INFO : Epoch=0178 complete, best val top1-acc=93.49%, top5-acc=99.74% (epoch=175), remaining_time=0:16:57.471598, arrival_time=2021-04-15 01:14:07.701263, cost_time=2:17:12.270267 2021-04-15 00:57:10,231 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 00:57:12,623 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.44ms, fps=1071 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:44.476506, arrival_time=2021-04-15 00:57:57.099484, cost_time=0:00:02.391212 2021-04-15 00:57:14,826 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:40.430368, arrival_time=2021-04-15 00:57:55.256444, cost_time=0:00:04.594367 2021-04-15 00:57:17,023 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.578748, arrival_time=2021-04-15 00:57:54.601779, cost_time=0:00:06.791328 2021-04-15 00:57:19,216 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.0084, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:35.039316, arrival_time=2021-04-15 00:57:54.255471, cost_time=0:00:08.984459 2021-04-15 00:57:21,419 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.82ms, fps=1162 images/s, loss=0.0082, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:32.667062, arrival_time=2021-04-15 00:57:54.086111, cost_time=0:00:11.187349 2021-04-15 00:57:23,615 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0082, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:30.336432, arrival_time=2021-04-15 00:57:53.951877, cost_time=0:00:13.383746 2021-04-15 00:57:25,820 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:28.058940, arrival_time=2021-04-15 00:57:53.878959, cost_time=0:00:15.588311 2021-04-15 00:57:28,018 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0080, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:25.791208, arrival_time=2021-04-15 00:57:53.809903, cost_time=0:00:17.787066 2021-04-15 00:57:30,217 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.29ms, fps=1165 images/s, loss=0.0080, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:23.538360, arrival_time=2021-04-15 00:57:53.755419, cost_time=0:00:19.985363 2021-04-15 00:57:32,433 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.56ms, fps=1155 images/s, loss=0.0081, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.313728, arrival_time=2021-04-15 00:57:53.747239, cost_time=0:00:22.201808 2021-04-15 00:57:34,640 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.082798, arrival_time=2021-04-15 00:57:53.722744, cost_time=0:00:24.408224 2021-04-15 00:57:36,838 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.850948, arrival_time=2021-04-15 00:57:53.689419, cost_time=0:00:26.606767 2021-04-15 00:57:39,032 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.622102, arrival_time=2021-04-15 00:57:53.654906, cost_time=0:00:28.801103 2021-04-15 00:57:41,230 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.399464, arrival_time=2021-04-15 00:57:53.629791, cost_time=0:00:30.998717 2021-04-15 00:57:43,435 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=2.56ms, fps=1161 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.182606, arrival_time=2021-04-15 00:57:53.618340, cost_time=0:00:33.204123 2021-04-15 00:57:45,633 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.965360, arrival_time=2021-04-15 00:57:53.598741, cost_time=0:00:35.401672 2021-04-15 00:57:47,832 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=2.00ms, fps=1165 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:05.750680, arrival_time=2021-04-15 00:57:53.583056, cost_time=0:00:37.600621 2021-04-15 00:57:50,033 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.537904, arrival_time=2021-04-15 00:57:53.571203, cost_time=0:00:39.801502 2021-04-15 00:57:52,228 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.31ms, fps=1167 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.326216, arrival_time=2021-04-15 00:57:53.554586, cost_time=0:00:41.996746 2021-04-15 00:57:53,407 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.99ms, fps=1154 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:53.407581, cost_time=0:00:43.175893 2021-04-15 00:57:54,228 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.20ms, fps=3125 images/s, loss=0.2666, top1-acc=93.48%, top5-acc=99.53%, remaining_time=0:00:02.457360, arrival_time=2021-04-15 00:57:56.686116, cost_time=0:00:00.819118 2021-04-15 00:57:54,920 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.69ms, fps=3706 images/s, loss=0.2678, top1-acc=93.48%, top5-acc=99.71%, remaining_time=0:00:01.510260, arrival_time=2021-04-15 00:57:56.430239, cost_time=0:00:01.510260 2021-04-15 00:57:55,616 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=2.64ms, fps=3680 images/s, loss=0.2681, top1-acc=93.45%, top5-acc=99.70%, remaining_time=0:00:00.735500, arrival_time=2021-04-15 00:57:56.351757, cost_time=0:00:02.206508 2021-04-15 00:57:56,255 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.08ms, fps=3635 images/s, loss=0.2646, top1-acc=93.61%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 00:57:56.255093, cost_time=0:00:02.845481 2021-04-15 00:57:56,570 INFO : Epoch=0179 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:16:11.233725, arrival_time=2021-04-15 01:14:07.804349, cost_time=2:17:58.611223 2021-04-15 00:57:56,572 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 00:57:58,939 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.54ms, fps=1082 images/s, loss=0.0062, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.012436, arrival_time=2021-04-15 00:58:42.951402, cost_time=0:00:02.366265 2021-04-15 00:58:01,155 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.56ms, fps=1155 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:40.327584, arrival_time=2021-04-15 00:58:41.483059, cost_time=0:00:04.582676 2021-04-15 00:58:03,366 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.591032, arrival_time=2021-04-15 00:58:40.957299, cost_time=0:00:06.793562 2021-04-15 00:58:05,568 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:35.081748, arrival_time=2021-04-15 00:58:40.649787, cost_time=0:00:08.995338 2021-04-15 00:58:07,764 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:32.678596, arrival_time=2021-04-15 00:58:40.442638, cost_time=0:00:11.191314 2021-04-15 00:58:09,962 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:30.350848, arrival_time=2021-04-15 00:58:40.313518, cost_time=0:00:13.390054 2021-04-15 00:58:12,168 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:28.071666, arrival_time=2021-04-15 00:58:40.239695, cost_time=0:00:15.595337 2021-04-15 00:58:14,361 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.793760, arrival_time=2021-04-15 00:58:40.155263, cost_time=0:00:17.788770 2021-04-15 00:58:16,556 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.0068, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.536346, arrival_time=2021-04-15 00:58:40.092624, cost_time=0:00:19.983675 2021-04-15 00:58:18,754 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.63ms, fps=1165 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.294432, arrival_time=2021-04-15 00:58:40.048836, cost_time=0:00:22.181674 2021-04-15 00:58:20,954 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:19.062416, arrival_time=2021-04-15 00:58:40.017269, cost_time=0:00:24.382202 2021-04-15 00:58:23,163 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.96ms, fps=1160 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:16.840536, arrival_time=2021-04-15 00:58:40.003601, cost_time=0:00:26.590317 2021-04-15 00:58:25,359 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.614908, arrival_time=2021-04-15 00:58:39.974522, cost_time=0:00:28.786984 2021-04-15 00:58:27,552 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.392072, arrival_time=2021-04-15 00:58:39.944855, cost_time=0:00:30.980163 2021-04-15 00:58:29,749 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.174188, arrival_time=2021-04-15 00:58:39.923631, cost_time=0:00:33.176750 2021-04-15 00:58:31,944 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.63ms, fps=1166 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.958772, arrival_time=2021-04-15 00:58:39.903656, cost_time=0:00:35.372264 2021-04-15 00:58:34,142 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.746026, arrival_time=2021-04-15 00:58:39.888777, cost_time=0:00:37.570145 2021-04-15 00:58:36,337 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=2.39ms, fps=1167 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.534656, arrival_time=2021-04-15 00:58:39.872343, cost_time=0:00:39.764937 2021-04-15 00:58:38,533 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.325064, arrival_time=2021-04-15 00:58:39.858024, cost_time=0:00:41.960335 2021-04-15 00:58:39,709 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.25ms, fps=1156 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:39.709395, cost_time=0:00:43.136799 2021-04-15 00:58:40,526 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.37ms, fps=3141 images/s, loss=0.2707, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:02.444940, arrival_time=2021-04-15 00:58:42.971257, cost_time=0:00:00.814984 2021-04-15 00:58:41,213 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.29ms, fps=3729 images/s, loss=0.2518, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:00:01.502360, arrival_time=2021-04-15 00:58:42.715930, cost_time=0:00:01.502370 2021-04-15 00:58:41,903 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.67ms, fps=3716 images/s, loss=0.2612, top1-acc=93.16%, top5-acc=99.74%, remaining_time=0:00:00.730550, arrival_time=2021-04-15 00:58:42.633484, cost_time=0:00:02.191660 2021-04-15 00:58:42,535 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=3669 images/s, loss=0.2618, top1-acc=93.41%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 00:58:42.535953, cost_time=0:00:02.824857 2021-04-15 00:58:42,698 INFO : Epoch=0180 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:15:24.971040, arrival_time=2021-04-15 01:14:07.669825, cost_time=2:18:44.739385 2021-04-15 00:58:42,700 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 00:58:45,095 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.56ms, fps=1069 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:44.534910, arrival_time=2021-04-15 00:59:29.630199, cost_time=0:00:02.394347 2021-04-15 00:58:47,300 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:40.475248, arrival_time=2021-04-15 00:59:27.775546, cost_time=0:00:04.599462 2021-04-15 00:58:49,499 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:37.619584, arrival_time=2021-04-15 00:59:27.119141, cost_time=0:00:06.798725 2021-04-15 00:58:51,695 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:35.079720, arrival_time=2021-04-15 00:59:26.775436, cost_time=0:00:08.994799 2021-04-15 00:58:53,900 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.0068, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:32.702540, arrival_time=2021-04-15 00:59:26.602938, cost_time=0:00:11.199503 2021-04-15 00:58:56,100 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:30.371384, arrival_time=2021-04-15 00:59:26.471360, cost_time=0:00:13.399140 2021-04-15 00:58:58,296 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.70ms, fps=1166 images/s, loss=0.0068, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:28.071162, arrival_time=2021-04-15 00:59:26.367120, cost_time=0:00:15.595120 2021-04-15 00:59:00,489 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:25.793992, arrival_time=2021-04-15 00:59:26.283692, cost_time=0:00:17.788949 2021-04-15 00:59:02,687 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0069, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.539314, arrival_time=2021-04-15 00:59:26.226368, cost_time=0:00:19.986211 2021-04-15 00:59:04,885 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.297696, arrival_time=2021-04-15 00:59:26.183500, cost_time=0:00:22.185059 2021-04-15 00:59:07,078 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:19.059062, arrival_time=2021-04-15 00:59:26.137779, cost_time=0:00:24.377882 2021-04-15 00:59:09,272 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.828832, arrival_time=2021-04-15 00:59:26.101394, cost_time=0:00:26.571812 2021-04-15 00:59:11,477 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.83ms, fps=1161 images/s, loss=0.0068, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.609826, arrival_time=2021-04-15 00:59:26.087620, cost_time=0:00:28.776944 2021-04-15 00:59:13,672 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0069, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.388880, arrival_time=2021-04-15 00:59:26.061763, cost_time=0:00:30.972132 2021-04-15 00:59:15,871 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0070, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.172302, arrival_time=2021-04-15 00:59:26.043599, cost_time=0:00:33.170545 2021-04-15 00:59:18,070 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.958016, arrival_time=2021-04-15 00:59:26.027928, cost_time=0:00:35.369012 2021-04-15 00:59:20,267 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.745428, arrival_time=2021-04-15 00:59:26.012438, cost_time=0:00:37.566270 2021-04-15 00:59:22,456 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.34ms, fps=1169 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.533856, arrival_time=2021-04-15 00:59:25.990415, cost_time=0:00:39.755811 2021-04-15 00:59:24,649 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.19ms, fps=1168 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.324680, arrival_time=2021-04-15 00:59:25.973709, cost_time=0:00:41.948182 2021-04-15 00:59:25,826 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.22ms, fps=1156 