2021-04-10 03:30:11,606 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-10 03:30:11,610 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar10'), ('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_vgg11_bn'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:45191', 'modifications': ['model.name=cifar10_vgg11_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/vgg11_bn'), 'world_size': 1} 2021-04-10 03:30:11,899 INFO : Model details: n_params=9.76M, flops=153.29M. 2021-04-10 03:30:18,186 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 03:30:19,862 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.73ms, fps=1527 images/s, loss=2.3007, top1-acc=9.26%, top5-acc=50.62%, remaining_time=0:00:31.183458, arrival_time=2021-04-10 03:30:51.046261, cost_time=0:00:01.676529 2021-04-10 03:30:20,483 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=2.31ms, fps=4133 images/s, loss=2.2775, top1-acc=11.56%, top5-acc=55.59%, remaining_time=0:00:20.213600, arrival_time=2021-04-10 03:30:40.696638, cost_time=0:00:02.297008 2021-04-10 03:30:21,109 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.84ms, fps=4089 images/s, loss=2.2096, top1-acc=13.76%, top5-acc=62.59%, remaining_time=0:00:16.176368, arrival_time=2021-04-10 03:30:37.286034, cost_time=0:00:02.923455 2021-04-10 03:30:21,730 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.59ms, fps=4129 images/s, loss=2.1399, top1-acc=16.15%, top5-acc=67.22%, remaining_time=0:00:13.823004, arrival_time=2021-04-10 03:30:35.553383, cost_time=0:00:03.544352 2021-04-10 03:30:22,351 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.09ms, fps=4126 images/s, loss=2.0891, top1-acc=17.92%, top5-acc=70.46%, remaining_time=0:00:12.162530, arrival_time=2021-04-10 03:30:34.513878, cost_time=0:00:04.165255 2021-04-10 03:30:22,964 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.78ms, fps=4182 images/s, loss=2.0404, top1-acc=19.62%, top5-acc=73.31%, remaining_time=0:00:10.830088, arrival_time=2021-04-10 03:30:33.794126, cost_time=0:00:04.778009 2021-04-10 03:30:23,585 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.51ms, fps=4124 images/s, loss=2.0042, top1-acc=20.75%, top5-acc=75.33%, remaining_time=0:00:09.718380, arrival_time=2021-04-10 03:30:33.303515, cost_time=0:00:05.399110 2021-04-10 03:30:24,198 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.38ms, fps=4176 images/s, loss=1.9770, top1-acc=21.89%, top5-acc=76.84%, remaining_time=0:00:08.718212, arrival_time=2021-04-10 03:30:32.916873, cost_time=0:00:06.012571 2021-04-10 03:30:24,808 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.54ms, fps=4199 images/s, loss=1.9491, top1-acc=23.06%, top5-acc=78.08%, remaining_time=0:00:07.800222, arrival_time=2021-04-10 03:30:32.609113, cost_time=0:00:06.622846 2021-04-10 03:30:25,433 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.81ms, fps=4103 images/s, loss=1.9246, top1-acc=24.17%, top5-acc=79.08%, remaining_time=0:00:06.957408, arrival_time=2021-04-10 03:30:32.390701, cost_time=0:00:07.247275 2021-04-10 03:30:26,044 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.42ms, fps=4190 images/s, loss=1.8982, top1-acc=25.21%, top5-acc=80.05%, remaining_time=0:00:06.144012, arrival_time=2021-04-10 03:30:32.188740, cost_time=0:00:07.858591 2021-04-10 03:30:26,673 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.99ms, fps=4074 images/s, loss=1.8767, top1-acc=26.21%, top5-acc=80.86%, remaining_time=0:00:05.375480, arrival_time=2021-04-10 03:30:32.049070, cost_time=0:00:08.487567 2021-04-10 03:30:27,296 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.53ms, fps=4112 images/s, loss=1.8563, top1-acc=27.23%, top5-acc=81.59%, remaining_time=0:00:04.625346, arrival_time=2021-04-10 03:30:31.921979, cost_time=0:00:09.110551 2021-04-10 03:30:27,910 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.08ms, fps=4174 images/s, loss=1.8355, top1-acc=28.14%, top5-acc=82.25%, remaining_time=0:00:03.889760, arrival_time=2021-04-10 03:30:31.800264, cost_time=0:00:09.724409 2021-04-10 03:30:28,536 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.98ms, fps=4096 images/s, loss=1.8145, top1-acc=29.13%, top5-acc=82.87%, remaining_time=0:00:03.174000, arrival_time=2021-04-10 03:30:31.710071, cost_time=0:00:10.349985 2021-04-10 03:30:29,158 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.01ms, fps=4118 images/s, loss=1.7949, top1-acc=29.97%, top5-acc=83.50%, remaining_time=0:00:02.468772, arrival_time=2021-04-10 03:30:31.627085, cost_time=0:00:10.972289 2021-04-10 03:30:29,788 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.02ms, fps=4063 images/s, loss=1.7784, top1-acc=30.82%, top5-acc=84.00%, remaining_time=0:00:01.774552, arrival_time=2021-04-10 03:30:31.563459, cost_time=0:00:11.602814 2021-04-10 03:30:30,410 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.56ms, fps=4120 images/s, loss=1.7613, top1-acc=31.68%, top5-acc=84.44%, remaining_time=0:00:01.086640, arrival_time=2021-04-10 03:30:31.497448, cost_time=0:00:12.224763 2021-04-10 03:30:31,028 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.27ms, fps=4149 images/s, loss=1.7450, top1-acc=32.36%, top5-acc=84.88%, remaining_time=0:00:00.405540, arrival_time=2021-04-10 03:30:31.433732, cost_time=0:00:12.842183 2021-04-10 03:30:31,362 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=0.08ms, fps=4076 images/s, loss=1.7369, top1-acc=32.71%, top5-acc=85.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:31.362194, cost_time=0:00:13.176187 2021-04-10 03:30:31,920 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=3.46ms, fps=4601 images/s, loss=2.2399, top1-acc=30.27%, top5-acc=82.66%, remaining_time=0:00:01.669260, arrival_time=2021-04-10 03:30:33.589154, cost_time=0:00:00.556416 2021-04-10 03:30:32,166 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=2.07ms, fps=10428 images/s, loss=2.1988, top1-acc=30.59%, top5-acc=83.14%, remaining_time=0:00:00.802780, arrival_time=2021-04-10 03:30:32.968911, cost_time=0:00:00.802787 2021-04-10 03:30:32,413 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=5.66ms, fps=10369 images/s, loss=2.1798, top1-acc=30.48%, top5-acc=83.54%, remaining_time=0:00:00.350060, arrival_time=2021-04-10 03:30:32.763582, cost_time=0:00:01.050187 2021-04-10 03:30:32,634 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.06ms, fps=10545 images/s, loss=2.1594, top1-acc=30.56%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:32.633956, cost_time=0:00:01.270696 2021-04-10 03:30:32,922 INFO : Epoch=0001 complete, best val top1-acc=30.56%, top5-acc=83.67% (epoch=1), remaining_time=0:48:52.744590, arrival_time=2021-04-10 04:19:25.667347, cost_time=0:00:14.737410 2021-04-10 03:30:32,923 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 03:30:33,734 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.94ms, fps=3158 images/s, loss=1.4838, top1-acc=45.47%, top5-acc=91.76%, remaining_time=0:00:15.079020, arrival_time=2021-04-10 03:30:48.813260, cost_time=0:00:00.810705 2021-04-10 03:30:34,351 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.37ms, fps=4152 images/s, loss=1.4427, top1-acc=46.91%, top5-acc=92.17%, remaining_time=0:00:12.563232, arrival_time=2021-04-10 03:30:46.914435, cost_time=0:00:01.427650 2021-04-10 03:30:34,961 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.37ms, fps=4194 images/s, loss=1.4201, top1-acc=47.84%, top5-acc=92.58%, remaining_time=0:00:11.279202, arrival_time=2021-04-10 03:30:46.241138, cost_time=0:00:02.038409 2021-04-10 03:30:35,569 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.30ms, fps=4215 images/s, loss=1.4059, top1-acc=48.79%, top5-acc=92.72%, remaining_time=0:00:10.319712, arrival_time=2021-04-10 03:30:45.889333, cost_time=0:00:02.646099 2021-04-10 03:30:36,190 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.06ms, fps=4126 images/s, loss=1.3973, top1-acc=49.22%, top5-acc=92.98%, remaining_time=0:00:09.539494, arrival_time=2021-04-10 03:30:45.730024, cost_time=0:00:03.266955 2021-04-10 03:30:36,818 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.97ms, fps=4079 images/s, loss=1.3878, top1-acc=49.83%, top5-acc=93.12%, remaining_time=0:00:08.828848, arrival_time=2021-04-10 03:30:45.647572, cost_time=0:00:03.895050 2021-04-10 03:30:37,442 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=2.11ms, fps=4106 images/s, loss=1.3766, top1-acc=50.51%, top5-acc=93.21%, remaining_time=0:00:08.134812, arrival_time=2021-04-10 03:30:45.577725, cost_time=0:00:04.519327 2021-04-10 03:30:38,069 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.96ms, fps=4092 images/s, loss=1.3733, top1-acc=50.91%, top5-acc=93.17%, remaining_time=0:00:07.461120, arrival_time=2021-04-10 03:30:45.530238, cost_time=0:00:05.145593 2021-04-10 03:30:38,688 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.37ms, fps=4138 images/s, loss=1.3597, top1-acc=51.35%, top5-acc=93.33%, remaining_time=0:00:06.789406, arrival_time=2021-04-10 03:30:45.477516, cost_time=0:00:05.764593 2021-04-10 03:30:39,303 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.89ms, fps=4164 images/s, loss=1.3491, top1-acc=51.87%, top5-acc=93.42%, remaining_time=0:00:06.124608, arrival_time=2021-04-10 03:30:45.427931, cost_time=0:00:06.379803 2021-04-10 03:30:39,931 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.81ms, fps=4076 images/s, loss=1.3386, top1-acc=52.35%, top5-acc=93.53%, remaining_time=0:00:05.479146, arrival_time=2021-04-10 03:30:45.410961, cost_time=0:00:07.008212 2021-04-10 03:30:40,557 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.13ms, fps=4093 images/s, loss=1.3312, top1-acc=52.66%, top5-acc=93.62%, remaining_time=0:00:04.835044, arrival_time=2021-04-10 03:30:45.392939, cost_time=0:00:07.634311 2021-04-10 03:30:41,173 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.98ms, fps=4160 images/s, loss=1.3231, top1-acc=52.99%, top5-acc=93.67%, remaining_time=0:00:04.188558, arrival_time=2021-04-10 03:30:45.362331, cost_time=0:00:08.250200 2021-04-10 03:30:41,793 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=2.49ms, fps=4134 images/s, loss=1.3158, top1-acc=53.38%, top5-acc=93.70%, remaining_time=0:00:03.547992, arrival_time=2021-04-10 03:30:45.341532, cost_time=0:00:08.869958 2021-04-10 03:30:42,433 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.90ms, fps=4006 images/s, loss=1.3069, top1-acc=53.74%, top5-acc=93.80%, remaining_time=0:00:02.916262, arrival_time=2021-04-10 03:30:45.349325, cost_time=0:00:09.509489 2021-04-10 03:30:43,056 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.55ms, fps=4111 images/s, loss=1.2994, top1-acc=54.08%, top5-acc=93.87%, remaining_time=0:00:02.279880, arrival_time=2021-04-10 03:30:45.336217, cost_time=0:00:10.132771 2021-04-10 03:30:43,673 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.75ms, fps=4153 images/s, loss=1.2934, top1-acc=54.37%, top5-acc=93.95%, remaining_time=0:00:01.644084, arrival_time=2021-04-10 03:30:45.317445, cost_time=0:00:10.749767 2021-04-10 03:30:44,289 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.44ms, fps=4161 images/s, loss=1.2844, top1-acc=54.74%, top5-acc=94.05%, remaining_time=0:00:01.010272, arrival_time=2021-04-10 03:30:45.299437, cost_time=0:00:11.365623 2021-04-10 03:30:44,902 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.17ms, fps=4180 images/s, loss=1.2780, top1-acc=55.03%, top5-acc=94.12%, remaining_time=0:00:00.378270, arrival_time=2021-04-10 03:30:45.280270, cost_time=0:00:11.978473 2021-04-10 03:30:45,237 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=0.08ms, fps=4063 images/s, loss=1.2709, top1-acc=55.26%, top5-acc=94.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:45.237108, cost_time=0:00:12.313614 2021-04-10 03:30:45,582 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=15.09ms, fps=7438 images/s, loss=1.2650, top1-acc=57.70%, top5-acc=94.92%, remaining_time=0:00:01.032420, arrival_time=2021-04-10 03:30:46.614526, cost_time=0:00:00.344137 2021-04-10 03:30:45,865 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=4.81ms, fps=10465 images/s, loss=1.2635, top1-acc=57.99%, top5-acc=95.12%, remaining_time=0:00:00.627340, arrival_time=2021-04-10 03:30:46.492648, cost_time=0:00:00.627347 2021-04-10 03:30:46,106 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=2.28ms, fps=10640 images/s, loss=1.2684, top1-acc=57.60%, top5-acc=95.05%, remaining_time=0:00:00.289460, arrival_time=2021-04-10 03:30:46.395783, cost_time=0:00:00.868394 2021-04-10 03:30:46,326 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.09ms, fps=10544 images/s, loss=1.2699, top1-acc=57.22%, top5-acc=95.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:46.326705, cost_time=0:00:01.088805 2021-04-10 03:30:47,332 INFO : Epoch=0002 complete, best val top1-acc=57.22%, top5-acc=95.04% (epoch=2), remaining_time=0:48:05.517162, arrival_time=2021-04-10 04:18:52.849131, cost_time=0:00:29.146638 2021-04-10 03:30:47,332 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 03:30:48,141 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=0.26ms, fps=3165 images/s, loss=1.1208, top1-acc=60.98%, top5-acc=95.86%, remaining_time=0:00:15.042378, arrival_time=2021-04-10 03:31:03.183804, cost_time=0:00:00.808732 2021-04-10 03:30:48,756 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.59ms, fps=4166 images/s, loss=1.1238, top1-acc=61.54%, top5-acc=95.84%, remaining_time=0:00:12.529968, arrival_time=2021-04-10 03:31:01.286462, cost_time=0:00:01.423857 2021-04-10 03:30:49,388 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.88ms, fps=4056 images/s, loss=1.0971, top1-acc=62.19%, top5-acc=95.94%, remaining_time=0:00:11.373158, arrival_time=2021-04-10 03:31:00.761292, cost_time=0:00:02.055387 2021-04-10 03:30:50,003 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.42ms, fps=4167 images/s, loss=1.0953, top1-acc=62.44%, top5-acc=95.96%, remaining_time=0:00:10.415028, arrival_time=2021-04-10 03:31:00.418403, cost_time=0:00:02.670518 2021-04-10 03:30:50,620 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.39ms, fps=4157 images/s, loss=1.0858, top1-acc=62.66%, top5-acc=96.01%, remaining_time=0:00:09.599354, arrival_time=2021-04-10 03:31:00.219480, cost_time=0:00:03.287435 2021-04-10 03:30:51,238 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.63ms, fps=4144 images/s, loss=1.0713, top1-acc=63.32%, top5-acc=96.05%, remaining_time=0:00:08.853192, arrival_time=2021-04-10 03:31:00.091632, cost_time=0:00:03.905820 2021-04-10 03:30:51,857 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.97ms, fps=4136 images/s, loss=1.0689, top1-acc=63.49%, top5-acc=95.96%, remaining_time=0:00:08.145270, arrival_time=2021-04-10 03:31:00.003137, cost_time=0:00:04.525138 2021-04-10 03:30:52,478 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.56ms, fps=4128 images/s, loss=1.0709, top1-acc=63.46%, top5-acc=95.91%, remaining_time=0:00:07.461700, arrival_time=2021-04-10 03:30:59.940365, cost_time=0:00:05.146036 2021-04-10 03:30:53,099 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=2.08ms, fps=4129 images/s, loss=1.0693, top1-acc=63.59%, top5-acc=95.86%, remaining_time=0:00:06.791526, arrival_time=2021-04-10 03:30:59.890574, cost_time=0:00:05.766423 2021-04-10 03:30:53,718 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.64ms, fps=4140 images/s, loss=1.0625, top1-acc=63.84%, top5-acc=95.91%, remaining_time=0:00:06.129792, arrival_time=2021-04-10 03:30:59.847719, cost_time=0:00:06.385179 2021-04-10 03:30:54,332 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.52ms, fps=4170 images/s, loss=1.0583, top1-acc=64.03%, top5-acc=95.90%, remaining_time=0:00:05.472696, arrival_time=2021-04-10 03:30:59.805250, cost_time=0:00:06.999931 2021-04-10 03:30:54,944 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.43ms, fps=4185 images/s, loss=1.0511, top1-acc=64.33%, top5-acc=95.99%, remaining_time=0:00:04.820984, arrival_time=2021-04-10 03:30:59.765636, cost_time=0:00:07.612038 2021-04-10 03:30:55,560 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.36ms, fps=4162 images/s, loss=1.0512, top1-acc=64.44%, top5-acc=95.95%, remaining_time=0:00:04.177074, arrival_time=2021-04-10 03:30:59.737304, cost_time=0:00:08.227549 2021-04-10 03:30:56,177 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.42ms, fps=4152 images/s, loss=1.0462, top1-acc=64.58%, top5-acc=95.98%, remaining_time=0:00:03.537856, arrival_time=2021-04-10 03:30:59.715211, cost_time=0:00:08.844664 2021-04-10 03:30:56,796 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.68ms, fps=4140 images/s, loss=1.0422, top1-acc=64.79%, top5-acc=96.00%, remaining_time=0:00:02.902186, arrival_time=2021-04-10 03:30:59.698516, cost_time=0:00:09.463710 2021-04-10 03:30:57,413 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.36ms, fps=4151 images/s, loss=1.0403, top1-acc=64.89%, top5-acc=95.99%, remaining_time=0:00:02.268180, arrival_time=2021-04-10 03:30:59.681591, cost_time=0:00:10.080784 2021-04-10 03:30:58,028 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=2.31ms, fps=4169 images/s, loss=1.0361, top1-acc=65.07%, top5-acc=96.03%, remaining_time=0:00:01.635738, arrival_time=2021-04-10 03:30:59.663686, cost_time=0:00:10.695273 2021-04-10 03:30:58,644 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.92ms, fps=4156 images/s, loss=1.0329, top1-acc=65.14%, top5-acc=96.05%, remaining_time=0:00:01.005488, arrival_time=2021-04-10 03:30:59.649917, cost_time=0:00:11.311809 2021-04-10 03:30:59,265 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.50ms, fps=4125 images/s, loss=1.0288, top1-acc=65.27%, top5-acc=96.07%, remaining_time=0:00:00.376824, arrival_time=2021-04-10 03:30:59.642326, cost_time=0:00:11.932839 2021-04-10 03:30:59,602 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=0.08ms, fps=4043 images/s, loss=1.0279, top1-acc=65.29%, top5-acc=96.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:59.602342, cost_time=0:00:12.269727 2021-04-10 03:30:59,942 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.21ms, fps=7539 images/s, loss=1.0308, top1-acc=63.83%, top5-acc=95.98%, remaining_time=0:00:01.018620, arrival_time=2021-04-10 03:31:00.961508, cost_time=0:00:00.339536 2021-04-10 03:31:00,187 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.24ms, fps=10508 images/s, loss=1.0297, top1-acc=64.24%, top5-acc=96.05%, remaining_time=0:00:00.583580, arrival_time=2021-04-10 03:31:00.770571, cost_time=0:00:00.583584 2021-04-10 03:31:00,426 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=0.19ms, fps=10695 images/s, loss=1.0492, top1-acc=63.61%, top5-acc=95.83%, remaining_time=0:00:00.274480, arrival_time=2021-04-10 03:31:00.701276, cost_time=0:00:00.823446 2021-04-10 03:31:00,638 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.08ms, fps=10995 images/s, loss=1.0379, top1-acc=63.72%, top5-acc=95.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:00.638145, cost_time=0:00:01.034787 2021-04-10 03:31:01,674 INFO : Epoch=0003 complete, best val top1-acc=63.72%, top5-acc=95.91% (epoch=3), remaining_time=0:47:35.755143, arrival_time=2021-04-10 04:18:37.429170, cost_time=0:00:43.488657 2021-04-10 03:31:01,674 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 03:31:02,470 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.22ms, fps=3217 images/s, loss=0.9502, top1-acc=67.27%, top5-acc=96.84%, remaining_time=0:00:14.799648, arrival_time=2021-04-10 03:31:17.270418, cost_time=0:00:00.795677 2021-04-10 03:31:03,085 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.62ms, fps=4168 images/s, loss=0.9252, top1-acc=68.40%, top5-acc=96.74%, remaining_time=0:00:12.412928, arrival_time=2021-04-10 03:31:15.498643, cost_time=0:00:01.410557 2021-04-10 03:31:03,703 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.67ms, fps=4151 images/s, loss=0.9256, top1-acc=68.92%, top5-acc=96.78%, remaining_time=0:00:11.221434, arrival_time=2021-04-10 03:31:14.924486, cost_time=0:00:02.027981 2021-04-10 03:31:04,334 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.94ms, fps=4058 images/s, loss=0.9143, top1-acc=69.33%, top5-acc=96.74%, remaining_time=0:00:10.371348, arrival_time=2021-04-10 03:31:14.705850, cost_time=0:00:02.659330 2021-04-10 03:31:04,962 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.58ms, fps=4086 images/s, loss=0.9148, top1-acc=69.27%, top5-acc=96.76%, remaining_time=0:00:09.598624, arrival_time=2021-04-10 03:31:14.560836, cost_time=0:00:03.287185 2021-04-10 03:31:05,590 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=2.04ms, fps=4082 images/s, loss=0.9193, top1-acc=69.40%, top5-acc=96.65%, remaining_time=0:00:08.873456, arrival_time=2021-04-10 03:31:14.463398, cost_time=0:00:03.914789 2021-04-10 03:31:06,229 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.77ms, fps=4004 images/s, loss=0.9225, top1-acc=69.35%, top5-acc=96.67%, remaining_time=0:00:08.198820, arrival_time=2021-04-10 03:31:14.428753, cost_time=0:00:04.554914 2021-04-10 03:31:06,848 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.62ms, fps=4144 images/s, loss=0.9214, top1-acc=69.47%, top5-acc=96.72%, remaining_time=0:00:07.500792, arrival_time=2021-04-10 03:31:14.348857, cost_time=0:00:05.172995 2021-04-10 03:31:07,471 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=2.01ms, fps=4109 images/s, loss=0.9150, top1-acc=69.68%, top5-acc=96.77%, remaining_time=0:00:06.827036, arrival_time=2021-04-10 03:31:14.298706, cost_time=0:00:05.796579 2021-04-10 03:31:08,091 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.33ms, fps=4132 images/s, loss=0.9110, top1-acc=69.82%, top5-acc=96.78%, remaining_time=0:00:06.160032, arrival_time=2021-04-10 03:31:14.251794, cost_time=0:00:06.416743 2021-04-10 03:31:08,709 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.71ms, fps=4150 images/s, loss=0.9070, top1-acc=69.88%, top5-acc=96.85%, remaining_time=0:00:05.499270, arrival_time=2021-04-10 03:31:14.208247, cost_time=0:00:07.033955 2021-04-10 03:31:09,328 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.59ms, fps=4133 images/s, loss=0.9035, top1-acc=70.03%, top5-acc=96.86%, remaining_time=0:00:04.847356, arrival_time=2021-04-10 03:31:14.176196, cost_time=0:00:07.653761 2021-04-10 03:31:09,947 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.65ms, fps=4142 images/s, loss=0.8995, top1-acc=70.10%, top5-acc=96.89%, remaining_time=0:00:04.199844, arrival_time=2021-04-10 03:31:14.147267, cost_time=0:00:08.272412 2021-04-10 03:31:10,566 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.61ms, fps=4135 images/s, loss=0.8977, top1-acc=70.13%, top5-acc=96.90%, remaining_time=0:00:03.556728, arrival_time=2021-04-10 03:31:14.123569, cost_time=0:00:08.891817 2021-04-10 03:31:11,200 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=2.04ms, fps=4041 images/s, loss=0.8949, top1-acc=70.17%, top5-acc=96.93%, remaining_time=0:00:02.921184, arrival_time=2021-04-10 03:31:14.121985, cost_time=0:00:09.525640 2021-04-10 03:31:11,821 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.60ms, fps=4129 images/s, loss=0.8937, top1-acc=70.27%, top5-acc=96.92%, remaining_time=0:00:02.282940, arrival_time=2021-04-10 03:31:14.104452, cost_time=0:00:10.146477 2021-04-10 03:31:12,443 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.96ms, fps=4118 images/s, loss=0.8908, top1-acc=70.35%, top5-acc=96.91%, remaining_time=0:00:01.646944, arrival_time=2021-04-10 03:31:14.090483, cost_time=0:00:10.768518 2021-04-10 03:31:13,056 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.97ms, fps=4179 images/s, loss=0.8894, top1-acc=70.39%, top5-acc=96.92%, remaining_time=0:00:01.011696, arrival_time=2021-04-10 03:31:14.068243, cost_time=0:00:11.381509 2021-04-10 03:31:13,679 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=2.13ms, fps=4112 images/s, loss=0.8882, top1-acc=70.42%, top5-acc=96.93%, remaining_time=0:00:00.379092, arrival_time=2021-04-10 03:31:14.058734, cost_time=0:00:12.004552 2021-04-10 03:31:14,020 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=0.08ms, fps=4000 images/s, loss=0.8879, top1-acc=70.45%, top5-acc=96.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:14.020154, cost_time=0:00:12.345127 2021-04-10 03:31:14,382 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=6.42ms, fps=7093 images/s, loss=0.9580, top1-acc=68.63%, top5-acc=95.51%, remaining_time=0:00:01.082670, arrival_time=2021-04-10 03:31:15.464720, cost_time=0:00:00.360892 2021-04-10 03:31:14,633 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=0.29ms, fps=10196 images/s, loss=0.9558, top1-acc=68.05%, top5-acc=95.66%, remaining_time=0:00:00.612500, arrival_time=2021-04-10 03:31:15.246147, cost_time=0:00:00.612507 2021-04-10 03:31:14,883 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.43ms, fps=10268 images/s, loss=0.9420, top1-acc=68.70%, top5-acc=95.89%, remaining_time=0:00:00.287450, arrival_time=2021-04-10 03:31:15.170870, cost_time=0:00:00.862342 2021-04-10 03:31:15,165 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.09ms, fps=8239 images/s, loss=0.9278, top1-acc=68.87%, top5-acc=95.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:15.165345, cost_time=0:00:01.144287 2021-04-10 03:31:16,191 INFO : Epoch=0004 complete, best val top1-acc=68.87%, top5-acc=95.94% (epoch=4), remaining_time=0:47:22.316540, arrival_time=2021-04-10 04:18:38.508330, cost_time=0:00:58.006460 2021-04-10 03:31:16,192 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 03:31:16,990 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=3.38ms, fps=3210 images/s, loss=0.8304, top1-acc=72.70%, top5-acc=97.58%, remaining_time=0:00:14.831454, arrival_time=2021-04-10 03:31:31.821376, cost_time=0:00:00.797388 2021-04-10 03:31:17,604 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.64ms, fps=4172 images/s, loss=0.8341, top1-acc=72.68%, top5-acc=97.34%, remaining_time=0:00:12.423136, arrival_time=2021-04-10 03:31:30.027281, cost_time=0:00:01.411713 2021-04-10 03:31:18,233 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.95ms, fps=4070 images/s, loss=0.8368, top1-acc=72.70%, top5-acc=97.30%, remaining_time=0:00:11.294142, arrival_time=2021-04-10 03:31:29.527785, cost_time=0:00:02.041118 2021-04-10 03:31:18,865 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=2.23ms, fps=4054 images/s, loss=0.8466, top1-acc=72.27%, top5-acc=97.22%, remaining_time=0:00:10.426104, arrival_time=2021-04-10 03:31:29.291938, cost_time=0:00:02.673349 2021-04-10 03:31:19,496 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=2.14ms, fps=4065 images/s, loss=0.8351, top1-acc=72.52%, top5-acc=97.26%, remaining_time=0:00:09.646804, arrival_time=2021-04-10 03:31:29.143042, cost_time=0:00:03.303684 2021-04-10 03:31:20,147 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.97ms, fps=3933 images/s, loss=0.8253, top1-acc=73.03%, top5-acc=97.23%, remaining_time=0:00:08.965392, arrival_time=2021-04-10 03:31:29.113177, cost_time=0:00:03.955329 2021-04-10 03:31:20,765 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.36ms, fps=4147 images/s, loss=0.8169, top1-acc=73.35%, top5-acc=97.26%, remaining_time=0:00:08.231580, arrival_time=2021-04-10 03:31:28.997095, cost_time=0:00:04.573089 2021-04-10 03:31:21,405 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.41ms, fps=4004 images/s, loss=0.8173, top1-acc=73.34%, top5-acc=97.31%, remaining_time=0:00:07.558560, arrival_time=2021-04-10 03:31:28.963910, cost_time=0:00:05.212775 2021-04-10 03:31:22,034 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.52ms, fps=4073 images/s, loss=0.8162, top1-acc=73.30%, top5-acc=97.34%, remaining_time=0:00:06.880672, arrival_time=2021-04-10 03:31:28.915252, cost_time=0:00:05.842093 2021-04-10 03:31:22,648 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.46ms, fps=4173 images/s, loss=0.8105, top1-acc=73.48%, top5-acc=97.34%, remaining_time=0:00:06.197952, arrival_time=2021-04-10 03:31:28.846572, cost_time=0:00:06.456172 2021-04-10 03:31:23,263 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.84ms, fps=4165 images/s, loss=0.8079, top1-acc=73.58%, top5-acc=97.31%, remaining_time=0:00:05.528424, arrival_time=2021-04-10 03:31:28.792222, cost_time=0:00:07.071213 2021-04-10 03:31:23,894 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=2.49ms, fps=4066 images/s, loss=0.8056, top1-acc=73.71%, top5-acc=97.30%, remaining_time=0:00:04.877756, arrival_time=2021-04-10 03:31:28.771893, cost_time=0:00:07.701700 2021-04-10 03:31:24,516 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.83ms, fps=4119 images/s, loss=0.8034, top1-acc=73.73%, top5-acc=97.35%, remaining_time=0:00:04.225848, arrival_time=2021-04-10 03:31:28.741967, cost_time=0:00:08.323687 2021-04-10 03:31:25,134 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.39ms, fps=4142 images/s, loss=0.8032, top1-acc=73.72%, top5-acc=97.34%, remaining_time=0:00:03.576832, arrival_time=2021-04-10 03:31:28.711456, cost_time=0:00:08.942111 2021-04-10 03:31:25,746 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.60ms, fps=4187 images/s, loss=0.8024, top1-acc=73.82%, top5-acc=97.34%, remaining_time=0:00:02.929924, arrival_time=2021-04-10 03:31:28.676483, cost_time=0:00:09.554111 2021-04-10 03:31:26,369 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=3.71ms, fps=4114 images/s, loss=0.7983, top1-acc=73.98%, top5-acc=97.36%, remaining_time=0:00:02.289780, arrival_time=2021-04-10 03:31:28.659050, cost_time=0:00:10.176834 2021-04-10 03:31:26,988 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=2.02ms, fps=4136 images/s, loss=0.7971, top1-acc=74.03%, top5-acc=97.37%, remaining_time=0:00:01.651182, arrival_time=2021-04-10 03:31:28.639898, cost_time=0:00:10.796173 2021-04-10 03:31:27,603 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.48ms, fps=4167 images/s, loss=0.7964, top1-acc=74.10%, top5-acc=97.38%, remaining_time=0:00:01.014320, arrival_time=2021-04-10 03:31:28.617978, cost_time=0:00:11.411117 2021-04-10 03:31:28,224 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=8.37ms, fps=4126 images/s, loss=0.7954, top1-acc=74.14%, top5-acc=97.40%, remaining_time=0:00:00.379968, arrival_time=2021-04-10 03:31:28.604700, cost_time=0:00:12.032300 2021-04-10 03:31:28,559 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.46ms, fps=4069 images/s, loss=0.7935, top1-acc=74.21%, top5-acc=97.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:28.559352, cost_time=0:00:12.366929 2021-04-10 03:31:28,896 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.29ms, fps=7609 images/s, loss=0.8716, top1-acc=71.76%, top5-acc=97.15%, remaining_time=0:00:01.009230, arrival_time=2021-04-10 03:31:29.905918, cost_time=0:00:00.336406 2021-04-10 03:31:29,181 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.33ms, fps=8996 images/s, loss=0.8775, top1-acc=71.21%, top5-acc=97.46%, remaining_time=0:00:00.621460, arrival_time=2021-04-10 03:31:29.803208, cost_time=0:00:00.621456 2021-04-10 03:31:29,459 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=0.31ms, fps=9243 images/s, loss=0.8650, top1-acc=71.81%, top5-acc=97.29%, remaining_time=0:00:00.299840, arrival_time=2021-04-10 03:31:29.759573, cost_time=0:00:00.899531 2021-04-10 03:31:29,679 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.06ms, fps=10579 images/s, loss=0.8485, top1-acc=72.23%, top5-acc=97.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:29.679384, cost_time=0:00:01.119215 2021-04-10 03:31:30,739 INFO : Epoch=0005 complete, best val top1-acc=72.23%, top5-acc=97.48% (epoch=5), remaining_time=0:47:09.590400, arrival_time=2021-04-10 04:18:40.329365, cost_time=0:01:12.553602 2021-04-10 03:31:30,739 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 03:31:31,551 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.70ms, fps=3156 images/s, loss=0.7477, top1-acc=76.33%, top5-acc=97.46%, remaining_time=0:00:15.086646, arrival_time=2021-04-10 03:31:46.637720, cost_time=0:00:00.811114 2021-04-10 03:31:32,168 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.36ms, fps=4153 images/s, loss=0.7355, top1-acc=76.62%, top5-acc=97.58%, remaining_time=0:00:12.566576, arrival_time=2021-04-10 03:31:44.734550, cost_time=0:00:01.428016 2021-04-10 03:31:32,792 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.62ms, fps=4104 images/s, loss=0.7268, top1-acc=76.85%, top5-acc=97.58%, remaining_time=0:00:11.356226, arrival_time=2021-04-10 03:31:44.148750, cost_time=0:00:02.052321 2021-04-10 03:31:33,420 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.66ms, fps=4084 images/s, loss=0.7365, top1-acc=76.35%, top5-acc=97.56%, remaining_time=0:00:10.452156, arrival_time=2021-04-10 03:31:43.872300, cost_time=0:00:02.680028 2021-04-10 03:31:34,035 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.45ms, fps=4165 images/s, loss=0.7359, top1-acc=76.36%, top5-acc=97.72%, remaining_time=0:00:09.623152, arrival_time=2021-04-10 03:31:43.658718, cost_time=0:00:03.295598 2021-04-10 03:31:34,658 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.58ms, fps=4117 images/s, loss=0.7313, top1-acc=76.31%, top5-acc=97.75%, remaining_time=0:00:08.880664, arrival_time=2021-04-10 03:31:43.538600, cost_time=0:00:03.917932 2021-04-10 03:31:35,277 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.42ms, fps=4133 images/s, loss=0.7311, top1-acc=76.34%, top5-acc=97.76%, remaining_time=0:00:08.168076, arrival_time=2021-04-10 03:31:43.445933, cost_time=0:00:04.537855 2021-04-10 03:31:35,904 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.82ms, fps=4090 images/s, loss=0.7239, top1-acc=76.55%, top5-acc=97.78%, remaining_time=0:00:07.488264, arrival_time=2021-04-10 03:31:43.392568, cost_time=0:00:05.164346 2021-04-10 03:31:36,529 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=2.07ms, fps=4098 images/s, loss=0.7219, top1-acc=76.57%, top5-acc=97.80%, remaining_time=0:00:06.818768, arrival_time=2021-04-10 03:31:43.348320, cost_time=0:00:05.789561 2021-04-10 03:31:37,144 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.52ms, fps=4168 images/s, loss=0.7224, top1-acc=76.66%, top5-acc=97.81%, remaining_time=0:00:06.148128, arrival_time=2021-04-10 03:31:43.292477, cost_time=0:00:06.404265 2021-04-10 03:31:37,758 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.38ms, fps=4171 images/s, loss=0.7253, top1-acc=76.62%, top5-acc=97.80%, remaining_time=0:00:05.487488, arrival_time=2021-04-10 03:31:43.246358, cost_time=0:00:07.018883 2021-04-10 03:31:38,383 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.92ms, fps=4104 images/s, loss=0.7254, top1-acc=76.62%, top5-acc=97.78%, remaining_time=0:00:04.840668, arrival_time=2021-04-10 03:31:43.223849, cost_time=0:00:07.643188 2021-04-10 03:31:39,007 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=0.24ms, fps=4106 images/s, loss=0.7256, top1-acc=76.65%, top5-acc=97.77%, remaining_time=0:00:04.197204, arrival_time=2021-04-10 03:31:43.204426, cost_time=0:00:08.267211 2021-04-10 03:31:39,627 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.85ms, fps=4129 images/s, loss=0.7238, top1-acc=76.66%, top5-acc=97.78%, remaining_time=0:00:03.555104, arrival_time=2021-04-10 03:31:43.182819, cost_time=0:00:08.887780 2021-04-10 03:31:40,246 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.70ms, fps=4139 images/s, loss=0.7227, top1-acc=76.61%, top5-acc=97.79%, remaining_time=0:00:02.915342, arrival_time=2021-04-10 03:31:43.161895, cost_time=0:00:09.506615 2021-04-10 03:31:40,860 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.42ms, fps=4177 images/s, loss=0.7197, top1-acc=76.67%, top5-acc=97.80%, remaining_time=0:00:02.277000, arrival_time=2021-04-10 03:31:43.136940, cost_time=0:00:10.119934 2021-04-10 03:31:41,472 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.48ms, fps=4186 images/s, loss=0.7213, top1-acc=76.61%, top5-acc=97.78%, remaining_time=0:00:01.641380, arrival_time=2021-04-10 03:31:43.113355, cost_time=0:00:10.732032 2021-04-10 03:31:42,087 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=2.23ms, fps=4162 images/s, loss=0.7192, top1-acc=76.60%, top5-acc=97.82%, remaining_time=0:00:01.008672, arrival_time=2021-04-10 03:31:43.096169, cost_time=0:00:11.347535 2021-04-10 03:31:42,710 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=2.00ms, fps=4115 images/s, loss=0.7158, top1-acc=76.70%, top5-acc=97.83%, remaining_time=0:00:00.378006, arrival_time=2021-04-10 03:31:43.088140, cost_time=0:00:11.970139 2021-04-10 03:31:43,051 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=0.09ms, fps=3987 images/s, loss=0.7151, top1-acc=76.72%, top5-acc=97.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:43.051829, cost_time=0:00:12.311846 2021-04-10 03:31:43,406 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.29ms, fps=7237 images/s, loss=0.7230, top1-acc=75.66%, top5-acc=97.50%, remaining_time=0:00:01.061100, arrival_time=2021-04-10 03:31:44.467722, cost_time=0:00:00.353697 2021-04-10 03:31:43,654 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.42ms, fps=10372 images/s, loss=0.7096, top1-acc=75.72%, top5-acc=97.75%, remaining_time=0:00:00.601040, arrival_time=2021-04-10 03:31:44.255009, cost_time=0:00:00.601049 2021-04-10 03:31:43,912 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=3.80ms, fps=9927 images/s, loss=0.7263, top1-acc=75.34%, top5-acc=97.64%, remaining_time=0:00:00.286480, arrival_time=2021-04-10 03:31:44.198840, cost_time=0:00:00.859436 2021-04-10 03:31:44,131 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.14ms, fps=10607 images/s, loss=0.7304, top1-acc=75.38%, top5-acc=97.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:44.131611, cost_time=0:00:01.078701 2021-04-10 03:31:45,088 INFO : Epoch=0006 complete, best val top1-acc=75.38%, top5-acc=97.62% (epoch=6), remaining_time=0:46:49.852932, arrival_time=2021-04-10 04:18:34.940953, cost_time=0:01:26.902665 2021-04-10 03:31:45,088 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 03:31:45,937 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=0.36ms, fps=3017 images/s, loss=0.6594, top1-acc=78.36%, top5-acc=97.97%, remaining_time=0:00:15.784332, arrival_time=2021-04-10 03:32:01.721972, cost_time=0:00:00.848616 2021-04-10 03:31:46,549 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.73ms, fps=4188 images/s, loss=0.6735, top1-acc=78.48%, top5-acc=98.03%, remaining_time=0:00:12.852576, arrival_time=2021-04-10 03:31:59.402102, cost_time=0:00:01.460519 2021-04-10 03:31:47,174 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.58ms, fps=4102 images/s, loss=0.6759, top1-acc=78.05%, top5-acc=98.12%, remaining_time=0:00:11.537830, arrival_time=2021-04-10 03:31:58.711998, cost_time=0:00:02.085157 2021-04-10 03:31:47,790 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.86ms, fps=4155 images/s, loss=0.6802, top1-acc=77.88%, top5-acc=98.07%, remaining_time=0:00:10.537176, arrival_time=2021-04-10 03:31:58.328043, cost_time=0:00:02.701851 2021-04-10 03:31:48,406 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.33ms, fps=4160 images/s, loss=0.6744, top1-acc=78.00%, top5-acc=98.03%, remaining_time=0:00:09.688122, arrival_time=2021-04-10 03:31:58.094937, cost_time=0:00:03.317862 2021-04-10 03:31:49,027 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.23ms, fps=4131 images/s, loss=0.6669, top1-acc=78.22%, top5-acc=98.08%, remaining_time=0:00:08.925952, arrival_time=2021-04-10 03:31:57.952903, cost_time=0:00:03.937938 2021-04-10 03:31:49,653 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=2.22ms, fps=4088 images/s, loss=0.6697, top1-acc=78.19%, top5-acc=98.04%, remaining_time=0:00:08.216586, arrival_time=2021-04-10 03:31:57.870351, cost_time=0:00:04.564746 2021-04-10 03:31:50,280 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.62ms, fps=4090 images/s, loss=0.6710, top1-acc=78.14%, top5-acc=98.02%, remaining_time=0:00:07.527356, arrival_time=2021-04-10 03:31:57.807608, cost_time=0:00:05.191306 2021-04-10 03:31:50,911 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.85ms, fps=4060 images/s, loss=0.6689, top1-acc=78.23%, top5-acc=98.03%, remaining_time=0:00:06.857246, arrival_time=2021-04-10 03:31:57.768483, cost_time=0:00:05.822213 2021-04-10 03:31:51,540 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.38ms, fps=4071 images/s, loss=0.6733, top1-acc=78.10%, top5-acc=98.03%, remaining_time=0:00:06.193632, arrival_time=2021-04-10 03:31:57.734323, cost_time=0:00:06.451679 2021-04-10 03:31:52,160 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.55ms, fps=4135 images/s, loss=0.6758, top1-acc=77.98%, top5-acc=98.03%, remaining_time=0:00:05.528510, arrival_time=2021-04-10 03:31:57.688786, cost_time=0:00:07.071332 2021-04-10 03:31:52,771 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.44ms, fps=4191 images/s, loss=0.6762, top1-acc=78.06%, top5-acc=98.02%, remaining_time=0:00:04.865596, arrival_time=2021-04-10 03:31:57.637108, cost_time=0:00:07.682572 2021-04-10 03:31:53,388 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.69ms, fps=4153 images/s, loss=0.6761, top1-acc=78.05%, top5-acc=98.01%, remaining_time=0:00:04.213506, arrival_time=2021-04-10 03:31:57.601836, cost_time=0:00:08.299306 2021-04-10 03:31:54,001 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.29ms, fps=4181 images/s, loss=0.6737, top1-acc=78.13%, top5-acc=98.02%, remaining_time=0:00:03.564848, arrival_time=2021-04-10 03:31:57.565953, cost_time=0:00:08.912148 2021-04-10 03:31:54,616 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=2.26ms, fps=4162 images/s, loss=0.6709, top1-acc=78.19%, top5-acc=98.03%, remaining_time=0:00:02.921782, arrival_time=2021-04-10 03:31:57.538370, cost_time=0:00:09.527570 2021-04-10 03:31:55,255 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.43ms, fps=4008 images/s, loss=0.6701, top1-acc=78.20%, top5-acc=98.03%, remaining_time=0:00:02.287548, arrival_time=2021-04-10 03:31:57.543440, cost_time=0:00:10.166884 2021-04-10 03:31:55,876 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.88ms, fps=4131 images/s, loss=0.6662, top1-acc=78.30%, top5-acc=98.06%, remaining_time=0:00:01.649778, arrival_time=2021-04-10 03:31:57.525876, cost_time=0:00:10.787087 2021-04-10 03:31:56,502 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.23ms, fps=4093 images/s, loss=0.6626, top1-acc=78.44%, top5-acc=98.04%, remaining_time=0:00:01.014496, arrival_time=2021-04-10 03:31:57.516621, cost_time=0:00:11.413163 2021-04-10 03:31:57,128 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=0.08ms, fps=4092 images/s, loss=0.6626, top1-acc=78.49%, top5-acc=98.06%, remaining_time=0:00:00.380190, arrival_time=2021-04-10 03:31:57.508396, cost_time=0:00:12.039277 2021-04-10 03:31:57,465 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.24ms, fps=4043 images/s, loss=0.6615, top1-acc=78.50%, top5-acc=98.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:57.464968, cost_time=0:00:12.376018 2021-04-10 03:31:57,811 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=2.26ms, fps=7415 images/s, loss=0.8251, top1-acc=72.85%, top5-acc=97.85%, remaining_time=0:00:01.035660, arrival_time=2021-04-10 03:31:58.846890, cost_time=0:00:00.345217 2021-04-10 03:31:58,065 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.69ms, fps=10088 images/s, loss=0.8500, top1-acc=72.30%, top5-acc=97.42%, remaining_time=0:00:00.599360, arrival_time=2021-04-10 03:31:58.664783, cost_time=0:00:00.599363 2021-04-10 03:31:58,333 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=0.38ms, fps=9571 images/s, loss=0.8490, top1-acc=72.14%, top5-acc=97.37%, remaining_time=0:00:00.289110, arrival_time=2021-04-10 03:31:58.622495, cost_time=0:00:00.867335 2021-04-10 03:31:58,553 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=10571 images/s, loss=0.8438, top1-acc=72.45%, top5-acc=97.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:58.553333, cost_time=0:00:01.087283 2021-04-10 03:31:59,063 INFO : Epoch=0007 complete, best val top1-acc=75.38%, top5-acc=97.62% (epoch=6), remaining_time=0:46:21.359863, arrival_time=2021-04-10 04:18:20.423546, cost_time=0:01:40.878339 2021-04-10 03:31:59,064 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 03:31:59,853 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.23ms, fps=3246 images/s, loss=0.6518, top1-acc=79.69%, top5-acc=98.32%, remaining_time=0:00:14.667960, arrival_time=2021-04-10 03:32:14.520950, cost_time=0:00:00.788602 2021-04-10 03:32:00,476 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.46ms, fps=4111 images/s, loss=0.6458, top1-acc=78.81%, top5-acc=98.42%, remaining_time=0:00:12.423840, arrival_time=2021-04-10 03:32:12.900137, cost_time=0:00:01.411809 2021-04-10 03:32:01,095 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=2.18ms, fps=4137 images/s, loss=0.6414, top1-acc=79.00%, top5-acc=98.52%, remaining_time=0:00:11.240358, arrival_time=2021-04-10 03:32:12.336129, cost_time=0:00:02.031380 2021-04-10 03:32:01,719 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.41ms, fps=4111 images/s, loss=0.6439, top1-acc=78.93%, top5-acc=98.48%, remaining_time=0:00:10.352316, arrival_time=2021-04-10 03:32:12.071293, cost_time=0:00:02.654459 2021-04-10 03:32:02,347 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.76ms, fps=4076 images/s, loss=0.6381, top1-acc=79.07%, top5-acc=98.43%, remaining_time=0:00:09.587382, arrival_time=2021-04-10 03:32:11.935199, cost_time=0:00:03.283370 2021-04-10 03:32:02,975 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.89ms, fps=4084 images/s, loss=0.6337, top1-acc=79.39%, top5-acc=98.44%, remaining_time=0:00:08.864752, arrival_time=2021-04-10 03:32:11.840103, cost_time=0:00:03.910901 2021-04-10 03:32:03,598 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.96ms, fps=4115 images/s, loss=0.6309, top1-acc=79.51%, top5-acc=98.44%, remaining_time=0:00:08.160390, arrival_time=2021-04-10 03:32:11.758499, cost_time=0:00:04.533549 2021-04-10 03:32:04,217 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.60ms, fps=4137 images/s, loss=0.6335, top1-acc=79.45%, top5-acc=98.45%, remaining_time=0:00:07.472256, arrival_time=2021-04-10 03:32:11.690011, cost_time=0:00:05.153300 2021-04-10 03:32:04,836 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.60ms, fps=4138 images/s, loss=0.6303, top1-acc=79.66%, top5-acc=98.44%, remaining_time=0:00:06.798734, arrival_time=2021-04-10 03:32:11.635663, cost_time=0:00:05.772535 2021-04-10 03:32:05,464 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.90ms, fps=4080 images/s, loss=0.6296, top1-acc=79.63%, top5-acc=98.41%, remaining_time=0:00:06.144384, arrival_time=2021-04-10 03:32:11.609285, cost_time=0:00:06.400412 2021-04-10 03:32:06,086 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.17ms, fps=4125 images/s, loss=0.6285, top1-acc=79.66%, top5-acc=98.41%, remaining_time=0:00:05.489724, arrival_time=2021-04-10 03:32:11.575910, cost_time=0:00:07.021749 2021-04-10 03:32:06,711 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=2.15ms, fps=4099 images/s, loss=0.6299, top1-acc=79.65%, top5-acc=98.40%, remaining_time=0:00:04.842948, arrival_time=2021-04-10 03:32:11.554162, cost_time=0:00:07.646793 2021-04-10 03:32:07,330 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.52ms, fps=4140 images/s, loss=0.6264, top1-acc=79.76%, top5-acc=98.38%, remaining_time=0:00:04.196412, arrival_time=2021-04-10 03:32:11.526523, cost_time=0:00:08.265655 2021-04-10 03:32:07,954 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.83ms, fps=4105 images/s, loss=0.6253, top1-acc=79.80%, top5-acc=98.37%, remaining_time=0:00:03.555944, arrival_time=2021-04-10 03:32:11.510147, cost_time=0:00:08.889817 2021-04-10 03:32:08,575 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.54ms, fps=4123 images/s, loss=0.6229, top1-acc=79.92%, top5-acc=98.37%, remaining_time=0:00:02.916722, arrival_time=2021-04-10 03:32:11.492196, cost_time=0:00:09.511084 2021-04-10 03:32:09,196 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.50ms, fps=4127 images/s, loss=0.6210, top1-acc=79.99%, top5-acc=98.39%, remaining_time=0:00:02.279664, arrival_time=2021-04-10 03:32:11.475897, cost_time=0:00:10.131804 2021-04-10 03:32:09,815 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.57ms, fps=4135 images/s, loss=0.6208, top1-acc=79.95%, top5-acc=98.38%, remaining_time=0:00:01.644344, arrival_time=2021-04-10 03:32:11.460236, cost_time=0:00:10.751514 2021-04-10 03:32:10,441 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.84ms, fps=4097 images/s, loss=0.6201, top1-acc=79.97%, top5-acc=98.37%, remaining_time=0:00:01.011264, arrival_time=2021-04-10 03:32:11.452524, cost_time=0:00:11.376725 2021-04-10 03:32:11,065 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.29ms, fps=4106 images/s, loss=0.6188, top1-acc=80.04%, top5-acc=98.35%, remaining_time=0:00:00.378984, arrival_time=2021-04-10 03:32:11.444460, cost_time=0:00:12.001088 2021-04-10 03:32:11,401 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.10ms, fps=4058 images/s, loss=0.6190, top1-acc=80.04%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:11.400968, cost_time=0:00:12.336614 2021-04-10 03:32:11,753 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=9.49ms, fps=7288 images/s, loss=0.6440, top1-acc=78.95%, top5-acc=98.52%, remaining_time=0:00:01.053750, arrival_time=2021-04-10 03:32:12.806803, cost_time=0:00:00.351251 2021-04-10 03:32:11,995 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.47ms, fps=10562 images/s, loss=0.6481, top1-acc=78.81%, top5-acc=98.36%, remaining_time=0:00:00.593980, arrival_time=2021-04-10 03:32:12.589821, cost_time=0:00:00.593985 2021-04-10 03:32:12,242 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.40ms, fps=10419 images/s, loss=0.6624, top1-acc=78.36%, top5-acc=98.29%, remaining_time=0:00:00.280080, arrival_time=2021-04-10 03:32:12.522174, cost_time=0:00:00.840241 2021-04-10 03:32:12,453 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.07ms, fps=11010 images/s, loss=0.6654, top1-acc=78.44%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:12.453248, cost_time=0:00:01.051487 2021-04-10 03:32:13,455 INFO : Epoch=0008 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:46:06.487872, arrival_time=2021-04-10 04:18:19.943554, cost_time=0:01:55.270326 2021-04-10 03:32:13,456 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 03:32:14,324 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.47ms, fps=2951 images/s, loss=0.5684, top1-acc=82.30%, top5-acc=98.48%, remaining_time=0:00:16.137174, arrival_time=2021-04-10 03:32:30.461482, cost_time=0:00:00.867591 2021-04-10 03:32:14,948 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.94ms, fps=4108 images/s, loss=0.5776, top1-acc=81.76%, top5-acc=98.32%, remaining_time=0:00:13.126432, arrival_time=2021-04-10 03:32:28.074783, cost_time=0:00:01.491631 2021-04-10 03:32:15,567 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.12ms, fps=4139 images/s, loss=0.5800, top1-acc=81.47%, top5-acc=98.28%, remaining_time=0:00:11.680258, arrival_time=2021-04-10 03:32:27.247798, cost_time=0:00:02.110882 2021-04-10 03:32:16,201 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.68ms, fps=4049 images/s, loss=0.5722, top1-acc=81.63%, top5-acc=98.44%, remaining_time=0:00:10.702380, arrival_time=2021-04-10 03:32:26.903298, cost_time=0:00:02.744194 2021-04-10 03:32:16,820 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=2.14ms, fps=4138 images/s, loss=0.5778, top1-acc=81.37%, top5-acc=98.41%, remaining_time=0:00:09.821858, arrival_time=2021-04-10 03:32:26.642216, cost_time=0:00:03.363630 2021-04-10 03:32:17,445 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=2.00ms, fps=4100 images/s, loss=0.5823, top1-acc=81.22%, top5-acc=98.44%, remaining_time=0:00:09.041144, arrival_time=2021-04-10 03:32:26.486491, cost_time=0:00:03.988743 2021-04-10 03:32:18,073 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=8.29ms, fps=4078 images/s, loss=0.5821, top1-acc=81.22%, top5-acc=98.41%, remaining_time=0:00:08.310582, arrival_time=2021-04-10 03:32:26.384275, cost_time=0:00:04.617017 2021-04-10 03:32:18,687 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.40ms, fps=4173 images/s, loss=0.5842, top1-acc=81.13%, top5-acc=98.45%, remaining_time=0:00:07.585240, arrival_time=2021-04-10 03:32:26.273035, cost_time=0:00:05.231162 2021-04-10 03:32:19,309 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.74ms, fps=4119 images/s, loss=0.5868, top1-acc=81.04%, top5-acc=98.46%, remaining_time=0:00:06.893710, arrival_time=2021-04-10 03:32:26.203513, cost_time=0:00:05.853172 2021-04-10 03:32:19,939 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.50ms, fps=4070 images/s, loss=0.5822, top1-acc=81.14%, top5-acc=98.48%, remaining_time=0:00:06.223392, arrival_time=2021-04-10 03:32:26.162852, cost_time=0:00:06.482739 2021-04-10 03:32:20,564 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.94ms, fps=4100 images/s, loss=0.5807, top1-acc=81.12%, top5-acc=98.49%, remaining_time=0:00:05.557062, arrival_time=2021-04-10 03:32:26.121570, cost_time=0:00:07.107902 2021-04-10 03:32:21,182 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=2.14ms, fps=4146 images/s, loss=0.5819, top1-acc=81.07%, top5-acc=98.49%, remaining_time=0:00:04.892956, arrival_time=2021-04-10 03:32:26.075563, cost_time=0:00:07.725716 2021-04-10 03:32:21,808 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.46ms, fps=4097 images/s, loss=0.5825, top1-acc=80.96%, top5-acc=98.48%, remaining_time=0:00:04.240104, arrival_time=2021-04-10 03:32:26.048499, cost_time=0:00:08.351737 2021-04-10 03:32:22,432 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.43ms, fps=4106 images/s, loss=0.5817, top1-acc=80.94%, top5-acc=98.49%, remaining_time=0:00:03.590328, arrival_time=2021-04-10 03:32:26.022801, cost_time=0:00:08.975831 2021-04-10 03:32:23,051 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.60ms, fps=4140 images/s, loss=0.5825, top1-acc=80.95%, top5-acc=98.48%, remaining_time=0:00:02.942390, arrival_time=2021-04-10 03:32:25.993801, cost_time=0:00:09.594773 2021-04-10 03:32:23,674 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.92ms, fps=4113 images/s, loss=0.5819, top1-acc=80.97%, top5-acc=98.47%, remaining_time=0:00:02.298960, arrival_time=2021-04-10 03:32:25.973280, cost_time=0:00:10.217675 2021-04-10 03:32:24,299 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=2.31ms, fps=4098 images/s, loss=0.5806, top1-acc=81.03%, top5-acc=98.47%, remaining_time=0:00:01.658332, arrival_time=2021-04-10 03:32:25.957937, cost_time=0:00:10.842945 2021-04-10 03:32:24,926 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.75ms, fps=4087 images/s, loss=0.5833, top1-acc=80.97%, top5-acc=98.46%, remaining_time=0:00:01.019552, arrival_time=2021-04-10 03:32:25.946038, cost_time=0:00:11.469898 2021-04-10 03:32:25,544 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.41ms, fps=4148 images/s, loss=0.5819, top1-acc=81.04%, top5-acc=98.45%, remaining_time=0:00:00.381714, arrival_time=2021-04-10 03:32:25.925820, cost_time=0:00:12.087520 2021-04-10 03:32:25,880 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.07ms, fps=4050 images/s, loss=0.5806, top1-acc=81.08%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:25.880406, cost_time=0:00:12.423778 2021-04-10 03:32:26,185 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=2.04ms, fps=8424 images/s, loss=0.7489, top1-acc=76.87%, top5-acc=97.66%, remaining_time=0:00:00.911580, arrival_time=2021-04-10 03:32:27.096822, cost_time=0:00:00.303859 2021-04-10 03:32:26,422 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.83ms, fps=10824 images/s, loss=0.7571, top1-acc=76.56%, top5-acc=98.07%, remaining_time=0:00:00.540760, arrival_time=2021-04-10 03:32:26.962908, cost_time=0:00:00.540766 2021-04-10 03:32:26,700 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=2.15ms, fps=9221 images/s, loss=0.7495, top1-acc=76.74%, top5-acc=98.15%, remaining_time=0:00:00.272920, arrival_time=2021-04-10 03:32:26.973092, cost_time=0:00:00.818757 2021-04-10 03:32:26,921 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.06ms, fps=10500 images/s, loss=0.7504, top1-acc=76.80%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:26.921553, cost_time=0:00:01.040215 2021-04-10 03:32:27,464 INFO : Epoch=0009 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:45:43.599827, arrival_time=2021-04-10 04:18:11.064745, cost_time=0:02:09.279569 2021-04-10 03:32:27,465 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 03:32:28,288 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.53ms, fps=3114 images/s, loss=0.5614, top1-acc=82.19%, top5-acc=98.52%, remaining_time=0:00:15.292176, arrival_time=2021-04-10 03:32:43.580278, cost_time=0:00:00.822165 2021-04-10 03:32:28,905 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.90ms, fps=4149 images/s, loss=0.5467, top1-acc=82.58%, top5-acc=98.79%, remaining_time=0:00:12.671824, arrival_time=2021-04-10 03:32:41.577627, cost_time=0:00:01.439989 2021-04-10 03:32:29,531 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.73ms, fps=4095 images/s, loss=0.5570, top1-acc=82.08%, top5-acc=98.65%, remaining_time=0:00:11.428934, arrival_time=2021-04-10 03:32:40.960293, cost_time=0:00:02.065470 2021-04-10 03:32:30,155 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.88ms, fps=4107 images/s, loss=0.5593, top1-acc=81.83%, top5-acc=98.59%, remaining_time=0:00:10.488816, arrival_time=2021-04-10 03:32:40.644112, cost_time=0:00:02.689457 2021-04-10 03:32:30,773 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.46ms, fps=4144 images/s, loss=0.5560, top1-acc=82.05%, top5-acc=98.62%, remaining_time=0:00:09.658338, arrival_time=2021-04-10 03:32:40.432086, cost_time=0:00:03.307669 2021-04-10 03:32:31,399 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.49ms, fps=4096 images/s, loss=0.5543, top1-acc=82.01%, top5-acc=98.61%, remaining_time=0:00:08.916296, arrival_time=2021-04-10 03:32:40.315831, cost_time=0:00:03.933661 2021-04-10 03:32:32,023 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.05ms, fps=4110 images/s, loss=0.5518, top1-acc=81.98%, top5-acc=98.64%, remaining_time=0:00:08.202978, arrival_time=2021-04-10 03:32:40.225991, cost_time=0:00:04.557196 2021-04-10 03:32:32,650 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.56ms, fps=4083 images/s, loss=0.5498, top1-acc=82.05%, top5-acc=98.66%, remaining_time=0:00:07.517612, arrival_time=2021-04-10 03:32:40.168089, cost_time=0:00:05.184550 2021-04-10 03:32:33,278 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.58ms, fps=4079 images/s, loss=0.5536, top1-acc=81.93%, top5-acc=98.61%, remaining_time=0:00:06.846222, arrival_time=2021-04-10 03:32:40.124932, cost_time=0:00:05.812839 2021-04-10 03:32:33,898 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.30ms, fps=4135 images/s, loss=0.5539, top1-acc=81.97%, top5-acc=98.62%, remaining_time=0:00:06.175296, arrival_time=2021-04-10 03:32:40.073679, cost_time=0:00:06.432576 2021-04-10 03:32:34,518 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=2.62ms, fps=4129 images/s, loss=0.5539, top1-acc=82.00%, top5-acc=98.63%, remaining_time=0:00:05.514148, arrival_time=2021-04-10 03:32:40.032959, cost_time=0:00:07.052931 2021-04-10 03:32:35,141 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=2.08ms, fps=4112 images/s, loss=0.5543, top1-acc=81.92%, top5-acc=98.64%, remaining_time=0:00:04.861492, arrival_time=2021-04-10 03:32:40.003384, cost_time=0:00:07.676006 2021-04-10 03:32:35,765 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.88ms, fps=4107 images/s, loss=0.5527, top1-acc=82.01%, top5-acc=98.67%, remaining_time=0:00:04.213836, arrival_time=2021-04-10 03:32:39.979577, cost_time=0:00:08.299929 2021-04-10 03:32:36,418 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.94ms, fps=3925 images/s, loss=0.5518, top1-acc=82.01%, top5-acc=98.67%, remaining_time=0:00:03.581032, arrival_time=2021-04-10 03:32:39.999460, cost_time=0:00:08.952564 2021-04-10 03:32:37,040 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.58ms, fps=4119 images/s, loss=0.5534, top1-acc=82.00%, top5-acc=98.64%, remaining_time=0:00:02.936226, arrival_time=2021-04-10 03:32:39.976806, cost_time=0:00:09.574667 2021-04-10 03:32:37,659 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.48ms, fps=4142 images/s, loss=0.5533, top1-acc=82.01%, top5-acc=98.62%, remaining_time=0:00:02.293524, arrival_time=2021-04-10 03:32:39.952821, cost_time=0:00:10.193467 2021-04-10 03:32:38,281 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.78ms, fps=4117 images/s, loss=0.5558, top1-acc=81.92%, top5-acc=98.60%, remaining_time=0:00:01.654146, arrival_time=2021-04-10 03:32:39.935688, cost_time=0:00:10.815637 2021-04-10 03:32:38,908 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.87ms, fps=4086 images/s, loss=0.5543, top1-acc=81.97%, top5-acc=98.60%, remaining_time=0:00:01.017136, arrival_time=2021-04-10 03:32:39.925851, cost_time=0:00:11.442850 2021-04-10 03:32:39,530 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.71ms, fps=4120 images/s, loss=0.5530, top1-acc=81.99%, top5-acc=98.60%, remaining_time=0:00:00.380994, arrival_time=2021-04-10 03:32:39.911656, cost_time=0:00:12.064796 2021-04-10 03:32:39,864 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.08ms, fps=4079 images/s, loss=0.5528, top1-acc=82.00%, top5-acc=98.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:39.864660, cost_time=0:00:12.398781 2021-04-10 03:32:40,187 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=9.42ms, fps=7954 images/s, loss=0.6475, top1-acc=78.55%, top5-acc=98.36%, remaining_time=0:00:00.965490, arrival_time=2021-04-10 03:32:41.153142, cost_time=0:00:00.321833 2021-04-10 03:32:40,467 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.03ms, fps=9148 images/s, loss=0.6421, top1-acc=78.89%, top5-acc=98.50%, remaining_time=0:00:00.602120, arrival_time=2021-04-10 03:32:41.070028, cost_time=0:00:00.602110 2021-04-10 03:32:40,727 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=6.88ms, fps=9885 images/s, loss=0.6528, top1-acc=78.42%, top5-acc=98.42%, remaining_time=0:00:00.287170, arrival_time=2021-04-10 03:32:41.014477, cost_time=0:00:00.861503 2021-04-10 03:32:40,959 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.15ms, fps=10022 images/s, loss=0.6582, top1-acc=78.36%, top5-acc=98.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:40.959234, cost_time=0:00:01.093404 2021-04-10 03:32:41,510 INFO : Epoch=0010 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:45:23.167970, arrival_time=2021-04-10 04:18:04.677930, cost_time=0:02:23.324626 2021-04-10 03:32:41,510 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 03:32:42,335 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.35ms, fps=3106 images/s, loss=0.5295, top1-acc=82.23%, top5-acc=98.79%, remaining_time=0:00:15.330306, arrival_time=2021-04-10 03:32:57.665354, cost_time=0:00:00.824211 2021-04-10 03:32:42,948 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.46ms, fps=4181 images/s, loss=0.5455, top1-acc=82.36%, top5-acc=98.75%, remaining_time=0:00:12.649472, arrival_time=2021-04-10 03:32:55.597582, cost_time=0:00:01.437433 2021-04-10 03:32:43,565 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.10ms, fps=4151 images/s, loss=0.5449, top1-acc=82.29%, top5-acc=98.65%, remaining_time=0:00:11.368510, arrival_time=2021-04-10 03:32:54.933775, cost_time=0:00:02.054546 2021-04-10 03:32:44,194 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.62ms, fps=4070 images/s, loss=0.5356, top1-acc=82.67%, top5-acc=98.69%, remaining_time=0:00:10.467912, arrival_time=2021-04-10 03:32:54.662737, cost_time=0:00:02.684099 2021-04-10 03:32:44,827 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.85ms, fps=4049 images/s, loss=0.5357, top1-acc=82.72%, top5-acc=98.66%, remaining_time=0:00:09.685640, arrival_time=2021-04-10 03:32:54.513409, cost_time=0:00:03.316980 2021-04-10 03:32:45,446 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.50ms, fps=4141 images/s, loss=0.5410, top1-acc=82.61%, top5-acc=98.61%, remaining_time=0:00:08.921464, arrival_time=2021-04-10 03:32:54.368120, cost_time=0:00:03.935930 2021-04-10 03:32:46,065 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.39ms, fps=4138 images/s, loss=0.5408, top1-acc=82.63%, top5-acc=98.57%, remaining_time=0:00:08.199198, arrival_time=2021-04-10 03:32:54.265009, cost_time=0:00:04.555134 2021-04-10 03:32:46,704 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.40ms, fps=4009 images/s, loss=0.5389, top1-acc=82.70%, top5-acc=98.59%, remaining_time=0:00:07.531416, arrival_time=2021-04-10 03:32:54.236248, cost_time=0:00:05.194093 2021-04-10 03:32:47,332 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.39ms, fps=4083 images/s, loss=0.5364, top1-acc=82.70%, top5-acc=98.62%, remaining_time=0:00:06.856716, arrival_time=2021-04-10 03:32:54.189117, cost_time=0:00:05.821695 2021-04-10 03:32:47,948 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.63ms, fps=4159 images/s, loss=0.5352, top1-acc=82.77%, top5-acc=98.63%, remaining_time=0:00:06.180288, arrival_time=2021-04-10 03:32:54.128782, cost_time=0:00:06.437819 2021-04-10 03:32:48,568 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.82ms, fps=4131 images/s, loss=0.5337, top1-acc=82.83%, top5-acc=98.62%, remaining_time=0:00:05.517932, arrival_time=2021-04-10 03:32:54.086613, cost_time=0:00:07.057874 2021-04-10 03:32:49,190 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.34ms, fps=4125 images/s, loss=0.5328, top1-acc=82.93%, top5-acc=98.61%, remaining_time=0:00:04.863544, arrival_time=2021-04-10 03:32:54.053597, cost_time=0:00:07.679289 2021-04-10 03:32:49,807 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.35ms, fps=4150 images/s, loss=0.5301, top1-acc=83.04%, top5-acc=98.60%, remaining_time=0:00:04.212186, arrival_time=2021-04-10 03:32:54.019569, cost_time=0:00:08.296709 2021-04-10 03:32:50,425 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.94ms, fps=4144 images/s, loss=0.5285, top1-acc=83.10%, top5-acc=98.61%, remaining_time=0:00:03.565968, arrival_time=2021-04-10 03:32:53.991502, cost_time=0:00:08.914864 2021-04-10 03:32:51,050 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.39ms, fps=4097 images/s, loss=0.5286, top1-acc=83.06%, top5-acc=98.62%, remaining_time=0:00:02.925646, arrival_time=2021-04-10 03:32:53.976549, cost_time=0:00:09.540135 2021-04-10 03:32:51,670 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=2.00ms, fps=4139 images/s, loss=0.5287, top1-acc=83.01%, top5-acc=98.64%, remaining_time=0:00:02.285856, arrival_time=2021-04-10 03:32:53.955912, cost_time=0:00:10.159335 2021-04-10 03:32:52,290 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.85ms, fps=4128 images/s, loss=0.5312, top1-acc=82.95%, top5-acc=98.64%, remaining_time=0:00:01.648738, arrival_time=2021-04-10 03:32:53.939539, cost_time=0:00:10.780127 2021-04-10 03:32:52,903 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.39ms, fps=4180 images/s, loss=0.5332, top1-acc=82.88%, top5-acc=98.62%, remaining_time=0:00:01.012704, arrival_time=2021-04-10 03:32:53.916296, cost_time=0:00:11.392919 2021-04-10 03:32:53,524 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.25ms, fps=4125 images/s, loss=0.5329, top1-acc=82.91%, top5-acc=98.62%, remaining_time=0:00:00.379386, arrival_time=2021-04-10 03:32:53.904036, cost_time=0:00:12.013908 2021-04-10 03:32:53,861 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.07ms, fps=4041 images/s, loss=0.5332, top1-acc=82.92%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:53.861696, cost_time=0:00:12.351028 2021-04-10 03:32:54,184 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=3.76ms, fps=7964 images/s, loss=0.7004, top1-acc=77.85%, top5-acc=97.30%, remaining_time=0:00:00.964260, arrival_time=2021-04-10 03:32:55.148311, cost_time=0:00:00.321415 2021-04-10 03:32:54,428 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.27ms, fps=10496 images/s, loss=0.6923, top1-acc=77.73%, top5-acc=97.34%, remaining_time=0:00:00.565780, arrival_time=2021-04-10 03:32:54.994216, cost_time=0:00:00.565783 2021-04-10 03:32:54,672 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=0.27ms, fps=10529 images/s, loss=0.7138, top1-acc=76.80%, top5-acc=97.43%, remaining_time=0:00:00.269820, arrival_time=2021-04-10 03:32:54.941860, cost_time=0:00:00.809448 2021-04-10 03:32:54,887 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.06ms, fps=10769 images/s, loss=0.7084, top1-acc=77.00%, top5-acc=97.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:54.887787, cost_time=0:00:01.025209 2021-04-10 03:32:55,355 INFO : Epoch=0011 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:45:00.462996, arrival_time=2021-04-10 04:17:55.818135, cost_time=0:02:37.169803 2021-04-10 03:32:55,355 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 03:32:56,167 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.46ms, fps=3156 images/s, loss=0.5252, top1-acc=83.67%, top5-acc=98.67%, remaining_time=0:00:15.088692, arrival_time=2021-04-10 03:33:11.255780, cost_time=0:00:00.811224 2021-04-10 03:32:56,788 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.80ms, fps=4127 images/s, loss=0.5260, top1-acc=83.26%, top5-acc=98.65%, remaining_time=0:00:12.603360, arrival_time=2021-04-10 03:33:09.391375, cost_time=0:00:01.432200 2021-04-10 03:32:57,411 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.39ms, fps=4111 images/s, loss=0.5036, top1-acc=83.84%, top5-acc=98.78%, remaining_time=0:00:11.373158, arrival_time=2021-04-10 03:33:08.784403, cost_time=0:00:02.055391 2021-04-10 03:32:58,032 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.34ms, fps=4126 images/s, loss=0.5102, top1-acc=83.53%, top5-acc=98.77%, remaining_time=0:00:10.438272, arrival_time=2021-04-10 03:33:08.470574, cost_time=0:00:02.676476 2021-04-10 03:32:58,651 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=2.19ms, fps=4137 images/s, loss=0.5124, top1-acc=83.41%, top5-acc=98.79%, remaining_time=0:00:09.624028, arrival_time=2021-04-10 03:33:08.275822, cost_time=0:00:03.295882 2021-04-10 03:32:59,283 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=2.22ms, fps=4062 images/s, loss=0.5089, top1-acc=83.52%, top5-acc=98.76%, remaining_time=0:00:08.901880, arrival_time=2021-04-10 03:33:08.185022, cost_time=0:00:03.927297 2021-04-10 03:32:59,898 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.44ms, fps=4166 images/s, loss=0.5072, top1-acc=83.51%, top5-acc=98.74%, remaining_time=0:00:08.176140, arrival_time=2021-04-10 03:33:08.074406, cost_time=0:00:04.542314 2021-04-10 03:33:00,524 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.82ms, fps=4096 images/s, loss=0.5085, top1-acc=83.49%, top5-acc=98.73%, remaining_time=0:00:07.493716, arrival_time=2021-04-10 03:33:08.017645, cost_time=0:00:05.168065 2021-04-10 03:33:01,150 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.52ms, fps=4089 images/s, loss=0.5063, top1-acc=83.61%, top5-acc=98.78%, remaining_time=0:00:06.824916, arrival_time=2021-04-10 03:33:07.975537, cost_time=0:00:05.794770 2021-04-10 03:33:01,779 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.12ms, fps=4076 images/s, loss=0.5051, top1-acc=83.67%, top5-acc=98.79%, remaining_time=0:00:06.166464, arrival_time=2021-04-10 03:33:07.945666, cost_time=0:00:06.423356 2021-04-10 03:33:02,400 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.25ms, fps=4121 images/s, loss=0.5053, top1-acc=83.70%, top5-acc=98.77%, remaining_time=0:00:05.507956, arrival_time=2021-04-10 03:33:07.908833, cost_time=0:00:07.045075 2021-04-10 03:33:03,016 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.45ms, fps=4165 images/s, loss=0.5048, top1-acc=83.76%, top5-acc=98.76%, remaining_time=0:00:04.851460, arrival_time=2021-04-10 03:33:07.867513, cost_time=0:00:07.660228 2021-04-10 03:33:03,643 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.78ms, fps=4084 images/s, loss=0.5054, top1-acc=83.73%, top5-acc=98.76%, remaining_time=0:00:04.207500, arrival_time=2021-04-10 03:33:07.850867, cost_time=0:00:08.287527 2021-04-10 03:33:04,275 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=2.13ms, fps=4057 images/s, loss=0.5058, top1-acc=83.72%, top5-acc=98.76%, remaining_time=0:00:03.567648, arrival_time=2021-04-10 03:33:07.842703, cost_time=0:00:08.919163 2021-04-10 03:33:04,890 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.46ms, fps=4162 images/s, loss=0.5085, top1-acc=83.66%, top5-acc=98.70%, remaining_time=0:00:02.924082, arrival_time=2021-04-10 03:33:07.814912, cost_time=0:00:09.535028 2021-04-10 03:33:05,500 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.43ms, fps=4201 images/s, loss=0.5061, top1-acc=83.71%, top5-acc=98.73%, remaining_time=0:00:02.282580, arrival_time=2021-04-10 03:33:07.783140, cost_time=0:00:10.144778 2021-04-10 03:33:06,126 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=2.13ms, fps=4090 images/s, loss=0.5061, top1-acc=83.67%, top5-acc=98.73%, remaining_time=0:00:01.647334, arrival_time=2021-04-10 03:33:07.774115, cost_time=0:00:10.771019 2021-04-10 03:33:06,750 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.41ms, fps=4109 images/s, loss=0.5065, top1-acc=83.68%, top5-acc=98.73%, remaining_time=0:00:01.012832, arrival_time=2021-04-10 03:33:07.763162, cost_time=0:00:11.394423 2021-04-10 03:33:07,373 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.25ms, fps=4115 images/s, loss=0.5059, top1-acc=83.70%, top5-acc=98.72%, remaining_time=0:00:00.379494, arrival_time=2021-04-10 03:33:07.752528, cost_time=0:00:12.017231 2021-04-10 03:33:07,710 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.13ms, fps=4032 images/s, loss=0.5065, top1-acc=83.71%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:07.710813, cost_time=0:00:12.354956 2021-04-10 03:33:08,056 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.36ms, fps=7443 images/s, loss=0.7125, top1-acc=77.30%, top5-acc=98.01%, remaining_time=0:00:01.031820, arrival_time=2021-04-10 03:33:09.088118, cost_time=0:00:00.343937 2021-04-10 03:33:08,303 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=3.23ms, fps=10387 images/s, loss=0.7172, top1-acc=77.03%, top5-acc=98.28%, remaining_time=0:00:00.590940, arrival_time=2021-04-10 03:33:08.894191, cost_time=0:00:00.590934 2021-04-10 03:33:08,555 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.20ms, fps=10175 images/s, loss=0.7158, top1-acc=77.23%, top5-acc=98.46%, remaining_time=0:00:00.280970, arrival_time=2021-04-10 03:33:08.836201, cost_time=0:00:00.842911 2021-04-10 03:33:08,772 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=10703 images/s, loss=0.7284, top1-acc=76.93%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:08.772362, cost_time=0:00:01.060080 2021-04-10 03:33:09,239 INFO : Epoch=0012 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:44:39.849572, arrival_time=2021-04-10 04:17:49.089150, cost_time=0:02:51.054228 2021-04-10 03:33:09,240 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 03:33:10,055 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.24ms, fps=3142 images/s, loss=0.5430, top1-acc=81.76%, top5-acc=99.02%, remaining_time=0:00:15.156024, arrival_time=2021-04-10 03:33:25.211506, cost_time=0:00:00.814836 2021-04-10 03:33:10,679 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=3.21ms, fps=4107 images/s, loss=0.5352, top1-acc=82.44%, top5-acc=98.79%, remaining_time=0:00:12.659504, arrival_time=2021-04-10 03:33:23.338787, cost_time=0:00:01.438581 2021-04-10 03:33:11,300 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.67ms, fps=4123 images/s, loss=0.5170, top1-acc=82.72%, top5-acc=98.82%, remaining_time=0:00:11.398888, arrival_time=2021-04-10 03:33:22.699571, cost_time=0:00:02.060052 2021-04-10 03:33:11,918 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.49ms, fps=4146 images/s, loss=0.5059, top1-acc=83.19%, top5-acc=98.84%, remaining_time=0:00:10.444044, arrival_time=2021-04-10 03:33:22.362738, cost_time=0:00:02.677967 2021-04-10 03:33:12,531 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.27ms, fps=4181 images/s, loss=0.4981, top1-acc=83.39%, top5-acc=98.89%, remaining_time=0:00:09.609720, arrival_time=2021-04-10 03:33:22.141358, cost_time=0:00:03.291008 2021-04-10 03:33:13,156 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.89ms, fps=4098 images/s, loss=0.4910, top1-acc=83.72%, top5-acc=98.94%, remaining_time=0:00:08.876312, arrival_time=2021-04-10 03:33:22.033168, cost_time=0:00:03.916002 2021-04-10 03:33:13,780 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.92ms, fps=4115 images/s, loss=0.4903, top1-acc=83.77%, top5-acc=98.93%, remaining_time=0:00:08.170722, arrival_time=2021-04-10 03:33:21.950681, cost_time=0:00:04.539317 2021-04-10 03:33:14,404 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.64ms, fps=4104 images/s, loss=0.4938, top1-acc=83.69%, top5-acc=98.90%, remaining_time=0:00:07.487104, arrival_time=2021-04-10 03:33:21.891330, cost_time=0:00:05.163553 2021-04-10 03:33:15,035 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.49ms, fps=4059 images/s, loss=0.4949, top1-acc=83.60%, top5-acc=98.91%, remaining_time=0:00:06.824916, arrival_time=2021-04-10 03:33:21.860271, cost_time=0:00:05.794731 2021-04-10 03:33:15,660 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.82ms, fps=4097 images/s, loss=0.4952, top1-acc=83.66%, top5-acc=98.90%, remaining_time=0:00:06.163200, arrival_time=2021-04-10 03:33:21.823960, cost_time=0:00:06.419976 2021-04-10 03:33:16,281 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.58ms, fps=4129 images/s, loss=0.4972, top1-acc=83.63%, top5-acc=98.90%, remaining_time=0:00:05.504688, arrival_time=2021-04-10 03:33:21.786151, cost_time=0:00:07.040837 2021-04-10 03:33:16,905 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.68ms, fps=4105 images/s, loss=0.4970, top1-acc=83.64%, top5-acc=98.89%, remaining_time=0:00:04.854424, arrival_time=2021-04-10 03:33:21.759882, cost_time=0:00:07.664830 2021-04-10 03:33:17,532 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.19ms, fps=4088 images/s, loss=0.4958, top1-acc=83.69%, top5-acc=98.91%, remaining_time=0:00:04.209480, arrival_time=2021-04-10 03:33:21.741723, cost_time=0:00:08.291465 2021-04-10 03:33:18,151 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.35ms, fps=4140 images/s, loss=0.4964, top1-acc=83.73%, top5-acc=98.90%, remaining_time=0:00:03.564288, arrival_time=2021-04-10 03:33:21.715630, cost_time=0:00:08.910706 2021-04-10 03:33:18,781 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.84ms, fps=4064 images/s, loss=0.4978, top1-acc=83.68%, top5-acc=98.89%, remaining_time=0:00:02.925922, arrival_time=2021-04-10 03:33:21.707670, cost_time=0:00:09.541111 2021-04-10 03:33:19,403 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.67ms, fps=4119 images/s, loss=0.4980, top1-acc=83.68%, top5-acc=98.87%, remaining_time=0:00:02.286684, arrival_time=2021-04-10 03:33:21.690365, cost_time=0:00:10.163012 2021-04-10 03:33:20,029 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.41ms, fps=4096 images/s, loss=0.4980, top1-acc=83.71%, top5-acc=98.87%, remaining_time=0:00:01.650012, arrival_time=2021-04-10 03:33:21.679452, cost_time=0:00:10.788550 2021-04-10 03:33:20,652 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=2.02ms, fps=4113 images/s, loss=0.5002, top1-acc=83.67%, top5-acc=98.83%, remaining_time=0:00:01.014400, arrival_time=2021-04-10 03:33:21.667127, cost_time=0:00:11.412031 2021-04-10 03:33:21,269 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.44ms, fps=4156 images/s, loss=0.5005, top1-acc=83.66%, top5-acc=98.83%, remaining_time=0:00:00.379848, arrival_time=2021-04-10 03:33:21.649063, cost_time=0:00:12.028594 2021-04-10 03:33:21,604 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.07ms, fps=4062 images/s, loss=0.4981, top1-acc=83.71%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:21.604445, cost_time=0:00:12.363838 2021-04-10 03:33:21,956 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.20ms, fps=7288 images/s, loss=0.7685, top1-acc=75.82%, top5-acc=97.62%, remaining_time=0:00:01.053690, arrival_time=2021-04-10 03:33:23.010342, cost_time=0:00:00.351229 2021-04-10 03:33:22,204 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=2.40ms, fps=10354 images/s, loss=0.7713, top1-acc=75.59%, top5-acc=97.71%, remaining_time=0:00:00.599000, arrival_time=2021-04-10 03:33:22.803411, cost_time=0:00:00.598991 2021-04-10 03:33:22,445 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=3.01ms, fps=10657 images/s, loss=0.7723, top1-acc=75.70%, top5-acc=97.68%, remaining_time=0:00:00.279910, arrival_time=2021-04-10 03:33:22.725039, cost_time=0:00:00.839733 2021-04-10 03:33:22,659 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.06ms, fps=10825 images/s, loss=0.7951, top1-acc=75.62%, top5-acc=97.