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:25.826175, cost_time=0:00:43.125429 2021-04-15 00:59:26,664 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.46ms, fps=3060 images/s, loss=0.2540, top1-acc=93.79%, top5-acc=99.88%, remaining_time=0:00:02.509470, arrival_time=2021-04-15 00:59:29.174018, cost_time=0:00:00.836490 2021-04-15 00:59:27,349 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.21ms, fps=3742 images/s, loss=0.2456, top1-acc=93.59%, top5-acc=99.82%, remaining_time=0:00:01.520940, arrival_time=2021-04-15 00:59:28.869921, cost_time=0:00:01.520942 2021-04-15 00:59:28,039 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.52ms, fps=3709 images/s, loss=0.2573, top1-acc=93.32%, top5-acc=99.79%, remaining_time=0:00:00.737140, arrival_time=2021-04-15 00:59:28.776632, cost_time=0:00:02.211425 2021-04-15 00:59:28,671 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.09ms, fps=3674 images/s, loss=0.2578, top1-acc=93.57%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 00:59:28.671484, cost_time=0:00:02.843373 2021-04-15 00:59:28,961 INFO : Epoch=0181 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:14:38.723951, arrival_time=2021-04-15 01:14:07.685127, cost_time=2:19:31.001805 2021-04-15 00:59:28,962 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 00:59:31,358 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.90ms, fps=1068 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.566344, arrival_time=2021-04-15 01:00:15.925097, cost_time=0:00:02.396035 2021-04-15 00:59:33,567 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.0060, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:40.517136, arrival_time=2021-04-15 01:00:14.084067, cost_time=0:00:04.604213 2021-04-15 00:59:35,784 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.63ms, fps=1155 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:37.745910, arrival_time=2021-04-15 01:00:13.530194, cost_time=0:00:06.821559 2021-04-15 00:59:37,985 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:35.187828, arrival_time=2021-04-15 01:00:13.173075, cost_time=0:00:09.022537 2021-04-15 00:59:40,188 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.779482, arrival_time=2021-04-15 01:00:12.968061, cost_time=0:00:11.225859 2021-04-15 00:59:42,382 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.417896, arrival_time=2021-04-15 01:00:12.800260, cost_time=0:00:13.419664 2021-04-15 00:59:44,593 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:28.135800, arrival_time=2021-04-15 01:00:12.729493, cost_time=0:00:15.630983 2021-04-15 00:59:46,792 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.852920, arrival_time=2021-04-15 01:00:12.645226, cost_time=0:00:17.829599 2021-04-15 00:59:48,987 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=2.35ms, fps=1166 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:23.585000, arrival_time=2021-04-15 01:00:12.572719, cost_time=0:00:20.025017 2021-04-15 00:59:51,182 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.331008, arrival_time=2021-04-15 01:00:12.513582, cost_time=0:00:22.219837 2021-04-15 00:59:53,377 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:19.087700, arrival_time=2021-04-15 01:00:12.464976, cost_time=0:00:24.414534 2021-04-15 00:59:55,572 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=2.12ms, fps=1167 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.852544, arrival_time=2021-04-15 01:00:12.424510, cost_time=0:00:26.609259 2021-04-15 00:59:57,764 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.622696, arrival_time=2021-04-15 01:00:12.387550, cost_time=0:00:28.802222 2021-04-15 00:59:59,960 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.399240, arrival_time=2021-04-15 01:00:12.360084, cost_time=0:00:30.998141 2021-04-15 01:00:02,155 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=2.15ms, fps=1167 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.178926, arrival_time=2021-04-15 01:00:12.333914, cost_time=0:00:33.192203 2021-04-15 01:00:04,359 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.964316, arrival_time=2021-04-15 01:00:12.323912, cost_time=0:00:35.396959 2021-04-15 01:00:06,552 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.29ms, fps=1168 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.749042, arrival_time=2021-04-15 01:00:12.301623, cost_time=0:00:37.589869 2021-04-15 01:00:08,752 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.536912, arrival_time=2021-04-15 01:00:12.289811, cost_time=0:00:39.790262 2021-04-15 01:00:10,947 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.21ms, fps=1167 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.325850, arrival_time=2021-04-15 01:00:12.273636, cost_time=0:00:41.985176 2021-04-15 01:00:12,126 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.25ms, fps=1155 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:12.125931, cost_time=0:00:43.163244 2021-04-15 01:00:12,992 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.23ms, fps=2962 images/s, loss=0.2664, top1-acc=93.16%, top5-acc=99.69%, remaining_time=0:00:02.592510, arrival_time=2021-04-15 01:00:15.584573, cost_time=0:00:00.864173 2021-04-15 01:00:13,681 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.91ms, fps=3717 images/s, loss=0.2590, top1-acc=93.24%, top5-acc=99.75%, remaining_time=0:00:01.553400, arrival_time=2021-04-15 01:00:15.234702, cost_time=0:00:01.553404 2021-04-15 01:00:14,376 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=2.44ms, fps=3687 images/s, loss=0.2549, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:00.749410, arrival_time=2021-04-15 01:00:15.125472, cost_time=0:00:02.248230 2021-04-15 01:00:15,008 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.08ms, fps=3673 images/s, loss=0.2547, top1-acc=93.52%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:15.008163, cost_time=0:00:02.880276 2021-04-15 01:00:15,198 INFO : Epoch=0182 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:13:52.474152, arrival_time=2021-04-15 01:14:07.672135, cost_time=2:20:17.238604 2021-04-15 01:00:15,199 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 01:00:17,574 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.83ms, fps=1078 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.165886, arrival_time=2021-04-15 01:01:01.739958, cost_time=0:00:02.374506 2021-04-15 01:00:19,775 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:40.263696, arrival_time=2021-04-15 01:01:00.038749, cost_time=0:00:04.575414 2021-04-15 01:00:21,975 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:37.491432, arrival_time=2021-04-15 01:00:59.466528, cost_time=0:00:06.775560 2021-04-15 01:00:24,169 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.54ms, fps=1167 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:34.983780, arrival_time=2021-04-15 01:00:59.153500, cost_time=0:00:08.970185 2021-04-15 01:00:26,364 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0063, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:32.600778, arrival_time=2021-04-15 01:00:58.964965, cost_time=0:00:11.164657 2021-04-15 01:00:28,566 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.88ms, fps=1163 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.297264, arrival_time=2021-04-15 01:00:58.863241, cost_time=0:00:13.366440 2021-04-15 01:00:30,758 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.60ms, fps=1168 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:28.006020, arrival_time=2021-04-15 01:00:58.764556, cost_time=0:00:15.558899 2021-04-15 01:00:32,951 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.85ms, fps=1167 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:25.741096, arrival_time=2021-04-15 01:00:58.693037, cost_time=0:00:17.752475 2021-04-15 01:00:35,150 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.66ms, fps=1165 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.497656, arrival_time=2021-04-15 01:00:58.648014, cost_time=0:00:19.950822 2021-04-15 01:00:37,345 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.0062, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.260064, arrival_time=2021-04-15 01:00:58.605365, cost_time=0:00:22.145862 2021-04-15 01:00:39,542 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.031370, arrival_time=2021-04-15 01:00:58.573394, cost_time=0:00:24.342495 2021-04-15 01:00:41,738 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.808236, arrival_time=2021-04-15 01:00:58.547064, cost_time=0:00:26.539306 2021-04-15 01:00:43,932 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.587452, arrival_time=2021-04-15 01:00:58.519871, cost_time=0:00:28.732886 2021-04-15 01:00:46,131 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.32ms, fps=1165 images/s, loss=0.0060, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.372584, arrival_time=2021-04-15 01:00:58.503625, cost_time=0:00:30.931501 2021-04-15 01:00:48,328 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.159514, arrival_time=2021-04-15 01:00:58.487953, cost_time=0:00:33.128912 2021-04-15 01:00:50,526 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.948548, arrival_time=2021-04-15 01:00:58.474969, cost_time=0:00:35.326807 2021-04-15 01:00:52,726 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.739396, arrival_time=2021-04-15 01:00:58.465805, cost_time=0:00:37.526864 2021-04-15 01:00:54,923 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.530992, arrival_time=2021-04-15 01:00:58.454015, cost_time=0:00:39.723585 2021-04-15 01:00:57,125 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.323990, arrival_time=2021-04-15 01:00:58.449793, cost_time=0:00:41.926282 2021-04-15 01:00:58,302 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.21ms, fps=1156 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:00:58.302332, cost_time=0:00:43.102905 2021-04-15 01:00:59,107 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.30ms, fps=3188 images/s, loss=0.2470, top1-acc=93.52%, top5-acc=99.84%, remaining_time=0:00:02.409180, arrival_time=2021-04-15 01:01:01.516494, cost_time=0:00:00.803064 2021-04-15 01:00:59,805 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=2.97ms, fps=3671 images/s, loss=0.2302, top1-acc=93.93%, top5-acc=99.84%, remaining_time=0:00:01.501080, arrival_time=2021-04-15 01:01:01.306396, cost_time=0:00:01.501072 2021-04-15 01:01:00,501 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.67ms, fps=3679 images/s, loss=0.2487, top1-acc=93.58%, top5-acc=99.80%, remaining_time=0:00:00.732460, arrival_time=2021-04-15 01:01:01.234004, cost_time=0:00:02.197378 2021-04-15 01:01:01,136 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.09ms, fps=3655 images/s, loss=0.2541, top1-acc=93.56%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:01.136785, cost_time=0:00:02.832570 2021-04-15 01:01:01,297 INFO : Epoch=0183 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:13:06.211733, arrival_time=2021-04-15 01:14:07.509200, cost_time=2:21:03.338069 2021-04-15 01:01:01,298 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 01:01:03,679 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.36ms, fps=1075 images/s, loss=0.0046, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.276370, arrival_time=2021-04-15 01:01:47.955858, cost_time=0:00:02.380450 2021-04-15 01:01:05,875 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.0040, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:40.270032, arrival_time=2021-04-15 01:01:46.145287, cost_time=0:00:04.576136 2021-04-15 01:01:08,071 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.30ms, fps=1166 images/s, loss=0.0052, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:37.474002, arrival_time=2021-04-15 01:01:45.545524, cost_time=0:00:06.772409 2021-04-15 01:01:10,265 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.58ms, fps=1167 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:34.968960, arrival_time=2021-04-15 01:01:45.234467, cost_time=0:00:08.966393 2021-04-15 01:01:12,462 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.597274, arrival_time=2021-04-15 01:01:45.059832, cost_time=0:00:11.163451 2021-04-15 01:01:14,658 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.281896, arrival_time=2021-04-15 01:01:44.940673, cost_time=0:00:13.359661 2021-04-15 01:01:16,854 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.999090, arrival_time=2021-04-15 01:01:44.853269, cost_time=0:00:15.555063 2021-04-15 01:01:19,048 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.86ms, fps=1167 images/s, loss=0.0051, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.736920, arrival_time=2021-04-15 01:01:44.785667, cost_time=0:00:17.749619 2021-04-15 01:01:21,247 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.495006, arrival_time=2021-04-15 01:01:44.742633, cost_time=0:00:19.948600 2021-04-15 01:01:23,446 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.261792, arrival_time=2021-04-15 01:01:44.708638, cost_time=0:00:22.147727 2021-04-15 01:01:25,639 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.0052, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.029650, arrival_time=2021-04-15 01:01:44.668947, cost_time=0:00:24.340275 2021-04-15 01:01:27,835 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.806184, arrival_time=2021-04-15 01:01:44.641336, cost_time=0:00:26.536033 2021-04-15 01:01:30,036 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.589828, arrival_time=2021-04-15 01:01:44.626365, cost_time=0:00:28.737503 2021-04-15 01:01:32,235 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0054, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.374656, arrival_time=2021-04-15 01:01:44.610456, cost_time=0:00:30.936687 2021-04-15 01:01:34,431 