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:22.659875, cost_time=0:00:01.054534 2021-04-10 03:33:23,154 INFO : Epoch=0013 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:44:20.713231, arrival_time=2021-04-10 04:17:43.867931, cost_time=0:03:04.969371 2021-04-10 03:33:23,155 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 03:33:24,002 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=0.24ms, fps=3024 images/s, loss=0.4777, top1-acc=84.26%, top5-acc=98.79%, remaining_time=0:00:15.746946, arrival_time=2021-04-10 03:33:39.748976, cost_time=0:00:00.846611 2021-04-10 03:33:24,629 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.48ms, fps=4081 images/s, loss=0.4736, top1-acc=84.59%, top5-acc=98.95%, remaining_time=0:00:12.975952, arrival_time=2021-04-10 03:33:37.605855, cost_time=0:00:01.474535 2021-04-10 03:33:25,255 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.75ms, fps=4097 images/s, loss=0.4692, top1-acc=84.39%, top5-acc=99.10%, remaining_time=0:00:11.619336, arrival_time=2021-04-10 03:33:36.874664, cost_time=0:00:02.099875 2021-04-10 03:33:25,875 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.39ms, fps=4135 images/s, loss=0.4682, top1-acc=84.55%, top5-acc=99.03%, remaining_time=0:00:10.606596, arrival_time=2021-04-10 03:33:36.481578, cost_time=0:00:02.719643 2021-04-10 03:33:26,498 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.90ms, fps=4109 images/s, loss=0.4658, top1-acc=84.65%, top5-acc=99.02%, remaining_time=0:00:09.761560, arrival_time=2021-04-10 03:33:36.259954, cost_time=0:00:03.342981 2021-04-10 03:33:27,120 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.47ms, fps=4120 images/s, loss=0.4586, top1-acc=84.86%, top5-acc=99.06%, remaining_time=0:00:08.987016, arrival_time=2021-04-10 03:33:36.107278, cost_time=0:00:03.964856 2021-04-10 03:33:27,747 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.54ms, fps=4088 images/s, loss=0.4562, top1-acc=84.97%, top5-acc=99.06%, remaining_time=0:00:08.264970, arrival_time=2021-04-10 03:33:36.011973, cost_time=0:00:04.591645 2021-04-10 03:33:28,376 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.00ms, fps=4070 images/s, loss=0.4615, top1-acc=84.82%, top5-acc=99.04%, remaining_time=0:00:07.570508, arrival_time=2021-04-10 03:33:35.947086, cost_time=0:00:05.221071 2021-04-10 03:33:29,008 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.82ms, fps=4058 images/s, loss=0.4669, top1-acc=84.73%, top5-acc=99.03%, remaining_time=0:00:06.893180, arrival_time=2021-04-10 03:33:35.901275, cost_time=0:00:05.852696 2021-04-10 03:33:29,632 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.26ms, fps=4105 images/s, loss=0.4680, top1-acc=84.74%, top5-acc=99.00%, remaining_time=0:00:06.217728, arrival_time=2021-04-10 03:33:35.849944, cost_time=0:00:06.476806 2021-04-10 03:33:30,251 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.38ms, fps=4138 images/s, loss=0.4699, top1-acc=84.74%, top5-acc=98.99%, remaining_time=0:00:05.547860, arrival_time=2021-04-10 03:33:35.799365, cost_time=0:00:07.096114 2021-04-10 03:33:30,886 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=23.17ms, fps=4034 images/s, loss=0.4719, top1-acc=84.68%, top5-acc=98.97%, remaining_time=0:00:04.896452, arrival_time=2021-04-10 03:33:35.783105, cost_time=0:00:07.731213 2021-04-10 03:33:31,525 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.53ms, fps=4014 images/s, loss=0.4717, top1-acc=84.74%, top5-acc=98.95%, remaining_time=0:00:04.249212, arrival_time=2021-04-10 03:33:35.774328, cost_time=0:00:08.369690 2021-04-10 03:33:32,142 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=2.96ms, fps=4149 images/s, loss=0.4724, top1-acc=84.65%, top5-acc=98.95%, remaining_time=0:00:03.594920, arrival_time=2021-04-10 03:33:35.737567, cost_time=0:00:08.987244 2021-04-10 03:33:32,766 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.00ms, fps=4108 images/s, loss=0.4710, top1-acc=84.70%, top5-acc=98.95%, remaining_time=0:00:02.947358, arrival_time=2021-04-10 03:33:35.713782, cost_time=0:00:09.611000 2021-04-10 03:33:33,386 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.40ms, fps=4132 images/s, loss=0.4730, top1-acc=84.67%, top5-acc=98.94%, remaining_time=0:00:02.302020, arrival_time=2021-04-10 03:33:35.688531, cost_time=0:00:10.231130 2021-04-10 03:33:34,014 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.65ms, fps=4080 images/s, loss=0.4733, top1-acc=84.66%, top5-acc=98.94%, remaining_time=0:00:01.660802, arrival_time=2021-04-10 03:33:35.675314, cost_time=0:00:10.859099 2021-04-10 03:33:34,636 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.43ms, fps=4119 images/s, loss=0.4736, top1-acc=84.61%, top5-acc=98.93%, remaining_time=0:00:01.020544, arrival_time=2021-04-10 03:33:35.657068, cost_time=0:00:11.481099 2021-04-10 03:33:35,262 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.41ms, fps=4096 images/s, loss=0.4737, top1-acc=84.62%, top5-acc=98.93%, remaining_time=0:00:00.382320, arrival_time=2021-04-10 03:33:35.644382, cost_time=0:00:12.106730 2021-04-10 03:33:35,601 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.08ms, fps=4015 images/s, loss=0.4727, top1-acc=84.68%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:35.601220, cost_time=0:00:12.445817 2021-04-10 03:33:35,946 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=4.51ms, fps=7434 images/s, loss=0.7673, top1-acc=75.27%, top5-acc=98.24%, remaining_time=0:00:01.033080, arrival_time=2021-04-10 03:33:36.979777, cost_time=0:00:00.344355 2021-04-10 03:33:36,186 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.23ms, fps=10695 images/s, loss=0.7837, top1-acc=74.98%, top5-acc=98.14%, remaining_time=0:00:00.584280, arrival_time=2021-04-10 03:33:36.770844, cost_time=0:00:00.584281 2021-04-10 03:33:36,438 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=4.63ms, fps=10164 images/s, loss=0.7666, top1-acc=75.17%, top5-acc=98.11%, remaining_time=0:00:00.278840, arrival_time=2021-04-10 03:33:36.717622, cost_time=0:00:00.836509 2021-04-10 03:33:36,702 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=8816 images/s, loss=0.7614, top1-acc=75.16%, top5-acc=98.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:36.702263, cost_time=0:00:01.100009 2021-04-10 03:33:37,206 INFO : Epoch=0014 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:44:04.139730, arrival_time=2021-04-10 04:17:41.346337, cost_time=0:03:19.021273 2021-04-10 03:33:37,207 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 03:33:37,986 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.39ms, fps=3285 images/s, loss=0.4634, top1-acc=84.96%, top5-acc=98.83%, remaining_time=0:00:14.492748, arrival_time=2021-04-10 03:33:52.479247, cost_time=0:00:00.779180 2021-04-10 03:33:38,610 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.75ms, fps=4108 images/s, loss=0.4672, top1-acc=84.96%, top5-acc=98.87%, remaining_time=0:00:12.344288, arrival_time=2021-04-10 03:33:50.954357, cost_time=0:00:01.402770 2021-04-10 03:33:39,227 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=0.24ms, fps=4148 images/s, loss=0.4680, top1-acc=85.04%, top5-acc=98.83%, remaining_time=0:00:11.179602, arrival_time=2021-04-10 03:33:50.407272, cost_time=0:00:02.020400 2021-04-10 03:33:39,852 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.88ms, fps=4104 images/s, loss=0.4734, top1-acc=84.91%, top5-acc=98.84%, remaining_time=0:00:10.314096, arrival_time=2021-04-10 03:33:50.166029, cost_time=0:00:02.644630 2021-04-10 03:33:40,472 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=2.09ms, fps=4129 images/s, loss=0.4727, top1-acc=84.94%, top5-acc=98.87%, remaining_time=0:00:09.534384, arrival_time=2021-04-10 03:33:50.007015, cost_time=0:00:03.265224 2021-04-10 03:33:41,095 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.88ms, fps=4114 images/s, loss=0.4750, top1-acc=84.79%, top5-acc=98.93%, remaining_time=0:00:08.813344, arrival_time=2021-04-10 03:33:49.908955, cost_time=0:00:03.888269 2021-04-10 03:33:41,713 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.09ms, fps=4145 images/s, loss=0.4740, top1-acc=84.79%, top5-acc=98.90%, remaining_time=0:00:08.111628, arrival_time=2021-04-10 03:33:49.825363, cost_time=0:00:04.506466 2021-04-10 03:33:42,336 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.90ms, fps=4117 images/s, loss=0.4674, top1-acc=84.90%, top5-acc=98.96%, remaining_time=0:00:07.436644, arrival_time=2021-04-10 03:33:49.772662, cost_time=0:00:05.128740 2021-04-10 03:33:42,948 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=0.52ms, fps=4183 images/s, loss=0.4653, top1-acc=84.98%, top5-acc=98.94%, remaining_time=0:00:06.761952, arrival_time=2021-04-10 03:33:49.710506, cost_time=0:00:05.741240 2021-04-10 03:33:43,563 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.46ms, fps=4164 images/s, loss=0.4676, top1-acc=84.90%, top5-acc=98.96%, remaining_time=0:00:06.102240, arrival_time=2021-04-10 03:33:49.666048, cost_time=0:00:06.356531 2021-04-10 03:33:44,179 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.38ms, fps=4160 images/s, loss=0.4670, top1-acc=84.90%, top5-acc=98.97%, remaining_time=0:00:05.451110, arrival_time=2021-04-10 03:33:49.630756, cost_time=0:00:06.972322 2021-04-10 03:33:44,798 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.56ms, fps=4138 images/s, loss=0.4643, top1-acc=84.98%, top5-acc=98.96%, remaining_time=0:00:04.807988, arrival_time=2021-04-10 03:33:49.606851, cost_time=0:00:07.591603 2021-04-10 03:33:45,417 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.82ms, fps=4144 images/s, loss=0.4624, top1-acc=85.07%, top5-acc=98.94%, remaining_time=0:00:04.168032, arrival_time=2021-04-10 03:33:49.585035, cost_time=0:00:08.209734 2021-04-10 03:33:46,038 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.83ms, fps=4124 images/s, loss=0.4609, top1-acc=85.11%, top5-acc=98.92%, remaining_time=0:00:03.532368, arrival_time=2021-04-10 03:33:49.570587, cost_time=0:00:08.830906 2021-04-10 03:33:46,663 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.42ms, fps=4095 images/s, loss=0.4608, top1-acc=85.09%, top5-acc=98.94%, remaining_time=0:00:02.900024, arrival_time=2021-04-10 03:33:49.563878, cost_time=0:00:09.456590 2021-04-10 03:33:47,280 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.35ms, fps=4158 images/s, loss=0.4618, top1-acc=85.04%, top5-acc=98.94%, remaining_time=0:00:02.266344, arrival_time=2021-04-10 03:33:49.546330, cost_time=0:00:10.072713 2021-04-10 03:33:47,898 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.65ms, fps=4143 images/s, loss=0.4641, top1-acc=84.93%, top5-acc=98.95%, remaining_time=0:00:01.635114, arrival_time=2021-04-10 03:33:49.533462, cost_time=0:00:10.691065 2021-04-10 03:33:48,518 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.85ms, fps=4131 images/s, loss=0.4644, top1-acc=84.95%, top5-acc=98.96%, remaining_time=0:00:01.005440, arrival_time=2021-04-10 03:33:49.523889, cost_time=0:00:11.311180 2021-04-10 03:33:49,135 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.43ms, fps=4154 images/s, loss=0.4642, top1-acc=84.95%, top5-acc=98.95%, remaining_time=0:00:00.376668, arrival_time=2021-04-10 03:33:49.511774, cost_time=0:00:11.927852 2021-04-10 03:33:49,469 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.35ms, fps=4069 images/s, loss=0.4647, top1-acc=84.95%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:49.469717, cost_time=0:00:12.262446 2021-04-10 03:33:49,808 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.28ms, fps=7573 images/s, loss=0.8037, top1-acc=73.91%, top5-acc=97.46%, remaining_time=0:00:01.014120, arrival_time=2021-04-10 03:33:50.822817, cost_time=0:00:00.338036 2021-04-10 03:33:50,056 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.41ms, fps=10353 images/s, loss=0.8007, top1-acc=74.51%, top5-acc=97.29%, remaining_time=0:00:00.585800, arrival_time=2021-04-10 03:33:50.642259, cost_time=0:00:00.585796 2021-04-10 03:33:50,318 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.27ms, fps=9772 images/s, loss=0.8065, top1-acc=74.51%, top5-acc=97.30%, remaining_time=0:00:00.282750, arrival_time=2021-04-10 03:33:50.601671, cost_time=0:00:00.848263 2021-04-10 03:33:50,538 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=10599 images/s, loss=0.8303, top1-acc=74.17%, top5-acc=97.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:50.538298, cost_time=0:00:01.067589 2021-04-10 03:33:51,010 INFO : Epoch=0015 complete, best val top1-acc=78.44%, top5-acc=98.32% (epoch=8), remaining_time=0:43:44.846230, arrival_time=2021-04-10 04:17:35.856945, cost_time=0:03:32.825368 2021-04-10 03:33:51,011 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 03:33:51,867 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.88ms, fps=2993 images/s, loss=0.4695, top1-acc=84.65%, top5-acc=98.95%, remaining_time=0:00:15.910812, arrival_time=2021-04-10 03:34:07.777884, cost_time=0:00:00.855418 2021-04-10 03:33:52,495 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=3.32ms, fps=4080 images/s, loss=0.4841, top1-acc=84.08%, top5-acc=98.98%, remaining_time=0:00:13.056032, arrival_time=2021-04-10 03:34:05.551282, cost_time=0:00:01.483638 2021-04-10 03:33:53,114 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.55ms, fps=4135 images/s, loss=0.4818, top1-acc=84.49%, top5-acc=98.87%, remaining_time=0:00:11.638260, arrival_time=2021-04-10 03:34:04.753148, cost_time=0:00:02.103302 2021-04-10 03:33:53,736 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=2.00ms, fps=4121 images/s, loss=0.4773, top1-acc=84.64%, top5-acc=98.95%, remaining_time=0:00:10.627344, arrival_time=2021-04-10 03:34:04.363913, cost_time=0:00:02.724951 2021-04-10 03:33:54,362 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.35ms, fps=4096 images/s, loss=0.4723, top1-acc=84.82%, top5-acc=98.98%, remaining_time=0:00:09.783606, arrival_time=2021-04-10 03:34:04.145843, cost_time=0:00:03.350530 2021-04-10 03:33:54,979 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.39ms, fps=4152 images/s, loss=0.4702, top1-acc=84.93%, top5-acc=99.00%, remaining_time=0:00:08.994088, arrival_time=2021-04-10 03:34:03.973599, cost_time=0:00:03.967967 2021-04-10 03:33:55,594 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.90ms, fps=4164 images/s, loss=0.4677, top1-acc=85.05%, top5-acc=98.97%, remaining_time=0:00:08.249724, arrival_time=2021-04-10 03:34:03.844570, cost_time=0:00:04.583160 2021-04-10 03:33:56,218 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.44ms, fps=4108 images/s, loss=0.4618, top1-acc=85.26%, top5-acc=98.94%, remaining_time=0:00:07.550208, arrival_time=2021-04-10 03:34:03.768821, cost_time=0:00:05.207037 2021-04-10 03:33:56,859 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=2.64ms, fps=3998 images/s, loss=0.4596, top1-acc=85.26%, top5-acc=98.96%, remaining_time=0:00:06.887350, arrival_time=2021-04-10 03:34:03.746814, cost_time=0:00:05.847754 2021-04-10 03:33:57,483 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.93ms, fps=4105 images/s, loss=0.4592, top1-acc=85.25%, top5-acc=98.97%, remaining_time=0:00:06.213408, arrival_time=2021-04-10 03:34:03.697234, cost_time=0:00:06.472257 2021-04-10 03:33:58,104 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.69ms, fps=4128 images/s, loss=0.4574, top1-acc=85.27%, top5-acc=98.98%, remaining_time=0:00:05.545280, arrival_time=2021-04-10 03:34:03.649715, cost_time=0:00:07.092779 2021-04-10 03:33:58,720 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.54ms, fps=4160 images/s, loss=0.4570, top1-acc=85.31%, top5-acc=98.99%, remaining_time=0:00:04.882240, arrival_time=2021-04-10 03:34:03.602695, cost_time=0:00:07.708833 2021-04-10 03:33:59,344 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.42ms, fps=4106 images/s, loss=0.4563, top1-acc=85.36%, top5-acc=98.97%, remaining_time=0:00:04.230534, arrival_time=2021-04-10 03:34:03.575124, cost_time=0:00:08.332878 2021-04-10 03:33:59,961 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.61ms, fps=4154 images/s, loss=0.4565, top1-acc=85.35%, top5-acc=98.98%, remaining_time=0:00:03.579968, arrival_time=2021-04-10 03:34:03.541542, cost_time=0:00:08.949943 2021-04-10 03:34:00,585 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.58ms, fps=4105 images/s, loss=0.4566, top1-acc=85.37%, top5-acc=98.99%, remaining_time=0:00:02.936088, arrival_time=2021-04-10 03:34:03.521866, cost_time=0:00:09.574165 2021-04-10 03:34:01,212 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.75ms, fps=4092 images/s, loss=0.4549, top1-acc=85.43%, top5-acc=98.99%, remaining_time=0:00:02.295072, arrival_time=2021-04-10 03:34:03.507122, cost_time=0:00:10.200349 2021-04-10 03:34:01,836 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.91ms, fps=4107 images/s, loss=0.4537, top1-acc=85.49%, top5-acc=99.00%, remaining_time=0:00:01.655524, arrival_time=2021-04-10 03:34:03.491638, cost_time=0:00:10.824551 2021-04-10 03:34:02,453 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.32ms, fps=4149 images/s, loss=0.4575, top1-acc=85.37%, top5-acc=98.96%, remaining_time=0:00:01.017056, arrival_time=2021-04-10 03:34:03.470525, cost_time=0:00:11.441911 2021-04-10 03:34:03,066 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.42ms, fps=4182 images/s, loss=0.4577, top1-acc=85.36%, top5-acc=98.96%, remaining_time=0:00:00.380664, arrival_time=2021-04-10 03:34:03.446668, cost_time=0:00:12.054375 2021-04-10 03:34:03,409 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.13ms, fps=3969 images/s, loss=0.4577, top1-acc=85.39%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:03.409232, cost_time=0:00:12.397635 2021-04-10 03:34:03,766 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=2.27ms, fps=7195 images/s, loss=0.5573, top1-acc=82.15%, top5-acc=98.79%, remaining_time=0:00:01.067340, arrival_time=2021-04-10 03:34:04.833551, cost_time=0:00:00.355775 2021-04-10 03:34:04,029 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.38ms, fps=9752 images/s, loss=0.5701, top1-acc=81.64%, top5-acc=98.63%, remaining_time=0:00:00.618740, arrival_time=2021-04-10 03:34:04.647935, cost_time=0:00:00.618734 2021-04-10 03:34:04,282 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=13.83ms, fps=10110 images/s, loss=0.5676, top1-acc=81.60%, top5-acc=98.67%, remaining_time=0:00:00.290810, arrival_time=2021-04-10 03:34:04.573710, cost_time=0:00:00.872432 2021-04-10 03:34:04,531 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=9347 images/s, loss=0.5677, top1-acc=81.69%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:04.531644, cost_time=0:00:01.121161 2021-04-10 03:34:05,543 INFO : Epoch=0016 complete, best val top1-acc=81.69%, top5-acc=98.68% (epoch=16), remaining_time=0:43:34.620864, arrival_time=2021-04-10 04:17:40.164548, cost_time=0:03:47.358328 2021-04-10 03:34:05,544 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 03:34:06,324 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=3.02ms, fps=3280 images/s, loss=0.4370, top1-acc=86.41%, top5-acc=99.06%, remaining_time=0:00:14.515440, arrival_time=2021-04-10 03:34:20.840325, cost_time=0:00:00.780405 2021-04-10 03:34:06,948 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.80ms, fps=4109 images/s, loss=0.4355, top1-acc=86.31%, top5-acc=99.08%, remaining_time=0:00:12.353088, arrival_time=2021-04-10 03:34:19.301423, cost_time=0:00:01.403767 2021-04-10 03:34:07,571 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.68ms, fps=4111 images/s, loss=0.4330, top1-acc=86.22%, top5-acc=99.13%, remaining_time=0:00:11.216454, arrival_time=2021-04-10 03:34:18.788061, cost_time=0:00:02.027067 2021-04-10 03:34:08,189 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.13ms, fps=4148 images/s, loss=0.4319, top1-acc=86.32%, top5-acc=99.08%, remaining_time=0:00:10.314876, arrival_time=2021-04-10 03:34:18.504320, cost_time=0:00:02.644826 2021-04-10 03:34:08,810 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.41ms, fps=4124 images/s, loss=0.4348, top1-acc=86.16%, top5-acc=99.02%, remaining_time=0:00:09.537158, arrival_time=2021-04-10 03:34:18.347855, cost_time=0:00:03.266170 2021-04-10 03:34:09,440 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.76ms, fps=4071 images/s, loss=0.4346, top1-acc=86.12%, top5-acc=99.06%, remaining_time=0:00:08.829800, arrival_time=2021-04-10 03:34:18.269949, cost_time=0:00:03.895508 2021-04-10 03:34:10,062 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.85ms, fps=4120 images/s, loss=0.4346, top1-acc=86.15%, top5-acc=99.07%, remaining_time=0:00:08.131788, arrival_time=2021-04-10 03:34:18.193954, cost_time=0:00:04.517674 2021-04-10 03:34:10,688 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=2.83ms, fps=4091 images/s, loss=0.4386, top1-acc=85.95%, top5-acc=99.04%, remaining_time=0:00:07.458452, arrival_time=2021-04-10 03:34:18.146799, cost_time=0:00:05.143761 2021-04-10 03:34:11,306 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.35ms, fps=4147 images/s, loss=0.4401, top1-acc=85.94%, top5-acc=99.03%, remaining_time=0:00:06.786120, arrival_time=2021-04-10 03:34:18.092380, cost_time=0:00:05.761757 2021-04-10 03:34:11,924 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=2.01ms, fps=4145 images/s, loss=0.4372, top1-acc=86.04%, top5-acc=99.02%, remaining_time=0:00:06.124608, arrival_time=2021-04-10 03:34:18.048903, cost_time=0:00:06.379767 2021-04-10 03:34:12,547 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.52ms, fps=4130 images/s, loss=0.4366, top1-acc=86.01%, top5-acc=99.04%, remaining_time=0:00:05.475276, arrival_time=2021-04-10 03:34:18.023055, cost_time=0:00:07.003207 2021-04-10 03:34:13,170 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=0.36ms, fps=4112 images/s, loss=0.4385, top1-acc=85.93%, top5-acc=99.04%, remaining_time=0:00:04.830028, arrival_time=2021-04-10 03:34:18.000938, cost_time=0:00:07.626357 2021-04-10 03:34:13,792 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.42ms, fps=4123 images/s, loss=0.4391, top1-acc=85.88%, top5-acc=99.04%, remaining_time=0:00:04.187370, arrival_time=2021-04-10 03:34:17.979738, cost_time=0:00:08.247837 2021-04-10 03:34:14,410 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.95ms, fps=4144 images/s, loss=0.4376, top1-acc=85.90%, top5-acc=99.05%, remaining_time=0:00:03.546480, arrival_time=2021-04-10 03:34:17.957214, cost_time=0:00:08.866209 2021-04-10 03:34:15,032 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.41ms, fps=4119 images/s, loss=0.4385, top1-acc=85.86%, top5-acc=99.04%, remaining_time=0:00:02.909730, arrival_time=2021-04-10 03:34:17.942639, cost_time=0:00:09.488318 2021-04-10 03:34:15,653 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.38ms, fps=4132 images/s, loss=0.4412, top1-acc=85.76%, top5-acc=99.04%, remaining_time=0:00:02.274408, arrival_time=2021-04-10 03:34:17.927419, cost_time=0:00:10.108526 2021-04-10 03:34:16,273 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.87ms, fps=4129 images/s, loss=0.4414, top1-acc=85.77%, top5-acc=99.04%, remaining_time=0:00:01.640886, arrival_time=2021-04-10 03:34:17.914295, cost_time=0:00:10.728930 2021-04-10 03:34:16,895 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.35ms, fps=4116 images/s, loss=0.4413, top1-acc=85.74%, top5-acc=99.03%, remaining_time=0:00:01.008992, arrival_time=2021-04-10 03:34:17.904739, cost_time=0:00:11.351208 2021-04-10 03:34:17,517 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.36ms, fps=4123 images/s, loss=0.4434, top1-acc=85.67%, top5-acc=99.03%, remaining_time=0:00:00.378084, arrival_time=2021-04-10 03:34:17.895371, cost_time=0:00:11.972748 2021-04-10 03:34:17,850 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.06ms, fps=4089 images/s, loss=0.4437, top1-acc=85.65%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:17.850429, cost_time=0:00:12.305938 2021-04-10 03:34:18,173 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.30ms, fps=7954 images/s, loss=0.4976, top1-acc=82.97%, top5-acc=99.10%, remaining_time=0:00:00.965580, arrival_time=2021-04-10 03:34:19.138965, cost_time=0:00:00.321860 2021-04-10 03:34:18,415 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=2.35ms, fps=10606 images/s, loss=0.4920, top1-acc=83.59%, top5-acc=99.12%, remaining_time=0:00:00.563620, arrival_time=2021-04-10 03:34:18.978822, cost_time=0:00:00.563629 2021-04-10 03:34:18,660 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.54ms, fps=10471 images/s, loss=0.5022, top1-acc=83.33%, top5-acc=99.15%, remaining_time=0:00:00.269540, arrival_time=2021-04-10 03:34:18.929741, cost_time=0:00:00.808623 2021-04-10 03:34:18,881 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.06ms, fps=10500 images/s, loss=0.4979, top1-acc=83.36%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:18.881601, cost_time=0:00:01.030106 2021-04-10 03:34:20,030 INFO : Epoch=0017 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:43:23.387646, arrival_time=2021-04-10 04:17:43.417728, cost_time=0:04:01.844752 2021-04-10 03:34:20,030 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 03:34:20,859 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.87ms, fps=3091 images/s, loss=0.4500, top1-acc=85.47%, top5-acc=98.98%, remaining_time=0:00:15.404148, arrival_time=2021-04-10 03:34:36.263116, cost_time=0:00:00.828176 2021-04-10 03:34:21,486 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.55ms, fps=4085 images/s, loss=0.4238, top1-acc=85.94%, top5-acc=99.20%, remaining_time=0:00:12.807872, arrival_time=2021-04-10 03:34:34.294122, cost_time=0:00:01.455444 2021-04-10 03:34:22,114 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=2.52ms, fps=4079 images/s, loss=0.4278, top1-acc=85.86%, top5-acc=99.15%, remaining_time=0:00:11.530526, arrival_time=2021-04-10 03:34:33.645067, cost_time=0:00:02.083826 2021-04-10 03:34:22,742 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.12ms, fps=4079 images/s, loss=0.4293, top1-acc=86.03%, top5-acc=99.10%, remaining_time=0:00:10.575864, arrival_time=2021-04-10 03:34:33.318476, cost_time=0:00:02.711759 2021-04-10 03:34:23,364 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.36ms, fps=4123 images/s, loss=0.4328, top1-acc=85.98%, top5-acc=99.13%, remaining_time=0:00:09.733674, arrival_time=2021-04-10 03:34:33.097860, cost_time=0:00:03.333449 2021-04-10 03:34:23,998 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.69ms, fps=4037 images/s, loss=0.4300, top1-acc=85.96%, top5-acc=99.16%, remaining_time=0:00:08.994360, arrival_time=2021-04-10 03:34:32.993236, cost_time=0:00:03.968082 2021-04-10 03:34:24,625 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.78ms, fps=4090 images/s, loss=0.4302, top1-acc=85.95%, top5-acc=99.17%, remaining_time=0:00:08.270388, arrival_time=2021-04-10 03:34:32.895828, cost_time=0:00:04.594673 2021-04-10 03:34:25,254 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=2.07ms, fps=4073 images/s, loss=0.4368, top1-acc=85.72%, top5-acc=99.16%, remaining_time=0:00:07.574452, arrival_time=2021-04-10 03:34:32.828914, cost_time=0:00:05.223744 2021-04-10 03:34:25,879 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.62ms, fps=4103 images/s, loss=0.4380, top1-acc=85.76%, top5-acc=99.16%, remaining_time=0:00:06.887774, arrival_time=2021-04-10 03:34:32.766738, cost_time=0:00:05.848123 2021-04-10 03:34:26,498 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.59ms, fps=4137 images/s, loss=0.4385, top1-acc=85.74%, top5-acc=99.16%, remaining_time=0:00:06.208992, arrival_time=2021-04-10 03:34:32.707448, cost_time=0:00:06.467745 2021-04-10 03:34:27,118 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.87ms, fps=4135 images/s, loss=0.4388, top1-acc=85.77%, top5-acc=99.12%, remaining_time=0:00:05.540980, arrival_time=2021-04-10 03:34:32.659032, cost_time=0:00:07.087297 2021-04-10 03:34:27,740 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.17ms, fps=4118 images/s, loss=0.4371, top1-acc=85.86%, top5-acc=99.13%, remaining_time=0:00:04.882696, arrival_time=2021-04-10 03:34:32.622998, cost_time=0:00:07.709498 2021-04-10 03:34:28,360 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=2.10ms, fps=4134 images/s, loss=0.4356, top1-acc=85.88%, top5-acc=99.13%, remaining_time=0:00:04.228752, arrival_time=2021-04-10 03:34:32.588933, cost_time=0:00:08.329419 2021-04-10 03:34:28,976 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.40ms, fps=4157 images/s, loss=0.4337, top1-acc=85.92%, top5-acc=99.12%, remaining_time=0:00:03.578288, arrival_time=2021-04-10 03:34:32.554759, cost_time=0:00:08.945762 2021-04-10 03:34:29,601 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.63ms, fps=4100 images/s, loss=0.4325, top1-acc=85.97%, top5-acc=99.13%, remaining_time=0:00:02.934984, arrival_time=2021-04-10 03:34:32.536524, cost_time=0:00:09.570579 2021-04-10 03:34:30,229 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.97ms, fps=4084 images/s, loss=0.4329, top1-acc=85.95%, top5-acc=99.14%, remaining_time=0:00:02.294640, arrival_time=2021-04-10 03:34:32.523791, cost_time=0:00:10.198377 2021-04-10 03:34:30,849 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=2.41ms, fps=4135 images/s, loss=0.4323, top1-acc=85.98%, top5-acc=99.14%, remaining_time=0:00:01.654536, arrival_time=2021-04-10 03:34:32.503443, cost_time=0:00:10.818049 2021-04-10 03:34:31,474 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=2.01ms, fps=4098 images/s, loss=0.4321, top1-acc=86.01%, top5-acc=99.14%, remaining_time=0:00:01.017248, arrival_time=2021-04-10 03:34:32.491992, cost_time=0:00:11.444001 2021-04-10 03:34:32,093 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.25ms, fps=4138 images/s, loss=0.4328, top1-acc=85.99%, top5-acc=99.14%, remaining_time=0:00:00.380940, arrival_time=2021-04-10 03:34:32.474756, cost_time=0:00:12.063120 2021-04-10 03:34:32,434 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.11ms, fps=3992 images/s, loss=0.4332, top1-acc=85.96%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:32.434924, cost_time=0:00:12.404171 2021-04-10 03:34:32,843 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=25.90ms, fps=6286 images/s, loss=0.8345, top1-acc=73.59%, top5-acc=98.52%, remaining_time=0:00:01.221720, arrival_time=2021-04-10 03:34:34.065172, cost_time=0:00:00.407242 2021-04-10 03:34:33,112 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.41ms, fps=9528 images/s, loss=0.8164, top1-acc=74.28%, top5-acc=98.61%, remaining_time=0:00:00.676440, arrival_time=2021-04-10 03:34:33.789128, cost_time=0:00:00.676433 2021-04-10 03:34:33,391 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=6.02ms, fps=9438 images/s, loss=0.8219, top1-acc=74.19%, top5-acc=98.63%, remaining_time=0:00:00.318300, arrival_time=2021-04-10 03:34:33.709450, cost_time=0:00:00.954912 2021-04-10 03:34:33,609 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=10644 images/s, loss=0.8175, top1-acc=74.27%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:33.609598, cost_time=0:00:01.173468 2021-04-10 03:34:34,133 INFO : Epoch=0018 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:43:07.917150, arrival_time=2021-04-10 04:17:42.050350, cost_time=0:04:15.947853 2021-04-10 03:34:34,133 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 03:34:34,954 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.37ms, fps=3118 images/s, loss=0.4035, top1-acc=87.11%, top5-acc=99.34%, remaining_time=0:00:15.269112, arrival_time=2021-04-10 03:34:50.223952, cost_time=0:00:00.820917 2021-04-10 03:34:35,577 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.90ms, fps=4115 images/s, loss=0.4111, top1-acc=87.15%, top5-acc=99.26%, remaining_time=0:00:12.704384, arrival_time=2021-04-10 03:34:48.281964, cost_time=0:00:01.443677 2021-04-10 03:34:36,202 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.58ms, fps=4102 images/s, loss=0.4228, top1-acc=86.68%, top5-acc=99.14%, remaining_time=0:00:11.444206, arrival_time=2021-04-10 03:34:47.646375, cost_time=0:00:02.068237 2021-04-10 03:34:36,818 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.66ms, fps=4154 images/s, loss=0.4147, top1-acc=86.85%, top5-acc=99.19%, remaining_time=0:00:10.471812, arrival_time=2021-04-10 03:34:47.290760, cost_time=0:00:02.685090 2021-04-10 03:34:37,441 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.50ms, fps=4148 images/s, loss=0.4146, top1-acc=86.77%, top5-acc=99.17%, remaining_time=0:00:09.643738, arrival_time=2021-04-10 03:34:47.085556, cost_time=0:00:03.302672 2021-04-10 03:34:38,061 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.88ms, fps=4136 images/s, loss=0.4177, top1-acc=86.66%, top5-acc=99.15%, remaining_time=0:00:08.902696, arrival_time=2021-04-10 03:34:46.964253, cost_time=0:00:03.927635 2021-04-10 03:34:38,680 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.51ms, fps=4141 images/s, loss=0.4169, top1-acc=86.59%, top5-acc=99.16%, remaining_time=0:00:08.183574, arrival_time=2021-04-10 03:34:46.863855, cost_time=0:00:04.546425 2021-04-10 03:34:39,299 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.39ms, fps=4136 images/s, loss=0.4149, top1-acc=86.64%, top5-acc=99.22%, remaining_time=0:00:07.490352, arrival_time=2021-04-10 03:34:46.790072, cost_time=0:00:05.165789 2021-04-10 03:34:39,925 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=2.21ms, fps=4098 images/s, loss=0.4177, top1-acc=86.52%, top5-acc=99.19%, remaining_time=0:00:06.820570, arrival_time=2021-04-10 03:34:46.745505, cost_time=0:00:05.791026 2021-04-10 03:34:40,540 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.64ms, fps=4161 images/s, loss=0.4162, top1-acc=86.58%, top5-acc=99.16%, remaining_time=0:00:06.150528, arrival_time=2021-04-10 03:34:46.691273, cost_time=0:00:06.406841 2021-04-10 03:34:41,168 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.41ms, fps=4086 images/s, loss=0.4155, top1-acc=86.60%, top5-acc=99.17%, remaining_time=0:00:05.499270, arrival_time=2021-04-10 03:34:46.667256, cost_time=0:00:07.034004 2021-04-10 03:34:41,782 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.41ms, fps=4174 images/s, loss=0.4137, top1-acc=86.64%, top5-acc=99.16%, remaining_time=0:00:04.843860, arrival_time=2021-04-10 03:34:46.625938, cost_time=0:00:07.648171 2021-04-10 03:34:42,406 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.34ms, fps=4101 images/s, loss=0.4149, top1-acc=86.63%, top5-acc=99.14%, remaining_time=0:00:04.200174, arrival_time=2021-04-10 03:34:46.607062, cost_time=0:00:08.273037 2021-04-10 03:34:43,017 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.38ms, fps=4196 images/s, loss=0.4127, top1-acc=86.68%, top5-acc=99.15%, remaining_time=0:00:03.553424, arrival_time=2021-04-10 03:34:46.570897, cost_time=0:00:08.883548 2021-04-10 03:34:43,641 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.81ms, fps=4104 images/s, loss=0.4142, top1-acc=86.66%, top5-acc=99.15%, remaining_time=0:00:02.915756, arrival_time=2021-04-10 03:34:46.557603, cost_time=0:00:09.507937 2021-04-10 03:34:44,266 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.86ms, fps=4102 images/s, loss=0.4171, top1-acc=86.55%, top5-acc=99.15%, remaining_time=0:00:02.279844, arrival_time=2021-04-10 03:34:46.546428, cost_time=0:00:10.132698 2021-04-10 03:34:44,879 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.49ms, fps=4183 images/s, loss=0.4185, top1-acc=86.54%, top5-acc=99.15%, remaining_time=0:00:01.643382, arrival_time=2021-04-10 03:34:46.522485, cost_time=0:00:10.745244 2021-04-10 03:34:45,493 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.63ms, fps=4168 images/s, loss=0.4195, top1-acc=86.48%, top5-acc=99.16%, remaining_time=0:00:01.009760, arrival_time=2021-04-10 03:34:46.503510, cost_time=0:00:11.359849 2021-04-10 03:34:46,115 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.33ms, fps=4123 images/s, loss=0.4202, top1-acc=86.48%, top5-acc=99.16%, remaining_time=0:00:00.378360, arrival_time=2021-04-10 03:34:46.493634, cost_time=0:00:11.981366 2021-04-10 03:34:46,449 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.06ms, fps=4072 images/s, loss=0.4198, top1-acc=86.48%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:46.449782, cost_time=0:00:12.315927 2021-04-10 03:34:46,765 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=3.92ms, fps=8125 images/s, loss=0.7345, top1-acc=74.73%, top5-acc=98.40%, remaining_time=0:00:00.945180, arrival_time=2021-04-10 03:34:47.710983, cost_time=0:00:00.315055 2021-04-10 03:34:47,020 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.28ms, fps=10073 images/s, loss=0.7356, top1-acc=75.14%, top5-acc=98.28%, remaining_time=0:00:00.569740, arrival_time=2021-04-10 03:34:47.590207, cost_time=0:00:00.569741 2021-04-10 03:34:47,268 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=2.83ms, fps=10324 images/s, loss=0.7442, top1-acc=75.14%, top5-acc=98.16%, remaining_time=0:00:00.272730, arrival_time=2021-04-10 03:34:47.541643, cost_time=0:00:00.818180 2021-04-10 03:34:47,491 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=10456 images/s, loss=0.7442, top1-acc=75.22%, top5-acc=98.