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.160572, arrival_time=2021-04-15 01:01:44.591912, cost_time=0:00:33.132318 2021-04-15 01:01:36,624 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.81ms, fps=1167 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.948296, arrival_time=2021-04-15 01:01:44.573025, cost_time=0:00:35.325691 2021-04-15 01:01:38,824 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.739110, arrival_time=2021-04-15 01:01:44.563198, cost_time=0:00:37.524985 2021-04-15 01:01:41,020 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.530832, arrival_time=2021-04-15 01:01:44.551752, cost_time=0:00:39.721892 2021-04-15 01:01:43,216 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.62ms, fps=1166 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.323690, arrival_time=2021-04-15 01:01:44.539631, cost_time=0:00:41.916884 2021-04-15 01:01:44,396 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.39ms, fps=1152 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:44.396580, cost_time=0:00:43.097471 2021-04-15 01:01:45,209 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.46ms, fps=3158 images/s, loss=0.2847, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:02.431710, arrival_time=2021-04-15 01:01:47.640856, cost_time=0:00:00.810574 2021-04-15 01:01:45,906 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=2.29ms, fps=3674 images/s, loss=0.2731, top1-acc=93.22%, top5-acc=99.75%, remaining_time=0:00:01.507780, arrival_time=2021-04-15 01:01:47.414137, cost_time=0:00:01.507773 2021-04-15 01:01:46,593 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.42ms, fps=3729 images/s, loss=0.2628, top1-acc=93.36%, top5-acc=99.78%, remaining_time=0:00:00.731530, arrival_time=2021-04-15 01:01:47.324675, cost_time=0:00:02.194584 2021-04-15 01:01:47,223 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=3686 images/s, loss=0.2536, top1-acc=93.43%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:01:47.223030, cost_time=0:00:02.824409 2021-04-15 01:01:47,392 INFO : Epoch=0184 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:12:19.950688, arrival_time=2021-04-15 01:14:07.342973, cost_time=2:21:49.432870 2021-04-15 01:01:47,394 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 01:01:49,779 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.32ms, fps=1074 images/s, loss=0.0034, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.350956, arrival_time=2021-04-15 01:02:34.130138, cost_time=0:00:02.384456 2021-04-15 01:01:51,970 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.71ms, fps=1168 images/s, loss=0.0045, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.267920, arrival_time=2021-04-15 01:02:32.238593, cost_time=0:00:04.575900 2021-04-15 01:01:54,168 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.63ms, fps=1165 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:37.482800, arrival_time=2021-04-15 01:02:31.651596, cost_time=0:00:06.773986 2021-04-15 01:01:56,362 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.973016, arrival_time=2021-04-15 01:02:31.335253, cost_time=0:00:08.967422 2021-04-15 01:01:58,563 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=2.21ms, fps=1163 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.612166, arrival_time=2021-04-15 01:02:31.175508, cost_time=0:00:11.168542 2021-04-15 01:02:00,765 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=2.69ms, fps=1163 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.306920, arrival_time=2021-04-15 01:02:31.072505, cost_time=0:00:13.370711 2021-04-15 01:02:02,976 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:28.047600, arrival_time=2021-04-15 01:02:31.024404, cost_time=0:00:15.582001 2021-04-15 01:02:05,186 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.798052, arrival_time=2021-04-15 01:02:30.984640, cost_time=0:00:17.791755 2021-04-15 01:02:07,386 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.545780, arrival_time=2021-04-15 01:02:30.932263, cost_time=0:00:19.991679 2021-04-15 01:02:09,590 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.30ms, fps=1162 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.307776, arrival_time=2021-04-15 01:02:30.898208, cost_time=0:00:22.195624 2021-04-15 01:02:11,792 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.074198, arrival_time=2021-04-15 01:02:30.866199, cost_time=0:00:24.397189 2021-04-15 01:02:13,989 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.842968, arrival_time=2021-04-15 01:02:30.831921, cost_time=0:00:26.594141 2021-04-15 01:02:16,192 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=2.05ms, fps=1162 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.620254, arrival_time=2021-04-15 01:02:30.812569, cost_time=0:00:28.797512 2021-04-15 01:02:18,387 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.30ms, fps=1166 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.397168, arrival_time=2021-04-15 01:02:30.784804, cost_time=0:00:30.992916 2021-04-15 01:02:20,584 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=2.13ms, fps=1166 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.178052, arrival_time=2021-04-15 01:02:30.762162, cost_time=0:00:33.189303 2021-04-15 01:02:22,780 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0047, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.961832, arrival_time=2021-04-15 01:02:30.742434, cost_time=0:00:35.385844 2021-04-15 01:02:24,983 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.0047, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.748860, arrival_time=2021-04-15 01:02:30.732477, cost_time=0:00:37.588707 2021-04-15 01:02:27,180 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.65ms, fps=1166 images/s, loss=0.0046, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.536480, arrival_time=2021-04-15 01:02:30.716680, cost_time=0:00:39.785399 2021-04-15 01:02:29,375 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.21ms, fps=1166 images/s, loss=0.0048, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.325712, arrival_time=2021-04-15 01:02:30.701407, cost_time=0:00:41.980903 2021-04-15 01:02:30,556 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.32ms, fps=1153 images/s, loss=0.0048, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:30.556023, cost_time=0:00:43.161219 2021-04-15 01:02:31,446 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.22ms, fps=2882 images/s, loss=0.2708, top1-acc=93.28%, top5-acc=99.65%, remaining_time=0:00:02.664840, arrival_time=2021-04-15 01:02:34.111276, cost_time=0:00:00.888281 2021-04-15 01:02:32,137 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.35ms, fps=3705 images/s, loss=0.2776, top1-acc=93.30%, top5-acc=99.75%, remaining_time=0:00:01.579640, arrival_time=2021-04-15 01:02:33.717513, cost_time=0:00:01.579633 2021-04-15 01:02:32,828 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.41ms, fps=3709 images/s, loss=0.2595, top1-acc=93.76%, top5-acc=99.78%, remaining_time=0:00:00.756820, arrival_time=2021-04-15 01:02:33.585522, cost_time=0:00:02.270459 2021-04-15 01:02:33,456 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.09ms, fps=3697 images/s, loss=0.2584, top1-acc=93.58%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:02:33.456656, cost_time=0:00:02.898528 2021-04-15 01:02:33,642 INFO : Epoch=0185 complete, best val top1-acc=93.61%, top5-acc=99.72% (epoch=179), remaining_time=0:11:33.704070, arrival_time=2021-04-15 01:14:07.346933, cost_time=2:22:35.683483 2021-04-15 01:02:33,644 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 01:02:35,999 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.49ms, fps=1087 images/s, loss=0.0045, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.800582, arrival_time=2021-04-15 01:03:19.799858, cost_time=0:00:02.354867 2021-04-15 01:02:38,204 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=6.06ms, fps=1161 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.129584, arrival_time=2021-04-15 01:03:18.334153, cost_time=0:00:04.560174 2021-04-15 01:02:40,404 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:37.406274, arrival_time=2021-04-15 01:03:17.810920, cost_time=0:00:06.760165 2021-04-15 01:02:42,621 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.47ms, fps=1155 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.009052, arrival_time=2021-04-15 01:03:17.630159, cost_time=0:00:08.976661 2021-04-15 01:02:44,830 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.663558, arrival_time=2021-04-15 01:03:17.494147, cost_time=0:00:11.186146 2021-04-15 01:02:47,033 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:30.348536, arrival_time=2021-04-15 01:03:17.382043, cost_time=0:00:13.389071 2021-04-15 01:02:49,231 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:28.056672, arrival_time=2021-04-15 01:03:17.288142, cost_time=0:00:15.587029 2021-04-15 01:02:51,429 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=2.12ms, fps=1165 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.788424, arrival_time=2021-04-15 01:03:17.218008, cost_time=0:00:17.785147 2021-04-15 01:02:53,628 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.32ms, fps=1165 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.536664, arrival_time=2021-04-15 01:03:17.165006, cost_time=0:00:19.983976 2021-04-15 01:02:55,832 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.300096, arrival_time=2021-04-15 01:03:17.132164, cost_time=0:00:22.187598 2021-04-15 01:02:58,033 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.067662, arrival_time=2021-04-15 01:03:17.101003, cost_time=0:00:24.388898 2021-04-15 01:03:00,242 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=2.71ms, fps=1159 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.845324, arrival_time=2021-04-15 01:03:17.087628, cost_time=0:00:26.597854 2021-04-15 01:03:02,437 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.618076, arrival_time=2021-04-15 01:03:17.055669, cost_time=0:00:28.793155 2021-04-15 01:03:04,636 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.396832, arrival_time=2021-04-15 01:03:17.033344, cost_time=0:00:30.992052 2021-04-15 01:03:06,829 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.176764, arrival_time=2021-04-15 01:03:17.006350, cost_time=0:00:33.185153 2021-04-15 01:03:09,025 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.960824, arrival_time=2021-04-15 01:03:16.986634, cost_time=0:00:35.381370 2021-04-15 01:03:11,217 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.746520, arrival_time=2021-04-15 01:03:16.964264, cost_time=0:00:37.573392 2021-04-15 01:03:13,412 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.534944, arrival_time=2021-04-15 01:03:16.947448, cost_time=0:00:39.768059 2021-04-15 01:03:15,607 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.325148, arrival_time=2021-04-15 01:03:16.932773, cost_time=0:00:41.963082 2021-04-15 01:03:16,801 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.79ms, fps=1140 images/s, loss=0.0050, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:16.800949, cost_time=0:00:43.156530 2021-04-15 01:03:17,629 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.22ms, fps=3098 images/s, loss=0.2503, top1-acc=93.67%, top5-acc=99.61%, remaining_time=0:00:02.478930, arrival_time=2021-04-15 01:03:20.108679, cost_time=0:00:00.826309 2021-04-15 01:03:18,322 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.41ms, fps=3697 images/s, loss=0.2434, top1-acc=93.89%, top5-acc=99.69%, remaining_time=0:00:01.519020, arrival_time=2021-04-15 01:03:19.841563, cost_time=0:00:01.519024 2021-04-15 01:03:19,015 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.69ms, fps=3701 images/s, loss=0.2439, top1-acc=93.76%, top5-acc=99.70%, remaining_time=0:00:00.737110, arrival_time=2021-04-15 01:03:19.752042, cost_time=0:00:02.211339 2021-04-15 01:03:19,650 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.17ms, fps=3655 images/s, loss=0.2517, top1-acc=93.68%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:03:19.650443, cost_time=0:00:02.846956 2021-04-15 01:03:19,963 INFO : Epoch=0186 complete, best val top1-acc=93.68%, top5-acc=99.72% (epoch=186), remaining_time=0:10:47.462634, arrival_time=2021-04-15 01:14:07.425677, cost_time=2:23:22.003652 2021-04-15 01:03:19,964 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 01:03:22,319 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.52ms, fps=1087 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.794444, arrival_time=2021-04-15 01:04:06.113506, cost_time=0:00:02.354538 2021-04-15 01:03:24,509 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.50ms, fps=1169 images/s, loss=0.0040, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:39.996000, arrival_time=2021-04-15 01:04:04.505521, cost_time=0:00:04.544998 2021-04-15 01:03:26,710 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=2.42ms, fps=1163 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:37.326428, arrival_time=2021-04-15 01:04:04.036801, cost_time=0:00:06.745728 2021-04-15 01:03:28,905 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:34.870524, arrival_time=2021-04-15 01:04:03.776291, cost_time=0:00:08.941159 2021-04-15 01:03:31,100 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.0048, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:32.516390, arrival_time=2021-04-15 01:04:03.616872, cost_time=0:00:11.135739 2021-04-15 01:03:33,309 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.247216, arrival_time=2021-04-15 01:04:03.556303, cost_time=0:00:13.344351 2021-04-15 01:03:35,507 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.977418, arrival_time=2021-04-15 01:04:03.484954, cost_time=0:00:15.542996 2021-04-15 01:03:37,702 