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:47.491239, cost_time=0:00:01.040582 2021-04-10 03:34:48,181 INFO : Epoch=0019 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:42:52.065748, arrival_time=2021-04-10 04:17:40.246927, cost_time=0:04:29.995849 2021-04-10 03:34:48,181 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 03:34:49,011 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=2.81ms, fps=3087 images/s, loss=0.4610, top1-acc=85.39%, top5-acc=98.52%, remaining_time=0:00:15.426096, arrival_time=2021-04-10 03:35:04.437537, cost_time=0:00:00.829359 2021-04-10 03:34:49,631 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.12ms, fps=4136 images/s, loss=0.4315, top1-acc=86.00%, top5-acc=99.00%, remaining_time=0:00:12.751904, arrival_time=2021-04-10 03:35:02.382960, cost_time=0:00:01.449081 2021-04-10 03:34:50,255 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.99ms, fps=4106 images/s, loss=0.4147, top1-acc=86.67%, top5-acc=99.00%, remaining_time=0:00:11.470600, arrival_time=2021-04-10 03:35:01.725723, cost_time=0:00:02.073004 2021-04-10 03:34:50,876 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=0.37ms, fps=4122 images/s, loss=0.4158, top1-acc=86.60%, top5-acc=99.05%, remaining_time=0:00:10.510188, arrival_time=2021-04-10 03:35:01.387077, cost_time=0:00:02.694907 2021-04-10 03:34:51,495 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=2.88ms, fps=4146 images/s, loss=0.4113, top1-acc=86.70%, top5-acc=99.08%, remaining_time=0:00:09.673522, arrival_time=2021-04-10 03:35:01.168473, cost_time=0:00:03.312841 2021-04-10 03:34:52,121 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.52ms, fps=4088 images/s, loss=0.4112, top1-acc=86.59%, top5-acc=99.15%, remaining_time=0:00:08.930304, arrival_time=2021-04-10 03:35:01.052209, cost_time=0:00:03.939850 2021-04-10 03:34:52,737 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.43ms, fps=4161 images/s, loss=0.4163, top1-acc=86.45%, top5-acc=99.14%, remaining_time=0:00:08.200332, arrival_time=2021-04-10 03:35:00.938075, cost_time=0:00:04.555710 2021-04-10 03:34:53,377 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=2.12ms, fps=4010 images/s, loss=0.4194, top1-acc=86.42%, top5-acc=99.10%, remaining_time=0:00:07.532576, arrival_time=2021-04-10 03:35:00.909553, cost_time=0:00:05.194875 2021-04-10 03:34:54,000 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=2.08ms, fps=4111 images/s, loss=0.4210, top1-acc=86.49%, top5-acc=99.11%, remaining_time=0:00:06.852688, arrival_time=2021-04-10 03:35:00.853001, cost_time=0:00:05.818293 2021-04-10 03:34:54,623 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.45ms, fps=4113 images/s, loss=0.4181, top1-acc=86.56%, top5-acc=99.11%, remaining_time=0:00:06.183552, arrival_time=2021-04-10 03:35:00.806737, cost_time=0:00:06.441219 2021-04-10 03:34:55,239 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.56ms, fps=4156 images/s, loss=0.4155, top1-acc=86.62%, top5-acc=99.13%, remaining_time=0:00:05.517760, arrival_time=2021-04-10 03:35:00.757438, cost_time=0:00:07.057605 2021-04-10 03:34:55,857 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.41ms, fps=4151 images/s, loss=0.4185, top1-acc=86.54%, top5-acc=99.12%, remaining_time=0:00:04.860808, arrival_time=2021-04-10 03:35:00.717829, cost_time=0:00:07.674984 2021-04-10 03:34:56,481 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.65ms, fps=4105 images/s, loss=0.4202, top1-acc=86.51%, top5-acc=99.13%, remaining_time=0:00:04.213440, arrival_time=2021-04-10 03:35:00.694711, cost_time=0:00:08.299255 2021-04-10 03:34:57,105 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.96ms, fps=4106 images/s, loss=0.4217, top1-acc=86.48%, top5-acc=99.13%, remaining_time=0:00:03.569272, arrival_time=2021-04-10 03:35:00.674563, cost_time=0:00:08.923174 2021-04-10 03:34:57,729 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.79ms, fps=4107 images/s, loss=0.4203, top1-acc=86.51%, top5-acc=99.15%, remaining_time=0:00:02.927854, arrival_time=2021-04-10 03:35:00.657254, cost_time=0:00:09.547369 2021-04-10 03:34:58,355 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.07ms, fps=4093 images/s, loss=0.4183, top1-acc=86.59%, top5-acc=99.17%, remaining_time=0:00:02.289024, arrival_time=2021-04-10 03:35:00.644432, cost_time=0:00:10.173431 2021-04-10 03:34:58,981 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.05ms, fps=4093 images/s, loss=0.4195, top1-acc=86.52%, top5-acc=99.15%, remaining_time=0:00:01.651650, arrival_time=2021-04-10 03:35:00.632936, cost_time=0:00:10.799254 2021-04-10 03:34:59,599 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=2.15ms, fps=4143 images/s, loss=0.4211, top1-acc=86.45%, top5-acc=99.17%, remaining_time=0:00:01.014912, arrival_time=2021-04-10 03:35:00.614654, cost_time=0:00:11.417706 2021-04-10 03:35:00,217 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.26ms, fps=4147 images/s, loss=0.4213, top1-acc=86.44%, top5-acc=99.17%, remaining_time=0:00:00.380070, arrival_time=2021-04-10 03:35:00.597587, cost_time=0:00:12.035538 2021-04-10 03:35:00,552 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.07ms, fps=4066 images/s, loss=0.4210, top1-acc=86.44%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:00.552407, cost_time=0:00:12.370444 2021-04-10 03:35:00,934 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.40ms, fps=6718 images/s, loss=0.6694, top1-acc=79.96%, top5-acc=98.48%, remaining_time=0:00:01.143210, arrival_time=2021-04-10 03:35:02.077583, cost_time=0:00:00.381071 2021-04-10 03:35:01,177 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.45ms, fps=10543 images/s, loss=0.6804, top1-acc=79.34%, top5-acc=98.59%, remaining_time=0:00:00.624320, arrival_time=2021-04-10 03:35:01.801950, cost_time=0:00:00.624321 2021-04-10 03:35:01,419 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=0.45ms, fps=10611 images/s, loss=0.6748, top1-acc=78.91%, top5-acc=98.57%, remaining_time=0:00:00.288680, arrival_time=2021-04-10 03:35:01.708056, cost_time=0:00:00.866051 2021-04-10 03:35:01,638 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=10636 images/s, loss=0.6755, top1-acc=78.90%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:01.637956, cost_time=0:00:01.084709 2021-04-10 03:35:02,165 INFO : Epoch=0020 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:42:35.819100, arrival_time=2021-04-10 04:17:37.984338, cost_time=0:04:43.979904 2021-04-10 03:35:02,165 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 03:35:03,015 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.19ms, fps=3014 images/s, loss=0.3985, top1-acc=86.84%, top5-acc=99.30%, remaining_time=0:00:15.795678, arrival_time=2021-04-10 03:35:18.810908, cost_time=0:00:00.849232 2021-04-10 03:35:03,641 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=2.07ms, fps=4095 images/s, loss=0.3807, top1-acc=87.36%, top5-acc=99.37%, remaining_time=0:00:12.980176, arrival_time=2021-04-10 03:35:16.621108, cost_time=0:00:01.475017 2021-04-10 03:35:04,252 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.94ms, fps=4187 images/s, loss=0.3819, top1-acc=87.54%, top5-acc=99.34%, remaining_time=0:00:11.547790, arrival_time=2021-04-10 03:35:15.800650, cost_time=0:00:02.086964 2021-04-10 03:35:04,877 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.93ms, fps=4100 images/s, loss=0.3909, top1-acc=87.30%, top5-acc=99.25%, remaining_time=0:00:10.575552, arrival_time=2021-04-10 03:35:15.453190, cost_time=0:00:02.711680 2021-04-10 03:35:05,507 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.86ms, fps=4071 images/s, loss=0.3935, top1-acc=87.18%, top5-acc=99.30%, remaining_time=0:00:09.756012, arrival_time=2021-04-10 03:35:15.263046, cost_time=0:00:03.341080 2021-04-10 03:35:06,124 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.43ms, fps=4150 images/s, loss=0.3896, top1-acc=87.36%, top5-acc=99.30%, remaining_time=0:00:08.972600, arrival_time=2021-04-10 03:35:15.097019, cost_time=0:00:03.958506 2021-04-10 03:35:06,739 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.38ms, fps=4168 images/s, loss=0.3933, top1-acc=87.24%, top5-acc=99.27%, remaining_time=0:00:08.231706, arrival_time=2021-04-10 03:35:14.970823, cost_time=0:00:04.573203 2021-04-10 03:35:07,385 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=2.14ms, fps=3964 images/s, loss=0.3890, top1-acc=87.44%, top5-acc=99.27%, remaining_time=0:00:07.568072, arrival_time=2021-04-10 03:35:14.953437, cost_time=0:00:05.219322 2021-04-10 03:35:08,011 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.94ms, fps=4091 images/s, loss=0.3916, top1-acc=87.42%, top5-acc=99.24%, remaining_time=0:00:06.885124, arrival_time=2021-04-10 03:35:14.896905, cost_time=0:00:05.845823 2021-04-10 03:35:08,635 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.41ms, fps=4107 images/s, loss=0.3929, top1-acc=87.37%, top5-acc=99.22%, remaining_time=0:00:06.211008, arrival_time=2021-04-10 03:35:14.846769, cost_time=0:00:06.469817 2021-04-10 03:35:09,268 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.51ms, fps=4047 images/s, loss=0.3966, top1-acc=87.28%, top5-acc=99.22%, remaining_time=0:00:05.553192, arrival_time=2021-04-10 03:35:14.822019, cost_time=0:00:07.102887 2021-04-10 03:35:09,879 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.48ms, fps=4196 images/s, loss=0.3970, top1-acc=87.23%, top5-acc=99.24%, remaining_time=0:00:04.885204, arrival_time=2021-04-10 03:35:14.764595, cost_time=0:00:07.713491 2021-04-10 03:35:10,496 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.89ms, fps=4150 images/s, loss=0.3986, top1-acc=87.19%, top5-acc=99.26%, remaining_time=0:00:04.229478, arrival_time=2021-04-10 03:35:14.726139, cost_time=0:00:08.330761 2021-04-10 03:35:11,116 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.59ms, fps=4136 images/s, loss=0.4000, top1-acc=87.13%, top5-acc=99.25%, remaining_time=0:00:03.580024, arrival_time=2021-04-10 03:35:14.696007, cost_time=0:00:08.950081 2021-04-10 03:35:11,729 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.41ms, fps=4173 images/s, loss=0.3996, top1-acc=87.11%, top5-acc=99.24%, remaining_time=0:00:02.932914, arrival_time=2021-04-10 03:35:14.662779, cost_time=0:00:09.563910 2021-04-10 03:35:12,351 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.66ms, fps=4124 images/s, loss=0.4008, top1-acc=87.08%, top5-acc=99.23%, remaining_time=0:00:02.291688, arrival_time=2021-04-10 03:35:14.642830, cost_time=0:00:10.185239 2021-04-10 03:35:12,972 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.74ms, fps=4124 images/s, loss=0.4023, top1-acc=87.05%, top5-acc=99.22%, remaining_time=0:00:01.652742, arrival_time=2021-04-10 03:35:14.625045, cost_time=0:00:10.806365 2021-04-10 03:35:13,594 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.34ms, fps=4116 images/s, loss=0.4045, top1-acc=87.01%, top5-acc=99.20%, remaining_time=0:00:01.015904, arrival_time=2021-04-10 03:35:14.610721, cost_time=0:00:11.428911 2021-04-10 03:35:14,213 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.24ms, fps=4142 images/s, loss=0.4046, top1-acc=86.99%, top5-acc=99.21%, remaining_time=0:00:00.380442, arrival_time=2021-04-10 03:35:14.593696, cost_time=0:00:12.047360 2021-04-10 03:35:14,546 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.07ms, fps=4084 images/s, loss=0.4045, top1-acc=86.98%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:14.546686, cost_time=0:00:12.380810 2021-04-10 03:35:15,003 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=3.78ms, fps=5614 images/s, loss=0.7705, top1-acc=76.25%, top5-acc=98.32%, remaining_time=0:00:01.367940, arrival_time=2021-04-10 03:35:16.371458, cost_time=0:00:00.455980 2021-04-10 03:35:15,237 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.20ms, fps=10973 images/s, loss=0.7940, top1-acc=75.61%, top5-acc=98.30%, remaining_time=0:00:00.689620, arrival_time=2021-04-10 03:35:15.926842, cost_time=0:00:00.689626 2021-04-10 03:35:15,476 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=2.07ms, fps=10742 images/s, loss=0.8130, top1-acc=75.53%, top5-acc=98.35%, remaining_time=0:00:00.309490, arrival_time=2021-04-10 03:35:15.785516, cost_time=0:00:00.928482 2021-04-10 03:35:15,701 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=10310 images/s, loss=0.8246, top1-acc=75.47%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:15.701458, cost_time=0:00:01.153938 2021-04-10 03:35:16,207 INFO : Epoch=0021 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:42:20.282438, arrival_time=2021-04-10 04:17:36.489776, cost_time=0:04:58.021971 2021-04-10 03:35:16,208 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 03:35:16,988 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=0.37ms, fps=3281 images/s, loss=0.3855, top1-acc=87.46%, top5-acc=99.37%, remaining_time=0:00:14.512092, arrival_time=2021-04-10 03:35:31.500664, cost_time=0:00:00.780221 2021-04-10 03:35:17,610 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.38ms, fps=4122 images/s, loss=0.3957, top1-acc=87.07%, top5-acc=99.20%, remaining_time=0:00:12.337072, arrival_time=2021-04-10 03:35:29.947346, cost_time=0:00:01.401946 2021-04-10 03:35:18,234 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.38ms, fps=4106 images/s, loss=0.4001, top1-acc=87.17%, top5-acc=99.21%, remaining_time=0:00:11.210312, arrival_time=2021-04-10 03:35:29.444585, cost_time=0:00:02.025948 2021-04-10 03:35:18,857 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.40ms, fps=4114 images/s, loss=0.3968, top1-acc=87.31%, top5-acc=99.22%, remaining_time=0:00:10.330164, arrival_time=2021-04-10 03:35:29.187283, cost_time=0:00:02.648772 2021-04-10 03:35:19,476 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.56ms, fps=4140 images/s, loss=0.3948, top1-acc=87.34%, top5-acc=99.16%, remaining_time=0:00:09.541976, arrival_time=2021-04-10 03:35:29.018043, cost_time=0:00:03.267801 2021-04-10 03:35:20,096 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.47ms, fps=4131 images/s, loss=0.3933, top1-acc=87.38%, top5-acc=99.23%, remaining_time=0:00:08.812664, arrival_time=2021-04-10 03:35:28.908932, cost_time=0:00:03.887919 2021-04-10 03:35:20,718 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.84ms, fps=4119 images/s, loss=0.3910, top1-acc=87.49%, top5-acc=99.22%, remaining_time=0:00:08.118054, arrival_time=2021-04-10 03:35:28.836327, cost_time=0:00:04.509997 2021-04-10 03:35:21,332 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.58ms, fps=4170 images/s, loss=0.3930, top1-acc=87.49%, top5-acc=99.24%, remaining_time=0:00:07.430148, arrival_time=2021-04-10 03:35:28.762688, cost_time=0:00:05.124261 2021-04-10 03:35:21,959 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.36ms, fps=4086 images/s, loss=0.3952, top1-acc=87.41%, top5-acc=99.20%, remaining_time=0:00:06.773718, arrival_time=2021-04-10 03:35:28.733256, cost_time=0:00:05.751267 2021-04-10 03:35:22,585 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.64ms, fps=4097 images/s, loss=0.3969, top1-acc=87.30%, top5-acc=99.19%, remaining_time=0:00:06.121440, arrival_time=2021-04-10 03:35:28.706383, cost_time=0:00:06.376530 2021-04-10 03:35:23,210 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.20ms, fps=4100 images/s, loss=0.3983, top1-acc=87.24%, top5-acc=99.19%, remaining_time=0:00:05.474072, arrival_time=2021-04-10 03:35:28.684132, cost_time=0:00:07.001745 2021-04-10 03:35:23,835 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.37ms, fps=4098 images/s, loss=0.3975, top1-acc=87.24%, top5-acc=99.20%, remaining_time=0:00:04.830408, arrival_time=2021-04-10 03:35:28.665687, cost_time=0:00:07.627015 2021-04-10 03:35:24,452 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.12ms, fps=4152 images/s, loss=0.3991, top1-acc=87.16%, top5-acc=99.20%, remaining_time=0:00:04.185390, arrival_time=2021-04-10 03:35:28.637808, cost_time=0:00:08.243999 2021-04-10 03:35:25,076 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.87ms, fps=4105 images/s, loss=0.4022, top1-acc=87.09%, top5-acc=99.19%, remaining_time=0:00:03.547376, arrival_time=2021-04-10 03:35:28.624136, cost_time=0:00:08.868477 2021-04-10 03:35:25,693 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.58ms, fps=4156 images/s, loss=0.4017, top1-acc=87.08%, top5-acc=99.20%, remaining_time=0:00:02.908718, arrival_time=2021-04-10 03:35:28.601890, cost_time=0:00:09.484907 2021-04-10 03:35:26,305 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.38ms, fps=4188 images/s, loss=0.4020, top1-acc=87.07%, top5-acc=99.20%, remaining_time=0:00:02.271744, arrival_time=2021-04-10 03:35:28.576742, cost_time=0:00:10.096682 2021-04-10 03:35:26,935 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.73ms, fps=4066 images/s, loss=0.4031, top1-acc=87.02%, top5-acc=99.22%, remaining_time=0:00:01.640574, arrival_time=2021-04-10 03:35:28.575714, cost_time=0:00:10.726791 2021-04-10 03:35:27,555 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.90ms, fps=4133 images/s, loss=0.4051, top1-acc=86.95%, top5-acc=99.20%, remaining_time=0:00:01.008592, arrival_time=2021-04-10 03:35:28.563660, cost_time=0:00:11.346742 2021-04-10 03:35:28,178 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.41ms, fps=4113 images/s, loss=0.4064, top1-acc=86.91%, top5-acc=99.20%, remaining_time=0:00:00.377994, arrival_time=2021-04-10 03:35:28.556068, cost_time=0:00:11.969814 2021-04-10 03:35:28,513 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=0.08ms, fps=4062 images/s, loss=0.4064, top1-acc=86.90%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:28.513255, cost_time=0:00:12.305010 2021-04-10 03:35:28,847 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=5.92ms, fps=7681 images/s, loss=0.7138, top1-acc=78.63%, top5-acc=97.46%, remaining_time=0:00:00.999750, arrival_time=2021-04-10 03:35:29.847081, cost_time=0:00:00.333252 2021-04-10 03:35:29,113 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=0.39ms, fps=9638 images/s, loss=0.7068, top1-acc=78.11%, top5-acc=97.56%, remaining_time=0:00:00.599240, arrival_time=2021-04-10 03:35:29.712611, cost_time=0:00:00.599250 2021-04-10 03:35:29,360 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.51ms, fps=10391 images/s, loss=0.7066, top1-acc=78.31%, top5-acc=97.55%, remaining_time=0:00:00.282030, arrival_time=2021-04-10 03:35:29.642244, cost_time=0:00:00.846101 2021-04-10 03:35:29,576 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.05ms, fps=10738 images/s, loss=0.6974, top1-acc=78.62%, top5-acc=97.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:29.576740, cost_time=0:00:01.062699 2021-04-10 03:35:30,067 INFO : Epoch=0022 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:42:03.412550, arrival_time=2021-04-10 04:17:33.480314, cost_time=0:05:11.882441 2021-04-10 03:35:30,068 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 03:35:30,890 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=2.52ms, fps=3113 images/s, loss=0.4311, top1-acc=85.78%, top5-acc=98.87%, remaining_time=0:00:15.294408, arrival_time=2021-04-10 03:35:46.185213, cost_time=0:00:00.822281 2021-04-10 03:35:31,509 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.89ms, fps=4145 images/s, loss=0.4095, top1-acc=86.45%, top5-acc=99.20%, remaining_time=0:00:12.678688, arrival_time=2021-04-10 03:35:44.187829, cost_time=0:00:01.440755 2021-04-10 03:35:32,135 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.38ms, fps=4091 images/s, loss=0.4038, top1-acc=86.60%, top5-acc=99.28%, remaining_time=0:00:11.436736, arrival_time=2021-04-10 03:35:43.572074, cost_time=0:00:02.066874 2021-04-10 03:35:32,761 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.84ms, fps=4094 images/s, loss=0.4060, top1-acc=86.58%, top5-acc=99.29%, remaining_time=0:00:10.501764, arrival_time=2021-04-10 03:35:43.262944, cost_time=0:00:02.692753 2021-04-10 03:35:33,386 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=2.10ms, fps=4098 images/s, loss=0.4044, top1-acc=86.82%, top5-acc=99.25%, remaining_time=0:00:09.688414, arrival_time=2021-04-10 03:35:43.074909, cost_time=0:00:03.317965 2021-04-10 03:35:34,010 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=4.65ms, fps=4111 images/s, loss=0.4093, top1-acc=86.58%, top5-acc=99.21%, remaining_time=0:00:08.934248, arrival_time=2021-04-10 03:35:42.944251, cost_time=0:00:03.941553 2021-04-10 03:35:34,628 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.57ms, fps=4142 images/s, loss=0.4050, top1-acc=86.59%, top5-acc=99.18%, remaining_time=0:00:08.208396, arrival_time=2021-04-10 03:35:42.837085, cost_time=0:00:04.560224 2021-04-10 03:35:35,251 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.24ms, fps=4118 images/s, loss=0.4021, top1-acc=86.74%, top5-acc=99.20%, remaining_time=0:00:07.514596, arrival_time=2021-04-10 03:35:42.765549, cost_time=0:00:05.182482 2021-04-10 03:35:35,864 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.40ms, fps=4179 images/s, loss=0.4046, top1-acc=86.68%, top5-acc=99.19%, remaining_time=0:00:06.826082, arrival_time=2021-04-10 03:35:42.690410, cost_time=0:00:05.795771 2021-04-10 03:35:36,490 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.53ms, fps=4091 images/s, loss=0.4072, top1-acc=86.64%, top5-acc=99.19%, remaining_time=0:00:06.165408, arrival_time=2021-04-10 03:35:42.656161, cost_time=0:00:06.422306 2021-04-10 03:35:37,118 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.97ms, fps=4083 images/s, loss=0.4069, top1-acc=86.62%, top5-acc=99.20%, remaining_time=0:00:05.511654, arrival_time=2021-04-10 03:35:42.630133, cost_time=0:00:07.049790 2021-04-10 03:35:37,744 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.44ms, fps=4097 images/s, loss=0.4096, top1-acc=86.56%, top5-acc=99.16%, remaining_time=0:00:04.861340, arrival_time=2021-04-10 03:35:42.605573, cost_time=0:00:07.675834 2021-04-10 03:35:38,358 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.50ms, fps=4170 images/s, loss=0.4112, top1-acc=86.55%, top5-acc=99.17%, remaining_time=0:00:04.208886, arrival_time=2021-04-10 03:35:42.567515, cost_time=0:00:08.290245 2021-04-10 03:35:38,970 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.31ms, fps=4185 images/s, loss=0.4104, top1-acc=86.60%, top5-acc=99.18%, remaining_time=0:00:03.560928, arrival_time=2021-04-10 03:35:42.531664, cost_time=0:00:08.902273 2021-04-10 03:35:39,598 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.92ms, fps=4082 images/s, loss=0.4082, top1-acc=86.64%, top5-acc=99.20%, remaining_time=0:00:02.922518, arrival_time=2021-04-10 03:35:42.520936, cost_time=0:00:09.529989 2021-04-10 03:35:40,224 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.88ms, fps=4093 images/s, loss=0.4057, top1-acc=86.73%, top5-acc=99.20%, remaining_time=0:00:02.285100, arrival_time=2021-04-10 03:35:42.509492, cost_time=0:00:10.155934 2021-04-10 03:35:40,845 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.37ms, fps=4126 images/s, loss=0.4056, top1-acc=86.76%, top5-acc=99.19%, remaining_time=0:00:01.648244, arrival_time=2021-04-10 03:35:42.493654, cost_time=0:00:10.777014 2021-04-10 03:35:41,462 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.46ms, fps=4155 images/s, loss=0.4048, top1-acc=86.77%, top5-acc=99.19%, remaining_time=0:00:01.012768, arrival_time=2021-04-10 03:35:42.474801, cost_time=0:00:11.393583 2021-04-10 03:35:42,085 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.26ms, fps=4109 images/s, loss=0.4026, top1-acc=86.85%, top5-acc=99.21%, remaining_time=0:00:00.379488, arrival_time=2021-04-10 03:35:42.465200, cost_time=0:00:12.017209 2021-04-10 03:35:42,422 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.06ms, fps=4049 images/s, loss=0.4015, top1-acc=86.86%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:42.422187, cost_time=0:00:12.353808 2021-04-10 03:35:42,763 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=18.75ms, fps=7532 images/s, loss=0.6296, top1-acc=80.66%, top5-acc=98.95%, remaining_time=0:00:01.019550, arrival_time=2021-04-10 03:35:43.782540, cost_time=0:00:00.339846 2021-04-10 03:35:43,026 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.41ms, fps=9726 images/s, loss=0.6389, top1-acc=80.41%, top5-acc=98.65%, remaining_time=0:00:00.603580, arrival_time=2021-04-10 03:35:43.630275, cost_time=0:00:00.603574 2021-04-10 03:35:43,278 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=6.50ms, fps=10207 images/s, loss=0.6461, top1-acc=80.43%, top5-acc=98.65%, remaining_time=0:00:00.284950, arrival_time=2021-04-10 03:35:43.562932, cost_time=0:00:00.854836 2021-04-10 03:35:43,489 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=10976 images/s, loss=0.6478, top1-acc=80.11%, top5-acc=98.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:43.489823, cost_time=0:00:01.066723 2021-04-10 03:35:44,022 INFO : Epoch=0023 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:41:47.530857, arrival_time=2021-04-10 04:17:31.553542, cost_time=0:05:25.837337 2021-04-10 03:35:44,023 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 03:35:44,821 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.24ms, fps=3210 images/s, loss=0.3785, top1-acc=87.58%, top5-acc=99.26%, remaining_time=0:00:14.834244, arrival_time=2021-04-10 03:35:59.655505, cost_time=0:00:00.797535 2021-04-10 03:35:45,439 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.38ms, fps=4142 images/s, loss=0.3744, top1-acc=87.91%, top5-acc=99.30%, remaining_time=0:00:12.464320, arrival_time=2021-04-10 03:35:57.904263, cost_time=0:00:01.416406 2021-04-10 03:35:46,066 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.63ms, fps=4089 images/s, loss=0.3722, top1-acc=87.86%, top5-acc=99.31%, remaining_time=0:00:11.304434, arrival_time=2021-04-10 03:35:57.371067, cost_time=0:00:02.042975 2021-04-10 03:35:46,698 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.36ms, fps=4059 images/s, loss=0.3844, top1-acc=87.50%, top5-acc=99.32%, remaining_time=0:00:10.430472, arrival_time=2021-04-10 03:35:57.128558, cost_time=0:00:02.674490 2021-04-10 03:35:47,324 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.63ms, fps=4092 images/s, loss=0.3867, top1-acc=87.41%, top5-acc=99.30%, remaining_time=0:00:09.637898, arrival_time=2021-04-10 03:35:56.962135, cost_time=0:00:03.300664 2021-04-10 03:35:47,948 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.57ms, fps=4108 images/s, loss=0.3928, top1-acc=87.12%, top5-acc=99.30%, remaining_time=0:00:08.895080, arrival_time=2021-04-10 03:35:56.843067, cost_time=0:00:03.924295 2021-04-10 03:35:48,567 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.41ms, fps=4136 images/s, loss=0.3885, top1-acc=87.33%, top5-acc=99.31%, remaining_time=0:00:08.179290, arrival_time=2021-04-10 03:35:56.747146, cost_time=0:00:04.544044 2021-04-10 03:35:49,190 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.54ms, fps=4118 images/s, loss=0.3910, top1-acc=87.30%, top5-acc=99.29%, remaining_time=0:00:07.491860, arrival_time=2021-04-10 03:35:56.682176, cost_time=0:00:05.166776 2021-04-10 03:35:49,810 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.91ms, fps=4129 images/s, loss=0.3887, top1-acc=87.47%, top5-acc=99.26%, remaining_time=0:00:06.816012, arrival_time=2021-04-10 03:35:56.626735, cost_time=0:00:05.787135 2021-04-10 03:35:50,433 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.56ms, fps=4117 images/s, loss=0.3922, top1-acc=87.36%, top5-acc=99.25%, remaining_time=0:00:06.153696, arrival_time=2021-04-10 03:35:56.587364, cost_time=0:00:06.410060 2021-04-10 03:35:51,056 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=2.28ms, fps=4117 images/s, loss=0.3924, top1-acc=87.35%, top5-acc=99.28%, remaining_time=0:00:05.498152, arrival_time=2021-04-10 03:35:56.554251, cost_time=0:00:07.032521 2021-04-10 03:35:51,677 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.42ms, fps=4123 images/s, loss=0.3921, top1-acc=87.36%, top5-acc=99.29%, remaining_time=0:00:04.847508, arrival_time=2021-04-10 03:35:56.525107, cost_time=0:00:07.653994 2021-04-10 03:35:52,293 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.69ms, fps=4159 images/s, loss=0.3933, top1-acc=87.37%, top5-acc=99.28%, remaining_time=0:00:04.198722, arrival_time=2021-04-10 03:35:56.492432, cost_time=0:00:08.270165 2021-04-10 03:35:52,912 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.61ms, fps=4138 images/s, loss=0.3914, top1-acc=87.41%, top5-acc=99.29%, remaining_time=0:00:03.555664, arrival_time=2021-04-10 03:35:56.468398, cost_time=0:00:08.889193 2021-04-10 03:35:53,535 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.44ms, fps=4111 images/s, loss=0.3908, top1-acc=87.43%, top5-acc=99.29%, remaining_time=0:00:02.917090, arrival_time=2021-04-10 03:35:56.453007, cost_time=0:00:09.512314 2021-04-10 03:35:54,148 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.54ms, fps=4182 images/s, loss=0.3916, top1-acc=87.41%, top5-acc=99.28%, remaining_time=0:00:02.278152, arrival_time=2021-04-10 03:35:56.426768, cost_time=0:00:10.125063 2021-04-10 03:35:54,758 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.46ms, fps=4200 images/s, loss=0.3930, top1-acc=87.36%, top5-acc=99.28%, remaining_time=0:00:01.641822, arrival_time=2021-04-10 03:35:56.400391, cost_time=0:00:10.735039 2021-04-10 03:35:55,374 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.42ms, fps=4157 images/s, loss=0.3938, top1-acc=87.33%, top5-acc=99.25%, remaining_time=0:00:01.008992, arrival_time=2021-04-10 03:35:56.383756, cost_time=0:00:11.351249 2021-04-10 03:35:55,986 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.20ms, fps=4190 images/s, loss=0.3971, top1-acc=87.21%, top5-acc=99.23%, remaining_time=0:00:00.377766, arrival_time=2021-04-10 03:35:56.363983, cost_time=0:00:11.962624 2021-04-10 03:35:56,319 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.08ms, fps=4084 images/s, loss=0.3963, top1-acc=87.24%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:56.319696, cost_time=0:00:12.296187 2021-04-10 03:35:56,669 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.40ms, fps=7334 images/s, loss=0.8084, top1-acc=76.48%, top5-acc=98.16%, remaining_time=0:00:01.047060, arrival_time=2021-04-10 03:35:57.716603, cost_time=0:00:00.349018 2021-04-10 03:35:56,910 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.21ms, fps=10663 images/s, loss=0.8112, top1-acc=76.48%, top5-acc=98.42%, remaining_time=0:00:00.589540, arrival_time=2021-04-10 03:35:57.499584, cost_time=0:00:00.589539 2021-04-10 03:35:57,158 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=0.40ms, fps=10329 images/s, loss=0.8127, top1-acc=76.41%, top5-acc=98.22%, remaining_time=0:00:00.279250, arrival_time=2021-04-10 03:35:57.437508, cost_time=0:00:00.837760 2021-04-10 03:35:57,368 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=11067 images/s, loss=0.8028, top1-acc=76.52%, top5-acc=98.