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.719984, arrival_time=2021-04-15 01:04:03.422496, cost_time=0:00:17.737902 2021-04-15 01:03:39,902 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.482286, arrival_time=2021-04-15 01:04:03.384679, cost_time=0:00:19.937785 2021-04-15 01:03:42,098 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.0050, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.248736, arrival_time=2021-04-15 01:04:03.347558, cost_time=0:00:22.134079 2021-04-15 01:03:44,295 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.022340, arrival_time=2021-04-15 01:04:03.317778, cost_time=0:00:24.330904 2021-04-15 01:03:46,492 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.800560, arrival_time=2021-04-15 01:04:03.292485, cost_time=0:00:26.527218 2021-04-15 01:03:48,686 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.78ms, fps=1167 images/s, loss=0.0049, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.581710, arrival_time=2021-04-15 01:04:03.267811, cost_time=0:00:28.721561 2021-04-15 01:03:50,882 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.367264, arrival_time=2021-04-15 01:04:03.250001, cost_time=0:00:30.918212 2021-04-15 01:03:53,082 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.0049, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.156110, arrival_time=2021-04-15 01:04:03.238507, cost_time=0:00:33.117743 2021-04-15 01:03:55,286 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=2.18ms, fps=1162 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.947396, arrival_time=2021-04-15 01:04:03.233640, cost_time=0:00:35.321716 2021-04-15 01:03:57,485 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.93ms, fps=1164 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.738434, arrival_time=2021-04-15 01:04:03.223543, cost_time=0:00:37.520515 2021-04-15 01:03:59,679 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.530176, arrival_time=2021-04-15 01:04:03.209144, cost_time=0:00:39.714430 2021-04-15 01:04:01,874 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.22ms, fps=1166 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.323462, arrival_time=2021-04-15 01:04:03.197605, cost_time=0:00:41.909588 2021-04-15 01:04:03,054 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.40ms, fps=1153 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:03.054477, cost_time=0:00:43.089966 2021-04-15 01:04:03,882 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.21ms, fps=3100 images/s, loss=0.2788, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:02.477490, arrival_time=2021-04-15 01:04:06.359653, cost_time=0:00:00.825832 2021-04-15 01:04:04,569 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.25ms, fps=3729 images/s, loss=0.2623, top1-acc=93.34%, top5-acc=99.75%, remaining_time=0:00:01.512980, arrival_time=2021-04-15 01:04:06.082275, cost_time=0:00:01.512977 2021-04-15 01:04:05,264 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.79ms, fps=3684 images/s, loss=0.2526, top1-acc=93.42%, top5-acc=99.78%, remaining_time=0:00:00.736110, arrival_time=2021-04-15 01:04:06.000711, cost_time=0:00:02.208330 2021-04-15 01:04:05,896 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.08ms, fps=3673 images/s, loss=0.2610, top1-acc=93.39%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:05.896683, cost_time=0:00:02.840358 2021-04-15 01:04:06,083 INFO : Epoch=0187 complete, best val top1-acc=93.68%, top5-acc=99.72% (epoch=186), remaining_time=0:10:01.206515, arrival_time=2021-04-15 01:14:07.290340, cost_time=2:24:08.124449 2021-04-15 01:04:06,085 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 01:04:08,451 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.70ms, fps=1082 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.006856, arrival_time=2021-04-15 01:04:52.458114, cost_time=0:00:02.365962 2021-04-15 01:04:10,647 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:40.147008, arrival_time=2021-04-15 01:04:50.794482, cost_time=0:00:04.562167 2021-04-15 01:04:12,854 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:37.454580, arrival_time=2021-04-15 01:04:50.308856, cost_time=0:00:06.768905 2021-04-15 01:04:15,057 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:34.992360, arrival_time=2021-04-15 01:04:50.050148, cost_time=0:00:08.972385 2021-04-15 01:04:17,255 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.616984, arrival_time=2021-04-15 01:04:49.872547, cost_time=0:00:11.170186 2021-04-15 01:04:19,451 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.296720, arrival_time=2021-04-15 01:04:49.748306, cost_time=0:00:13.366226 2021-04-15 01:04:21,652 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.020510, arrival_time=2021-04-15 01:04:49.672870, cost_time=0:00:15.566951 2021-04-15 01:04:23,851 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=2.24ms, fps=1165 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.760584, arrival_time=2021-04-15 01:04:49.611827, cost_time=0:00:17.765959 2021-04-15 01:04:26,044 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.506984, arrival_time=2021-04-15 01:04:49.551155, cost_time=0:00:19.958801 2021-04-15 01:04:28,241 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.269664, arrival_time=2021-04-15 01:04:49.510881, cost_time=0:00:22.155853 2021-04-15 01:04:30,437 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.038680, arrival_time=2021-04-15 01:04:49.475805, cost_time=0:00:24.351827 2021-04-15 01:04:32,634 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.814164, arrival_time=2021-04-15 01:04:49.448242, cost_time=0:00:26.548672 2021-04-15 01:04:34,827 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.54ms, fps=1168 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.592072, arrival_time=2021-04-15 01:04:49.419356, cost_time=0:00:28.741944 2021-04-15 01:04:37,025 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.375776, arrival_time=2021-04-15 01:04:49.400694, cost_time=0:00:30.939444 2021-04-15 01:04:39,220 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.161492, arrival_time=2021-04-15 01:04:49.382033, cost_time=0:00:33.135228 2021-04-15 01:04:41,421 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=3.77ms, fps=1163 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.950672, arrival_time=2021-04-15 01:04:49.372230, cost_time=0:00:35.336274 2021-04-15 01:04:43,619 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0045, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.740540, arrival_time=2021-04-15 01:04:49.360184, cost_time=0:00:37.534285 2021-04-15 01:04:45,812 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.531312, arrival_time=2021-04-15 01:04:49.343796, cost_time=0:00:39.727174 2021-04-15 01:04:48,006 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.22ms, fps=1167 images/s, loss=0.0046, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.323834, arrival_time=2021-04-15 01:04:49.330528, cost_time=0:00:41.921418 2021-04-15 01:04:49,182 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.21ms, fps=1157 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:49.182925, cost_time=0:00:43.097650 2021-04-15 01:04:50,002 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.22ms, fps=3130 images/s, loss=0.2497, top1-acc=93.55%, top5-acc=99.77%, remaining_time=0:00:02.453340, arrival_time=2021-04-15 01:04:52.455763, cost_time=0:00:00.817775 2021-04-15 01:04:50,697 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.54ms, fps=3686 images/s, loss=0.2493, top1-acc=93.71%, top5-acc=99.80%, remaining_time=0:00:01.512660, arrival_time=2021-04-15 01:04:52.210056, cost_time=0:00:01.512666 2021-04-15 01:04:51,388 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.31ms, fps=3709 images/s, loss=0.2450, top1-acc=93.82%, top5-acc=99.80%, remaining_time=0:00:00.734520, arrival_time=2021-04-15 01:04:52.122778, cost_time=0:00:02.203554 2021-04-15 01:04:52,018 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.16ms, fps=3685 images/s, loss=0.2697, top1-acc=93.61%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:04:52.018355, cost_time=0:00:02.833670 2021-04-15 01:04:52,141 INFO : Epoch=0188 complete, best val top1-acc=93.68%, top5-acc=99.72% (epoch=186), remaining_time=0:09:14.947764, arrival_time=2021-04-15 01:14:07.088727, cost_time=2:24:54.181583 2021-04-15 01:04:52,142 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 01:04:54,518 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.59ms, fps=1077 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.196390, arrival_time=2021-04-15 01:05:38.715209, cost_time=0:00:02.376152 2021-04-15 01:04:56,717 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.69ms, fps=1165 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.259472, arrival_time=2021-04-15 01:05:36.976917, cost_time=0:00:04.574948 2021-04-15 01:04:58,914 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0046, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.469520, arrival_time=2021-04-15 01:05:36.383619, cost_time=0:00:06.771597 2021-04-15 01:05:01,119 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.008740, arrival_time=2021-04-15 01:05:36.127842, cost_time=0:00:08.976602 2021-04-15 01:05:03,313 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.0046, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.617860, arrival_time=2021-04-15 01:05:35.930868, cost_time=0:00:11.170494 2021-04-15 01:05:05,512 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:30.305424, arrival_time=2021-04-15 01:05:35.817993, cost_time=0:00:13.370045 2021-04-15 01:05:07,709 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=2.04ms, fps=1166 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.020132, arrival_time=2021-04-15 01:05:35.729366, cost_time=0:00:15.566728 2021-04-15 01:05:09,902 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.751420, arrival_time=2021-04-15 01:05:35.653445, cost_time=0:00:17.759596 2021-04-15 01:05:12,095 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0047, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.500412, arrival_time=2021-04-15 01:05:35.596079, cost_time=0:00:19.953168 2021-04-15 01:05:14,286 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.40ms, fps=1169 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.258720, arrival_time=2021-04-15 01:05:35.545628, cost_time=0:00:22.144494 2021-04-15 01:05:16,479 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.027414, arrival_time=2021-04-15 01:05:35.507297, cost_time=0:00:24.337390 2021-04-15 01:05:18,671 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.801776, arrival_time=2021-04-15 01:05:35.473294, cost_time=0:00:26.529102 2021-04-15 01:05:20,863 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.581446, arrival_time=2021-04-15 01:05:35.445013, cost_time=0:00:28.721063 2021-04-15 01:05:23,055 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.365248, arrival_time=2021-04-15 01:05:35.420781, cost_time=0:00:30.913101 2021-04-15 01:05:25,252 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.153810, arrival_time=2021-04-15 01:05:35.406549, cost_time=0:00:33.110321 2021-04-15 01:05:27,449 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.74ms, fps=1166 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.943976, arrival_time=2021-04-15 01:05:35.393047, cost_time=0:00:35.306565 2021-04-15 01:05:29,640 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.33ms, fps=1168 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.735028, arrival_time=2021-04-15 01:05:35.375717, cost_time=0:00:37.498268 2021-04-15 01:05:31,837 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.76ms, fps=1166 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.528432, arrival_time=2021-04-15 01:05:35.365694, cost_time=0:00:39.694843 2021-04-15 01:05:34,032 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.20ms, fps=1167 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.322832, arrival_time=2021-04-15 01:05:35.354968, cost_time=0:00:41.889658 2021-04-15 01:05:35,214 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.31ms, fps=1151 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:35.214212, cost_time=0:00:43.071793 2021-04-15 01:05:36,043 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.21ms, fps=3094 images/s, loss=0.2321, top1-acc=93.98%, top5-acc=99.88%, remaining_time=0:00:02.482050, arrival_time=2021-04-15 01:05:38.525628, cost_time=0:00:00.827347 2021-04-15 01:05:36,731 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.39ms, fps=3722 images/s, loss=0.2483, top1-acc=93.81%, top5-acc=99.86%, remaining_time=0:00:01.515440, arrival_time=2021-04-15 01:05:38.247199, cost_time=0:00:01.515441 2021-04-15 01:05:37,423 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.83ms, fps=3707 images/s, loss=0.2634, top1-acc=93.62%, top5-acc=99.77%, remaining_time=0:00:00.735560, arrival_time=2021-04-15 01:05:38.158610, cost_time=0:00:02.206668 2021-04-15 01:05:38,051 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.06ms, fps=3693 images/s, loss=0.2556, top1-acc=93.62%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:05:38.051850, cost_time=0:00:02.835636 2021-04-15 01:05:38,199 INFO : Epoch=0189 complete, best val top1-acc=93.68%, top5-acc=99.72% (epoch=186), remaining_time=0:08:28.691227, arrival_time=2021-04-15 01:14:06.890840, cost_time=2:25:40.240234 2021-04-15 01:05:38,200 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 01:05:40,598 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.69ms, fps=1068 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:44.589966, arrival_time=2021-04-15 01:06:25.188460, cost_time=0:00:02.397309 2021-04-15 01:05:42,797 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:40.448144, arrival_time=2021-04-15 01:06:23.245802, cost_time=0:00:04.596373 2021-04-15 01:05:45,006 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=8.35ms, fps=1159 images/s, loss=0.0048, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:37.657598, arrival_time=2021-04-15 01:06:22.664383, cost_time=0:00:06.805600 2021-04-15 01:05:47,206 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.118720, arrival_time=2021-04-15 01:06:22.324700, cost_time=0:00:09.004802 2021-04-15 01:05:49,404 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0044, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.711884, arrival_time=2021-04-15 01:06:22.115788, cost_time=0:00:11.202721 2021-04-15 01:05:51,601 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.373696, arrival_time=2021-04-15 01:06:21.975032, cost_time=0:00:13.400163 2021-04-15 01:05:53,803 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.084140, arrival_time=2021-04-15 01:06:21.887612, cost_time=0:00:15.602294 2021-04-15 01:05:56,001 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.810000, arrival_time=2021-04-15 01:06:21.811163, cost_time=0:00:17.799985 2021-04-15 01:05:58,195 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.79ms, fps=1167 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.548324, arrival_time=2021-04-15 01:06:21.743328, cost_time=0:00:19.993831 2021-04-15 01:06:00,386 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.49ms, fps=1168 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.298368, arrival_time=2021-04-15 01:06:21.685269, cost_time=0:00:22.185809 2021-04-15 01:06:02,585 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.064308, arrival_time=2021-04-15 01:06:21.650027, cost_time=0:00:24.384538 2021-04-15 01:06:04,778 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.36ms, fps=1168 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.832024, arrival_time=2021-04-15 01:06:21.610051, cost_time=0:00:26.576939 2021-04-15 01:06:06,972 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.58ms, fps=1167 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.606856, arrival_time=2021-04-15 01:06:21.579076, cost_time=0:00:28.771041 2021-04-15 01:06:09,170 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.387928, arrival_time=2021-04-15 01:06:21.558770, cost_time=0:00:30.969751 2021-04-15 01:06:11,367 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.78ms, fps=1166 images/s, loss=0.0043, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.170922, arrival_time=2021-04-15 01:06:21.538141, cost_time=0:00:33.166052 2021-04-15 01:06:13,567 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.957404, arrival_time=2021-04-15 01:06:21.524727, cost_time=0:00:35.366199 2021-04-15 01:06:15,764 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.744908, arrival_time=2021-04-15 01:06:21.508904, cost_time=0:00:37.562867 2021-04-15 01:06:17,977 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.71ms, fps=1157 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.535664, arrival_time=2021-04-15 01:06:21.512970, cost_time=0:00:39.776132 2021-04-15 01:06:20,175 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.325490, arrival_time=2021-04-15 01:06:21.500486, cost_time=0:00:41.973903 2021-04-15 01:06:21,358 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.44ms, fps=1150 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:21.358269, cost_time=0:00:43.157190 2021-04-15 01:06:22,195 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=2.23ms, fps=3065 images/s, loss=0.2362, top1-acc=93.98%, top5-acc=99.73%, remaining_time=0:00:02.505960, arrival_time=2021-04-15 01:06:24.701363, cost_time=0:00:00.835325 2021-04-15 01:06:22,884 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.45ms, fps=3720 images/s, loss=0.2403, top1-acc=94.02%, top5-acc=99.71%, remaining_time=0:00:01.523860, arrival_time=2021-04-15 01:06:24.407861, cost_time=0:00:01.523864 2021-04-15 01:06:23,570 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.35ms, fps=3731 images/s, loss=0.2430, top1-acc=93.95%, top5-acc=99.73%, remaining_time=0:00:00.736860, arrival_time=2021-04-15 01:06:24.307566, cost_time=0:00:02.210567 2021-04-15 01:06:24,207 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.08ms, fps=3645 images/s, loss=0.2716, top1-acc=93.79%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:06:24.207614, cost_time=0:00:02.847572 2021-04-15 01:06:24,547 INFO : Epoch=0190 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:07:42.452020, arrival_time=2021-04-15 01:14:06.999762, cost_time=2:26:26.588356 2021-04-15 01:06:24,549 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 01:06:26,971 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.44ms, fps=1057 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:45.049944, arrival_time=2021-04-15 01:07:12.021307, cost_time=0:00:02.422036 2021-04-15 01:06:29,180 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.82ms, fps=1159 images/s, loss=0.0038, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:40.753856, arrival_time=2021-04-15 01:07:09.934358, cost_time=0:00:04.631129 2021-04-15 01:06:31,389 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.63ms, fps=1159 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:37.849992, arrival_time=2021-04-15 01:07:09.239669, cost_time=0:00:06.840364 2021-04-15 01:06:33,585 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.240556, arrival_time=2021-04-15 01:07:08.825912, cost_time=0:00:09.036029 2021-04-15 01:06:35,780 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.92ms, fps=1167 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.795104, arrival_time=2021-04-15 01:07:08.575728, cost_time=0:00:11.231222 2021-04-15 01:06:37,985 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=2.45ms, fps=1162 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.455024, arrival_time=2021-04-15 01:07:08.440493, cost_time=0:00:13.436029 2021-04-15 01:06:40,204 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.38ms, fps=1154 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.178640, arrival_time=2021-04-15 01:07:08.382816, cost_time=0:00:15.654802 2021-04-15 01:06:42,403 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.80ms, fps=1164 images/s, loss=0.0040, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.888880, arrival_time=2021-04-15 01:07:08.292606, cost_time=0:00:17.854403 2021-04-15 01:06:44,607 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.623584, arrival_time=2021-04-15 01:07:08.230629, cost_time=0:00:20.057715 2021-04-15 01:06:46,801 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.53ms, fps=1167 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.362016, arrival_time=2021-04-15 01:07:08.163419, cost_time=0:00:22.252068 2021-04-15 01:06:49,002 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.117628, arrival_time=2021-04-15 01:07:08.119748, cost_time=0:00:24.452790 2021-04-15 01:06:51,201 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=4.06ms, fps=1165 images/s, loss=0.0040, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.879448, arrival_time=2021-04-15 01:07:08.080527, cost_time=0:00:26.651751 2021-04-15 01:06:53,397 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.0039, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.646192, arrival_time=2021-04-15 01:07:08.044076, cost_time=0:00:28.848515 2021-04-15 01:06:55,594 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.418056, arrival_time=2021-04-15 01:07:08.012473, cost_time=0:00:31.045182 2021-04-15 01:06:57,791 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.194244, arrival_time=2021-04-15 01:07:07.985624, cost_time=0:00:33.242058 2021-04-15 01:06:59,984 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.972884, arrival_time=2021-04-15 01:07:07.957240, cost_time=0:00:35.435118 2021-04-15 01:07:02,183 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.755776, arrival_time=2021-04-15 01:07:07.939025, cost_time=0:00:37.633921 2021-04-15 01:07:04,379 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.540448, arrival_time=2021-04-15 01:07:07.919671, cost_time=0:00:39.829984 2021-04-15 01:07:06,573 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.23ms, fps=1167 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.327068, arrival_time=2021-04-15 01:07:07.900125, cost_time=0:00:42.023752 2021-04-15 01:07:07,753 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.21ms, fps=1152 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:07.753871, cost_time=0:00:43.204621 2021-04-15 01:07:08,570 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.41ms, fps=3144 images/s, loss=0.2365, top1-acc=94.18%, top5-acc=99.57%, remaining_time=0:00:02.442630, arrival_time=2021-04-15 01:07:11.012837, cost_time=0:00:00.814212 2021-04-15 01:07:09,266 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.40ms, fps=3679 images/s, loss=0.2385, top1-acc=93.98%, top5-acc=99.75%, remaining_time=0:00:01.510460, arrival_time=2021-04-15 01:07:10.777008, cost_time=0:00:01.510464 2021-04-15 01:07:09,961 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.39ms, fps=3689 images/s, loss=0.2443, top1-acc=93.91%, top5-acc=99.77%, remaining_time=0:00:00.735020, arrival_time=2021-04-15 01:07:10.696363, cost_time=0:00:02.205053 2021-04-15 01:07:10,594 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=3670 images/s, loss=0.2554, top1-acc=93.61%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:10.594261, cost_time=0:00:02.838291 2021-04-15 01:07:10,776 INFO : Epoch=0191 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:06:56.206044, arrival_time=2021-04-15 01:14:06.982615, cost_time=2:27:12.817194 2021-04-15 01:07:10,777 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 01:07:13,182 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=2.10ms, fps=1065 images/s, loss=0.0030, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.715888, arrival_time=2021-04-15 01:07:57.898121, cost_time=0:00:02.404082 2021-04-15 01:07:15,396 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.63ms, fps=1156 images/s, loss=0.0032, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:40.642272, arrival_time=2021-04-15 01:07:56.038880, cost_time=0:00:04.618446 2021-04-15 01:07:17,602 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.0035, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:37.759522, arrival_time=2021-04-15 01:07:55.361692, cost_time=0:00:06.824016 2021-04-15 01:07:19,802 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0036, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.194224, arrival_time=2021-04-15 01:07:54.996523, cost_time=0:00:09.024145 2021-04-15 01:07:21,997 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.63ms, fps=1167 images/s, loss=0.0036, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.760356, arrival_time=2021-04-15 01:07:54.757799, cost_time=0:00:11.219295 2021-04-15 01:07:24,191 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.0035, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:30.404024, arrival_time=2021-04-15 01:07:54.595712, cost_time=0:00:13.413539 2021-04-15 01:07:26,386 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0036, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:28.094598, arrival_time=2021-04-15 01:07:54.480891, cost_time=0:00:15.608143 2021-04-15 01:07:28,586 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=2.36ms, fps=1164 images/s, loss=0.0038, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.822528, arrival_time=2021-04-15 01:07:54.409314, cost_time=0:00:17.808641 2021-04-15 01:07:30,792 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=7.09ms, fps=1161 images/s, loss=0.0039, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.572492, arrival_time=2021-04-15 01:07:54.365063, cost_time=0:00:20.014369 2021-04-15 01:07:32,992 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.0040, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.325344, arrival_time=2021-04-15 01:07:54.317411, cost_time=0:00:22.213916 2021-04-15 01:07:35,190 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0039, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.085894, arrival_time=2021-04-15 01:07:54.276263, cost_time=0:00:24.412222 2021-04-15 01:07:37,388 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.0038, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.853000, arrival_time=2021-04-15 01:07:54.241218, cost_time=0:00:26.610059 2021-04-15 01:07:39,586 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0038, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.625600, arrival_time=2021-04-15 01:07:54.211808, cost_time=0:00:28.808027 2021-04-15 01:07:41,790 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.0037, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.404896, arrival_time=2021-04-15 01:07:54.195227, cost_time=0:00:31.012263 2021-04-15 01:07:43,997 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.77ms, fps=1160 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.187114, arrival_time=2021-04-15 01:07:54.184127, cost_time=0:00:33.218873 2021-04-15 01:07:46,198 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.969572, arrival_time=2021-04-15 01:07:54.168010, cost_time=0:00:35.420263 2021-04-15 01:07:48,397 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.753540, arrival_time=2021-04-15 01:07:54.151019, cost_time=0:00:37.619334 2021-04-15 01:07:50,594 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=2.26ms, fps=1166 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.539200, arrival_time=2021-04-15 01:07:54.133274, cost_time=0:00:39.815924 2021-04-15 01:07:52,799 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.92ms, fps=1161 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.326978, arrival_time=2021-04-15 