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:57.368239, cost_time=0:00:01.047755 2021-04-10 03:35:58,218 INFO : Epoch=0024 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:41:33.573104, arrival_time=2021-04-10 04:17:31.791130, cost_time=0:05:40.032696 2021-04-10 03:35:58,218 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 03:35:59,046 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.48ms, fps=3096 images/s, loss=0.3925, top1-acc=87.19%, top5-acc=99.45%, remaining_time=0:00:15.381642, arrival_time=2021-04-10 03:36:14.427551, cost_time=0:00:00.826967 2021-04-10 03:35:59,663 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.52ms, fps=4153 images/s, loss=0.3823, top1-acc=87.56%, top5-acc=99.41%, remaining_time=0:00:12.709136, arrival_time=2021-04-10 03:36:12.372137, cost_time=0:00:01.444220 2021-04-10 03:36:00,423 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.54ms, fps=3369 images/s, loss=0.3738, top1-acc=87.94%, top5-acc=99.43%, remaining_time=0:00:12.198178, arrival_time=2021-04-10 03:36:12.621521, cost_time=0:00:02.204484 2021-04-10 03:36:01,036 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.57ms, fps=4177 images/s, loss=0.3825, top1-acc=87.71%, top5-acc=99.37%, remaining_time=0:00:10.989888, arrival_time=2021-04-10 03:36:12.026770, cost_time=0:00:02.817916 2021-04-10 03:36:01,782 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.39ms, fps=3437 images/s, loss=0.3842, top1-acc=87.61%, top5-acc=99.34%, remaining_time=0:00:10.405566, arrival_time=2021-04-10 03:36:12.187885, cost_time=0:00:03.563538 2021-04-10 03:36:02,390 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.23ms, fps=4215 images/s, loss=0.3833, top1-acc=87.60%, top5-acc=99.33%, remaining_time=0:00:09.454992, arrival_time=2021-04-10 03:36:11.845076, cost_time=0:00:04.171301 2021-04-10 03:36:03,003 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.32ms, fps=4177 images/s, loss=0.3859, top1-acc=87.66%, top5-acc=99.29%, remaining_time=0:00:08.612226, arrival_time=2021-04-10 03:36:11.615618, cost_time=0:00:04.784544 2021-04-10 03:36:03,611 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.43ms, fps=4215 images/s, loss=0.3843, top1-acc=87.71%, top5-acc=99.25%, remaining_time=0:00:07.819096, arrival_time=2021-04-10 03:36:11.430401, cost_time=0:00:05.392518 2021-04-10 03:36:04,221 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.44ms, fps=4196 images/s, loss=0.3818, top1-acc=87.76%, top5-acc=99.27%, remaining_time=0:00:07.070200, arrival_time=2021-04-10 03:36:11.292067, cost_time=0:00:06.003025 2021-04-10 03:36:04,835 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.59ms, fps=4174 images/s, loss=0.3831, top1-acc=87.70%, top5-acc=99.25%, remaining_time=0:00:06.352224, arrival_time=2021-04-10 03:36:11.187860, cost_time=0:00:06.616855 2021-04-10 03:36:05,445 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.60ms, fps=4201 images/s, loss=0.3821, top1-acc=87.72%, top5-acc=99.28%, remaining_time=0:00:05.649942, arrival_time=2021-04-10 03:36:11.095367, cost_time=0:00:07.226646 2021-04-10 03:36:06,060 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.42ms, fps=4167 images/s, loss=0.3824, top1-acc=87.64%, top5-acc=99.29%, remaining_time=0:00:04.966144, arrival_time=2021-04-10 03:36:11.026315, cost_time=0:00:07.841331 2021-04-10 03:36:06,670 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.47ms, fps=4201 images/s, loss=0.3809, top1-acc=87.71%, top5-acc=99.31%, remaining_time=0:00:04.290594, arrival_time=2021-04-10 03:36:10.960575, cost_time=0:00:08.451212 2021-04-10 03:36:07,280 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.48ms, fps=4195 images/s, loss=0.3813, top1-acc=87.67%, top5-acc=99.31%, remaining_time=0:00:03.624712, arrival_time=2021-04-10 03:36:10.905313, cost_time=0:00:09.061795 2021-04-10 03:36:07,889 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.24ms, fps=4209 images/s, loss=0.3836, top1-acc=87.60%, top5-acc=99.33%, remaining_time=0:00:02.965574, arrival_time=2021-04-10 03:36:10.854835, cost_time=0:00:09.670411 2021-04-10 03:36:08,505 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.42ms, fps=4157 images/s, loss=0.3835, top1-acc=87.60%, top5-acc=99.31%, remaining_time=0:00:02.314548, arrival_time=2021-04-10 03:36:10.820245, cost_time=0:00:10.286871 2021-04-10 03:36:09,114 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.46ms, fps=4209 images/s, loss=0.3834, top1-acc=87.57%, top5-acc=99.32%, remaining_time=0:00:01.666392, arrival_time=2021-04-10 03:36:10.780809, cost_time=0:00:10.895654 2021-04-10 03:36:09,733 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.43ms, fps=4141 images/s, loss=0.3843, top1-acc=87.50%, top5-acc=99.32%, remaining_time=0:00:01.023488, arrival_time=2021-04-10 03:36:10.756487, cost_time=0:00:11.514158 2021-04-10 03:36:10,345 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.35ms, fps=4186 images/s, loss=0.3835, top1-acc=87.55%, top5-acc=99.31%, remaining_time=0:00:00.382932, arrival_time=2021-04-10 03:36:10.727999, cost_time=0:00:12.126267 2021-04-10 03:36:10,679 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.05ms, fps=4070 images/s, loss=0.3835, top1-acc=87.57%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:10.679595, cost_time=0:00:12.460845 2021-04-10 03:36:11,021 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.35ms, fps=7506 images/s, loss=0.8280, top1-acc=75.86%, top5-acc=98.79%, remaining_time=0:00:01.023060, arrival_time=2021-04-10 03:36:12.044501, cost_time=0:00:00.341025 2021-04-10 03:36:11,256 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.84ms, fps=10912 images/s, loss=0.8444, top1-acc=75.37%, top5-acc=98.57%, remaining_time=0:00:00.575960, arrival_time=2021-04-10 03:36:11.832423, cost_time=0:00:00.575969 2021-04-10 03:36:11,504 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.28ms, fps=10348 images/s, loss=0.8599, top1-acc=74.90%, top5-acc=98.71%, remaining_time=0:00:00.274630, arrival_time=2021-04-10 03:36:11.778948, cost_time=0:00:00.823904 2021-04-10 03:36:11,715 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.07ms, fps=10999 images/s, loss=0.8585, top1-acc=74.71%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:11.715606, cost_time=0:00:01.035231 2021-04-10 03:36:12,231 INFO : Epoch=0025 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:41:18.321125, arrival_time=2021-04-10 04:17:30.552374, cost_time=0:05:54.045886 2021-04-10 03:36:12,232 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 03:36:12,997 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.37ms, fps=3344 images/s, loss=0.4413, top1-acc=85.90%, top5-acc=99.10%, remaining_time=0:00:14.240718, arrival_time=2021-04-10 03:36:27.238639, cost_time=0:00:00.765634 2021-04-10 03:36:13,609 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.32ms, fps=4193 images/s, loss=0.4139, top1-acc=86.46%, top5-acc=99.12%, remaining_time=0:00:12.114432, arrival_time=2021-04-10 03:36:25.723433, cost_time=0:00:01.376635 2021-04-10 03:36:14,215 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.37ms, fps=4228 images/s, loss=0.3987, top1-acc=86.72%, top5-acc=99.19%, remaining_time=0:00:10.971604, arrival_time=2021-04-10 03:36:25.186688, cost_time=0:00:01.982832 2021-04-10 03:36:14,826 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.37ms, fps=4192 images/s, loss=0.3891, top1-acc=87.02%, top5-acc=99.27%, remaining_time=0:00:10.116288, arrival_time=2021-04-10 03:36:24.942530, cost_time=0:00:02.593909 2021-04-10 03:36:15,438 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.82ms, fps=4188 images/s, loss=0.3838, top1-acc=87.20%, top5-acc=99.30%, remaining_time=0:00:09.360936, arrival_time=2021-04-10 03:36:24.799008, cost_time=0:00:03.205808 2021-04-10 03:36:16,045 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.52ms, fps=4217 images/s, loss=0.3852, top1-acc=87.12%, top5-acc=99.29%, remaining_time=0:00:08.643480, arrival_time=2021-04-10 03:36:24.689114, cost_time=0:00:03.813300 2021-04-10 03:36:16,654 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.78ms, fps=4209 images/s, loss=0.3805, top1-acc=87.25%, top5-acc=99.32%, remaining_time=0:00:07.959924, arrival_time=2021-04-10 03:36:24.614345, cost_time=0:00:04.422155 2021-04-10 03:36:17,270 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.44ms, fps=4156 images/s, loss=0.3788, top1-acc=87.39%, top5-acc=99.33%, remaining_time=0:00:07.305796, arrival_time=2021-04-10 03:36:24.576598, cost_time=0:00:05.038473 2021-04-10 03:36:17,877 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.31ms, fps=4226 images/s, loss=0.3820, top1-acc=87.33%, top5-acc=99.29%, remaining_time=0:00:06.648320, arrival_time=2021-04-10 03:36:24.525429, cost_time=0:00:05.644841 2021-04-10 03:36:18,497 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.36ms, fps=4130 images/s, loss=0.3847, top1-acc=87.38%, top5-acc=99.25%, remaining_time=0:00:06.014592, arrival_time=2021-04-10 03:36:24.512035, cost_time=0:00:06.265178 2021-04-10 03:36:19,111 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.46ms, fps=4171 images/s, loss=0.3818, top1-acc=87.50%, top5-acc=99.27%, remaining_time=0:00:05.378440, arrival_time=2021-04-10 03:36:24.490184, cost_time=0:00:06.879378 2021-04-10 03:36:19,726 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.81ms, fps=4171 images/s, loss=0.3838, top1-acc=87.42%, top5-acc=99.28%, remaining_time=0:00:04.746048, arrival_time=2021-04-10 03:36:24.472070, cost_time=0:00:07.493752 2021-04-10 03:36:20,336 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.43ms, fps=4196 images/s, loss=0.3838, top1-acc=87.44%, top5-acc=99.28%, remaining_time=0:00:04.114506, arrival_time=2021-04-10 03:36:24.451062, cost_time=0:00:08.104281 2021-04-10 03:36:20,944 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.32ms, fps=4215 images/s, loss=0.3851, top1-acc=87.42%, top5-acc=99.27%, remaining_time=0:00:03.484824, arrival_time=2021-04-10 03:36:24.429204, cost_time=0:00:08.712039 2021-04-10 03:36:21,552 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.50ms, fps=4211 images/s, loss=0.3840, top1-acc=87.42%, top5-acc=99.28%, remaining_time=0:00:02.858302, arrival_time=2021-04-10 03:36:24.411181, cost_time=0:00:09.320602 2021-04-10 03:36:22,159 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.36ms, fps=4223 images/s, loss=0.3844, top1-acc=87.43%, top5-acc=99.28%, remaining_time=0:00:02.233620, arrival_time=2021-04-10 03:36:24.393070, cost_time=0:00:09.927196 2021-04-10 03:36:22,764 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.47ms, fps=4232 images/s, loss=0.3835, top1-acc=87.44%, top5-acc=99.29%, remaining_time=0:00:01.610830, arrival_time=2021-04-10 03:36:24.375503, cost_time=0:00:10.532413 2021-04-10 03:36:23,382 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=2.23ms, fps=4144 images/s, loss=0.3827, top1-acc=87.52%, top5-acc=99.29%, remaining_time=0:00:00.991152, arrival_time=2021-04-10 03:36:24.374023, cost_time=0:00:11.150542 2021-04-10 03:36:23,991 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.41ms, fps=4212 images/s, loss=0.3829, top1-acc=87.52%, top5-acc=99.29%, remaining_time=0:00:00.371334, arrival_time=2021-04-10 03:36:24.362445, cost_time=0:00:11.758843 2021-04-10 03:36:24,324 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.07ms, fps=4085 images/s, loss=0.3838, top1-acc=87.49%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:24.324447, cost_time=0:00:12.092213 2021-04-10 03:36:24,657 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=8.66ms, fps=7707 images/s, loss=0.7147, top1-acc=77.97%, top5-acc=97.58%, remaining_time=0:00:00.996390, arrival_time=2021-04-10 03:36:25.653788, cost_time=0:00:00.332129 2021-04-10 03:36:24,928 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=9.19ms, fps=9451 images/s, loss=0.7022, top1-acc=78.54%, top5-acc=97.73%, remaining_time=0:00:00.603580, arrival_time=2021-04-10 03:36:25.532420, cost_time=0:00:00.603583 2021-04-10 03:36:25,214 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=0.29ms, fps=8962 images/s, loss=0.6904, top1-acc=78.75%, top5-acc=97.94%, remaining_time=0:00:00.296530, arrival_time=2021-04-10 03:36:25.511362, cost_time=0:00:00.889599 2021-04-10 03:36:25,422 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.06ms, fps=11196 images/s, loss=0.7059, top1-acc=78.72%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:25.422355, cost_time=0:00:01.097138 2021-04-10 03:36:25,951 INFO : Epoch=0026 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:41:01.207206, arrival_time=2021-04-10 04:17:27.159128, cost_time=0:06:07.766598 2021-04-10 03:36:25,952 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 03:36:26,729 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.35ms, fps=3296 images/s, loss=0.3537, top1-acc=87.66%, top5-acc=99.49%, remaining_time=0:00:14.448480, arrival_time=2021-04-10 03:36:41.177837, cost_time=0:00:00.776798 2021-04-10 03:36:27,338 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.68ms, fps=4206 images/s, loss=0.3539, top1-acc=88.18%, top5-acc=99.43%, remaining_time=0:00:12.194864, arrival_time=2021-04-10 03:36:39.533261, cost_time=0:00:01.385779 2021-04-10 03:36:27,947 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.59ms, fps=4206 images/s, loss=0.3482, top1-acc=88.41%, top5-acc=99.49%, remaining_time=0:00:11.038834, arrival_time=2021-04-10 03:36:38.986376, cost_time=0:00:01.994970 2021-04-10 03:36:28,555 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.37ms, fps=4214 images/s, loss=0.3508, top1-acc=88.41%, top5-acc=99.48%, remaining_time=0:00:10.151232, arrival_time=2021-04-10 03:36:38.706665, cost_time=0:00:02.602872 2021-04-10 03:36:29,164 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.33ms, fps=4208 images/s, loss=0.3459, top1-acc=88.55%, top5-acc=99.48%, remaining_time=0:00:09.377872, arrival_time=2021-04-10 03:36:38.542045, cost_time=0:00:03.211606 2021-04-10 03:36:29,769 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.48ms, fps=4230 images/s, loss=0.3473, top1-acc=88.53%, top5-acc=99.47%, remaining_time=0:00:08.652456, arrival_time=2021-04-10 03:36:38.422295, cost_time=0:00:03.817281 2021-04-10 03:36:30,379 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.57ms, fps=4200 images/s, loss=0.3528, top1-acc=88.28%, top5-acc=99.48%, remaining_time=0:00:07.968870, arrival_time=2021-04-10 03:36:38.348566, cost_time=0:00:04.427135 2021-04-10 03:36:30,991 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.32ms, fps=4185 images/s, loss=0.3540, top1-acc=88.18%, top5-acc=99.48%, remaining_time=0:00:07.306840, arrival_time=2021-04-10 03:36:38.298678, cost_time=0:00:05.039206 2021-04-10 03:36:31,603 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.50ms, fps=4192 images/s, loss=0.3532, top1-acc=88.23%, top5-acc=99.47%, remaining_time=0:00:06.654998, arrival_time=2021-04-10 03:36:38.258014, cost_time=0:00:05.650438 2021-04-10 03:36:32,216 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.77ms, fps=4177 images/s, loss=0.3575, top1-acc=88.05%, top5-acc=99.45%, remaining_time=0:00:06.013248, arrival_time=2021-04-10 03:36:38.229614, cost_time=0:00:06.263809 2021-04-10 03:36:32,821 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.50ms, fps=4235 images/s, loss=0.3621, top1-acc=87.94%, top5-acc=99.42%, remaining_time=0:00:05.370098, arrival_time=2021-04-10 03:36:38.191389, cost_time=0:00:06.868735 2021-04-10 03:36:33,430 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.34ms, fps=4205 images/s, loss=0.3640, top1-acc=87.88%, top5-acc=99.37%, remaining_time=0:00:04.736016, arrival_time=2021-04-10 03:36:38.166470, cost_time=0:00:07.477899 2021-04-10 03:36:34,038 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.52ms, fps=4210 images/s, loss=0.3638, top1-acc=87.96%, top5-acc=99.40%, remaining_time=0:00:04.105332, arrival_time=2021-04-10 03:36:38.144211, cost_time=0:00:08.086317 2021-04-10 03:36:34,647 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.47ms, fps=4211 images/s, loss=0.3677, top1-acc=87.92%, top5-acc=99.36%, remaining_time=0:00:03.477880, arrival_time=2021-04-10 03:36:38.125114, cost_time=0:00:08.694673 2021-04-10 03:36:35,255 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.49ms, fps=4214 images/s, loss=0.3671, top1-acc=87.92%, top5-acc=99.36%, remaining_time=0:00:02.852782, arrival_time=2021-04-10 03:36:38.107968, cost_time=0:00:09.302566 2021-04-10 03:36:35,864 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.38ms, fps=4207 images/s, loss=0.3681, top1-acc=87.87%, top5-acc=99.35%, remaining_time=0:00:02.230092, arrival_time=2021-04-10 03:36:38.094223, cost_time=0:00:09.911556 2021-04-10 03:36:36,470 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.49ms, fps=4222 images/s, loss=0.3686, top1-acc=87.87%, top5-acc=99.35%, remaining_time=0:00:01.608672, arrival_time=2021-04-10 03:36:38.079521, cost_time=0:00:10.518290 2021-04-10 03:36:37,076 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.32ms, fps=4227 images/s, loss=0.3710, top1-acc=87.79%, top5-acc=99.34%, remaining_time=0:00:00.988832, arrival_time=2021-04-10 03:36:38.065702, cost_time=0:00:11.124316 2021-04-10 03:36:37,684 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.36ms, fps=4216 images/s, loss=0.3712, top1-acc=87.80%, top5-acc=99.35%, remaining_time=0:00:00.370482, arrival_time=2021-04-10 03:36:38.055006, cost_time=0:00:11.731972 2021-04-10 03:36:38,015 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.06ms, fps=4120 images/s, loss=0.3712, top1-acc=87.82%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:38.015004, cost_time=0:00:12.062420 2021-04-10 03:36:38,344 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.20ms, fps=7795 images/s, loss=0.7097, top1-acc=79.06%, top5-acc=98.59%, remaining_time=0:00:00.985140, arrival_time=2021-04-10 03:36:39.329655, cost_time=0:00:00.328383 2021-04-10 03:36:38,579 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.29ms, fps=10896 images/s, loss=0.7261, top1-acc=78.65%, top5-acc=98.16%, remaining_time=0:00:00.563800, arrival_time=2021-04-10 03:36:39.143723, cost_time=0:00:00.563802 2021-04-10 03:36:38,808 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.42ms, fps=11201 images/s, loss=0.7234, top1-acc=78.48%, top5-acc=98.22%, remaining_time=0:00:00.264280, arrival_time=2021-04-10 03:36:39.073197, cost_time=0:00:00.792849 2021-04-10 03:36:39,016 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.06ms, fps=11202 images/s, loss=0.7330, top1-acc=78.25%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:39.016326, cost_time=0:00:01.000282 2021-04-10 03:36:39,489 INFO : Epoch=0027 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:40:43.172778, arrival_time=2021-04-10 04:17:22.662521, cost_time=0:06:21.304428 2021-04-10 03:36:39,490 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 03:36:40,258 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.39ms, fps=3332 images/s, loss=0.3588, top1-acc=88.95%, top5-acc=99.49%, remaining_time=0:00:14.291124, arrival_time=2021-04-10 03:36:54.549857, cost_time=0:00:00.768338 2021-04-10 03:36:40,872 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.51ms, fps=4171 images/s, loss=0.3696, top1-acc=88.44%, top5-acc=99.36%, remaining_time=0:00:12.166704, arrival_time=2021-04-10 03:36:53.039638, cost_time=0:00:01.382579 2021-04-10 03:36:41,480 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.32ms, fps=4215 images/s, loss=0.3581, top1-acc=88.57%, top5-acc=99.43%, remaining_time=0:00:11.013436, arrival_time=2021-04-10 03:36:52.494197, cost_time=0:00:01.990382 2021-04-10 03:36:42,089 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.40ms, fps=4205 images/s, loss=0.3646, top1-acc=88.35%, top5-acc=99.43%, remaining_time=0:00:10.138128, arrival_time=2021-04-10 03:36:52.228031, cost_time=0:00:02.599540 2021-04-10 03:36:42,694 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.29ms, fps=4238 images/s, loss=0.3695, top1-acc=88.13%, top5-acc=99.46%, remaining_time=0:00:09.355826, arrival_time=2021-04-10 03:36:52.050247, cost_time=0:00:03.204066 2021-04-10 03:36:43,319 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.36ms, fps=4192 images/s, loss=0.3729, top1-acc=88.05%, top5-acc=99.45%, remaining_time=0:00:08.679792, arrival_time=2021-04-10 03:36:51.999429, cost_time=0:00:03.829292 2021-04-10 03:36:43,926 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.45ms, fps=4223 images/s, loss=0.3716, top1-acc=88.02%, top5-acc=99.42%, remaining_time=0:00:07.984494, arrival_time=2021-04-10 03:36:51.910676, cost_time=0:00:04.435836 2021-04-10 03:36:44,534 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.38ms, fps=4208 images/s, loss=0.3685, top1-acc=88.10%, top5-acc=99.39%, remaining_time=0:00:07.314612, arrival_time=2021-04-10 03:36:51.849477, cost_time=0:00:05.044525 2021-04-10 03:36:45,141 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.44ms, fps=4226 images/s, loss=0.3699, top1-acc=88.09%, top5-acc=99.36%, remaining_time=0:00:06.655210, arrival_time=2021-04-10 03:36:51.796209, cost_time=0:00:05.650653 2021-04-10 03:36:45,747 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.24ms, fps=4223 images/s, loss=0.3711, top1-acc=88.07%, top5-acc=99.36%, remaining_time=0:00:06.006912, arrival_time=2021-04-10 03:36:51.754488, cost_time=0:00:06.257233 2021-04-10 03:36:46,361 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.50ms, fps=4171 images/s, loss=0.3704, top1-acc=88.13%, top5-acc=99.34%, remaining_time=0:00:05.372162, arrival_time=2021-04-10 03:36:51.733963, cost_time=0:00:06.871412 2021-04-10 03:36:46,972 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.43ms, fps=4194 images/s, loss=0.3710, top1-acc=88.11%, top5-acc=99.35%, remaining_time=0:00:04.738828, arrival_time=2021-04-10 03:36:51.711538, cost_time=0:00:07.482369 2021-04-10 03:36:47,583 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.00ms, fps=4193 images/s, loss=0.3702, top1-acc=88.12%, top5-acc=99.33%, remaining_time=0:00:04.108962, arrival_time=2021-04-10 03:36:51.692712, cost_time=0:00:08.093352 2021-04-10 03:36:48,192 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=0.47ms, fps=4209 images/s, loss=0.3728, top1-acc=88.01%, top5-acc=99.30%, remaining_time=0:00:03.480848, arrival_time=2021-04-10 03:36:51.673331, cost_time=0:00:08.702137 2021-04-10 03:36:48,800 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.48ms, fps=4211 images/s, loss=0.3739, top1-acc=87.95%, top5-acc=99.30%, remaining_time=0:00:02.855220, arrival_time=2021-04-10 03:36:51.656116, cost_time=0:00:09.310507 2021-04-10 03:36:49,412 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.33ms, fps=4192 images/s, loss=0.3749, top1-acc=87.94%, top5-acc=99.30%, remaining_time=0:00:02.232396, arrival_time=2021-04-10 03:36:51.644559, cost_time=0:00:09.921816 2021-04-10 03:36:50,018 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.41ms, fps=4222 images/s, loss=0.3754, top1-acc=87.96%, top5-acc=99.29%, remaining_time=0:00:01.610258, arrival_time=2021-04-10 03:36:51.629137, cost_time=0:00:10.528530 2021-04-10 03:36:50,627 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.35ms, fps=4212 images/s, loss=0.3743, top1-acc=88.00%, top5-acc=99.30%, remaining_time=0:00:00.989936, arrival_time=2021-04-10 03:36:51.617013, cost_time=0:00:11.136742 2021-04-10 03:36:51,231 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.31ms, fps=4237 images/s, loss=0.3743, top1-acc=87.98%, top5-acc=99.31%, remaining_time=0:00:00.370782, arrival_time=2021-04-10 03:36:51.602453, cost_time=0:00:11.741339 2021-04-10 03:36:51,561 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.06ms, fps=4125 images/s, loss=0.3757, top1-acc=87.93%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:51.561743, cost_time=0:00:12.071418 2021-04-10 03:36:51,888 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=3.52ms, fps=7857 images/s, loss=0.5826, top1-acc=81.17%, top5-acc=99.02%, remaining_time=0:00:00.977460, arrival_time=2021-04-10 03:36:52.865855, cost_time=0:00:00.325821 2021-04-10 03:36:52,117 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.25ms, fps=11191 images/s, loss=0.6135, top1-acc=80.53%, top5-acc=99.12%, remaining_time=0:00:00.554920, arrival_time=2021-04-10 03:36:52.672412, cost_time=0:00:00.554925 2021-04-10 03:36:52,355 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.39ms, fps=10765 images/s, loss=0.6240, top1-acc=80.31%, top5-acc=98.96%, remaining_time=0:00:00.264350, arrival_time=2021-04-10 03:36:52.619970, cost_time=0:00:00.793058 2021-04-10 03:36:52,574 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.06ms, fps=10618 images/s, loss=0.6203, top1-acc=80.40%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:52.574464, cost_time=0:00:01.011887 2021-04-10 03:36:53,158 INFO : Epoch=0028 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:40:26.264508, arrival_time=2021-04-10 04:17:19.423169, cost_time=0:06:34.973302 2021-04-10 03:36:53,159 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 03:36:53,940 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.29ms, fps=3280 images/s, loss=0.3614, top1-acc=88.28%, top5-acc=99.26%, remaining_time=0:00:14.517300, arrival_time=2021-04-10 03:37:08.457511, cost_time=0:00:00.780498 2021-04-10 03:36:54,549 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.31ms, fps=4208 images/s, loss=0.3458, top1-acc=88.79%, top5-acc=99.24%, remaining_time=0:00:12.227600, arrival_time=2021-04-10 03:37:06.776798, cost_time=0:00:01.389501 2021-04-10 03:36:55,160 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.36ms, fps=4193 images/s, loss=0.3490, top1-acc=88.62%, top5-acc=99.30%, remaining_time=0:00:11.070208, arrival_time=2021-04-10 03:37:06.230578, cost_time=0:00:02.000653 2021-04-10 03:36:55,771 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.32ms, fps=4192 images/s, loss=0.3494, top1-acc=88.68%, top5-acc=99.31%, remaining_time=0:00:10.186488, arrival_time=2021-04-10 03:37:05.958070, cost_time=0:00:02.611933 2021-04-10 03:36:56,382 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.32ms, fps=4197 images/s, loss=0.3536, top1-acc=88.45%, top5-acc=99.29%, remaining_time=0:00:09.409116, arrival_time=2021-04-10 03:37:05.791116, cost_time=0:00:03.222275 2021-04-10 03:36:56,993 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.37ms, fps=4191 images/s, loss=0.3516, top1-acc=88.53%, top5-acc=99.32%, remaining_time=0:00:08.689584, arrival_time=2021-04-10 03:37:05.682881, cost_time=0:00:03.833652 2021-04-10 03:36:57,608 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.46ms, fps=4163 images/s, loss=0.3516, top1-acc=88.58%, top5-acc=99.34%, remaining_time=0:00:08.008182, arrival_time=2021-04-10 03:37:05.616921, cost_time=0:00:04.448976 2021-04-10 03:36:58,216 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.33ms, fps=4214 images/s, loss=0.3527, top1-acc=88.60%, top5-acc=99.31%, remaining_time=0:00:07.332824, arrival_time=2021-04-10 03:37:05.549616, cost_time=0:00:05.057144 2021-04-10 03:36:58,829 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.35ms, fps=4183 images/s, loss=0.3543, top1-acc=88.54%, top5-acc=99.32%, remaining_time=0:00:06.677470, arrival_time=2021-04-10 03:37:05.506761, cost_time=0:00:05.669594 2021-04-10 03:36:59,439 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.35ms, fps=4197 images/s, loss=0.3538, top1-acc=88.54%, top5-acc=99.32%, remaining_time=0:00:06.028800, arrival_time=2021-04-10 03:37:05.468537, cost_time=0:00:06.280023 2021-04-10 03:37:00,083 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.35ms, fps=4026 images/s, loss=0.3534, top1-acc=88.54%, top5-acc=99.34%, remaining_time=0:00:05.406648, arrival_time=2021-04-10 03:37:05.488587, cost_time=0:00:06.915463 2021-04-10 03:37:00,775 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.39ms, fps=3800 images/s, loss=0.3549, top1-acc=88.40%, top5-acc=99.35%, remaining_time=0:00:04.823568, arrival_time=2021-04-10 03:37:05.599446, cost_time=0:00:07.616218 2021-04-10 03:37:01,397 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.09ms, fps=4121 images/s, loss=0.3578, top1-acc=88.28%, top5-acc=99.34%, remaining_time=0:00:04.182354, arrival_time=2021-04-10 03:37:05.579972, cost_time=0:00:08.237912 2021-04-10 03:37:02,017 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.34ms, fps=4132 images/s, loss=0.3570, top1-acc=88.34%, top5-acc=99.33%, remaining_time=0:00:03.543176, arrival_time=2021-04-10 03:37:05.560893, cost_time=0:00:08.857964 2021-04-10 03:37:02,679 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.90ms, fps=3874 images/s, loss=0.3561, top1-acc=88.37%, top5-acc=99.34%, remaining_time=0:00:02.919252, arrival_time=2021-04-10 03:37:05.598277, cost_time=0:00:09.519364 2021-04-10 03:37:03,295 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.39ms, fps=4154 images/s, loss=0.3573, top1-acc=88.32%, top5-acc=99.35%, remaining_time=0:00:02.280636, arrival_time=2021-04-10 03:37:05.576480, cost_time=0:00:10.136116 2021-04-10 03:37:03,903 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.33ms, fps=4217 images/s, loss=0.3597, top1-acc=88.21%, top5-acc=99.35%, remaining_time=0:00:01.643148, arrival_time=2021-04-10 03:37:05.546537, cost_time=0:00:10.743737 2021-04-10 03:37:04,514 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.49ms, fps=4193 images/s, loss=0.3596, top1-acc=88.23%, top5-acc=99.36%, remaining_time=0:00:01.009312, arrival_time=2021-04-10 03:37:05.523731, cost_time=0:00:11.354690 2021-04-10 03:37:05,120 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.24ms, fps=4229 images/s, loss=0.3618, top1-acc=88.13%, top5-acc=99.35%, remaining_time=0:00:00.377706, arrival_time=2021-04-10 03:37:05.498012, cost_time=0:00:11.960670 2021-04-10 03:37:05,453 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.13ms, fps=4087 images/s, loss=0.3632, top1-acc=88.07%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:05.453454, cost_time=0:00:12.293763 2021-04-10 03:37:05,762 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.23ms, fps=8308 images/s, loss=0.5869, top1-acc=81.45%, top5-acc=98.67%, remaining_time=0:00:00.924360, arrival_time=2021-04-10 03:37:06.686935, cost_time=0:00:00.308120 2021-04-10 03:37:06,000 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=6.58ms, fps=10771 images/s, loss=0.5743, top1-acc=81.54%, top5-acc=98.79%, remaining_time=0:00:00.546160, arrival_time=2021-04-10 03:37:06.546768, cost_time=0:00:00.546155 2021-04-10 03:37:06,231 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=4.61ms, fps=11117 images/s, loss=0.5651, top1-acc=81.95%, top5-acc=98.85%, remaining_time=0:00:00.258920, arrival_time=2021-04-10 03:37:06.490125, cost_time=0:00:00.776762 2021-04-10 03:37:06,440 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.05ms, fps=11112 images/s, loss=0.5486, top1-acc=81.90%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:06.440297, cost_time=0:00:00.985879 2021-04-10 03:37:06,943 INFO : Epoch=0029 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:40:10.263297, arrival_time=2021-04-10 04:17:17.206732, cost_time=0:06:48.758104 2021-04-10 03:37:06,943 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 03:37:07,712 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.44ms, fps=3333 images/s, loss=0.3664, top1-acc=88.16%, top5-acc=99.37%, remaining_time=0:00:14.285916, arrival_time=2021-04-10 03:37:21.998101, cost_time=0:00:00.768055 2021-04-10 03:37:08,319 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.35ms, fps=4218 images/s, loss=0.3635, top1-acc=88.26%, top5-acc=99.34%, remaining_time=0:00:12.104752, arrival_time=2021-04-10 03:37:20.424347, cost_time=0:00:01.375536 2021-04-10 03:37:08,926 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.44ms, fps=4219 images/s, loss=0.3613, top1-acc=88.31%, top5-acc=99.39%, remaining_time=0:00:10.971106, arrival_time=2021-04-10 03:37:19.897969, cost_time=0:00:01.982730 2021-04-10 03:37:09,534 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.38ms, fps=4218 images/s, loss=0.3560, top1-acc=88.65%, top5-acc=99.34%, remaining_time=0:00:10.101780, arrival_time=2021-04-10 03:37:19.636210, cost_time=0:00:02.590193 2021-04-10 03:37:10,147 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.43ms, fps=4181 images/s, loss=0.3503, top1-acc=88.80%, top5-acc=99.38%, remaining_time=0:00:09.353636, arrival_time=2021-04-10 03:37:19.501018, cost_time=0:00:03.203317 2021-04-10 03:37:10,755 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.32ms, fps=4213 images/s, loss=0.3523, top1-acc=88.68%, top5-acc=99.36%, remaining_time=0:00:08.639264, arrival_time=2021-04-10 03:37:19.394743, cost_time=0:00:03.811426 2021-04-10 03:37:11,360 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.43ms, fps=4232 images/s, loss=0.3535, top1-acc=88.52%, top5-acc=99.35%, remaining_time=0:00:07.949970, arrival_time=2021-04-10 03:37:19.310771, cost_time=0:00:04.416670 2021-04-10 03:37:11,966 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.41ms, fps=4229 images/s, loss=0.3491, top1-acc=88.66%, top5-acc=99.39%, remaining_time=0:00:07.282828, arrival_time=2021-04-10 03:37:19.249513, cost_time=0:00:05.022618 2021-04-10 03:37:12,574 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=2.04ms, fps=4213 images/s, loss=0.3525, top1-acc=88.59%, top5-acc=99.37%, remaining_time=0:00:06.631572, arrival_time=2021-04-10 03:37:19.206311, cost_time=0:00:05.630620 2021-04-10 03:37:13,185 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.42ms, fps=4197 images/s, loss=0.3542, top1-acc=88.49%, top5-acc=99.35%, remaining_time=0:00:05.991456, arrival_time=2021-04-10 03:37:19.176657, cost_time=0:00:06.241137 2021-04-10 03:37:13,792 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.53ms, fps=4216 images/s, loss=0.3555, top1-acc=88.47%, top5-acc=99.33%, remaining_time=0:00:05.354446, arrival_time=2021-04-10 03:37:19.147202, cost_time=0:00:06.848681 2021-04-10 03:37:14,398 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.44ms, fps=4231 images/s, loss=0.3578, top1-acc=88.37%, top5-acc=99.35%, remaining_time=0:00:04.720968, arrival_time=2021-04-10 03:37:19.119180, cost_time=0:00:07.454163 2021-04-10 03:37:15,051 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.44ms, fps=4222 images/s, loss=0.3597, top1-acc=88.33%, top5-acc=99.33%, remaining_time=0:00:04.116024, arrival_time=2021-04-10 03:37:19.167434, cost_time=0:00:08.107288 2021-04-10 03:37:15,668 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.98ms, fps=4155 images/s, loss=0.3596, top1-acc=88.38%, top5-acc=99.34%, remaining_time=0:00:03.489584, arrival_time=2021-04-10 03:37:19.157641, cost_time=0:00:08.723952 2021-04-10 03:37:16,280 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.32ms, fps=4181 images/s, loss=0.3604, top1-acc=88.34%, top5-acc=99.34%, remaining_time=0:00:02.863270, arrival_time=2021-04-10 03:37:19.144054, cost_time=0:00:09.336716 2021-04-10 03:37:16,888 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.34ms, fps=4216 images/s, loss=0.3618, top1-acc=88.33%, top5-acc=99.32%, remaining_time=0:00:02.237472, arrival_time=2021-04-10 03:37:19.125995, cost_time=0:00:09.944262 2021-04-10 03:37:17,495 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.36ms, fps=4225 images/s, loss=0.3620, top1-acc=88.33%, top5-acc=99.32%, remaining_time=0:00:01.613690, arrival_time=2021-04-10 03:37:19.108738, cost_time=0:00:10.550980 2021-04-10 03:37:18,101 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.34ms, fps=4226 images/s, loss=0.3632, top1-acc=88.31%, top5-acc=99.31%, remaining_time=0:00:00.991744, arrival_time=2021-04-10 03:37:19.092956, cost_time=0:00:11.157153 2021-04-10 03:37:18,708 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.22ms, fps=4217 images/s, loss=0.3641, top1-acc=88.28%, top5-acc=99.32%, remaining_time=0:00:00.371514, arrival_time=2021-04-10 03:37:19.080198, cost_time=0:00:11.764638 2021-04-10 03:37:19,040 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=0.07ms, fps=4105 images/s, loss=0.3635, top1-acc=88.28%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:19.040368, cost_time=0:00:12.096329 2021-04-10 03:37:19,353 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.19ms, fps=8201 images/s, loss=0.5705, top1-acc=81.87%, top5-acc=98.83%, remaining_time=0:00:00.936390, arrival_time=2021-04-10 03:37:20.289733, cost_time=0:00:00.312134 2021-04-10 03:37:19,588 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=3.36ms, fps=10917 images/s, loss=0.5800, top1-acc=81.48%, top5-acc=98.89%, remaining_time=0:00:00.546960, arrival_time=2021-04-10 03:37:20.135133, cost_time=0:00:00.546957 2021-04-10 03:37:19,819 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.73ms, fps=11092 images/s, loss=0.5795, top1-acc=81.52%, top5-acc=98.87%, remaining_time=0:00:00.259350, arrival_time=2021-04-10 03:37:20.078657, cost_time=0:00:00.778060 2021-04-10 03:37:20,026 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.05ms, fps=11198 images/s, loss=0.5934, top1-acc=81.66%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:20.026810, cost_time=0:00:00.985619 2021-04-10 03:37:20,675 INFO : Epoch=0030 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:39:54.107620, arrival_time=2021-04-10 04:17:14.782555, cost_time=0:07:02.489578 2021-04-10 03:37:20,675 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 03:37:21,448 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.45ms, fps=3312 images/s, loss=0.3394, top1-acc=88.67%, top5-acc=99.41%, remaining_time=0:00:14.375010, arrival_time=2021-04-10 03:37:35.823561, cost_time=0:00:00.772850 2021-04-10 03:37:22,058 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.36ms, fps=4201 images/s, loss=0.3446, top1-acc=88.83%, top5-acc=99.36%, remaining_time=0:00:12.167584, arrival_time=2021-04-10 03:37:34.225961, cost_time=0:00:01.382689 2021-04-10 03:37:22,671 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.44ms, fps=4178 images/s, loss=0.3583, top1-acc=88.49%, top5-acc=99.23%, remaining_time=0:00:11.043482, arrival_time=2021-04-10 03:37:33.715033, cost_time=0:00:01.995816 2021-04-10 03:37:23,281 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.50ms, fps=4202 images/s, loss=0.3625, top1-acc=88.11%, top5-acc=99.23%, remaining_time=0:00:10.161684, arrival_time=2021-04-10 03:37:33.442907, cost_time=0:00:02.605542 2021-04-10 03:37:23,889 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.44ms, fps=4215 images/s, loss=0.3579, top1-acc=88.40%, top5-acc=99.22%, remaining_time=0:00:09.382544, arrival_time=2021-04-10 03:37:33.271607, cost_time=0:00:03.213215 2021-04-10 03:37:24,497 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.61ms, fps=4214 images/s, loss=0.3570, top1-acc=88.49%, top5-acc=99.25%, remaining_time=0:00:08.661976, arrival_time=2021-04-10 03:37:33.159107, cost_time=0:00:03.821437 2021-04-10 03:37:25,103 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.38ms, fps=4229 images/s, loss=0.3590, top1-acc=88.43%, top5-acc=99.26%, remaining_time=0:00:07.968996, arrival_time=2021-04-10 03:37:33.071927, cost_time=0:00:04.427189 2021-04-10 03:37:25,715 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.51ms, fps=4184 images/s, loss=0.3583, top1-acc=88.43%, top5-acc=99.29%, remaining_time=0:00:07.307420, arrival_time=2021-04-10 03:37:33.022677, cost_time=0:00:05.039579 2021-04-10 03:37:26,322 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.36ms, fps=4222 images/s, loss=0.3585, top1-acc=88.42%, top5-acc=99.30%, remaining_time=0:00:06.650016, arrival_time=2021-04-10 03:37:32.971976, cost_time=0:00:05.646285 2021-04-10 03:37:26,929 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.48ms, fps=4217 images/s, loss=0.3593, top1-acc=88.39%, top5-acc=99.31%, remaining_time=0:00:06.003648, arrival_time=2021-04-10 03:37:32.933096, cost_time=0:00:06.253759 2021-04-10 03:37:27,542 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.85ms, fps=4180 images/s, loss=0.3598, top1-acc=88.39%, top5-acc=99.30%, remaining_time=0:00:05.368378, arrival_time=2021-04-10 03:37:32.910619, cost_time=0:00:06.866564 2021-04-10 03:37:28,149 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.34ms, fps=4219 images/s, loss=0.3586, top1-acc=88.42%, top5-acc=99.30%, remaining_time=0:00:04.733356, arrival_time=2021-04-10 03:37:32.882708, cost_time=0:00:07.473670 2021-04-10 03:37:28,756 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.32ms, fps=4223 images/s, loss=0.3588, top1-acc=88.37%, top5-acc=99.34%, remaining_time=0:00:04.102296, arrival_time=2021-04-10 03:37:32.858292, cost_time=0:00:08.080248 2021-04-10 03:37:29,363 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.30ms, fps=4216 images/s, loss=0.3622, top1-acc=88.29%, top5-acc=99.34%, remaining_time=0:00:03.475192, arrival_time=2021-04-10 03:37:32.838927, cost_time=0:00:08.688032 2021-04-10 03:37:29,974 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=2.00ms, fps=4193 images/s, loss=0.3623, top1-acc=88.27%, top5-acc=99.36%, remaining_time=0:00:02.851678, arrival_time=2021-04-10 03:37:32.826425, cost_time=0:00:09.299021 2021-04-10 03:37:30,580 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.41ms, fps=4227 images/s, loss=0.3635, top1-acc=88.23%, top5-acc=99.36%, remaining_time=0:00:02.228688, arrival_time=2021-04-10 03:37:32.809593, cost_time=0:00:09.905220 2021-04-10 03:37:31,191 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.76ms, fps=4197 images/s, loss=0.3641, top1-acc=88.21%, top5-acc=99.36%, remaining_time=0:00:01.608256, arrival_time=2021-04-10 03:37:32.799470, cost_time=0:00:10.515534 2021-04-10 03:37:31,801 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.34ms, fps=4200 images/s, loss=0.3634, top1-acc=88.28%, top5-acc=99.35%, remaining_time=0:00:00.988928, arrival_time=2021-04-10 03:37:32.789976, cost_time=0:00:11.125364 2021-04-10 03:37:32,411 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.17ms, fps=4198 images/s, loss=0.3625, top1-acc=88.30%, top5-acc=99.36%, remaining_time=0:00:00.370596, arrival_time=2021-04-10 03:37:32.781875, cost_time=0:00:11.735599 2021-04-10 03:37:32,742 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.06ms, fps=4107 images/s, loss=0.3632, top1-acc=88.31%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:32.742782, cost_time=0:00:12.067125 2021-04-10 03:37:33,119 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.14ms, fps=6816 images/s, loss=0.7426, top1-acc=77.73%, top5-acc=98.91%, remaining_time=0:00:01.126680, arrival_time=2021-04-10 03:37:34.245823, cost_time=0:00:00.375565 2021-04-10 03:37:33,354 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.75ms, fps=10891 images/s, loss=0.7192, top1-acc=77.48%, top5-acc=98.87%, remaining_time=0:00:00.610960, arrival_time=2021-04-10 03:37:33.965498, cost_time=0:00:00.610954 2021-04-10 03:37:33,592 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=2.28ms, fps=10785 images/s, loss=0.7110, top1-acc=78.05%, top5-acc=98.80%, remaining_time=0:00:00.282880, arrival_time=2021-04-10 03:37:33.875156, cost_time=0:00:00.848643 2021-04-10 03:37:33,805 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.11ms, fps=10918 images/s, loss=0.7065, top1-acc=78.56%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:33.805165, cost_time=0:00:01.061562 2021-04-10 03:37:34,343 INFO : Epoch=0031 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:39:37.766625, arrival_time=2021-04-10 04:17:12.110320, cost_time=0:07:16.158363 2021-04-10 03:37:34,344 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 03:37:35,132 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.32ms, fps=3249 images/s, loss=0.3689, top1-acc=88.12%, top5-acc=99.26%, remaining_time=0:00:14.657358, arrival_time=2021-04-10 03:37:49.789770, cost_time=0:00:00.788032 2021-04-10 03:37:35,741 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.24ms, fps=4208 images/s, loss=0.3701, top1-acc=88.20%, top5-acc=99.26%, remaining_time=0:00:12.292544, arrival_time=2021-04-10 03:37:48.033844, cost_time=0:00:01.396880 2021-04-10 03:37:36,360 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.29ms, fps=4141 images/s, loss=0.3646, top1-acc=88.36%, top5-acc=99.31%, remaining_time=0:00:11.153208, arrival_time=2021-04-10 03:37:47.513186, cost_time=0:00:02.015629 2021-04-10 03:37:36,966 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.51ms, fps=4225 images/s, loss=0.3566, top1-acc=88.44%, top5-acc=99.37%, remaining_time=0:00:10.225332, arrival_time=2021-04-10 03:37:47.191561, cost_time=0:00:02.621880 2021-04-10 03:37:37,569 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.50ms, fps=4247 images/s, loss=0.3527, top1-acc=88.67%, top5-acc=99.37%, remaining_time=0:00:09.417146, arrival_time=2021-04-10 03:37:46.986537, cost_time=0:00:03.225042 2021-04-10 03:37:38,175 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.87ms, fps=4228 images/s, loss=0.3556, top1-acc=88.43%, top5-acc=99.36%, remaining_time=0:00:08.683328, arrival_time=2021-04-10 03:37:46.858567, cost_time=0:00:03.830887 2021-04-10 03:37:38,784 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.38ms, fps=4205 images/s, loss=0.3566, top1-acc=88.49%, top5-acc=99.38%, remaining_time=0:00:07.992054, arrival_time=2021-04-10 03:37:46.776476, cost_time=0:00:04.440064 2021-04-10 03:37:39,399 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.71ms, fps=4163 images/s, loss=0.3576, top1-acc=88.45%, top5-acc=99.38%, remaining_time=0:00:07.330272, arrival_time=2021-04-10 03:37:46.730015, cost_time=0:00:05.055393 2021-04-10 03:37:40,016 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.41ms, fps=4151 images/s, loss=0.3524, top1-acc=88.59%, top5-acc=99.37%, remaining_time=0:00:06.680862, arrival_time=2021-04-10 03:37:46.697783, cost_time=0:00:05.672429 2021-04-10 03:37:40,629 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.44ms, fps=4182 images/s, loss=0.3536, top1-acc=88.59%, top5-acc=99.37%, remaining_time=0:00:06.033696, arrival_time=2021-04-10 03:37:46.663239, cost_time=0:00:06.285125 2021-04-10 03:37:41,239 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.31ms, fps=4201 images/s, loss=0.3560, top1-acc=88.55%, top5-acc=99.35%, remaining_time=0:00:05.390824, arrival_time=2021-04-10 03:37:46.630435, cost_time=0:00:06.895197 2021-04-10 03:37:41,851 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.54ms, fps=4184 images/s, loss=0.3589, top1-acc=88.40%, top5-acc=99.32%, remaining_time=0:00:04.754788, arrival_time=2021-04-10 03:37:46.606693, cost_time=0:00:07.507530 2021-04-10 03:37:42,464 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.39ms, fps=4181 images/s, loss=0.3582, top1-acc=88.39%, top5-acc=99.32%, remaining_time=0:00:04.122624, arrival_time=2021-04-10 03:37:46.587398, cost_time=0:00:08.120321 2021-04-10 03:37:43,074 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.44ms, fps=4200 images/s, loss=0.3580, top1-acc=88.41%, top5-acc=99.32%, remaining_time=0:00:03.492216, arrival_time=2021-04-10 03:37:46.567122, cost_time=0:00:08.730551 2021-04-10 03:37:43,684 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.46ms, fps=4205 images/s, loss=0.3566, top1-acc=88.45%, top5-acc=99.33%, remaining_time=0:00:02.864190, arrival_time=2021-04-10 03:37:46.548484, cost_time=0:00:09.339774 2021-04-10 03:37:44,303 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.34ms, fps=4142 images/s, loss=0.3582, top1-acc=88.41%, top5-acc=99.34%, remaining_time=0:00:02.240676, arrival_time=2021-04-10 03:37:46.543634, cost_time=0:00:09.958597 2021-04-10 03:37:44,913 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.35ms, fps=4195 images/s, loss=0.3574, top1-acc=88.44%, top5-acc=99.36%, remaining_time=0:00:01.616498, arrival_time=2021-04-10 03:37:46.530201, cost_time=0:00:10.569349 2021-04-10 03:37:45,522 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.35ms, fps=4211 images/s, loss=0.3590, top1-acc=88.40%, top5-acc=99.35%, remaining_time=0:00:00.993568, arrival_time=2021-04-10 03:37:46.515695, cost_time=0:00:11.177637 2021-04-10 03:37:46,133 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.45ms, fps=4192 images/s, loss=0.3590, top1-acc=88.40%, top5-acc=99.35%, remaining_time=0:00:00.372282, arrival_time=2021-04-10 03:37:46.505660, cost_time=0:00:11.789004 2021-04-10 03:37:46,466 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=0.05ms, fps=4093 images/s, loss=0.3585, top1-acc=88.41%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:46.466055, cost_time=0:00:12.121730 2021-04-10 03:37:46,796 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.27ms, fps=7762 images/s, loss=0.6188, top1-acc=80.20%, top5-acc=98.20%, remaining_time=0:00:00.989430, arrival_time=2021-04-10 03:37:47.786104, cost_time=0:00:00.329811 2021-04-10 03:37:47,029 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.63ms, fps=11023 images/s, loss=0.6098, top1-acc=80.39%, top5-acc=98.48%, remaining_time=0:00:00.562420, arrival_time=2021-04-10 03:37:47.591690, cost_time=0:00:00.562417 2021-04-10 03:37:47,281 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=6.75ms, fps=10183 images/s, loss=0.5967, top1-acc=80.91%, top5-acc=98.58%, remaining_time=0:00:00.271380, arrival_time=2021-04-10 03:37:47.552392, cost_time=0:00:00.814136 2021-04-10 03:37:47,504 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.06ms, fps=10413 images/s, loss=0.5966, top1-acc=81.25%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:47.504167, cost_time=0:00:01.037328 2021-04-10 03:37:48,184 INFO : Epoch=0032 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:39:22.493616, arrival_time=2021-04-10 04:17:10.677757, cost_time=0:07:29.998789 2021-04-10 03:37:48,185 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 03:37:48,990 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.25ms, fps=3179 images/s, loss=0.3528, top1-acc=88.75%, top5-acc=99.30%, remaining_time=0:00:14.979324, arrival_time=2021-04-10 03:38:03.969874, cost_time=0:00:00.805344 2021-04-10 03:37:49,606 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.56ms, fps=4162 images/s, loss=0.3503, top1-acc=88.77%, top5-acc=99.41%, remaining_time=0:00:12.505504, arrival_time=2021-04-10 03:38:02.111786, cost_time=0:00:01.421087 2021-04-10 03:37:50,215 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.32ms, fps=4207 images/s, loss=0.3437, top1-acc=89.00%, top5-acc=99.35%, remaining_time=0:00:11.233884, arrival_time=2021-04-10 03:38:01.449213, cost_time=0:00:02.030220 2021-04-10 03:37:50,827 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.61ms, fps=4183 images/s, loss=0.3421, top1-acc=89.11%, top5-acc=99.38%, remaining_time=0:00:10.306140, arrival_time=2021-04-10 03:38:01.133950, cost_time=0:00:02.642610 2021-04-10 03:37:51,436 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.35ms, fps=4212 images/s, loss=0.3399, top1-acc=89.24%, top5-acc=99.38%, remaining_time=0:00:09.492628, arrival_time=2021-04-10 03:38:00.928673, cost_time=0:00:03.250925 2021-04-10 03:37:52,044 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.47ms, fps=4211 images/s, loss=0.3461, top1-acc=89.02%, top5-acc=99.34%, remaining_time=0:00:08.747656, arrival_time=2021-04-10 03:38:00.792099, cost_time=0:00:03.859251 2021-04-10 03:37:52,654 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.77ms, fps=4202 images/s, loss=0.3461, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:08.044470, arrival_time=2021-04-10 03:38:00.698717, cost_time=0:00:04.469131 2021-04-10 03:37:53,265 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.38ms, fps=4192 images/s, loss=0.3471, top1-acc=88.84%, top5-acc=99.32%, remaining_time=0:00:07.366348, arrival_time=2021-04-10 03:38:00.631742, cost_time=0:00:05.080203 2021-04-10 03:37:53,876 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.30ms, fps=4195 images/s, loss=0.3471, top1-acc=88.85%, top5-acc=99.30%, remaining_time=0:00:06.702698, arrival_time=2021-04-10 03:38:00.578788, cost_time=0:00:05.690962 2021-04-10 03:37:54,486 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.54ms, fps=4196 images/s, loss=0.3460, top1-acc=88.87%, top5-acc=99.30%, remaining_time=0:00:06.049440, arrival_time=2021-04-10 03:38:00.536105, cost_time=0:00:06.301539 2021-04-10 03:37:55,097 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.64ms, fps=4192 images/s, loss=0.3456, top1-acc=88.86%, top5-acc=99.32%, remaining_time=0:00:05.404412, arrival_time=2021-04-10 03:38:00.502198, cost_time=0:00:06.912596 2021-04-10 03:37:55,704 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.49ms, fps=4226 images/s, loss=0.3469, top1-acc=88.84%, top5-acc=99.34%, remaining_time=0:00:04.762008, arrival_time=2021-04-10 03:38:00.466099, cost_time=0:00:07.518970 2021-04-10 03:37:56,312 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.42ms, fps=4213 images/s, loss=0.3477, top1-acc=88.82%, top5-acc=99.34%, remaining_time=0:00:04.126056, arrival_time=2021-04-10 03:38:00.438204, cost_time=0:00:08.127026 2021-04-10 03:37:56,924 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.56ms, fps=4185 images/s, loss=0.3488, top1-acc=88.76%, top5-acc=99.33%, remaining_time=0:00:03.495632, arrival_time=2021-04-10 03:38:00.419937, cost_time=0:00:08.739118 2021-04-10 03:37:57,534 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.55ms, fps=4199 images/s, loss=0.3490, top1-acc=88.72%, top5-acc=99.34%, remaining_time=0:00:02.867134, arrival_time=2021-04-10 03:38:00.401672, cost_time=0:00:09.349407 2021-04-10 03:37:58,142 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.49ms, fps=4217 images/s, loss=0.3524, top1-acc=88.59%, top5-acc=99.34%, remaining_time=0:00:02.240316, arrival_time=2021-04-10 03:38:00.382396, cost_time=0:00:09.956915 2021-04-10 03:37:58,752 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.45ms, fps=4195 images/s, loss=0.3532, top1-acc=88.55%, top5-acc=99.34%, remaining_time=0:00:01.616238, arrival_time=2021-04-10 03:38:00.369041, cost_time=0:00:10.567676 2021-04-10 03:37:59,367 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.07ms, fps=4168 images/s, loss=0.3529, top1-acc=88.60%, top5-acc=99.34%, remaining_time=0:00:00.993984, arrival_time=2021-04-10 03:38:00.361461, cost_time=0:00:11.182293 2021-04-10 03:37:59,975 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.19ms, fps=4212 images/s, loss=0.3544, top1-acc=88.54%, top5-acc=99.35%, remaining_time=0:00:00.372336, arrival_time=2021-04-10 03:38:00.348045, cost_time=0:00:11.790578 2021-04-10 03:38:00,311 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=0.06ms, fps=4059 images/s, loss=0.3543, top1-acc=88.53%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:00.311180, cost_time=0:00:12.126075 2021-04-10 03:38:00,675 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.29ms, fps=7050 images/s, loss=0.6971, top1-acc=79.02%, top5-acc=98.67%, remaining_time=0:00:01.089360, arrival_time=2021-04-10 03:38:01.764495, cost_time=0:00:00.363119 2021-04-10 03:38:00,908 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.50ms, fps=10969 images/s, loss=0.6998, top1-acc=78.71%, top5-acc=98.67%, remaining_time=0:00:00.596840, arrival_time=2021-04-10 03:38:01.505683, cost_time=0:00:00.596843 2021-04-10 03:38:01,141 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=0.31ms, fps=11026 images/s, loss=0.6842, top1-acc=79.44%, top5-acc=98.72%, remaining_time=0:00:00.276460, arrival_time=2021-04-10 03:38:01.417862, cost_time=0:00:00.829386 2021-04-10 03:38:01,352 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.06ms, fps=11034 images/s, loss=0.6750, top1-acc=79.58%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:01.351974, cost_time=0:00:01.039984 2021-04-10 03:38:01,871 INFO : Epoch=0033 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:39:06.535203, arrival_time=2021-04-10 04:17:08.407121, cost_time=0:07:43.686591 2021-04-10 03:38:01,872 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 03:38:02,652 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.25ms, fps=3282 images/s, loss=0.3797, top1-acc=87.89%, top5-acc=99.14%, remaining_time=0:00:14.507628, arrival_time=2021-04-10 03:38:17.160226, cost_time=0:00:00.779981 2021-04-10 03:38:03,260 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.46ms, fps=4212 images/s, loss=0.3706, top1-acc=88.36%, top5-acc=99.32%, remaining_time=0:00:12.216160, arrival_time=2021-04-10 03:38:15.476935, cost_time=0:00:01.388200 2021-04-10 03:38:03,869 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.47ms, fps=4212 images/s, loss=0.3576, top1-acc=88.66%, top5-acc=99.43%, remaining_time=0:00:11.047466, arrival_time=2021-04-10 03:38:14.916577, cost_time=0:00:01.996519 2021-04-10 03:38:04,478 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=2.04ms, fps=4201 images/s, loss=0.3446, top1-acc=89.01%, top5-acc=99.46%, remaining_time=0:00:10.164804, arrival_time=2021-04-10 03:38:14.643735, cost_time=0:00:02.606377 2021-04-10 03:38:05,090 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.46ms, fps=4189 images/s, loss=0.3469, top1-acc=88.79%, top5-acc=99.45%, remaining_time=0:00:09.396414, arrival_time=2021-04-10 03:38:14.486896, cost_time=0:00:03.217928 2021-04-10 03:38:05,705 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.53ms, fps=4166 images/s, loss=0.3467, top1-acc=88.77%, top5-acc=99.44%, remaining_time=0:00:08.687816, arrival_time=2021-04-10 03:38:14.393224, cost_time=0:00:03.832854 2021-04-10 03:38:06,320 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.32ms, fps=4165 images/s, loss=0.3488, top1-acc=88.64%, top5-acc=99.43%, remaining_time=0:00:08.006040, arrival_time=2021-04-10 03:38:14.326416, cost_time=0:00:04.447835 2021-04-10 03:38:06,929 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.95ms, fps=4209 images/s, loss=0.3522, top1-acc=88.53%, top5-acc=99.45%, remaining_time=0:00:07.331780, arrival_time=2021-04-10 03:38:14.260818, cost_time=0:00:05.056425 2021-04-10 03:38:07,537 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.69ms, fps=4209 images/s, loss=0.3522, top1-acc=88.47%, top5-acc=99.44%, remaining_time=0:00:06.672382, arrival_time=2021-04-10 03:38:14.210174, cost_time=0:00:05.665195 2021-04-10 03:38:08,146 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.32ms, fps=4212 images/s, loss=0.3522, top1-acc=88.51%, top5-acc=99.46%, remaining_time=0:00:06.022560, arrival_time=2021-04-10 03:38:14.168648, cost_time=0:00:06.273537 2021-04-10 03:38:08,757 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.49ms, fps=4188 images/s, loss=0.3529, top1-acc=88.52%, top5-acc=99.42%, remaining_time=0:00:05.382998, arrival_time=2021-04-10 03:38:14.140776, cost_time=0:00:06.885235 2021-04-10 03:38:09,365 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.47ms, fps=4216 images/s, loss=0.3528, top1-acc=88.54%, top5-acc=99.42%, remaining_time=0:00:04.745516, arrival_time=2021-04-10 03:38:14.110940, cost_time=0:00:07.492871 2021-04-10 03:38:09,975 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.58ms, fps=4197 images/s, loss=0.3536, top1-acc=88.54%, top5-acc=99.41%, remaining_time=0:00:04.113978, arrival_time=2021-04-10 03:38:14.089820, cost_time=0:00:08.103284 2021-04-10 03:38:10,587 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.43ms, fps=4189 images/s, loss=0.3526, top1-acc=88.55%, top5-acc=99.43%, remaining_time=0:00:03.485944, arrival_time=2021-04-10 03:38:14.073302, cost_time=0:00:08.714811 2021-04-10 03:38:11,200 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.54ms, fps=4177 images/s, loss=0.3528, top1-acc=88.54%, top5-acc=99.44%, remaining_time=0:00:02.860648, arrival_time=2021-04-10 03:38:14.061394, cost_time=0:00:09.328126 2021-04-10 03:38:11,812 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.55ms, fps=4190 images/s, loss=0.3530, top1-acc=88.53%, top5-acc=99.43%, remaining_time=0:00:02.236428, arrival_time=2021-04-10 03:38:14.048694, cost_time=0:00:09.939694 2021-04-10 03:38:12,430 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.37ms, fps=4147 images/s, loss=0.3548, top1-acc=88.48%, top5-acc=99.42%, remaining_time=0:00:01.614678, arrival_time=2021-04-10 03:38:14.044741, cost_time=0:00:10.557523 2021-04-10 03:38:13,042 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.28ms, fps=4186 images/s, loss=0.3559, top1-acc=88.45%, top5-acc=99.41%, remaining_time=0:00:00.992848, arrival_time=2021-04-10 03:38:14.034895, cost_time=0:00:11.169498 2021-04-10 03:38:13,655 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.20ms, fps=4175 images/s, loss=0.3558, top1-acc=88.45%, top5-acc=99.41%, remaining_time=0:00:00.372096, arrival_time=2021-04-10 03:38:14.027682, cost_time=0:00:11.783004 2021-04-10 03:38:13,988 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=0.05ms, fps=4093 images/s, loss=0.3555, top1-acc=88.47%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:13.988326, cost_time=0:00:12.115796 2021-04-10 03:38:14,298 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.22ms, fps=8286 images/s, loss=0.7946, top1-acc=77.23%, top5-acc=98.09%, remaining_time=0:00:00.926850, arrival_time=2021-04-10 03:38:15.224965, cost_time=0:00:00.308948 2021-04-10 03:38:14,527 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.49ms, fps=11199 images/s, loss=0.7999, top1-acc=76.93%, top5-acc=98.01%, remaining_time=0:00:00.537880, arrival_time=2021-04-10 03:38:15.064919, cost_time=0:00:00.537883 2021-04-10 03:38:14,755 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.22ms, fps=11212 images/s, loss=0.8104, top1-acc=76.68%, top5-acc=98.12%, remaining_time=0:00:00.255510, arrival_time=2021-04-10 03:38:15.011192, cost_time=0:00:00.766521 2021-04-10 03:38:14,964 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.06ms, fps=11123 images/s, loss=0.8175, top1-acc=76.45%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:14.964569, cost_time=0:00:00.975421 2021-04-10 03:38:15,470 INFO : Epoch=0034 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:38:50.272310, arrival_time=2021-04-10 04:17:05.742327, cost_time=0:07:57.284692 2021-04-10 03:38:15,470 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 03:38:16,271 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.92ms, fps=3197 images/s, loss=0.3530, top1-acc=88.67%, top5-acc=99.10%, remaining_time=0:00:14.892090, arrival_time=2021-04-10 03:38:31.163420, cost_time=0:00:00.800646 2021-04-10 03:38:16,889 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.41ms, fps=4147 images/s, loss=0.3360, top1-acc=88.77%, top5-acc=99.32%, remaining_time=0:00:12.482272, arrival_time=2021-04-10 03:38:29.371412, cost_time=0:00:01.418449 2021-04-10 03:38:17,505 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.50ms, fps=4160 images/s, loss=0.3377, top1-acc=88.79%, top5-acc=99.39%, remaining_time=0:00:11.256792, arrival_time=2021-04-10 03:38:28.761907, cost_time=0:00:02.034371 2021-04-10 03:38:18,122 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.40ms, fps=4149 images/s, loss=0.3355, top1-acc=88.85%, top5-acc=99.44%, remaining_time=0:00:10.343736, arrival_time=2021-04-10 03:38:28.466606, cost_time=0:00:02.652222 2021-04-10 03:38:18,733 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.91ms, fps=4199 images/s, loss=0.3328, top1-acc=88.97%, top5-acc=99.52%, remaining_time=0:00:09.526062, arrival_time=2021-04-10 03:38:28.259074, cost_time=0:00:03.262342 2021-04-10 03:38:19,346 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.28ms, fps=4175 images/s, loss=0.3329, top1-acc=89.07%, top5-acc=99.54%, remaining_time=0:00:08.785464, arrival_time=2021-04-10 03:38:28.132070, cost_time=0:00:03.875963 2021-04-10 03:38:19,954 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.95ms, fps=4216 images/s, loss=0.3337, top1-acc=88.95%, top5-acc=99.53%, remaining_time=0:00:08.070426, arrival_time=2021-04-10 03:38:28.024775, cost_time=0:00:04.483562 2021-04-10 03:38:20,566 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.48ms, fps=4186 images/s, loss=0.3371, top1-acc=88.79%, top5-acc=99.51%, remaining_time=0:00:07.389084, arrival_time=2021-04-10 03:38:27.955671, cost_time=0:00:05.095958 2021-04-10 03:38:21,176 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.28ms, fps=4204 images/s, loss=0.3391, top1-acc=88.67%, top5-acc=99.51%, remaining_time=0:00:06.719552, arrival_time=2021-04-10 03:38:27.895547, cost_time=0:00:05.705294 2021-04-10 03:38:21,782 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.30ms, fps=4228 images/s, loss=0.3431, top1-acc=88.62%, top5-acc=99.48%, remaining_time=0:00:06.058944, arrival_time=2021-04-10 03:38:27.840988, cost_time=0:00:06.311396 2021-04-10 03:38:22,391 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.31ms, fps=4203 images/s, loss=0.3435, top1-acc=88.66%, top5-acc=99.48%, remaining_time=0:00:05.410862, arrival_time=2021-04-10 03:38:27.802405, cost_time=0:00:06.920915 2021-04-10 03:38:22,999 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.32ms, fps=4213 images/s, loss=0.3420, top1-acc=88.69%, top5-acc=99.46%, remaining_time=0:00:04.768392, arrival_time=2021-04-10 03:38:27.768092, cost_time=0:00:07.528992 2021-04-10 03:38:23,611 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.01ms, fps=4190 images/s, loss=0.3419, top1-acc=88.68%, top5-acc=99.45%, remaining_time=0:00:04.132920, arrival_time=2021-04-10 03:38:27.744210, cost_time=0:00:08.140612 2021-04-10 03:38:24,217 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.57ms, fps=4226 images/s, loss=0.3423, top1-acc=88.71%, top5-acc=99.45%, remaining_time=0:00:03.498768, arrival_time=2021-04-10 03:38:27.716284, cost_time=0:00:08.746886 2021-04-10 03:38:24,824 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.55ms, fps=4223 images/s, loss=0.3431, top1-acc=88.70%, top5-acc=99.42%, remaining_time=0:00:02.868422, arrival_time=2021-04-10 03:38:27.692659, cost_time=0:00:09.353529 2021-04-10 03:38:25,430 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.35ms, fps=4227 images/s, loss=0.3433, top1-acc=88.71%, top5-acc=99.42%, remaining_time=0:00:02.240928, arrival_time=2021-04-10 03:38:27.671272, cost_time=0:00:09.959707 2021-04-10 03:38:26,039 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.38ms, fps=4203 images/s, loss=0.3427, top1-acc=88.75%, top5-acc=99.42%, remaining_time=0:00:01.616472, arrival_time=2021-04-10 03:38:27.656265, cost_time=0:00:10.569161 2021-04-10 03:38:26,653 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.43ms, fps=4178 images/s, loss=0.3417, top1-acc=88.77%, top5-acc=99.42%, remaining_time=0:00:00.993984, arrival_time=2021-04-10 03:38:27.646953, cost_time=0:00:11.182267 2021-04-10 03:38:27,259 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.18ms, fps=4228 images/s, loss=0.3427, top1-acc=88.73%, top5-acc=99.42%, remaining_time=0:00:00.372264, arrival_time=2021-04-10 03:38:27.631262, cost_time=0:00:11.788367 2021-04-10 03:38:27,588 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.06ms, fps=4135 images/s, loss=0.3439, top1-acc=88.71%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:27.588227, cost_time=0:00:12.117613 2021-04-10 03:38:27,921 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.20ms, fps=7705 images/s, loss=0.5747, top1-acc=81.87%, top5-acc=99.26%, remaining_time=0:00:00.996720, arrival_time=2021-04-10 03:38:28.918018, cost_time=0:00:00.332244 2021-04-10 03:38:28,181 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.38ms, fps=9867 images/s, loss=0.5916, top1-acc=81.86%, top5-acc=99.12%, remaining_time=0:00:00.592040, arrival_time=2021-04-10 03:38:28.773164, cost_time=0:00:00.592045 2021-04-10 03:38:28,430 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=0.38ms, fps=10269 images/s, loss=0.5821, top1-acc=81.98%, top5-acc=99.10%, remaining_time=0:00:00.280590, arrival_time=2021-04-10 03:38:28.711458, cost_time=0:00:00.841771 2021-04-10 03:38:28,640 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.06ms, fps=11082 images/s, loss=0.5788, top1-acc=82.29%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:28.640637, cost_time=0:00:01.051607 2021-04-10 03:38:29,096 INFO : Epoch=0035 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:38:34.297095, arrival_time=2021-04-10 04:17:03.393923, cost_time=0:08:10.911501 2021-04-10 03:38:29,097 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 03:38:29,858 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=2.43ms, fps=3366 images/s, loss=0.3256, top1-acc=89.80%, top5-acc=99.57%, remaining_time=0:00:14.147346, arrival_time=2021-04-10 03:38:44.005483, cost_time=0:00:00.760608 2021-04-10 03:38:30,468 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.30ms, fps=4196 images/s, loss=0.3281, top1-acc=89.51%, top5-acc=99.47%, remaining_time=0:00:12.068496, arrival_time=2021-04-10 03:38:42.537394, cost_time=0:00:01.371419 2021-04-10 03:38:31,077 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.56ms, fps=4212 images/s, loss=0.3283, top1-acc=89.49%, top5-acc=99.41%, remaining_time=0:00:10.954340, arrival_time=2021-04-10 03:38:42.031499, cost_time=0:00:01.979692 2021-04-10 03:38:31,686 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.48ms, fps=4201 images/s, loss=0.3348, top1-acc=89.37%, top5-acc=99.45%, remaining_time=0:00:10.099128, arrival_time=2021-04-10 03:38:41.786073, cost_time=0:00:02.589500 2021-04-10 03:38:32,294 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.33ms, fps=4218 images/s, loss=0.3334, top1-acc=89.29%, top5-acc=99.48%, remaining_time=0:00:09.334510, arrival_time=2021-04-10 03:38:41.628731, cost_time=0:00:03.196759 2021-04-10 03:38:32,908 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.57ms, fps=4172 images/s, loss=0.3302, top1-acc=89.26%, top5-acc=99.48%, remaining_time=0:00:08.637632, arrival_time=2021-04-10 03:38:41.545848, cost_time=0:00:03.810738 2021-04-10 03:38:33,518 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.47ms, fps=4196 images/s, loss=0.3320, top1-acc=89.14%, top5-acc=99.45%, remaining_time=0:00:07.958160, arrival_time=2021-04-10 03:38:41.476872, cost_time=0:00:04.421196 2021-04-10 03:38:34,127 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.56ms, fps=4208 images/s, loss=0.3318, top1-acc=89.13%, top5-acc=99.45%, remaining_time=0:00:07.293732, arrival_time=2021-04-10 03:38:41.421338, cost_time=0:00:05.030153 2021-04-10 03:38:34,736 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.42ms, fps=4208 images/s, loss=0.3353, top1-acc=89.01%, top5-acc=99.42%, remaining_time=0:00:06.641430, arrival_time=2021-04-10 03:38:41.377837, cost_time=0:00:05.638943 2021-04-10 03:38:35,342 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.50ms, fps=4224 images/s, loss=0.3332, top1-acc=89.10%, top5-acc=99.41%, remaining_time=0:00:05.995488, arrival_time=2021-04-10 03:38:41.338290, cost_time=0:00:06.245339 2021-04-10 03:38:35,951 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.39ms, fps=4207 images/s, loss=0.3332, top1-acc=89.12%, top5-acc=99.41%, remaining_time=0:00:05.358832, arrival_time=2021-04-10 03:38:41.310611, cost_time=0:00:06.854288 2021-04-10 03:38:36,562 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.33ms, fps=4197 images/s, loss=0.3339, top1-acc=89.09%, top5-acc=99.43%, remaining_time=0:00:04.727580, arrival_time=2021-04-10 03:38:41.289761, cost_time=0:00:07.464653 2021-04-10 03:38:37,171 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.90ms, fps=4203 images/s, loss=0.3352, top1-acc=89.08%, top5-acc=99.41%, remaining_time=0:00:04.099260, arrival_time=2021-04-10 03:38:41.271058, cost_time=0:00:08.074308 2021-04-10 03:38:37,784 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.40ms, fps=4184 images/s, loss=0.3376, top1-acc=88.96%, top5-acc=99.41%, remaining_time=0:00:03.474632, arrival_time=2021-04-10 03:38:41.258658, cost_time=0:00:08.686557 2021-04-10 03:38:38,400 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=2.13ms, fps=4153 images/s, loss=0.3405, top1-acc=88.87%, top5-acc=99.40%, remaining_time=0:00:02.853058, arrival_time=2021-04-10 03:38:41.253907, cost_time=0:00:09.303389 2021-04-10 03:38:39,014 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.69ms, fps=4174 images/s, loss=0.3420, top1-acc=88.83%, top5-acc=99.39%, remaining_time=0:00:02.231352, arrival_time=2021-04-10 03:38:41.245970, cost_time=0:00:09.917166 2021-04-10 03:38:39,628 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.82ms, fps=4174 images/s, loss=0.3430, top1-acc=88.78%, top5-acc=99.39%, remaining_time=0:00:01.610596, arrival_time=2021-04-10 03:38:41.238892, cost_time=0:00:10.530774 2021-04-10 03:38:40,243 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.04ms, fps=4164 images/s, loss=0.3428, top1-acc=88.81%, top5-acc=99.39%, remaining_time=0:00:00.990768, arrival_time=2021-04-10 03:38:41.234338, cost_time=0:00:11.146076 2021-04-10 03:38:40,853 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.32ms, fps=4200 images/s, loss=0.3425, top1-acc=88.83%, top5-acc=99.40%, remaining_time=0:00:00.371244, arrival_time=2021-04-10 03:38:41.224852, cost_time=0:00:11.756081 2021-04-10 03:38:41,185 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=0.06ms, fps=4106 images/s, loss=0.3420, top1-acc=88.81%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:41.185344, cost_time=0:00:12.087897 2021-04-10 03:38:41,538 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.19ms, fps=7258 images/s, loss=0.6020, top1-acc=80.78%, top5-acc=98.28%, remaining_time=0:00:01.058070, arrival_time=2021-04-10 03:38:42.596940, cost_time=0:00:00.352688 2021-04-10 03:38:41,770 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.16ms, fps=11060 images/s, loss=0.6218, top1-acc=80.37%, top5-acc=98.40%, remaining_time=0:00:00.584520, arrival_time=2021-04-10 03:38:42.355224, cost_time=0:00:00.584517 2021-04-10 03:38:42,005 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=3.12ms, fps=10905 images/s, loss=0.6162, top1-acc=80.57%, top5-acc=98.27%, remaining_time=0:00:00.273210, arrival_time=2021-04-10 03:38:42.279002, cost_time=0:00:00.819618 2021-04-10 03:38:42,215 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.05ms, fps=11095 images/s, loss=0.6004, top1-acc=80.93%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:42.215210, cost_time=0:00:01.029061 2021-04-10 03:38:42,694 INFO : Epoch=0036 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:38:18.320436, arrival_time=2021-04-10 04:17:01.015131, cost_time=0:08:24.509369 2021-04-10 03:38:42,695 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 03:38:43,450 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.27ms, fps=3392 images/s, loss=0.3231, top1-acc=89.73%, top5-acc=99.37%, remaining_time=0:00:14.039094, arrival_time=2021-04-10 03:38:57.489192, cost_time=0:00:00.754787 2021-04-10 03:38:44,057 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.39ms, fps=4214 images/s, loss=0.3338, top1-acc=89.18%, top5-acc=99.34%, remaining_time=0:00:11.991056, arrival_time=2021-04-10 03:38:56.048981, cost_time=0:00:01.362621 2021-04-10 03:38:44,671 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.47ms, fps=4176 images/s, loss=0.3293, top1-acc=89.35%, top5-acc=99.34%, remaining_time=0:00:10.934254, arrival_time=2021-04-10 03:38:55.605630, cost_time=0:00:01.976065 2021-04-10 03:38:45,279 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.53ms, fps=4210 images/s, loss=0.3322, top1-acc=89.16%, top5-acc=99.38%, remaining_time=0:00:10.079472, arrival_time=2021-04-10 03:38:55.359251, cost_time=0:00:02.584461 2021-04-10 03:38:45,886 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.51ms, fps=4224 images/s, loss=0.3325, top1-acc=89.16%, top5-acc=99.35%, remaining_time=0:00:09.317428, arrival_time=2021-04-10 03:38:55.203710, cost_time=0:00:03.190924 2021-04-10 03:38:46,494 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.36ms, fps=4212 images/s, loss=0.3324, top1-acc=89.19%, top5-acc=99.35%, remaining_time=0:00:08.611384, arrival_time=2021-04-10 03:38:55.105979, cost_time=0:00:03.799156 2021-04-10 03:38:47,102 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.46ms, fps=4213 images/s, loss=0.3294, top1-acc=89.34%, top5-acc=99.36%, remaining_time=0:00:07.933212, arrival_time=2021-04-10 03:38:55.035856, cost_time=0:00:04.407337 2021-04-10 03:38:47,708 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.45ms, fps=4232 images/s, loss=0.3318, top1-acc=89.25%, top5-acc=99.37%, remaining_time=0:00:07.268328, arrival_time=2021-04-10 03:38:54.976266, cost_time=0:00:05.012603 2021-04-10 03:38:48,313 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.47ms, fps=4230 images/s, loss=0.3342, top1-acc=89.16%, top5-acc=99.36%, remaining_time=0:00:06.617050, arrival_time=2021-04-10 03:38:54.930645, cost_time=0:00:05.618273 2021-04-10 03:38:48,929 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.54ms, fps=4159 images/s, loss=0.3359, top1-acc=89.13%, top5-acc=99.37%, remaining_time=0:00:05.984832, arrival_time=2021-04-10 03:38:54.914298, cost_time=0:00:06.234154 2021-04-10 03:38:49,553 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.97ms, fps=4103 images/s, loss=0.3327, top1-acc=89.19%, top5-acc=99.39%, remaining_time=0:00:05.362100, arrival_time=2021-04-10 03:38:54.915945, cost_time=0:00:06.858520 2021-04-10 03:38:50,164 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.50ms, fps=4193 images/s, loss=0.3315, top1-acc=89.22%, top5-acc=99.40%, remaining_time=0:00:04.730620, arrival_time=2021-04-10 03:38:54.895374, cost_time=0:00:07.469438 2021-04-10 03:38:50,772 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.41ms, fps=4213 images/s, loss=0.3338, top1-acc=89.13%, top5-acc=99.41%, remaining_time=0:00:04.100844, arrival_time=2021-04-10 03:38:54.873598, cost_time=0:00:08.077429 2021-04-10 03:38:51,379 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.30ms, fps=4219 images/s, loss=0.3340, top1-acc=89.07%, top5-acc=99.41%, remaining_time=0:00:03.473848, arrival_time=2021-04-10 03:38:54.853745, cost_time=0:00:08.684585 2021-04-10 03:38:51,995 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.48ms, fps=4162 images/s, loss=0.3347, top1-acc=89.01%, top5-acc=99.41%, remaining_time=0:00:02.852000, arrival_time=2021-04-10 03:38:54.847328, cost_time=0:00:09.300011 2021-04-10 03:38:52,601 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.24ms, fps=4224 images/s, loss=0.3355, top1-acc=88.98%, top5-acc=99.41%, remaining_time=0:00:02.228940, arrival_time=2021-04-10 03:38:54.830701, cost_time=0:00:09.906452 2021-04-10 03:38:53,209 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.86ms, fps=4217 images/s, loss=0.3378, top1-acc=88.94%, top5-acc=99.41%, remaining_time=0:00:01.608022, arrival_time=2021-04-10 03:38:54.817335, cost_time=0:00:10.513941 2021-04-10 03:38:53,825 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.33ms, fps=4161 images/s, loss=0.3382, top1-acc=88.90%, top5-acc=99.41%, remaining_time=0:00:00.989312, arrival_time=2021-04-10 03:38:54.814324, cost_time=0:00:11.129687 2021-04-10 03:38:54,437 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.36ms, fps=4185 images/s, loss=0.3379, top1-acc=88.89%, top5-acc=99.41%, remaining_time=0:00:00.370794, arrival_time=2021-04-10 03:38:54.808104, cost_time=0:00:11.741831 2021-04-10 03:38:54,769 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=0.07ms, fps=4100 images/s, loss=0.3392, top1-acc=88.88%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:54.769661, cost_time=0:00:12.074318 2021-04-10 03:38:55,129 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=3.82ms, fps=7134 images/s, loss=0.5221, top1-acc=82.93%, top5-acc=99.02%, remaining_time=0:00:01.076550, arrival_time=2021-04-10 03:38:56.206316, cost_time=0:00:00.358848 2021-04-10 03:38:55,376 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=0.20ms, fps=10386 images/s, loss=0.5231, top1-acc=83.09%, top5-acc=98.96%, remaining_time=0:00:00.605820, arrival_time=2021-04-10 03:38:55.982495, cost_time=0:00:00.605821 2021-04-10 03:38:55,607 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.85ms, fps=11115 images/s, loss=0.5112, top1-acc=83.39%, top5-acc=98.89%, remaining_time=0:00:00.278820, arrival_time=2021-04-10 03:38:55.886203, cost_time=0:00:00.836453 