01:07:54.126080, cost_time=0:00:42.020945 2021-04-15 01:07:53,980 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.42ms, fps=1152 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:53.980039, cost_time=0:00:43.201981 2021-04-15 01:07:54,787 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.47ms, fps=3175 images/s, loss=0.2561, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:02.418600, arrival_time=2021-04-15 01:07:57.206541, cost_time=0:00:00.806195 2021-04-15 01:07:55,474 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.65ms, fps=3733 images/s, loss=0.2581, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:01.492300, arrival_time=2021-04-15 01:07:56.966419, cost_time=0:00:01.492298 2021-04-15 01:07:56,178 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.35ms, fps=3639 images/s, loss=0.2500, top1-acc=93.70%, top5-acc=99.74%, remaining_time=0:00:00.732100, arrival_time=2021-04-15 01:07:56.910193, cost_time=0:00:02.196306 2021-04-15 01:07:56,827 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.12ms, fps=3577 images/s, loss=0.2453, top1-acc=93.67%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 01:07:56.827177, cost_time=0:00:02.845381 2021-04-15 01:07:56,957 INFO : Epoch=0192 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:06:09.958232, arrival_time=2021-04-15 01:14:06.915241, cost_time=2:27:58.997628 2021-04-15 01:07:56,958 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 01:07:59,345 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.44ms, fps=1073 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.384994, arrival_time=2021-04-15 01:08:43.729915, cost_time=0:00:02.386294 2021-04-15 01:08:01,551 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0040, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.420688, arrival_time=2021-04-15 01:08:41.972548, cost_time=0:00:04.593255 2021-04-15 01:08:03,755 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.608130, arrival_time=2021-04-15 01:08:41.363392, cost_time=0:00:06.796662 2021-04-15 01:08:05,951 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.069892, arrival_time=2021-04-15 01:08:41.020832, cost_time=0:00:08.992287 2021-04-15 01:08:08,146 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.0035, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.668230, arrival_time=2021-04-15 01:08:40.814586, cost_time=0:00:11.187751 2021-04-15 01:08:10,344 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.0034, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.342144, arrival_time=2021-04-15 01:08:40.687019, cost_time=0:00:13.386265 2021-04-15 01:08:12,540 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.046718, arrival_time=2021-04-15 01:08:40.586818, cost_time=0:00:15.581487 2021-04-15 01:08:14,741 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.785292, arrival_time=2021-04-15 01:08:40.526859, cost_time=0:00:17.782960 2021-04-15 01:08:16,938 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=2.37ms, fps=1166 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.531682, arrival_time=2021-04-15 01:08:40.470120, cost_time=0:00:19.979770 2021-04-15 01:08:19,140 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.294240, arrival_time=2021-04-15 01:08:40.434228, cost_time=0:00:22.181462 2021-04-15 01:08:21,339 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.061298, arrival_time=2021-04-15 01:08:40.400657, cost_time=0:00:24.380753 2021-04-15 01:08:23,537 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.833164, arrival_time=2021-04-15 01:08:40.370368, cost_time=0:00:26.578692 2021-04-15 01:08:25,742 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.613126, arrival_time=2021-04-15 01:08:40.355157, cost_time=0:00:28.783379 2021-04-15 01:08:27,938 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=2.09ms, fps=1166 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.392072, arrival_time=2021-04-15 01:08:40.330805, cost_time=0:00:30.980227 2021-04-15 01:08:30,141 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.34ms, fps=1163 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.175982, arrival_time=2021-04-15 01:08:40.317106, cost_time=0:00:33.182525 2021-04-15 01:08:32,345 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.961976, arrival_time=2021-04-15 01:08:40.307109, cost_time=0:00:35.386551 2021-04-15 01:08:34,540 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.55ms, fps=1167 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.747768, arrival_time=2021-04-15 01:08:40.287833, cost_time=0:00:37.581545 2021-04-15 01:08:36,736 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.63ms, fps=1166 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.535808, arrival_time=2021-04-15 01:08:40.272334, cost_time=0:00:39.777910 2021-04-15 01:08:38,929 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.43ms, fps=1168 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.325406, arrival_time=2021-04-15 01:08:40.255181, cost_time=0:00:41.971246 2021-04-15 01:08:40,107 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.24ms, fps=1155 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:40.107355, cost_time=0:00:43.148850 2021-04-15 01:08:40,937 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.32ms, fps=3089 images/s, loss=0.2773, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:02.486370, arrival_time=2021-04-15 01:08:43.424304, cost_time=0:00:00.828787 2021-04-15 01:08:41,640 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.69ms, fps=3645 images/s, loss=0.2522, top1-acc=93.61%, top5-acc=99.77%, remaining_time=0:00:01.531380, arrival_time=2021-04-15 01:08:43.171986, cost_time=0:00:01.531388 2021-04-15 01:08:42,337 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.37ms, fps=3674 images/s, loss=0.2493, top1-acc=93.63%, top5-acc=99.79%, remaining_time=0:00:00.742870, arrival_time=2021-04-15 01:08:43.080685, cost_time=0:00:02.228600 2021-04-15 01:08:42,968 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.14ms, fps=3681 images/s, loss=0.2454, top1-acc=93.69%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:08:42.968729, cost_time=0:00:02.859527 2021-04-15 01:08:43,156 INFO : Epoch=0193 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:05:23.711801, arrival_time=2021-04-15 01:14:06.867909, cost_time=2:28:45.196729 2021-04-15 01:08:43,157 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 01:08:45,537 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.91ms, fps=1076 images/s, loss=0.0052, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.259816, arrival_time=2021-04-15 01:09:29.797084, cost_time=0:00:02.379564 2021-04-15 01:08:47,737 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.0043, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.304880, arrival_time=2021-04-15 01:09:28.042718, cost_time=0:00:04.580101 2021-04-15 01:08:49,948 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.52ms, fps=1159 images/s, loss=0.0045, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:37.572772, arrival_time=2021-04-15 01:09:27.520889, cost_time=0:00:06.790260 2021-04-15 01:08:52,142 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=2.09ms, fps=1167 images/s, loss=0.0047, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.041188, arrival_time=2021-04-15 01:09:27.183795, cost_time=0:00:08.984930 2021-04-15 01:08:54,335 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.0045, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.639614, arrival_time=2021-04-15 01:09:26.975149, cost_time=0:00:11.177937 2021-04-15 01:08:56,552 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.97ms, fps=1155 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:30.360912, arrival_time=2021-04-15 01:09:26.913100, cost_time=0:00:13.394511 2021-04-15 01:08:58,759 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.083132, arrival_time=2021-04-15 01:09:26.842515, cost_time=0:00:15.601723 2021-04-15 01:09:00,950 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.51ms, fps=1169 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.799792, arrival_time=2021-04-15 01:09:26.750343, cost_time=0:00:17.792970 2021-04-15 01:09:03,149 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.545992, arrival_time=2021-04-15 01:09:26.695527, cost_time=0:00:19.991860 2021-04-15 01:09:05,351 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.0043, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.305952, arrival_time=2021-04-15 01:09:26.657341, cost_time=0:00:22.193717 2021-04-15 01:09:07,548 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.069296, arrival_time=2021-04-15 01:09:26.617905, cost_time=0:00:24.390905 2021-04-15 01:09:09,742 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.837116, arrival_time=2021-04-15 01:09:26.579741, cost_time=0:00:26.584947 2021-04-15 01:09:11,945 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.88ms, fps=1162 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.615370, arrival_time=2021-04-15 01:09:26.560905, cost_time=0:00:28.787863 2021-04-15 01:09:14,145 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.0044, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.395264, arrival_time=2021-04-15 01:09:26.541085, cost_time=0:00:30.988152 2021-04-15 01:09:16,351 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.98ms, fps=1161 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.179294, arrival_time=2021-04-15 01:09:26.530288, cost_time=0:00:33.193316 2021-04-15 01:09:18,552 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=2.19ms, fps=1163 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.963812, arrival_time=2021-04-15 01:09:26.516162, cost_time=0:00:35.394690 2021-04-15 01:09:20,747 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.49ms, fps=1167 images/s, loss=0.0043, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.749016, arrival_time=2021-04-15 01:09:26.496341, cost_time=0:00:37.589721 2021-04-15 01:09:22,952 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.67ms, fps=1161 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.537312, arrival_time=2021-04-15 01:09:26.489737, cost_time=0:00:39.794746 2021-04-15 01:09:25,156 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.23ms, fps=1162 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.326288, arrival_time=2021-04-15 01:09:26.483019, cost_time=0:00:41.999151 2021-04-15 01:09:26,334 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.89ms, fps=1155 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:26.334311, cost_time=0:00:43.176670 2021-04-15 01:09:27,145 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=2.46ms, fps=3165 images/s, loss=0.2434, top1-acc=93.95%, top5-acc=99.57%, remaining_time=0:00:02.426850, arrival_time=2021-04-15 01:09:29.571965, cost_time=0:00:00.808948 2021-04-15 01:09:27,833 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.29ms, fps=3720 images/s, loss=0.2541, top1-acc=93.71%, top5-acc=99.65%, remaining_time=0:00:01.497440, arrival_time=2021-04-15 01:09:29.331028, cost_time=0:00:01.497433 2021-04-15 01:09:28,520 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.32ms, fps=3730 images/s, loss=0.2524, top1-acc=93.68%, top5-acc=99.75%, remaining_time=0:00:00.728020, arrival_time=2021-04-15 01:09:29.248368, cost_time=0:00:02.184065 2021-04-15 01:09:29,147 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.08ms, fps=3700 images/s, loss=0.2509, top1-acc=93.78%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:09:29.147868, cost_time=0:00:02.811750 2021-04-15 01:09:29,315 INFO : Epoch=0194 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:04:37.464636, arrival_time=2021-04-15 01:14:06.780573, cost_time=2:29:31.356556 2021-04-15 01:09:29,317 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 01:09:31,707 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.37ms, fps=1071 images/s, loss=0.0048, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.447304, arrival_time=2021-04-15 01:10:16.154510, cost_time=0:00:02.389645 2021-04-15 01:09:33,909 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:40.411184, arrival_time=2021-04-15 01:10:14.321005, cost_time=0:00:04.592178 2021-04-15 01:09:36,110 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.588376, arrival_time=2021-04-15 01:10:13.699009, cost_time=0:00:06.793075 2021-04-15 01:09:38,318 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.32ms, fps=1160 images/s, loss=0.0041, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.103276, arrival_time=2021-04-15 01:10:13.421668, cost_time=0:00:09.000837 2021-04-15 01:09:40,526 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.86ms, fps=1160 images/s, loss=0.0040, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.728674, arrival_time=2021-04-15 01:10:13.254671, cost_time=0:00:11.208427 2021-04-15 01:09:42,728 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.396952, arrival_time=2021-04-15 01:10:13.125053, cost_time=0:00:13.410423 2021-04-15 01:09:44,928 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.099890, arrival_time=2021-04-15 01:10:13.028404, cost_time=0:00:15.611028 2021-04-15 01:09:47,133 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.832852, arrival_time=2021-04-15 01:10:12.966181, cost_time=0:00:17.815744 2021-04-15 01:09:49,338 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.580018, arrival_time=2021-04-15 01:10:12.918255, cost_time=0:00:20.020768 2021-04-15 01:09:51,536 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.330240, arrival_time=2021-04-15 01:10:12.866811, cost_time=0:00:22.218982 2021-04-15 01:09:53,731 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.087528, arrival_time=2021-04-15 01:10:12.819308, cost_time=0:00:24.414308 2021-04-15 01:09:55,934 