2021-04-10 03:38:55,816 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.06ms, fps=11093 images/s, loss=0.5203, top1-acc=83.13%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:55.816946, cost_time=0:00:01.046102 2021-04-10 03:38:56,323 INFO : Epoch=0037 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:38:02.606523, arrival_time=2021-04-10 04:16:58.929544, cost_time=0:08:38.137681 2021-04-10 03:38:56,323 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 03:38:57,087 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.59ms, fps=3351 images/s, loss=0.3290, top1-acc=89.41%, top5-acc=99.37%, remaining_time=0:00:14.207238, arrival_time=2021-04-10 03:39:11.294784, cost_time=0:00:00.763827 2021-04-10 03:38:57,699 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.51ms, fps=4187 images/s, loss=0.3290, top1-acc=89.20%, top5-acc=99.36%, remaining_time=0:00:12.106688, arrival_time=2021-04-10 03:39:09.806129, cost_time=0:00:01.375764 2021-04-10 03:38:58,307 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.39ms, fps=4212 images/s, loss=0.3330, top1-acc=89.09%, top5-acc=99.31%, remaining_time=0:00:10.977912, arrival_time=2021-04-10 03:39:09.285521, cost_time=0:00:01.983947 2021-04-10 03:38:58,916 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.39ms, fps=4211 images/s, loss=0.3332, top1-acc=88.93%, top5-acc=99.32%, remaining_time=0:00:10.110048, arrival_time=2021-04-10 03:39:09.026099, cost_time=0:00:02.592315 2021-04-10 03:38:59,520 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.33ms, fps=4236 images/s, loss=0.3331, top1-acc=89.03%, top5-acc=99.29%, remaining_time=0:00:09.335970, arrival_time=2021-04-10 03:39:08.856867, cost_time=0:00:03.197241 2021-04-10 03:39:00,143 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.84ms, fps=4119 images/s, loss=0.3298, top1-acc=89.24%, top5-acc=99.35%, remaining_time=0:00:08.656672, arrival_time=2021-04-10 03:39:08.799600, cost_time=0:00:03.819127 2021-04-10 03:39:00,751 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.48ms, fps=4209 images/s, loss=0.3308, top1-acc=89.25%, top5-acc=99.36%, remaining_time=0:00:07.970760, arrival_time=2021-04-10 03:39:08.722627, cost_time=0:00:04.428210 2021-04-10 03:39:01,361 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.29ms, fps=4201 images/s, loss=0.3287, top1-acc=89.33%, top5-acc=99.39%, remaining_time=0:00:07.305100, arrival_time=2021-04-10 03:39:08.666832, cost_time=0:00:05.037997 2021-04-10 03:39:01,972 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.91ms, fps=4195 images/s, loss=0.3306, top1-acc=89.22%, top5-acc=99.40%, remaining_time=0:00:06.653090, arrival_time=2021-04-10 03:39:08.625667, cost_time=0:00:05.648850 2021-04-10 03:39:02,584 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.59ms, fps=4191 images/s, loss=0.3312, top1-acc=89.19%, top5-acc=99.40%, remaining_time=0:00:06.009888, arrival_time=2021-04-10 03:39:08.593859, cost_time=0:00:06.260297 2021-04-10 03:39:03,198 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.36ms, fps=4172 images/s, loss=0.3344, top1-acc=89.11%, top5-acc=99.39%, remaining_time=0:00:05.374398, arrival_time=2021-04-10 03:39:08.572379, cost_time=0:00:06.874253 2021-04-10 03:39:03,805 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.49ms, fps=4219 images/s, loss=0.3325, top1-acc=89.14%, top5-acc=99.39%, remaining_time=0:00:04.738372, arrival_time=2021-04-10 03:39:08.543651, cost_time=0:00:07.481600 2021-04-10 03:39:04,415 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.30ms, fps=4197 images/s, loss=0.3345, top1-acc=89.08%, top5-acc=99.40%, remaining_time=0:00:04.108236, arrival_time=2021-04-10 03:39:08.524063, cost_time=0:00:08.091995 2021-04-10 03:39:05,024 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.45ms, fps=4208 images/s, loss=0.3354, top1-acc=89.05%, top5-acc=99.40%, remaining_time=0:00:03.480456, arrival_time=2021-04-10 03:39:08.505273, cost_time=0:00:08.701100 2021-04-10 03:39:05,642 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.44ms, fps=4149 images/s, loss=0.3364, top1-acc=89.01%, top5-acc=99.40%, remaining_time=0:00:02.857750, arrival_time=2021-04-10 03:39:08.500160, cost_time=0:00:09.318753 2021-04-10 03:39:06,252 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.60ms, fps=4199 images/s, loss=0.3384, top1-acc=88.99%, top5-acc=99.39%, remaining_time=0:00:02.233980, arrival_time=2021-04-10 03:39:08.486444, cost_time=0:00:09.928734 2021-04-10 03:39:06,870 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.31ms, fps=4148 images/s, loss=0.3396, top1-acc=88.98%, top5-acc=99.38%, remaining_time=0:00:01.612988, arrival_time=2021-04-10 03:39:08.483224, cost_time=0:00:10.546504 2021-04-10 03:39:07,480 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.33ms, fps=4199 images/s, loss=0.3376, top1-acc=89.05%, top5-acc=99.39%, remaining_time=0:00:00.991712, arrival_time=2021-04-10 03:39:08.472205, cost_time=0:00:11.156841 2021-04-10 03:39:08,089 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.34ms, fps=4208 images/s, loss=0.3380, top1-acc=89.03%, top5-acc=99.40%, remaining_time=0:00:00.371544, arrival_time=2021-04-10 03:39:08.460713, cost_time=0:00:11.765507 2021-04-10 03:39:08,422 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=0.09ms, fps=4085 images/s, loss=0.3386, top1-acc=89.01%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:08.422603, cost_time=0:00:12.098829 2021-04-10 03:39:08,755 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.32ms, fps=7712 images/s, loss=0.4880, top1-acc=84.14%, top5-acc=99.14%, remaining_time=0:00:00.995820, arrival_time=2021-04-10 03:39:09.751696, cost_time=0:00:00.331941 2021-04-10 03:39:08,994 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.37ms, fps=10739 images/s, loss=0.5278, top1-acc=83.42%, top5-acc=99.14%, remaining_time=0:00:00.570700, arrival_time=2021-04-10 03:39:09.565378, cost_time=0:00:00.570700 2021-04-10 03:39:09,256 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=0.19ms, fps=9788 images/s, loss=0.5300, top1-acc=83.31%, top5-acc=99.04%, remaining_time=0:00:00.277570, arrival_time=2021-04-10 03:39:09.534207, cost_time=0:00:00.832717 2021-04-10 03:39:09,480 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.05ms, fps=10400 images/s, loss=0.5478, top1-acc=82.93%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:09.480022, cost_time=0:00:01.056123 2021-04-10 03:39:09,982 INFO : Epoch=0038 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:37:47.135568, arrival_time=2021-04-10 04:16:57.118111, cost_time=0:08:51.797217 2021-04-10 03:39:09,983 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 03:39:10,772 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.35ms, fps=3244 images/s, loss=0.3088, top1-acc=89.88%, top5-acc=99.57%, remaining_time=0:00:14.676516, arrival_time=2021-04-10 03:39:25.448745, cost_time=0:00:00.789055 2021-04-10 03:39:11,378 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.34ms, fps=4225 images/s, loss=0.3211, top1-acc=89.53%, top5-acc=99.61%, remaining_time=0:00:12.278992, arrival_time=2021-04-10 03:39:23.657558, cost_time=0:00:01.395333 2021-04-10 03:39:11,986 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.44ms, fps=4213 images/s, loss=0.3217, top1-acc=89.61%, top5-acc=99.56%, remaining_time=0:00:11.086310, arrival_time=2021-04-10 03:39:23.073028, cost_time=0:00:02.003541 2021-04-10 03:39:12,602 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.07ms, fps=4160 images/s, loss=0.3251, top1-acc=89.49%, top5-acc=99.53%, remaining_time=0:00:10.215504, arrival_time=2021-04-10 03:39:22.818063, cost_time=0:00:02.619352 2021-04-10 03:39:13,216 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.38ms, fps=4172 images/s, loss=0.3273, top1-acc=89.45%, top5-acc=99.51%, remaining_time=0:00:09.441966, arrival_time=2021-04-10 03:39:22.658652, cost_time=0:00:03.233537 2021-04-10 03:39:13,824 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.51ms, fps=4212 images/s, loss=0.3343, top1-acc=89.26%, top5-acc=99.47%, remaining_time=0:00:08.707944, arrival_time=2021-04-10 03:39:22.532831, cost_time=0:00:03.841720 2021-04-10 03:39:14,429 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.37ms, fps=4241 images/s, loss=0.3315, top1-acc=89.29%, top5-acc=99.47%, remaining_time=0:00:08.002386, arrival_time=2021-04-10 03:39:22.431392, cost_time=0:00:04.445764 2021-04-10 03:39:15,045 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.39ms, fps=4155 images/s, loss=0.3318, top1-acc=89.27%, top5-acc=99.47%, remaining_time=0:00:07.340596, arrival_time=2021-04-10 03:39:22.386277, cost_time=0:00:05.062510 2021-04-10 03:39:15,663 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.35ms, fps=4148 images/s, loss=0.3320, top1-acc=89.23%, top5-acc=99.48%, remaining_time=0:00:06.689766, arrival_time=2021-04-10 03:39:22.352939, cost_time=0:00:05.680006 2021-04-10 03:39:16,276 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.03ms, fps=4179 images/s, loss=0.3322, top1-acc=89.25%, top5-acc=99.46%, remaining_time=0:00:06.041280, arrival_time=2021-04-10 03:39:22.317478, cost_time=0:00:06.293028 2021-04-10 03:39:16,889 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.27ms, fps=4175 images/s, loss=0.3341, top1-acc=89.15%, top5-acc=99.45%, remaining_time=0:00:05.399682, arrival_time=2021-04-10 03:39:22.289397, cost_time=0:00:06.906546 2021-04-10 03:39:17,495 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.40ms, fps=4228 images/s, loss=0.3358, top1-acc=89.13%, top5-acc=99.43%, remaining_time=0:00:04.757828, arrival_time=2021-04-10 03:39:22.253424, cost_time=0:00:07.512351 2021-04-10 03:39:18,105 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.52ms, fps=4202 images/s, loss=0.3340, top1-acc=89.19%, top5-acc=99.43%, remaining_time=0:00:04.123548, arrival_time=2021-04-10 03:39:22.228826, cost_time=0:00:08.122101 2021-04-10 03:39:18,711 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.37ms, fps=4223 images/s, loss=0.3354, top1-acc=89.16%, top5-acc=99.41%, remaining_time=0:00:03.491488, arrival_time=2021-04-10 03:39:22.203343, cost_time=0:00:08.728697 2021-04-10 03:39:19,320 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.22ms, fps=4207 images/s, loss=0.3356, top1-acc=89.12%, top5-acc=99.42%, remaining_time=0:00:02.863500, arrival_time=2021-04-10 03:39:22.184184, cost_time=0:00:09.337507 2021-04-10 03:39:19,927 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.19ms, fps=4225 images/s, loss=0.3339, top1-acc=89.18%, top5-acc=99.43%, remaining_time=0:00:02.237364, arrival_time=2021-04-10 03:39:22.164363, cost_time=0:00:09.943828 2021-04-10 03:39:20,532 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.37ms, fps=4231 images/s, loss=0.3334, top1-acc=89.14%, top5-acc=99.44%, remaining_time=0:00:01.613430, arrival_time=2021-04-10 03:39:22.145893, cost_time=0:00:10.549307 2021-04-10 03:39:21,140 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.49ms, fps=4212 images/s, loss=0.3339, top1-acc=89.13%, top5-acc=99.42%, remaining_time=0:00:00.991776, arrival_time=2021-04-10 03:39:22.132450, cost_time=0:00:11.157496 2021-04-10 03:39:21,753 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.33ms, fps=4182 images/s, loss=0.3340, top1-acc=89.14%, top5-acc=99.42%, remaining_time=0:00:00.371688, arrival_time=2021-04-10 03:39:22.124988, cost_time=0:00:11.770068 2021-04-10 03:39:22,085 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=0.06ms, fps=4100 images/s, loss=0.3345, top1-acc=89.13%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:22.085470, cost_time=0:00:12.102324 2021-04-10 03:39:22,410 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.48ms, fps=7897 images/s, loss=0.5501, top1-acc=82.27%, top5-acc=98.83%, remaining_time=0:00:00.972510, arrival_time=2021-04-10 03:39:23.383006, cost_time=0:00:00.324171 2021-04-10 03:39:22,642 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.19ms, fps=11053 images/s, loss=0.5513, top1-acc=82.48%, top5-acc=98.85%, remaining_time=0:00:00.556160, arrival_time=2021-04-10 03:39:23.198633, cost_time=0:00:00.556170 2021-04-10 03:39:22,871 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.32ms, fps=11214 images/s, loss=0.5488, top1-acc=82.37%, top5-acc=98.84%, remaining_time=0:00:00.261600, arrival_time=2021-04-10 03:39:23.132691, cost_time=0:00:00.784795 2021-04-10 03:39:23,078 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.05ms, fps=11206 images/s, loss=0.5378, top1-acc=82.55%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:23.078431, cost_time=0:00:00.992159 2021-04-10 03:39:23,580 INFO : Epoch=0039 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:37:31.502246, arrival_time=2021-04-10 04:16:55.082520, cost_time=0:09:05.394955 2021-04-10 03:39:23,580 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 03:39:24,351 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=2.17ms, fps=3324 images/s, loss=0.2984, top1-acc=90.23%, top5-acc=99.53%, remaining_time=0:00:14.326278, arrival_time=2021-04-10 03:39:38.677472, cost_time=0:00:00.770230 2021-04-10 03:39:24,960 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.37ms, fps=4207 images/s, loss=0.3024, top1-acc=90.31%, top5-acc=99.49%, remaining_time=0:00:12.136960, arrival_time=2021-04-10 03:39:37.097162, cost_time=0:00:01.379207 2021-04-10 03:39:25,570 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.71ms, fps=4198 images/s, loss=0.3179, top1-acc=89.96%, top5-acc=99.47%, remaining_time=0:00:11.009120, arrival_time=2021-04-10 03:39:36.579695, cost_time=0:00:01.989601 2021-04-10 03:39:26,176 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.55ms, fps=4226 images/s, loss=0.3254, top1-acc=89.56%, top5-acc=99.45%, remaining_time=0:00:10.124400, arrival_time=2021-04-10 03:39:36.301348, cost_time=0:00:02.596016 2021-04-10 03:39:26,787 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.49ms, fps=4194 images/s, loss=0.3246, top1-acc=89.67%, top5-acc=99.46%, remaining_time=0:00:09.363564, arrival_time=2021-04-10 03:39:36.151258, cost_time=0:00:03.206696 2021-04-10 03:39:27,395 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.34ms, fps=4216 images/s, loss=0.3254, top1-acc=89.70%, top5-acc=99.45%, remaining_time=0:00:08.645928, arrival_time=2021-04-10 03:39:36.041252, cost_time=0:00:03.814355 2021-04-10 03:39:28,008 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.81ms, fps=4179 images/s, loss=0.3259, top1-acc=89.61%, top5-acc=99.46%, remaining_time=0:00:07.969248, arrival_time=2021-04-10 03:39:35.977579, cost_time=0:00:04.427393 2021-04-10 03:39:28,613 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.50ms, fps=4234 images/s, loss=0.3245, top1-acc=89.71%, top5-acc=99.46%, remaining_time=0:00:07.297096, arrival_time=2021-04-10 03:39:35.910483, cost_time=0:00:05.032456 2021-04-10 03:39:29,223 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.56ms, fps=4196 images/s, loss=0.3201, top1-acc=89.81%, top5-acc=99.46%, remaining_time=0:00:06.646094, arrival_time=2021-04-10 03:39:35.869957, cost_time=0:00:05.642893 2021-04-10 03:39:29,829 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.22ms, fps=4228 images/s, loss=0.3198, top1-acc=89.87%, top5-acc=99.46%, remaining_time=0:00:05.998848, arrival_time=2021-04-10 03:39:35.828560, cost_time=0:00:06.248779 2021-04-10 03:39:30,436 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.30ms, fps=4218 images/s, loss=0.3213, top1-acc=89.81%, top5-acc=99.45%, remaining_time=0:00:05.360122, arrival_time=2021-04-10 03:39:35.797071, cost_time=0:00:06.856010 2021-04-10 03:39:31,049 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.62ms, fps=4182 images/s, loss=0.3220, top1-acc=89.76%, top5-acc=99.44%, remaining_time=0:00:04.730088, arrival_time=2021-04-10 03:39:35.779674, cost_time=0:00:07.468603 2021-04-10 03:39:31,663 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.35ms, fps=4176 images/s, loss=0.3226, top1-acc=89.74%, top5-acc=99.45%, remaining_time=0:00:04.103286, arrival_time=2021-04-10 03:39:35.766429, cost_time=0:00:08.082204 2021-04-10 03:39:32,275 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=2.20ms, fps=4185 images/s, loss=0.3229, top1-acc=89.68%, top5-acc=99.46%, remaining_time=0:00:03.477712, arrival_time=2021-04-10 03:39:35.752978, cost_time=0:00:08.694289 2021-04-10 03:39:32,894 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.37ms, fps=4142 images/s, loss=0.3248, top1-acc=89.65%, top5-acc=99.47%, remaining_time=0:00:02.856048, arrival_time=2021-04-10 03:39:35.750317, cost_time=0:00:09.313192 2021-04-10 03:39:33,503 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.52ms, fps=4207 images/s, loss=0.3245, top1-acc=89.62%, top5-acc=99.48%, remaining_time=0:00:02.232540, arrival_time=2021-04-10 03:39:35.735864, cost_time=0:00:09.922390 2021-04-10 03:39:34,111 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.38ms, fps=4213 images/s, loss=0.3247, top1-acc=89.60%, top5-acc=99.47%, remaining_time=0:00:01.610544, arrival_time=2021-04-10 03:39:35.721981, cost_time=0:00:10.530420 2021-04-10 03:39:34,726 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.50ms, fps=4168 images/s, loss=0.3256, top1-acc=89.56%, top5-acc=99.47%, remaining_time=0:00:00.990688, arrival_time=2021-04-10 03:39:35.716879, cost_time=0:00:11.145214 2021-04-10 03:39:35,343 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.09ms, fps=4153 images/s, loss=0.3271, top1-acc=89.46%, top5-acc=99.46%, remaining_time=0:00:00.371436, arrival_time=2021-04-10 03:39:35.714604, cost_time=0:00:11.762126 2021-04-10 03:39:35,674 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.05ms, fps=4106 images/s, loss=0.3269, top1-acc=89.46%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:35.674882, cost_time=0:00:12.093960 2021-04-10 03:39:35,994 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.52ms, fps=8034 images/s, loss=0.6333, top1-acc=80.39%, top5-acc=98.63%, remaining_time=0:00:00.955860, arrival_time=2021-04-10 03:39:36.950401, cost_time=0:00:00.318616 2021-04-10 03:39:36,225 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=0.27ms, fps=11084 images/s, loss=0.6579, top1-acc=80.12%, top5-acc=98.34%, remaining_time=0:00:00.549920, arrival_time=2021-04-10 03:39:36.775766, cost_time=0:00:00.549917 2021-04-10 03:39:36,470 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=6.69ms, fps=10477 images/s, loss=0.6532, top1-acc=80.18%, top5-acc=98.39%, remaining_time=0:00:00.264860, arrival_time=2021-04-10 03:39:36.735483, cost_time=0:00:00.794578 2021-04-10 03:39:36,685 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.08ms, fps=10835 images/s, loss=0.6386, top1-acc=80.18%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:36.685420, cost_time=0:00:01.009523 2021-04-10 03:39:37,209 INFO : Epoch=0040 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:37:16.097920, arrival_time=2021-04-10 04:16:53.307754, cost_time=0:09:19.024485 2021-04-10 03:39:37,210 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 03:39:37,979 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=2.17ms, fps=3328 images/s, loss=0.3506, top1-acc=88.67%, top5-acc=99.61%, remaining_time=0:00:14.306004, arrival_time=2021-04-10 03:39:52.285737, cost_time=0:00:00.769138 2021-04-10 03:39:38,588 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.37ms, fps=4211 images/s, loss=0.3383, top1-acc=88.87%, top5-acc=99.45%, remaining_time=0:00:12.121648, arrival_time=2021-04-10 03:39:50.709698, cost_time=0:00:01.377468 2021-04-10 03:39:39,199 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.49ms, fps=4190 images/s, loss=0.3204, top1-acc=89.43%, top5-acc=99.54%, remaining_time=0:00:11.004804, arrival_time=2021-04-10 03:39:50.204254, cost_time=0:00:01.988805 2021-04-10 03:39:39,812 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.54ms, fps=4179 images/s, loss=0.3180, top1-acc=89.56%, top5-acc=99.58%, remaining_time=0:00:10.147488, arrival_time=2021-04-10 03:39:49.960026, cost_time=0:00:02.601915 2021-04-10 03:39:40,427 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.30ms, fps=4170 images/s, loss=0.3173, top1-acc=89.58%, top5-acc=99.59%, remaining_time=0:00:09.391888, arrival_time=2021-04-10 03:39:49.818846, cost_time=0:00:03.216380 2021-04-10 03:39:41,037 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.33ms, fps=4197 images/s, loss=0.3177, top1-acc=89.64%, top5-acc=99.56%, remaining_time=0:00:08.673944, arrival_time=2021-04-10 03:39:49.711261, cost_time=0:00:03.826723 2021-04-10 03:39:41,657 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.38ms, fps=4132 images/s, loss=0.3211, top1-acc=89.53%, top5-acc=99.53%, remaining_time=0:00:08.003898, arrival_time=2021-04-10 03:39:49.661167, cost_time=0:00:04.446611 2021-04-10 03:39:42,266 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.54ms, fps=4206 images/s, loss=0.3236, top1-acc=89.45%, top5-acc=99.53%, remaining_time=0:00:07.330968, arrival_time=2021-04-10 03:39:49.597421, cost_time=0:00:05.055864 2021-04-10 03:39:42,879 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.28ms, fps=4176 images/s, loss=0.3249, top1-acc=89.44%, top5-acc=99.52%, remaining_time=0:00:06.677152, arrival_time=2021-04-10 03:39:49.556985, cost_time=0:00:05.669250 2021-04-10 03:39:43,491 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.86ms, fps=4186 images/s, loss=0.3235, top1-acc=89.46%, top5-acc=99.54%, remaining_time=0:00:06.029952, arrival_time=2021-04-10 03:39:49.521761, cost_time=0:00:06.281173 2021-04-10 03:39:44,107 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.38ms, fps=4161 images/s, loss=0.3245, top1-acc=89.42%, top5-acc=99.51%, remaining_time=0:00:05.392200, arrival_time=2021-04-10 03:39:49.499813, cost_time=0:00:06.896953 2021-04-10 03:39:44,714 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.55ms, fps=4222 images/s, loss=0.3264, top1-acc=89.31%, top5-acc=99.49%, remaining_time=0:00:04.752432, arrival_time=2021-04-10 03:39:49.466860, cost_time=0:00:07.503834 2021-04-10 03:39:45,324 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.78ms, fps=4196 images/s, loss=0.3269, top1-acc=89.24%, top5-acc=99.49%, remaining_time=0:00:04.119588, arrival_time=2021-04-10 03:39:49.444473, cost_time=0:00:08.114304 2021-04-10 03:39:45,931 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.45ms, fps=4220 images/s, loss=0.3257, top1-acc=89.30%, top5-acc=99.47%, remaining_time=0:00:03.488520, arrival_time=2021-04-10 03:39:49.420450, cost_time=0:00:08.721342 2021-04-10 03:39:46,541 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.32ms, fps=4205 images/s, loss=0.3254, top1-acc=89.30%, top5-acc=99.48%, remaining_time=0:00:02.861384, arrival_time=2021-04-10 03:39:49.402593, cost_time=0:00:09.330573 2021-04-10 03:39:47,150 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.59ms, fps=4207 images/s, loss=0.3258, top1-acc=89.29%, top5-acc=99.49%, remaining_time=0:00:02.236392, arrival_time=2021-04-10 03:39:49.386665, cost_time=0:00:09.939583 2021-04-10 03:39:47,757 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.31ms, fps=4220 images/s, loss=0.3277, top1-acc=89.26%, top5-acc=99.47%, remaining_time=0:00:01.613066, arrival_time=2021-04-10 03:39:49.370565, cost_time=0:00:10.546919 2021-04-10 03:39:48,366 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.32ms, fps=4208 images/s, loss=0.3315, top1-acc=89.17%, top5-acc=99.46%, remaining_time=0:00:00.991616, arrival_time=2021-04-10 03:39:49.357920, cost_time=0:00:11.155713 2021-04-10 03:39:48,975 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.06ms, fps=4206 images/s, loss=0.3318, top1-acc=89.16%, top5-acc=99.47%, remaining_time=0:00:00.371514, arrival_time=2021-04-10 03:39:49.346801, cost_time=0:00:11.764701 2021-04-10 03:39:49,309 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=0.06ms, fps=4078 images/s, loss=0.3330, top1-acc=89.12%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:49.309149, cost_time=0:00:12.098584 2021-04-10 03:39:49,625 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.21ms, fps=8111 images/s, loss=0.7542, top1-acc=77.85%, top5-acc=97.30%, remaining_time=0:00:00.946830, arrival_time=2021-04-10 03:39:50.572376, cost_time=0:00:00.315613 2021-04-10 03:39:49,862 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=2.77ms, fps=10804 images/s, loss=0.7452, top1-acc=78.18%, top5-acc=97.21%, remaining_time=0:00:00.552880, arrival_time=2021-04-10 03:39:50.415713, cost_time=0:00:00.552886 2021-04-10 03:39:50,092 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=2.52ms, fps=11163 images/s, loss=0.7318, top1-acc=78.42%, top5-acc=97.58%, remaining_time=0:00:00.260850, arrival_time=2021-04-10 03:39:50.353330, cost_time=0:00:00.782547 2021-04-10 03:39:50,300 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.05ms, fps=11164 images/s, loss=0.7155, top1-acc=78.54%, top5-acc=97.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:50.300651, cost_time=0:00:00.990670 2021-04-10 03:39:50,792 INFO : Epoch=0041 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:37:00.597021, arrival_time=2021-04-10 04:16:51.389135, cost_time=0:09:32.606786 2021-04-10 03:39:50,792 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 03:39:51,531 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.99ms, fps=3464 images/s, loss=0.3501, top1-acc=88.36%, top5-acc=99.53%, remaining_time=0:00:13.745958, arrival_time=2021-04-10 03:40:05.277774, cost_time=0:00:00.739029 2021-04-10 03:39:52,139 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.36ms, fps=4218 images/s, loss=0.3235, top1-acc=89.49%, top5-acc=99.51%, remaining_time=0:00:11.847968, arrival_time=2021-04-10 03:40:03.987119, cost_time=0:00:01.346365 2021-04-10 03:39:52,749 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.85ms, fps=4199 images/s, loss=0.3144, top1-acc=89.88%, top5-acc=99.51%, remaining_time=0:00:10.825524, arrival_time=2021-04-10 03:40:03.574715, cost_time=0:00:01.956411 2021-04-10 03:39:53,356 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.51ms, fps=4217 images/s, loss=0.3142, top1-acc=89.84%, top5-acc=99.52%, remaining_time=0:00:09.998820, arrival_time=2021-04-10 03:40:03.355404, cost_time=0:00:02.563810 2021-04-10 03:39:53,963 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.33ms, fps=4220 images/s, loss=0.3149, top1-acc=89.84%, top5-acc=99.52%, remaining_time=0:00:09.258882, arrival_time=2021-04-10 03:40:03.222519, cost_time=0:00:03.170858 2021-04-10 03:39:54,572 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.37ms, fps=4208 images/s, loss=0.3170, top1-acc=89.75%, top5-acc=99.52%, remaining_time=0:00:08.567184, arrival_time=2021-04-10 03:40:03.139625, cost_time=0:00:03.779665 2021-04-10 03:39:55,189 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.86ms, fps=4151 images/s, loss=0.3193, top1-acc=89.69%, top5-acc=99.50%, remaining_time=0:00:07.914060, arrival_time=2021-04-10 03:40:03.103558, cost_time=0:00:04.396717 2021-04-10 03:39:55,798 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.37ms, fps=4209 images/s, loss=0.3196, top1-acc=89.65%, top5-acc=99.47%, remaining_time=0:00:07.257772, arrival_time=2021-04-10 03:40:03.055872, cost_time=0:00:05.005325 2021-04-10 03:39:56,407 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.45ms, fps=4203 images/s, loss=0.3248, top1-acc=89.51%, top5-acc=99.42%, remaining_time=0:00:06.612916, arrival_time=2021-04-10 03:40:03.020507, cost_time=0:00:05.614752 2021-04-10 03:39:57,017 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.29ms, fps=4202 images/s, loss=0.3277, top1-acc=89.35%, top5-acc=99.42%, remaining_time=0:00:05.975616, arrival_time=2021-04-10 03:40:02.992988, cost_time=0:00:06.224602 2021-04-10 03:39:57,626 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.74ms, fps=4207 images/s, loss=0.3275, top1-acc=89.30%, top5-acc=99.43%, remaining_time=0:00:05.342578, arrival_time=2021-04-10 03:40:02.968895, cost_time=0:00:06.833550 2021-04-10 03:39:58,234 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.29ms, fps=4215 images/s, loss=0.3285, top1-acc=89.25%, top5-acc=99.43%, remaining_time=0:00:04.712836, arrival_time=2021-04-10 03:40:02.946919, cost_time=0:00:07.441310 2021-04-10 03:39:58,842 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.69ms, fps=4210 images/s, loss=0.3270, top1-acc=89.35%, top5-acc=99.44%, remaining_time=0:00:04.086852, arrival_time=2021-04-10 03:40:02.929440, cost_time=0:00:08.049817 2021-04-10 03:39:59,450 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.35ms, fps=4215 images/s, loss=0.3276, top1-acc=89.32%, top5-acc=99.44%, remaining_time=0:00:03.463040, arrival_time=2021-04-10 03:40:02.913363, cost_time=0:00:08.657558 2021-04-10 03:40:00,063 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.71ms, fps=4179 images/s, loss=0.3287, top1-acc=89.30%, top5-acc=99.43%, remaining_time=0:00:02.842938, arrival_time=2021-04-10 03:40:02.906151, cost_time=0:00:09.270439 2021-04-10 03:40:00,669 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.48ms, fps=4224 images/s, loss=0.3290, top1-acc=89.27%, top5-acc=99.44%, remaining_time=0:00:02.222280, arrival_time=2021-04-10 03:40:02.891902, cost_time=0:00:09.876856 2021-04-10 03:40:01,277 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.34ms, fps=4215 images/s, loss=0.3295, top1-acc=89.30%, top5-acc=99.44%, remaining_time=0:00:01.603524, arrival_time=2021-04-10 03:40:02.880983, cost_time=0:00:10.484618 2021-04-10 03:40:01,889 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.33ms, fps=4184 images/s, loss=0.3301, top1-acc=89.31%, top5-acc=99.43%, remaining_time=0:00:00.986400, arrival_time=2021-04-10 03:40:02.876218, cost_time=0:00:11.097032 2021-04-10 03:40:02,499 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.17ms, fps=4200 images/s, loss=0.3304, top1-acc=89.29%, top5-acc=99.44%, remaining_time=0:00:00.369696, arrival_time=2021-04-10 03:40:02.869437, cost_time=0:00:11.706984 2021-04-10 03:40:02,829 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.06ms, fps=4130 images/s, loss=0.3304, top1-acc=89.31%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:02.829396, cost_time=0:00:12.036640 2021-04-10 03:40:03,169 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.38ms, fps=7555 images/s, loss=0.5372, top1-acc=83.28%, top5-acc=98.83%, remaining_time=0:00:01.016550, arrival_time=2021-04-10 03:40:04.185764, cost_time=0:00:00.338846 2021-04-10 03:40:03,401 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.40ms, fps=11020 images/s, loss=0.5491, top1-acc=82.89%, top5-acc=99.00%, remaining_time=0:00:00.571600, arrival_time=2021-04-10 03:40:03.973449, cost_time=0:00:00.571590 2021-04-10 03:40:03,641 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=2.32ms, fps=10720 images/s, loss=0.5710, top1-acc=82.17%, top5-acc=98.83%, remaining_time=0:00:00.270230, arrival_time=2021-04-10 03:40:03.911191, cost_time=0:00:00.810698 2021-04-10 03:40:03,847 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.05ms, fps=11263 images/s, loss=0.5776, top1-acc=82.08%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:03.847237, cost_time=0:00:01.016996 2021-04-10 03:40:04,685 INFO : Epoch=0042 complete, best val top1-acc=83.36%, top5-acc=99.14% (epoch=17), remaining_time=0:36:46.359400, arrival_time=2021-04-10 04:16:51.045318, cost_time=0:09:46.500593 2021-04-10 03:40:04,686 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 03:40:05,449 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.91ms, fps=3356 images/s, loss=0.3139, top1-acc=89.14%, top5-acc=99.65%, remaining_time=0:00:14.188824, arrival_time=2021-04-10 03:40:19.638396, cost_time=0:00:00.762837 2021-04-10 03:40:06,061 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.47ms, fps=4188 images/s, loss=0.3146, top1-acc=89.34%, top5-acc=99.53%, remaining_time=0:00:12.098064, arrival_time=2021-04-10 03:40:18.159495, cost_time=0:00:01.374776 2021-04-10 03:40:06,671 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.33ms, fps=4201 images/s, loss=0.3118, top1-acc=89.43%, top5-acc=99.57%, remaining_time=0:00:10.982062, arrival_time=2021-04-10 03:40:17.653468, cost_time=0:00:01.984716 2021-04-10 03:40:07,280 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.35ms, fps=4204 images/s, loss=0.3156, top1-acc=89.35%, top5-acc=99.54%, remaining_time=0:00:10.117224, arrival_time=2021-04-10 03:40:17.398019, cost_time=0:00:02.594156 2021-04-10 03:40:07,893 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.43ms, fps=4179 images/s, loss=0.3176, top1-acc=89.40%, top5-acc=99.52%, remaining_time=0:00:09.364732, arrival_time=2021-04-10 03:40:17.258543, cost_time=0:00:03.207088 2021-04-10 03:40:08,508 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.89ms, fps=4173 images/s, loss=0.3190, top1-acc=89.36%, top5-acc=99.51%, remaining_time=0:00:08.661840, arrival_time=2021-04-10 03:40:17.169906, cost_time=0:00:03.821395 2021-04-10 03:40:09,123 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.37ms, fps=4168 images/s, loss=0.3191, top1-acc=89.43%, top5-acc=99.48%, remaining_time=0:00:07.984872, arrival_time=2021-04-10 03:40:17.107805, cost_time=0:00:04.436048 2021-04-10 03:40:09,734 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.47ms, fps=4194 images/s, loss=0.3202, top1-acc=89.39%, top5-acc=99.48%, remaining_time=0:00:07.318904, arrival_time=2021-04-10 03:40:17.053050, cost_time=0:00:05.047514 2021-04-10 03:40:10,356 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.36ms, fps=4114 images/s, loss=0.3162, top1-acc=89.57%, top5-acc=99.51%, remaining_time=0:00:06.678212, arrival_time=2021-04-10 03:40:17.035039, cost_time=0:00:05.670200 2021-04-10 03:40:10,966 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.04ms, fps=4200 images/s, loss=0.3166, top1-acc=89.53%, top5-acc=99.52%, remaining_time=0:00:06.028896, arrival_time=2021-04-10 03:40:16.995663, cost_time=0:00:06.280073 2021-04-10 03:40:11,575 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.35ms, fps=4213 images/s, loss=0.3179, top1-acc=89.52%, top5-acc=99.53%, remaining_time=0:00:05.385406, arrival_time=2021-04-10 03:40:16.960418, cost_time=0:00:06.888337 2021-04-10 03:40:12,184 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.35ms, fps=4202 images/s, loss=0.3191, top1-acc=89.48%, top5-acc=99.50%, remaining_time=0:00:04.748784, arrival_time=2021-04-10 03:40:16.933455, cost_time=0:00:07.498044 2021-04-10 03:40:12,792 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.91ms, fps=4213 images/s, loss=0.3214, top1-acc=89.42%, top5-acc=99.48%, remaining_time=0:00:04.115364, arrival_time=2021-04-10 03:40:16.908062, cost_time=0:00:08.106028 2021-04-10 03:40:13,411 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.45ms, fps=4144 images/s, loss=0.3230, top1-acc=89.38%, top5-acc=99.47%, remaining_time=0:00:03.489696, arrival_time=2021-04-10 03:40:16.900636, cost_time=0:00:08.724247 2021-04-10 03:40:14,019 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.44ms, fps=4213 images/s, loss=0.3238, top1-acc=89.38%, top5-acc=99.46%, remaining_time=0:00:02.861936, arrival_time=2021-04-10 03:40:16.881043, cost_time=0:00:09.332431 2021-04-10 03:40:14,632 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.53ms, fps=4179 images/s, loss=0.3241, top1-acc=89.36%, top5-acc=99.46%, remaining_time=0:00:02.237760, arrival_time=2021-04-10 03:40:16.869977, cost_time=0:00:09.945592 2021-04-10 03:40:15,243 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.34ms, fps=4191 images/s, loss=0.3242, top1-acc=89.39%, top5-acc=99.46%, remaining_time=0:00:01.614574, arrival_time=2021-04-10 03:40:16.858066, cost_time=0:00:10.556861 2021-04-10 03:40:15,858 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.41ms, fps=4164 images/s, loss=0.3243, top1-acc=89.40%, top5-acc=99.46%, remaining_time=0:00:00.993072, arrival_time=2021-04-10 03:40:16.851767, cost_time=0:00:11.171984 2021-04-10 03:40:16,467 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.17ms, fps=4212 images/s, loss=0.3248, top1-acc=89.35%, top5-acc=99.47%, remaining_time=0:00:00.372012, arrival_time=2021-04-10 03:40:16.838992, cost_time=0:00:11.780345 2021-04-10 03:40:16,797 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=0.06ms, fps=4117 images/s, loss=0.3243, top1-acc=89.35%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:16.797680, cost_time=0:00:12.111073 2021-04-10 03:40:17,121 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=10.48ms, fps=7940 images/s, loss=0.4639, top1-acc=85.23%, top5-acc=99.41%, remaining_time=0:00:00.967200, arrival_time=2021-04-10 03:40:18.088211, cost_time=0:00:00.322399 2021-04-10 03:40:17,356 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.18ms, fps=10875 images/s, loss=0.4510, top1-acc=85.55%, top5-acc=99.34%, remaining_time=0:00:00.558320, arrival_time=2021-04-10 03:40:17.915183, cost_time=0:00:00.558314 2021-04-10 03:40:17,588 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=3.03ms, fps=11046 images/s, loss=0.4543, top1-acc=85.57%, top5-acc=99.28%, remaining_time=0:00:00.263460, arrival_time=2021-04-10 03:40:17.852405, cost_time=0:00:00.790390 2021-04-10 03:40:17,797 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.05ms, fps=11130 images/s, loss=0.4601, top1-acc=85.46%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:17.797703, cost_time=0:00:00.999177 2021-04-10 03:40:18,857 INFO : Epoch=0043 complete, best val top1-acc=85.46%, top5-acc=99.34% (epoch=43), remaining_time=0:36:33.151055, arrival_time=2021-04-10 04:16:52.008328, cost_time=0:10:00.671939 2021-04-10 03:40:18,857 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 03:40:19,622 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.47ms, fps=3347 images/s, loss=0.3170, top1-acc=89.57%, top5-acc=99.45%, remaining_time=0:00:14.224350, arrival_time=2021-04-10 03:40:33.846994, cost_time=0:00:00.764749 2021-04-10 03:40:20,232 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.40ms, fps=4202 images/s, loss=0.3049, top1-acc=90.23%, top5-acc=99.59%, remaining_time=0:00:12.094192, arrival_time=2021-04-10 03:40:32.326537, cost_time=0:00:01.374331 2021-04-10 03:40:20,846 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.31ms, fps=4176 