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=2.05ms, fps=1163 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.857180, arrival_time=2021-04-15 01:10:12.791368, cost_time=0:00:26.616640 2021-04-15 01:09:58,132 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.628900, arrival_time=2021-04-15 01:10:12.760944, cost_time=0:00:28.814557 2021-04-15 01:10:00,331 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.405512, arrival_time=2021-04-15 01:10:12.736822, cost_time=0:00:31.013838 2021-04-15 01:10:02,529 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.185090, arrival_time=2021-04-15 01:10:12.714863, cost_time=0:00:33.212217 2021-04-15 01:10:04,725 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.966836, arrival_time=2021-04-15 01:10:12.692489, cost_time=0:00:35.408180 2021-04-15 01:10:06,929 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.752344, arrival_time=2021-04-15 01:10:12.681302, cost_time=0:00:37.611488 2021-04-15 01:10:09,130 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.538960, arrival_time=2021-04-15 01:10:12.669845, cost_time=0:00:39.813289 2021-04-15 01:10:11,333 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.25ms, fps=1163 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.326810, arrival_time=2021-04-15 01:10:12.659951, cost_time=0:00:42.015668 2021-04-15 01:10:12,514 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.21ms, fps=1152 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:12.514090, cost_time=0:00:43.196627 2021-04-15 01:10:13,371 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=4.55ms, fps=2991 images/s, loss=0.2691, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:02.567400, arrival_time=2021-04-15 01:10:15.939122, cost_time=0:00:00.855805 2021-04-15 01:10:14,060 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.38ms, fps=3718 images/s, loss=0.2499, top1-acc=93.42%, top5-acc=99.73%, remaining_time=0:00:01.544720, arrival_time=2021-04-15 01:10:15.605430, cost_time=0:00:01.544720 2021-04-15 01:10:14,751 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.54ms, fps=3712 images/s, loss=0.2630, top1-acc=93.31%, top5-acc=99.75%, remaining_time=0:00:00.744990, arrival_time=2021-04-15 01:10:15.495938, cost_time=0:00:02.234965 2021-04-15 01:10:15,387 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.09ms, fps=3650 images/s, loss=0.2472, top1-acc=93.54%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:15.386974, cost_time=0:00:02.871075 2021-04-15 01:10:15,547 INFO : Epoch=0195 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:03:51.220205, arrival_time=2021-04-15 01:14:06.767575, cost_time=2:30:17.587920 2021-04-15 01:10:15,550 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 01:10:17,912 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.09ms, fps=1084 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.925202, arrival_time=2021-04-15 01:11:01.837323, cost_time=0:00:02.361573 2021-04-15 01:10:20,122 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.35ms, fps=1158 images/s, loss=0.0033, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:40.233952, arrival_time=2021-04-15 01:11:00.356586, cost_time=0:00:04.572039 2021-04-15 01:10:22,324 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.482302, arrival_time=2021-04-15 01:10:59.806749, cost_time=0:00:06.773905 2021-04-15 01:10:24,526 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=3.56ms, fps=1163 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.004840, arrival_time=2021-04-15 01:10:59.530991, cost_time=0:00:08.975580 2021-04-15 01:10:26,748 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.63ms, fps=1152 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.697868, arrival_time=2021-04-15 01:10:59.446316, cost_time=0:00:11.197919 2021-04-15 01:10:28,947 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0039, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.365400, arrival_time=2021-04-15 01:10:59.312484, cost_time=0:00:13.396514 2021-04-15 01:10:31,145 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0038, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.070784, arrival_time=2021-04-15 01:10:59.216289, cost_time=0:00:15.594846 2021-04-15 01:10:33,339 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.794224, arrival_time=2021-04-15 01:10:59.133959, cost_time=0:00:17.789083 2021-04-15 01:10:35,544 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=2.13ms, fps=1161 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.548536, arrival_time=2021-04-15 01:10:59.093238, cost_time=0:00:19.994044 2021-04-15 01:10:37,748 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.98ms, fps=1162 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.309888, arrival_time=2021-04-15 01:10:59.058283, cost_time=0:00:22.197844 2021-04-15 01:10:39,941 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.069382, arrival_time=2021-04-15 01:10:59.011085, cost_time=0:00:24.391059 2021-04-15 01:10:42,139 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=2.01ms, fps=1165 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.839472, arrival_time=2021-04-15 01:10:58.978686, cost_time=0:00:26.588651 2021-04-15 01:10:44,334 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.613522, arrival_time=2021-04-15 01:10:58.948277, cost_time=0:00:28.784193 2021-04-15 01:10:46,526 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.96ms, fps=1168 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.390336, arrival_time=2021-04-15 01:10:58.916709, cost_time=0:00:30.975851 2021-04-15 01:10:48,723 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.31ms, fps=1165 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.173038, arrival_time=2021-04-15 01:10:58.896478, cost_time=0:00:33.172979 2021-04-15 01:10:50,923 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0040, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.958952, arrival_time=2021-04-15 01:10:58.882552, cost_time=0:00:35.373061 2021-04-15 01:10:53,127 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.747092, arrival_time=2021-04-15 01:10:58.874889, cost_time=0:00:37.577196 2021-04-15 01:10:55,328 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.535856, arrival_time=2021-04-15 01:10:58.864749, cost_time=0:00:39.778362 2021-04-15 01:10:57,533 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.325778, arrival_time=2021-04-15 01:10:58.859218, cost_time=0:00:41.982909 2021-04-15 01:10:58,719 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.69ms, fps=1147 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:10:58.719249, cost_time=0:00:43.168706 2021-04-15 01:10:59,534 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.28ms, fps=3149 images/s, loss=0.2707, top1-acc=93.20%, top5-acc=99.73%, remaining_time=0:00:02.438760, arrival_time=2021-04-15 01:11:01.973054, cost_time=0:00:00.812921 2021-04-15 01:11:00,229 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=5.87ms, fps=3686 images/s, loss=0.2648, top1-acc=93.59%, top5-acc=99.77%, remaining_time=0:00:01.507760, arrival_time=2021-04-15 01:11:01.736988, cost_time=0:00:01.507758 2021-04-15 01:11:00,924 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.65ms, fps=3687 images/s, loss=0.2624, top1-acc=93.45%, top5-acc=99.74%, remaining_time=0:00:00.734230, arrival_time=2021-04-15 01:11:01.658375, cost_time=0:00:02.202695 2021-04-15 01:11:01,552 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.08ms, fps=3693 images/s, loss=0.2589, top1-acc=93.44%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:01.552875, cost_time=0:00:02.831519 2021-04-15 01:11:01,729 INFO : Epoch=0196 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:03:04.974796, arrival_time=2021-04-15 01:14:06.704106, cost_time=2:31:03.765091 2021-04-15 01:11:01,731 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 01:11:04,094 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.42ms, fps=1084 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.941570, arrival_time=2021-04-15 01:11:48.035897, cost_time=0:00:02.362447 2021-04-15 01:11:06,297 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.177456, arrival_time=2021-04-15 01:11:46.474844, cost_time=0:00:04.565614 2021-04-15 01:11:08,506 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:37.487282, arrival_time=2021-04-15 01:11:45.993893, cost_time=0:00:06.774815 2021-04-15 01:11:10,713 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.028240, arrival_time=2021-04-15 01:11:45.741734, cost_time=0:00:08.981580 2021-04-15 01:11:12,922 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.676844, arrival_time=2021-04-15 01:11:45.599243, cost_time=0:00:11.190688 2021-04-15 01:11:15,128 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.365400, arrival_time=2021-04-15 01:11:45.493675, cost_time=0:00:13.396495 2021-04-15 01:11:17,326 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:28.070658, arrival_time=2021-04-15 01:11:45.397267, cost_time=0:00:15.594827 2021-04-15 01:11:19,524 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.799792, arrival_time=2021-04-15 01:11:45.324426, cost_time=0:00:17.792942 2021-04-15 01:11:21,727 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.550020, arrival_time=2021-04-15 01:11:45.277147, cost_time=0:00:19.995276 2021-04-15 01:11:23,935 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.98ms, fps=1160 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.315456, arrival_time=2021-04-15 01:11:45.250963, cost_time=0:00:22.203623 2021-04-15 01:11:26,142 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.084518, arrival_time=2021-04-15 01:11:45.226686, cost_time=0:00:24.410463 2021-04-15 01:11:28,343 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.854216, arrival_time=2021-04-15 01:11:45.197903, cost_time=0:00:26.611904 2021-04-15 01:11:30,544 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.98ms, fps=1164 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.627844, arrival_time=2021-04-15 01:11:45.172031, cost_time=0:00:28.812391 2021-04-15 01:11:32,743 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.404560, arrival_time=2021-04-15 01:11:45.147845, cost_time=0:00:31.011451 2021-04-15 01:11:34,957 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.86ms, fps=1157 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.189184, arrival_time=2021-04-15 01:11:45.146608, cost_time=0:00:33.225615 2021-04-15 01:11:37,160 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.971336, arrival_time=2021-04-15 01:11:45.131512, cost_time=0:00:35.428185 2021-04-15 01:11:39,363 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.755360, arrival_time=2021-04-15 01:11:45.118294, cost_time=0:00:37.631148 2021-04-15 01:11:41,566 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.540832, arrival_time=2021-04-15 01:11:45.107095, cost_time=0:00:39.834411 2021-04-15 01:11:43,763 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.22ms, fps=1165 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.327320, arrival_time=2021-04-15 01:11:45.090901, cost_time=0:00:42.031818 2021-04-15 01:11:44,950 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=5.67ms, fps=1147 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:44.949957, cost_time=0:00:43.218266 2021-04-15 01:11:45,779 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.31ms, fps=3095 images/s, loss=0.2812, top1-acc=93.48%, top5-acc=99.69%, remaining_time=0:00:02.481330, arrival_time=2021-04-15 01:11:48.260433, cost_time=0:00:00.827108 2021-04-15 01:11:46,476 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.46ms, fps=3677 images/s, loss=0.2740, top1-acc=93.22%, top5-acc=99.73%, remaining_time=0:00:01.524000, arrival_time=2021-04-15 01:11:48.000060, cost_time=0:00:01.524010 2021-04-15 01:11:47,172 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.36ms, fps=3683 images/s, loss=0.2573, top1-acc=93.65%, top5-acc=99.74%, remaining_time=0:00:00.739920, arrival_time=2021-04-15 01:11:47.911883, cost_time=0:00:02.219761 2021-04-15 01:11:47,810 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.08ms, fps=3640 images/s, loss=0.2591, top1-acc=93.64%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:11:47.810022, cost_time=0:00:02.858148 2021-04-15 01:11:48,004 INFO : Epoch=0197 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:02:18.731649, arrival_time=2021-04-15 01:14:06.735914, cost_time=2:31:50.044874 2021-04-15 01:11:48,005 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 01:11:50,361 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.60ms, fps=1087 images/s, loss=0.0029, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:43.809324, arrival_time=2021-04-15 01:12:34.170532, cost_time=0:00:02.355344 2021-04-15 01:11:52,557 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:40.055136, arrival_time=2021-04-15 01:12:32.612712, cost_time=0:00:04.551713 2021-04-15 01:11:54,769 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.49ms, fps=1158 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.426194, arrival_time=2021-04-15 01:12:32.195822, cost_time=0:00:06.763756 2021-04-15 01:11:56,970 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:34.961472, arrival_time=2021-04-15 01:12:31.931821, cost_time=0:00:08.964477 2021-04-15 01:11:59,167 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.54ms, fps=1166 images/s, loss=0.0035, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.590996, arrival_time=2021-04-15 01:12:31.758228, cost_time=0:00:11.161286 2021-04-15 01:12:01,366 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0037, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.282984, arrival_time=2021-04-15 01:12:31.648992, cost_time=0:00:13.360147 2021-04-15 01:12:03,570 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:28.016604, arrival_time=2021-04-15 01:12:31.587143, cost_time=0:00:15.564745 2021-04-15 01:12:05,764 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.750260, arrival_time=2021-04-15 01:12:31.514931, cost_time=0:00:17.758785 2021-04-15 01:12:07,960 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.502638, arrival_time=2021-04-15 01:12:31.463510, cost_time=0:00:19.955042 2021-04-15 01:12:10,162 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.0036, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.270336, arrival_time=2021-04-15 01:12:31.432782, cost_time=0:00:22.156580 2021-04-15 01:12:12,356 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.82ms, fps=1167 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.037992, arrival_time=2021-04-15 01:12:31.394740, cost_time=0:00:24.350966 2021-04-15 01:12:14,549 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.49ms, fps=1168 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.810972, arrival_time=2021-04-15 01:12:31.360499, cost_time=0:00:26.543661 2021-04-15 01:12:16,747 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.591676, arrival_time=2021-04-15 01:12:31.338704, cost_time=0:00:28.741184 2021-04-15 01:12:18,945 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.375944, arrival_time=2021-04-15 01:12:31.321615, cost_time=0:00:30.939843 2021-04-15 01:12:21,150 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.164252, arrival_time=2021-04-15 01:12:31.314367, cost_time=0:00:33.144242 2021-04-15 01:12:23,348 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.952076, arrival_time=2021-04-15 01:12:31.300455, cost_time=0:00:35.342596 2021-04-15 01:12:25,555 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=2.13ms, fps=1160 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.742906, arrival_time=2021-04-15 01:12:31.298679, cost_time=0:00:37.549839 2021-04-15 01:12:27,772 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.87ms, fps=1155 images/s, loss=0.0037, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.534800, arrival_time=2021-04-15 01:12:31.307254, cost_time=0:00:39.766551 2021-04-15 01:12:29,978 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=6.99ms, fps=1161 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.325460, arrival_time=2021-04-15 01:12:31.304143, cost_time=0:00:41.972832 2021-04-15 01:12:31,165 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.38ms, fps=1147 images/s, loss=0.0037, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:31.165237, cost_time=0:00:43.159367 2021-04-15 01:12:31,986 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.40ms, fps=3126 images/s, loss=0.2844, top1-acc=93.44%, top5-acc=99.65%, remaining_time=0:00:02.457090, arrival_time=2021-04-15 01:12:34.443541, cost_time=0:00:00.819030 2021-04-15 01:12:32,673 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.45ms, fps=3731 images/s, loss=0.2546, top1-acc=93.85%, top5-acc=99.69%, remaining_time=0:00:01.505840, arrival_time=2021-04-15 01:12:34.179013, cost_time=0:00:01.505838 2021-04-15 01:12:33,365 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.51ms, fps=3702 images/s, loss=0.2582, top1-acc=93.74%, top5-acc=99.75%, remaining_time=0:00:00.732570, arrival_time=2021-04-15 01:12:34.097688, cost_time=0:00:02.197710 2021-04-15 01:12:33,995 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.07ms, fps=3682 images/s, loss=0.2626, top1-acc=93.56%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:12:33.995777, cost_time=0:00:02.828396 2021-04-15 01:12:34,157 INFO : Epoch=0198 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:01:32.486854, arrival_time=2021-04-15 01:14:06.644763, cost_time=2:32:36.198528 2021-04-15 01:12:34,159 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 01:12:36,512 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.38ms, fps=1088 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:43.767660, arrival_time=2021-04-15 01:13:20.280475, cost_time=0:00:02.353101 2021-04-15 01:12:38,712 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0029, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:40.062880, arrival_time=2021-04-15 01:13:18.774942, cost_time=0:00:04.552599 2021-04-15 01:12:40,912 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0030, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:37.365770, arrival_time=2021-04-15 01:13:18.278067, cost_time=0:00:06.752841 2021-04-15 01:12:43,111 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.0035, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.911864, arrival_time=2021-04-15 01:13:18.023053, cost_time=0:00:08.951746 2021-04-15 01:12:45,318 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.0034, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.583550, arrival_time=2021-04-15 01:13:17.901773, cost_time=0:00:11.158768 2021-04-15 01:12:47,521 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.0034, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:30.288152, arrival_time=2021-04-15 01:13:17.810046, cost_time=0:00:13.362441 2021-04-15 01:12:49,716 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.0035, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:28.002366, arrival_time=2021-04-15 01:13:17.718705, cost_time=0:00:15.556844 2021-04-15 01:12:51,920 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.0034, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.752928, arrival_time=2021-04-15 01:13:17.672924, cost_time=0:00:17.760620 2021-04-15 01:12:54,124 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.0036, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.514510, arrival_time=2021-04-15 01:13:17.639100, cost_time=0:00:19.965128 2021-04-15 01:12:56,317 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.0036, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.271488, arrival_time=2021-04-15 01:13:17.588674, cost_time=0:00:22.157816 2021-04-15 01:12:58,513 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.039970, arrival_time=2021-04-15 01:13:17.552894, cost_time=0:00:24.353465 2021-04-15 01:13:00,704 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.40ms, fps=1168 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.812036, arrival_time=2021-04-15 01:13:17.516756, cost_time=0:00:26.545301 2021-04-15 01:13:02,908 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.595768, arrival_time=2021-04-15 01:13:17.504449, cost_time=0:00:28.749213 2021-04-15 01:13:05,110 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=2.06ms, fps=1163 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.380256, arrival_time=2021-04-15 01:13:17.490514, cost_time=0:00:30.950698 2021-04-15 01:13:07,320 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.34ms, fps=1159 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.169358, arrival_time=2021-04-15 01:13:17.489773, cost_time=0:00:33.160922 2021-04-15 01:13:09,520 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.956252, arrival_time=2021-04-15 01:13:17.476809, cost_time=0:00:35.361046 2021-04-15 01:13:11,729 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.746000, arrival_time=2021-04-15 01:13:17.475514, cost_time=0:00:37.570003 2021-04-15 01:13:13,926 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.0038, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.534816, arrival_time=2021-04-15 01:13:17.460940, cost_time=0:00:39.766738 2021-04-15 01:13:16,126 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.21ms, fps=1164 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.325274, arrival_time=2021-04-15 01:13:17.451679, cost_time=0:00:41.966953 2021-04-15 01:13:17,307 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.43ms, fps=1152 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:17.307929, cost_time=0:00:43.148568 2021-04-15 01:13:18,113 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.22ms, fps=3187 images/s, loss=0.2748, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:02.409420, arrival_time=2021-04-15 01:13:20.522332, cost_time=0:00:00.803137 2021-04-15 01:13:18,806 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.58ms, fps=3693 images/s, loss=0.2741, top1-acc=93.52%, top5-acc=99.77%, remaining_time=0:00:01.496940, arrival_time=2021-04-15 01:13:20.303674, cost_time=0:00:01.496939 2021-04-15 01:13:19,502 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.42ms, fps=3694 images/s, loss=0.2623, top1-acc=93.62%, top5-acc=99.73%, remaining_time=0:00:00.730800, arrival_time=2021-04-15 01:13:20.232965, cost_time=0:00:02.192385 2021-04-15 01:13:20,148 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.10ms, fps=3594 images/s, loss=0.2515, top1-acc=93.74%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 01:13:20.148334, cost_time=0:00:02.838489 2021-04-15 01:13:20,349 INFO : Epoch=0199 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:00:46.243164, arrival_time=2021-04-15 01:14:06.592768, cost_time=2:33:22.389566 2021-04-15 01:13:20,351 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 01:13:22,703 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.57ms, fps=1088 images/s, loss=0.0042, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:43.755012, arrival_time=2021-04-15 01:14:06.458864, cost_time=0:00:02.352425 2021-04-15 01:13:24,907 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:40.095264, arrival_time=2021-04-15 01:14:05.003020, cost_time=0:00:04.556277 2021-04-15 01:13:27,115 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.99ms, fps=1160 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.429514, arrival_time=2021-04-15 01:14:04.545305, cost_time=0:00:06.764358 2021-04-15 01:13:29,322 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:34.984872, arrival_time=2021-04-15 01:14:04.306784, cost_time=0:00:08.970481 2021-04-15 01:13:31,514 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.41ms, fps=1168 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.595814, arrival_time=2021-04-15 01:14:04.110312, cost_time=0:00:11.162964 2021-04-15 01:13:33,719 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:30.300800, arrival_time=2021-04-15 01:14:04.020179, cost_time=0:00:13.368025 2021-04-15 01:13:35,927 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:28.037646, arrival_time=2021-04-15 01:14:03.965526, cost_time=0:00:15.576455 2021-04-15 01:13:38,127 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=2.23ms, fps=1164 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.775896, arrival_time=2021-04-15 01:14:03.903795, cost_time=0:00:17.776486 2021-04-15 01:13:40,328 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.529138, arrival_time=2021-04-15 01:14:03.858059, cost_time=0:00:19.977569 2021-04-15 01:13:42,529 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.290496, arrival_time=2021-04-15 01:14:03.819480, cost_time=0:00:22.177571 2021-04-15 01:13:44,726 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.056912, arrival_time=2021-04-15 01:14:03.783611, cost_time=0:00:24.375143 2021-04-15 01:13:46,945 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.48ms, fps=1154 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.842968, arrival_time=2021-04-15 01:14:03.788558, cost_time=0:00:26.594148 2021-04-15 01:13:49,141 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.616492, arrival_time=2021-04-15 01:14:03.758172, cost_time=0:00:28.790056 2021-04-15 01:13:51,345 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.397560, arrival_time=2021-04-15 01:14:03.742888, cost_time=0:00:30.993904 2021-04-15 01:13:53,547 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.180030, arrival_time=2021-04-15 01:14:03.727201, cost_time=0:00:33.195747 2021-04-15 01:13:55,746 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.0036, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.963920, arrival_time=2021-04-15 01:14:03.710471, cost_time=0:00:35.395120 2021-04-15 01:13:57,949 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.750316, arrival_time=2021-04-15 01:14:03.699916, cost_time=0:00:37.598181 2021-04-15 01:14:00,146 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.537344, arrival_time=2021-04-15 01:14:03.683923, cost_time=0:00:39.795058 2021-04-15 01:14:02,343 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.25ms, fps=1166 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.326060, arrival_time=2021-04-15 01:14:03.669275, cost_time=0:00:41.991862 2021-04-15 01:14:03,523 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.38ms, fps=1153 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:03.523301, cost_time=0:00:43.171693 2021-04-15 01:14:04,350 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.24ms, fps=3105 images/s, loss=0.2822, top1-acc=92.93%, top5-acc=99.73%, remaining_time=0:00:02.473650, arrival_time=2021-04-15 01:14:06.824284, cost_time=0:00:00.824549 2021-04-15 01:14:05,038 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.46ms, fps=3723 images/s, loss=0.2573, top1-acc=93.26%, top5-acc=99.73%, remaining_time=0:00:01.512460, arrival_time=2021-04-15 01:14:06.551082, cost_time=0:00:01.512465 2021-04-15 01:14:05,728 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.33ms, fps=3716 images/s, loss=0.2490, top1-acc=93.57%, top5-acc=99.77%, remaining_time=0:00:00.733990, arrival_time=2021-04-15 01:14:06.462047, cost_time=0:00:02.201983 2021-04-15 01:14:06,360 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=3673 images/s, loss=0.2459, top1-acc=93.59%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 01:14:06.360123, cost_time=0:00:02.833994 2021-04-15 01:14:06,501 INFO : Epoch=0200 complete, best val top1-acc=93.79%, top5-acc=99.73% (epoch=190), remaining_time=0:00:00, arrival_time=2021-04-15 01:14:06.501132, cost_time=2:34:08.541744