images/s, loss=0.3071, top1-acc=90.18%, top5-acc=99.56%, remaining_time=0:00:11.000322, arrival_time=2021-04-10 03:40:31.846249, cost_time=0:00:01.988006 2021-04-10 03:40:21,453 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.53ms, fps=4219 images/s, loss=0.3013, top1-acc=90.27%, top5-acc=99.59%, remaining_time=0:00:10.121748, arrival_time=2021-04-10 03:40:31.574946, cost_time=0:00:02.595305 2021-04-10 03:40:22,062 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.31ms, fps=4205 images/s, loss=0.3029, top1-acc=90.33%, top5-acc=99.53%, remaining_time=0:00:09.356848, arrival_time=2021-04-10 03:40:31.419223, cost_time=0:00:03.204423 2021-04-10 03:40:22,669 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.56ms, fps=4222 images/s, loss=0.3065, top1-acc=90.16%, top5-acc=99.51%, remaining_time=0:00:08.638856, arrival_time=2021-04-10 03:40:31.308011, cost_time=0:00:03.811266 2021-04-10 03:40:23,275 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.49ms, fps=4223 images/s, loss=0.3072, top1-acc=90.16%, top5-acc=99.49%, remaining_time=0:00:07.952238, arrival_time=2021-04-10 03:40:31.228030, cost_time=0:00:04.417905 2021-04-10 03:40:23,889 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.99ms, fps=4175 images/s, loss=0.3093, top1-acc=90.06%, top5-acc=99.51%, remaining_time=0:00:07.295588, arrival_time=2021-04-10 03:40:31.185044, cost_time=0:00:05.031429 2021-04-10 03:40:24,505 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=2.27ms, fps=4161 images/s, loss=0.3119, top1-acc=89.94%, top5-acc=99.50%, remaining_time=0:00:06.651394, arrival_time=2021-04-10 03:40:31.156729, cost_time=0:00:05.647395 2021-04-10 03:40:25,121 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.49ms, fps=4155 images/s, loss=0.3143, top1-acc=89.82%, top5-acc=99.49%, remaining_time=0:00:06.013440, arrival_time=2021-04-10 03:40:31.135372, cost_time=0:00:06.264028 2021-04-10 03:40:25,732 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.49ms, fps=4198 images/s, loss=0.3152, top1-acc=89.83%, top5-acc=99.48%, remaining_time=0:00:05.374398, arrival_time=2021-04-10 03:40:31.106637, cost_time=0:00:06.874280 2021-04-10 03:40:26,341 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.49ms, fps=4206 images/s, loss=0.3157, top1-acc=89.78%, top5-acc=99.50%, remaining_time=0:00:04.739588, arrival_time=2021-04-10 03:40:31.081053, cost_time=0:00:07.483574 2021-04-10 03:40:26,959 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.41ms, fps=4146 images/s, loss=0.3167, top1-acc=89.76%, top5-acc=99.50%, remaining_time=0:00:04.112988, arrival_time=2021-04-10 03:40:31.072276, cost_time=0:00:08.101391 2021-04-10 03:40:27,569 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.85ms, fps=4198 images/s, loss=0.3160, top1-acc=89.78%, top5-acc=99.51%, remaining_time=0:00:03.484656, arrival_time=2021-04-10 03:40:31.054292, cost_time=0:00:08.711610 2021-04-10 03:40:28,179 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.30ms, fps=4204 images/s, loss=0.3173, top1-acc=89.79%, top5-acc=99.49%, remaining_time=0:00:02.858532, arrival_time=2021-04-10 03:40:31.037777, cost_time=0:00:09.321346 2021-04-10 03:40:28,787 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.38ms, fps=4215 images/s, loss=0.3176, top1-acc=89.82%, top5-acc=99.49%, remaining_time=0:00:02.234052, arrival_time=2021-04-10 03:40:31.021154, cost_time=0:00:09.929148 2021-04-10 03:40:29,393 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.35ms, fps=4223 images/s, loss=0.3173, top1-acc=89.83%, top5-acc=99.49%, remaining_time=0:00:01.611376, arrival_time=2021-04-10 03:40:31.005146, cost_time=0:00:10.535872 2021-04-10 03:40:30,003 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.37ms, fps=4202 images/s, loss=0.3160, top1-acc=89.84%, top5-acc=99.50%, remaining_time=0:00:00.990720, arrival_time=2021-04-10 03:40:30.994219, cost_time=0:00:11.145531 2021-04-10 03:40:30,611 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.09ms, fps=4211 images/s, loss=0.3172, top1-acc=89.80%, top5-acc=99.49%, remaining_time=0:00:00.371178, arrival_time=2021-04-10 03:40:30.983096, cost_time=0:00:11.753982 2021-04-10 03:40:30,946 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.50ms, fps=4074 images/s, loss=0.3186, top1-acc=89.74%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:30.946288, cost_time=0:00:12.088350 2021-04-10 03:40:31,276 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.19ms, fps=7771 images/s, loss=0.7026, top1-acc=79.14%, top5-acc=98.95%, remaining_time=0:00:00.988260, arrival_time=2021-04-10 03:40:32.264912, cost_time=0:00:00.329422 2021-04-10 03:40:31,507 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.73ms, fps=11096 images/s, loss=0.7104, top1-acc=79.14%, top5-acc=98.77%, remaining_time=0:00:00.560520, arrival_time=2021-04-10 03:40:32.068255, cost_time=0:00:00.560523 2021-04-10 03:40:31,738 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.35ms, fps=11124 images/s, loss=0.7262, top1-acc=78.58%, top5-acc=98.79%, remaining_time=0:00:00.263660, arrival_time=2021-04-10 03:40:32.001849, cost_time=0:00:00.790971 2021-04-10 03:40:31,949 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.05ms, fps=10983 images/s, loss=0.7279, top1-acc=78.44%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:31.949733, cost_time=0:00:01.002547 2021-04-10 03:40:32,516 INFO : Epoch=0044 complete, best val top1-acc=85.46%, top5-acc=99.34% (epoch=43), remaining_time=0:36:18.081360, arrival_time=2021-04-10 04:16:50.597324, cost_time=0:10:14.330635 2021-04-10 03:40:32,516 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 03:40:33,335 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=3.35ms, fps=3126 images/s, loss=0.3216, top1-acc=89.34%, top5-acc=99.45%, remaining_time=0:00:15.232656, arrival_time=2021-04-10 03:40:48.568248, cost_time=0:00:00.818965 2021-04-10 03:40:33,942 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.35ms, fps=4224 images/s, loss=0.3127, top1-acc=89.45%, top5-acc=99.49%, remaining_time=0:00:12.543872, arrival_time=2021-04-10 03:40:46.485933, cost_time=0:00:01.425448 2021-04-10 03:40:34,548 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.38ms, fps=4223 images/s, loss=0.3164, top1-acc=89.49%, top5-acc=99.49%, remaining_time=0:00:11.244840, arrival_time=2021-04-10 03:40:45.793624, cost_time=0:00:02.032208 2021-04-10 03:40:35,155 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.32ms, fps=4222 images/s, loss=0.3174, top1-acc=89.53%, top5-acc=99.49%, remaining_time=0:00:10.291944, arrival_time=2021-04-10 03:40:45.447492, cost_time=0:00:02.638973 2021-04-10 03:40:35,767 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.64ms, fps=4186 images/s, loss=0.3155, top1-acc=89.62%, top5-acc=99.54%, remaining_time=0:00:09.492482, arrival_time=2021-04-10 03:40:45.260046, cost_time=0:00:03.250830 2021-04-10 03:40:36,378 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.33ms, fps=4197 images/s, loss=0.3170, top1-acc=89.61%, top5-acc=99.54%, remaining_time=0:00:08.752824, arrival_time=2021-04-10 03:40:45.130954, cost_time=0:00:03.861541 2021-04-10 03:40:36,987 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.38ms, fps=4203 images/s, loss=0.3128, top1-acc=89.67%, top5-acc=99.56%, remaining_time=0:00:08.047746, arrival_time=2021-04-10 03:40:45.035313, cost_time=0:00:04.470992 2021-04-10 03:40:37,602 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.84ms, fps=4167 images/s, loss=0.3146, top1-acc=89.65%, top5-acc=99.57%, remaining_time=0:00:07.374352, arrival_time=2021-04-10 03:40:44.976694, cost_time=0:00:05.085758 2021-04-10 03:40:38,218 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.84ms, fps=4156 images/s, loss=0.3158, top1-acc=89.64%, top5-acc=99.58%, remaining_time=0:00:06.715842, arrival_time=2021-04-10 03:40:44.934587, cost_time=0:00:05.702161 2021-04-10 03:40:38,827 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.36ms, fps=4210 images/s, loss=0.3155, top1-acc=89.60%, top5-acc=99.57%, remaining_time=0:00:06.058272, arrival_time=2021-04-10 03:40:44.885584, cost_time=0:00:06.310657 2021-04-10 03:40:39,433 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.30ms, fps=4224 images/s, loss=0.3170, top1-acc=89.60%, top5-acc=99.56%, remaining_time=0:00:05.408024, arrival_time=2021-04-10 03:40:44.841867, cost_time=0:00:06.917260 2021-04-10 03:40:40,044 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.79ms, fps=4195 images/s, loss=0.3185, top1-acc=89.58%, top5-acc=99.54%, remaining_time=0:00:04.767632, arrival_time=2021-04-10 03:40:44.812112, cost_time=0:00:07.527900 2021-04-10 03:40:40,653 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.57ms, fps=4205 images/s, loss=0.3214, top1-acc=89.54%, top5-acc=99.53%, remaining_time=0:00:04.131138, arrival_time=2021-04-10 03:40:44.784807, cost_time=0:00:08.137091 2021-04-10 03:40:41,264 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.36ms, fps=4197 images/s, loss=0.3198, top1-acc=89.58%, top5-acc=99.55%, remaining_time=0:00:03.498992, arrival_time=2021-04-10 03:40:44.763103, cost_time=0:00:08.747412 2021-04-10 03:40:41,875 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.59ms, fps=4194 images/s, loss=0.3210, top1-acc=89.54%, top5-acc=99.54%, remaining_time=0:00:02.869940, arrival_time=2021-04-10 03:40:44.745060, cost_time=0:00:09.358522 2021-04-10 03:40:42,483 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.69ms, fps=4209 images/s, loss=0.3218, top1-acc=89.50%, top5-acc=99.54%, remaining_time=0:00:02.242584, arrival_time=2021-04-10 03:40:44.726260, cost_time=0:00:09.967095 2021-04-10 03:40:43,092 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.32ms, fps=4205 images/s, loss=0.3223, top1-acc=89.49%, top5-acc=99.53%, remaining_time=0:00:01.617538, arrival_time=2021-04-10 03:40:44.710376, cost_time=0:00:10.576258 2021-04-10 03:40:43,699 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.35ms, fps=4221 images/s, loss=0.3238, top1-acc=89.46%, top5-acc=99.51%, remaining_time=0:00:00.994064, arrival_time=2021-04-10 03:40:44.693790, cost_time=0:00:11.183145 2021-04-10 03:40:44,307 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.06ms, fps=4212 images/s, loss=0.3221, top1-acc=89.53%, top5-acc=99.51%, remaining_time=0:00:00.372354, arrival_time=2021-04-10 03:40:44.680219, cost_time=0:00:11.791296 2021-04-10 03:40:44,645 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.07ms, fps=4039 images/s, loss=0.3224, top1-acc=89.53%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:44.644974, cost_time=0:00:12.128341 2021-04-10 03:40:44,949 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.25ms, fps=8441 images/s, loss=0.5895, top1-acc=82.46%, top5-acc=98.83%, remaining_time=0:00:00.909810, arrival_time=2021-04-10 03:40:45.859000, cost_time=0:00:00.303268 2021-04-10 03:40:45,183 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.26ms, fps=10944 images/s, loss=0.5588, top1-acc=82.95%, top5-acc=99.00%, remaining_time=0:00:00.537520, arrival_time=2021-04-10 03:40:45.720961, cost_time=0:00:00.537518 2021-04-10 03:40:45,416 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.20ms, fps=10986 images/s, loss=0.5640, top1-acc=83.02%, top5-acc=99.06%, remaining_time=0:00:00.256960, arrival_time=2021-04-10 03:40:45.673758, cost_time=0:00:00.770868 2021-04-10 03:40:45,626 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.06ms, fps=11072 images/s, loss=0.5802, top1-acc=82.81%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:45.626667, cost_time=0:00:00.980784 2021-04-10 03:40:46,145 INFO : Epoch=0045 complete, best val top1-acc=85.46%, top5-acc=99.34% (epoch=43), remaining_time=0:36:02.972765, arrival_time=2021-04-10 04:16:49.117956, cost_time=0:10:27.959834 2021-04-10 03:40:46,145 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 03:40:46,918 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.24ms, fps=3315 images/s, loss=0.3016, top1-acc=90.35%, top5-acc=99.57%, remaining_time=0:00:14.363478, arrival_time=2021-04-10 03:41:01.281785, cost_time=0:00:00.772227 2021-04-10 03:40:47,529 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.81ms, fps=4190 images/s, loss=0.3087, top1-acc=89.92%, top5-acc=99.57%, remaining_time=0:00:12.176208, arrival_time=2021-04-10 03:40:59.705994, cost_time=0:00:01.383652 2021-04-10 03:40:48,144 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.62ms, fps=4165 images/s, loss=0.3210, top1-acc=89.73%, top5-acc=99.53%, remaining_time=0:00:11.059916, arrival_time=2021-04-10 03:40:59.204789, cost_time=0:00:01.998783 2021-04-10 03:40:48,755 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.41ms, fps=4194 images/s, loss=0.3179, top1-acc=89.83%, top5-acc=99.55%, remaining_time=0:00:10.177440, arrival_time=2021-04-10 03:40:58.933108, cost_time=0:00:02.609582 2021-04-10 03:40:49,363 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.29ms, fps=4215 images/s, loss=0.3135, top1-acc=89.98%, top5-acc=99.58%, remaining_time=0:00:09.394516, arrival_time=2021-04-10 03:40:58.757906, cost_time=0:00:03.217311 2021-04-10 03:40:49,972 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.30ms, fps=4204 images/s, loss=0.3155, top1-acc=89.92%, top5-acc=99.58%, remaining_time=0:00:08.673536, arrival_time=2021-04-10 03:40:58.646243, cost_time=0:00:03.826569 2021-04-10 03:40:50,581 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.32ms, fps=4207 images/s, loss=0.3146, top1-acc=89.89%, top5-acc=99.58%, remaining_time=0:00:07.983990, arrival_time=2021-04-10 03:40:58.565642, cost_time=0:00:04.435553 2021-04-10 03:40:51,188 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.46ms, fps=4221 images/s, loss=0.3128, top1-acc=89.96%, top5-acc=99.58%, remaining_time=0:00:07.311712, arrival_time=2021-04-10 03:40:58.500349, cost_time=0:00:05.042534 2021-04-10 03:40:51,795 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.36ms, fps=4220 images/s, loss=0.3123, top1-acc=89.97%, top5-acc=99.54%, remaining_time=0:00:06.653938, arrival_time=2021-04-10 03:40:58.449556, cost_time=0:00:05.649532 2021-04-10 03:40:52,402 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.29ms, fps=4225 images/s, loss=0.3105, top1-acc=90.05%, top5-acc=99.53%, remaining_time=0:00:06.005664, arrival_time=2021-04-10 03:40:58.407642, cost_time=0:00:06.255894 2021-04-10 03:40:53,006 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.43ms, fps=4240 images/s, loss=0.3116, top1-acc=90.03%, top5-acc=99.51%, remaining_time=0:00:05.363304, arrival_time=2021-04-10 03:40:58.369446, cost_time=0:00:06.860064 2021-04-10 03:40:53,615 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.33ms, fps=4204 images/s, loss=0.3160, top1-acc=89.92%, top5-acc=99.49%, remaining_time=0:00:04.730544, arrival_time=2021-04-10 03:40:58.345958, cost_time=0:00:07.469338 2021-04-10 03:40:54,225 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.28ms, fps=4196 images/s, loss=0.3152, top1-acc=89.92%, top5-acc=99.50%, remaining_time=0:00:04.102032, arrival_time=2021-04-10 03:40:58.327855, cost_time=0:00:08.079746 2021-04-10 03:40:54,833 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.38ms, fps=4215 images/s, loss=0.3142, top1-acc=89.92%, top5-acc=99.51%, remaining_time=0:00:03.474968, arrival_time=2021-04-10 03:40:58.308473, cost_time=0:00:08.687424 2021-04-10 03:40:55,448 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.99ms, fps=4168 images/s, loss=0.3145, top1-acc=89.87%, top5-acc=99.52%, remaining_time=0:00:02.852644, arrival_time=2021-04-10 03:40:58.300953, cost_time=0:00:09.302062 2021-04-10 03:40:56,064 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.62ms, fps=4163 images/s, loss=0.3133, top1-acc=89.87%, top5-acc=99.53%, remaining_time=0:00:02.231532, arrival_time=2021-04-10 03:40:58.295547, cost_time=0:00:09.917931 2021-04-10 03:40:56,676 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.33ms, fps=4185 images/s, loss=0.3163, top1-acc=89.75%, top5-acc=99.52%, remaining_time=0:00:01.610466, arrival_time=2021-04-10 03:40:58.286610, cost_time=0:00:10.530020 2021-04-10 03:40:57,288 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.46ms, fps=4186 images/s, loss=0.3174, top1-acc=89.68%, top5-acc=99.52%, remaining_time=0:00:00.990416, arrival_time=2021-04-10 03:40:58.278615, cost_time=0:00:11.142107 2021-04-10 03:40:57,894 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.07ms, fps=4228 images/s, loss=0.3172, top1-acc=89.65%, top5-acc=99.52%, remaining_time=0:00:00.370992, arrival_time=2021-04-10 03:40:58.265114, cost_time=0:00:11.748058 2021-04-10 03:40:58,223 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=0.05ms, fps=4135 images/s, loss=0.3179, top1-acc=89.62%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:58.223355, cost_time=0:00:12.077297 2021-04-10 03:40:58,576 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=7.63ms, fps=7259 images/s, loss=0.4870, top1-acc=84.34%, top5-acc=99.06%, remaining_time=0:00:01.057890, arrival_time=2021-04-10 03:40:59.634680, cost_time=0:00:00.352629 2021-04-10 03:40:58,841 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.19ms, fps=9686 images/s, loss=0.5217, top1-acc=83.40%, top5-acc=98.95%, remaining_time=0:00:00.617280, arrival_time=2021-04-10 03:40:59.458721, cost_time=0:00:00.617283 2021-04-10 03:40:59,076 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.42ms, fps=10923 images/s, loss=0.5160, top1-acc=83.80%, top5-acc=98.92%, remaining_time=0:00:00.284000, arrival_time=2021-04-10 03:40:59.360133, cost_time=0:00:00.851991 2021-04-10 03:40:59,286 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.06ms, fps=11070 images/s, loss=0.5042, top1-acc=83.89%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:59.286013, cost_time=0:00:01.061885 2021-04-10 03:40:59,759 INFO : Epoch=0046 complete, best val top1-acc=85.46%, top5-acc=99.34% (epoch=43), remaining_time=0:35:47.877732, arrival_time=2021-04-10 04:16:47.636928, cost_time=0:10:41.573863 2021-04-10 03:40:59,759 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 03:41:00,526 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.48ms, fps=3339 images/s, loss=0.3046, top1-acc=90.20%, top5-acc=99.45%, remaining_time=0:00:14.258388, arrival_time=2021-04-10 03:41:14.784783, cost_time=0:00:00.766579 2021-04-10 03:41:01,133 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.46ms, fps=4223 images/s, loss=0.3017, top1-acc=90.20%, top5-acc=99.47%, remaining_time=0:00:12.083632, arrival_time=2021-04-10 03:41:13.216673, cost_time=0:00:01.373136 2021-04-10 03:41:01,744 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.30ms, fps=4194 images/s, loss=0.3068, top1-acc=89.93%, top5-acc=99.48%, remaining_time=0:00:10.978576, arrival_time=2021-04-10 03:41:12.722553, cost_time=0:00:01.984091 2021-04-10 03:41:02,351 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.50ms, fps=4216 images/s, loss=0.3035, top1-acc=90.03%, top5-acc=99.50%, remaining_time=0:00:10.107552, arrival_time=2021-04-10 03:41:12.459092, cost_time=0:00:02.591695 2021-04-10 03:41:02,958 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.27ms, fps=4219 images/s, loss=0.3067, top1-acc=89.89%, top5-acc=99.48%, remaining_time=0:00:09.341080, arrival_time=2021-04-10 03:41:12.299895, cost_time=0:00:03.198986 2021-04-10 03:41:03,568 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.35ms, fps=4199 images/s, loss=0.3092, top1-acc=89.85%, top5-acc=99.47%, remaining_time=0:00:08.634096, arrival_time=2021-04-10 03:41:12.203042, cost_time=0:00:03.809134 2021-04-10 03:41:04,177 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.35ms, fps=4207 images/s, loss=0.3106, top1-acc=89.73%, top5-acc=99.46%, remaining_time=0:00:07.952490, arrival_time=2021-04-10 03:41:12.130321, cost_time=0:00:04.418018 2021-04-10 03:41:04,785 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.34ms, fps=4213 images/s, loss=0.3104, top1-acc=89.71%, top5-acc=99.52%, remaining_time=0:00:07.287816, arrival_time=2021-04-10 03:41:12.073677, cost_time=0:00:05.026044 2021-04-10 03:41:05,403 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.86ms, fps=4148 images/s, loss=0.3099, top1-acc=89.73%, top5-acc=99.52%, remaining_time=0:00:06.646836, arrival_time=2021-04-10 03:41:12.050212, cost_time=0:00:05.643558 2021-04-10 03:41:06,011 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.40ms, fps=4216 images/s, loss=0.3106, top1-acc=89.71%, top5-acc=99.53%, remaining_time=0:00:06.001152, arrival_time=2021-04-10 03:41:12.012134, cost_time=0:00:06.251173 2021-04-10 03:41:06,619 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.54ms, fps=4212 images/s, loss=0.3111, top1-acc=89.75%, top5-acc=99.51%, remaining_time=0:00:05.362702, arrival_time=2021-04-10 03:41:11.981816, cost_time=0:00:06.859296 2021-04-10 03:41:07,229 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.36ms, fps=4198 images/s, loss=0.3107, top1-acc=89.78%, top5-acc=99.52%, remaining_time=0:00:04.730620, arrival_time=2021-04-10 03:41:11.959890, cost_time=0:00:07.469451 2021-04-10 03:41:07,836 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.59ms, fps=4216 images/s, loss=0.3097, top1-acc=89.84%, top5-acc=99.53%, remaining_time=0:00:04.100712, arrival_time=2021-04-10 03:41:11.937619, cost_time=0:00:08.077096 2021-04-10 03:41:08,448 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.42ms, fps=4186 images/s, loss=0.3101, top1-acc=89.81%, top5-acc=99.53%, remaining_time=0:00:03.475640, arrival_time=2021-04-10 03:41:11.924527, cost_time=0:00:08.689077 2021-04-10 03:41:09,058 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.40ms, fps=4200 images/s, loss=0.3114, top1-acc=89.78%, top5-acc=99.53%, remaining_time=0:00:02.851678, arrival_time=2021-04-10 03:41:11.910583, cost_time=0:00:09.299005 2021-04-10 03:41:09,670 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.32ms, fps=4191 images/s, loss=0.3120, top1-acc=89.79%, top5-acc=99.53%, remaining_time=0:00:02.229840, arrival_time=2021-04-10 03:41:11.900086, cost_time=0:00:09.910363 2021-04-10 03:41:10,284 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.44ms, fps=4174 images/s, loss=0.3133, top1-acc=89.75%, top5-acc=99.51%, remaining_time=0:00:01.609608, arrival_time=2021-04-10 03:41:11.893724, cost_time=0:00:10.524284 2021-04-10 03:41:10,893 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.33ms, fps=4206 images/s, loss=0.3123, top1-acc=89.80%, top5-acc=99.52%, remaining_time=0:00:00.989632, arrival_time=2021-04-10 03:41:11.882870, cost_time=0:00:11.133354 2021-04-10 03:41:11,502 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.33ms, fps=4207 images/s, loss=0.3142, top1-acc=89.73%, top5-acc=99.50%, remaining_time=0:00:00.370812, arrival_time=2021-04-10 03:41:11.872920, cost_time=0:00:11.742308 2021-04-10 03:41:11,835 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.32ms, fps=4089 images/s, loss=0.3145, top1-acc=89.74%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:11.835067, cost_time=0:00:12.075263 2021-04-10 03:41:12,161 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=2.07ms, fps=7870 images/s, loss=0.5353, top1-acc=82.30%, top5-acc=98.67%, remaining_time=0:00:00.975780, arrival_time=2021-04-10 03:41:13.137052, cost_time=0:00:00.325264 2021-04-10 03:41:12,394 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=2.06ms, fps=10997 images/s, loss=0.5505, top1-acc=82.46%, top5-acc=98.79%, remaining_time=0:00:00.558400, arrival_time=2021-04-10 03:41:12.952799, cost_time=0:00:00.558396 2021-04-10 03:41:12,638 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.61ms, fps=10499 images/s, loss=0.5631, top1-acc=82.32%, top5-acc=98.83%, remaining_time=0:00:00.267520, arrival_time=2021-04-10 03:41:12.906127, cost_time=0:00:00.802549 2021-04-10 03:41:12,848 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.06ms, fps=11058 images/s, loss=0.5813, top1-acc=82.07%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:12.848806, cost_time=0:00:01.012828 2021-04-10 03:41:13,346 INFO : Epoch=0047 complete, best val top1-acc=85.46%, top5-acc=99.34% (epoch=43), remaining_time=0:35:32.759106, arrival_time=2021-04-10 04:16:46.105792, cost_time=0:10:55.161317 2021-04-10 03:41:13,347 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 03:41:14,120 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=2.56ms, fps=3313 images/s, loss=0.3110, top1-acc=89.73%, top5-acc=99.45%, remaining_time=0:00:14.373336, arrival_time=2021-04-10 03:41:28.493816, cost_time=0:00:00.772761 2021-04-10 03:41:14,730 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.59ms, fps=4197 images/s, loss=0.3069, top1-acc=89.94%, top5-acc=99.45%, remaining_time=0:00:12.170928, arrival_time=2021-04-10 03:41:26.901771, cost_time=0:00:01.383060 2021-04-10 03:41:15,340 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.44ms, fps=4202 images/s, loss=0.2974, top1-acc=90.07%, top5-acc=99.52%, remaining_time=0:00:11.026882, arrival_time=2021-04-10 03:41:26.367421, cost_time=0:00:01.992821 2021-04-10 03:41:15,954 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.46ms, fps=4171 images/s, loss=0.3001, top1-acc=90.06%, top5-acc=99.51%, remaining_time=0:00:10.167456, arrival_time=2021-04-10 03:41:26.122257, cost_time=0:00:02.607027 2021-04-10 03:41:16,572 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.37ms, fps=4147 images/s, loss=0.3036, top1-acc=89.95%, top5-acc=99.52%, remaining_time=0:00:09.416708, arrival_time=2021-04-10 03:41:25.989327, cost_time=0:00:03.224905 2021-04-10 03:41:17,185 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.67ms, fps=4179 images/s, loss=0.2960, top1-acc=90.19%, top5-acc=99.52%, remaining_time=0:00:08.699104, arrival_time=2021-04-10 03:41:25.884817, cost_time=0:00:03.837829 2021-04-10 03:41:17,798 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.30ms, fps=4182 images/s, loss=0.2992, top1-acc=90.16%, top5-acc=99.51%, remaining_time=0:00:08.011584, arrival_time=2021-04-10 03:41:25.810207, cost_time=0:00:04.450852 2021-04-10 03:41:18,408 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.35ms, fps=4202 images/s, loss=0.3010, top1-acc=90.14%, top5-acc=99.50%, remaining_time=0:00:07.338044, arrival_time=2021-04-10 03:41:25.746459, cost_time=0:00:05.060710 2021-04-10 03:41:19,017 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.33ms, fps=4207 images/s, loss=0.3007, top1-acc=90.12%, top5-acc=99.48%, remaining_time=0:00:06.677576, arrival_time=2021-04-10 03:41:25.694974, cost_time=0:00:05.669627 2021-04-10 03:41:19,624 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.37ms, fps=4219 images/s, loss=0.3017, top1-acc=90.12%, top5-acc=99.46%, remaining_time=0:00:06.025920, arrival_time=2021-04-10 03:41:25.650611, cost_time=0:00:06.276975 2021-04-10 03:41:20,230 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.55ms, fps=4227 images/s, loss=0.3016, top1-acc=90.13%, top5-acc=99.45%, remaining_time=0:00:05.381278, arrival_time=2021-04-10 03:41:25.612107, cost_time=0:00:06.883084 2021-04-10 03:41:20,837 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.66ms, fps=4223 images/s, loss=0.3036, top1-acc=90.10%, top5-acc=99.47%, remaining_time=0:00:04.743464, arrival_time=2021-04-10 03:41:25.580906, cost_time=0:00:07.489736 2021-04-10 03:41:21,446 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.63ms, fps=4208 images/s, loss=0.3037, top1-acc=90.06%, top5-acc=99.48%, remaining_time=0:00:04.111536, arrival_time=2021-04-10 03:41:25.557780, cost_time=0:00:08.098422 2021-04-10 03:41:22,055 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.30ms, fps=4207 images/s, loss=0.3045, top1-acc=90.03%, top5-acc=99.48%, remaining_time=0:00:03.483088, arrival_time=2021-04-10 03:41:25.538558, cost_time=0:00:08.707713 2021-04-10 03:41:22,661 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.21ms, fps=4225 images/s, loss=0.3061, top1-acc=89.99%, top5-acc=99.46%, remaining_time=0:00:02.856370, arrival_time=2021-04-10 03:41:25.518260, cost_time=0:00:09.314186 2021-04-10 03:41:23,269 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.31ms, fps=4214 images/s, loss=0.3076, top1-acc=89.95%, top5-acc=99.47%, remaining_time=0:00:02.232468, arrival_time=2021-04-10 03:41:25.502251, cost_time=0:00:09.922083 2021-04-10 03:41:23,894 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.95ms, fps=4100 images/s, loss=0.3075, top1-acc=89.97%, top5-acc=99.48%, remaining_time=0:00:01.613066, arrival_time=2021-04-10 03:41:25.507753, cost_time=0:00:10.546914 2021-04-10 03:41:24,504 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.37ms, fps=4200 images/s, loss=0.3083, top1-acc=89.93%, top5-acc=99.47%, remaining_time=0:00:00.991744, arrival_time=2021-04-10 03:41:25.496578, cost_time=0:00:11.157066 2021-04-10 03:41:25,124 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.84ms, fps=4134 images/s, loss=0.3085, top1-acc=89.91%, top5-acc=99.48%, remaining_time=0:00:00.371904, arrival_time=2021-04-10 03:41:25.496572, cost_time=0:00:11.776952 2021-04-10 03:41:25,459 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=0.08ms, fps=4065 images/s, loss=0.3082, top1-acc=89.93%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:25.459632, cost_time=0:00:12.111951 2021-04-10 03:41:25,802 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.33ms, fps=7488 images/s, loss=0.4428, top1-acc=86.09%, top5-acc=99.30%, remaining_time=0:00:01.025610, arrival_time=2021-04-10 03:41:26.827928, cost_time=0:00:00.341866 2021-04-10 03:41:26,032 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=3.08ms, fps=11125 images/s, loss=0.4458, top1-acc=85.84%, top5-acc=99.36%, remaining_time=0:00:00.572320, arrival_time=2021-04-10 03:41:26.605108, cost_time=0:00:00.572327 2021-04-10 03:41:26,260 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.22ms, fps=11240 images/s, loss=0.4475, top1-acc=85.60%, top5-acc=99.32%, remaining_time=0:00:00.266810, arrival_time=2021-04-10 03:41:26.527699, cost_time=0:00:00.800438 2021-04-10 03:41:26,471 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.05ms, fps=11011 images/s, loss=0.4648, top1-acc=85.52%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:26.471908, cost_time=0:00:01.011486 2021-04-10 03:41:27,465 INFO : Epoch=0048 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:35:19.386160, arrival_time=2021-04-10 04:16:46.851380, cost_time=0:11:09.279850 2021-04-10 03:41:27,466 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 03:41:28,240 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.87ms, fps=3305 images/s, loss=0.2938, top1-acc=90.98%, top5-acc=99.37%, remaining_time=0:00:14.405700, arrival_time=2021-04-10 03:41:42.646439, cost_time=0:00:00.774503 2021-04-10 03:41:28,846 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.62ms, fps=4230 images/s, loss=0.3088, top1-acc=90.25%, top5-acc=99.47%, remaining_time=0:00:12.145760, arrival_time=2021-04-10 03:41:40.992150, cost_time=0:00:01.380198 2021-04-10 03:41:29,455 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.34ms, fps=4208 images/s, loss=0.2983, top1-acc=90.69%, top5-acc=99.56%, remaining_time=0:00:11.005302, arrival_time=2021-04-10 03:41:40.460418, cost_time=0:00:01.988914 2021-04-10 03:41:30,060 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.23ms, fps=4234 images/s, loss=0.2979, top1-acc=90.78%, top5-acc=99.56%, remaining_time=0:00:10.116288, arrival_time=2021-04-10 03:41:40.176461, cost_time=0:00:02.593937 2021-04-10 03:41:30,665 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.58ms, fps=4235 images/s, loss=0.2996, top1-acc=90.62%, top5-acc=99.55%, remaining_time=0:00:09.340934, arrival_time=2021-04-10 03:41:40.006217, cost_time=0:00:03.198967 2021-04-10 03:41:31,311 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.40ms, fps=3968 images/s, loss=0.3002, top1-acc=90.45%, top5-acc=99.56%, remaining_time=0:00:08.715152, arrival_time=2021-04-10 03:41:40.026292, cost_time=0:00:03.844929 2021-04-10 03:41:31,918 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.33ms, fps=4221 images/s, loss=0.2989, top1-acc=90.47%, top5-acc=99.55%, remaining_time=0:00:08.013222, arrival_time=2021-04-10 03:41:39.931185, cost_time=0:00:04.451756 2021-04-10 03:41:32,529 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.86ms, fps=4189 images/s, loss=0.2992, top1-acc=90.48%, top5-acc=99.55%, remaining_time=0:00:07.341872, arrival_time=2021-04-10 03:41:39.871448, cost_time=0:00:05.063326 2021-04-10 03:41:33,143 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.83ms, fps=4175 images/s, loss=0.2991, top1-acc=90.43%, top5-acc=99.51%, remaining_time=0:00:06.686374, arrival_time=2021-04-10 03:41:39.829665, cost_time=0:00:05.677075 2021-04-10 03:41:33,752 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.44ms, fps=4208 images/s, loss=0.3006, top1-acc=90.37%, top5-acc=99.52%, remaining_time=0:00:06.034368, arrival_time=2021-04-10 03:41:39.786367, cost_time=0:00:06.285802 2021-04-10 03:41:34,357 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.36ms, fps=4230 images/s, loss=0.3030, top1-acc=90.31%, top5-acc=99.52%, remaining_time=0:00:05.387814, arrival_time=2021-04-10 03:41:39.745418, cost_time=0:00:06.891398 2021-04-10 03:41:34,969 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.59ms, fps=4188 images/s, loss=0.3032, top1-acc=90.25%, top5-acc=99.52%, remaining_time=0:00:04.751900, arrival_time=2021-04-10 03:41:39.721228, cost_time=0:00:07.503047 2021-04-10 03:41:35,576 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.63ms, fps=4217 images/s, loss=0.3074, top1-acc=90.13%, top5-acc=99.51%, remaining_time=0:00:04.117740, arrival_time=2021-04-10 03:41:39.694630, cost_time=0:00:08.110689 2021-04-10 03:41:36,185 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.67ms, fps=4208 images/s, loss=0.3087, top1-acc=90.06%, top5-acc=99.49%, remaining_time=0:00:03.487736, arrival_time=2021-04-10 03:41:39.673361, cost_time=0:00:08.719370 2021-04-10 03:41:36,791 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.30ms, fps=4227 images/s, loss=0.3080, top1-acc=90.09%, top5-acc=99.49%, remaining_time=0:00:02.859820, arrival_time=2021-04-10 03:41:39.651504, cost_time=0:00:09.325476 2021-04-10 03:41:37,399 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.49ms, fps=4215 images/s, loss=0.3057, top1-acc=90.17%, top5-acc=99.50%, remaining_time=0:00:02.234988, arrival_time=2021-04-10 03:41:39.634395, cost_time=0:00:09.933204 2021-04-10 03:41:38,006 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.29ms, fps=4223 images/s, loss=0.3070, top1-acc=90.12%, top5-acc=99.51%, remaining_time=0:00:01.611974, arrival_time=2021-04-10 03:41:39.618078, cost_time=0:00:10.539862 2021-04-10 03:41:38,614 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.31ms, fps=4212 images/s, loss=0.3081, top1-acc=90.08%, top5-acc=99.52%, remaining_time=0:00:00.990944, arrival_time=2021-04-10 03:41:39.605360, cost_time=0:00:11.148209 2021-04-10 03:41:39,222 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.28ms, fps=4215 images/s, loss=0.3091, top1-acc=90.02%, top5-acc=99.52%, remaining_time=0:00:00.371238, arrival_time=2021-04-10 03:41:39.593352, cost_time=0:00:11.755917 2021-04-10 03:41:39,552 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=0.07ms, fps=4122 images/s, loss=0.3086, top1-acc=90.04%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:39.552374, cost_time=0:00:12.086203 2021-04-10 03:41:39,872 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=3.60ms, fps=8016 images/s, loss=0.5681, top1-acc=82.85%, top5-acc=98.67%, remaining_time=0:00:00.957960, arrival_time=2021-04-10 03:41:40.830606, cost_time=0:00:00.319321 2021-04-10 03:41:40,105 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=2.35ms, fps=11030 images/s, loss=0.5712, top1-acc=82.46%, top5-acc=98.52%, remaining_time=0:00:00.551980, arrival_time=2021-04-10 03:41:40.657160, cost_time=0:00:00.551988 2021-04-10 03:41:40,336 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.34ms, fps=11067 images/s, loss=0.5642, top1-acc=82.57%, top5-acc=98.57%, remaining_time=0:00:00.261220, arrival_time=2021-04-10 03:41:40.598039, cost_time=0:00:00.783651 2021-04-10 03:41:40,546 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.06ms, fps=11082 images/s, loss=0.5577, top1-acc=82.66%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:40.546479, cost_time=0:00:00.993301 2021-04-10 03:41:41,129 INFO : Epoch=0049 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:35:04.582583, arrival_time=2021-04-10 04:16:45.711923, cost_time=0:11:22.944003 2021-04-10 03:41:41,129 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 03:41:41,920 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.34ms, fps=3238 images/s, loss=0.2928, top1-acc=90.31%, top5-acc=99.69%, remaining_time=0:00:14.707392, arrival_time=2021-04-10 03:41:56.628104, cost_time=0:00:00.790720 2021-04-10 03:41:42,530 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.62ms, fps=4203 images/s, loss=0.2860, top1-acc=90.47%, top5-acc=99.75%, remaining_time=0:00:12.321936, arrival_time=2021-04-10 03:41:54.852140, cost_time=0:00:01.400224 2021-04-10 03:41:43,141 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.47ms, fps=4193 images/s, loss=0.2951, top1-acc=90.30%, top5-acc=99.69%, remaining_time=0:00:11.128640, arrival_time=2021-04-10 03:41:54.269856, cost_time=0:00:02.011186 2021-04-10 03:41:43,756 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.32ms, fps=4164 images/s, loss=0.2900, top1-acc=90.54%, top5-acc=99.68%, remaining_time=0:00:10.243428, arrival_time=2021-04-10 03:41:53.999966, cost_time=0:00:02.626535 2021-04-10 03:41:44,366 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.34ms, fps=4201 images/s, loss=0.2915, top1-acc=90.43%, top5-acc=99.67%, remaining_time=0:00:09.450142, arrival_time=2021-04-10 03:41:53.816460, cost_time=0:00:03.236332 2021-04-10 03:41:44,977 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.53ms, fps=4188 images/s, loss=0.2959, top1-acc=90.35%, top5-acc=99.65%, remaining_time=0:00:08.721952, arrival_time=2021-04-10 03:41:53.699857, cost_time=0:00:03.847936 2021-04-10 03:41:45,584 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.32ms, fps=4223 images/s, loss=0.3028, top1-acc=90.21%, top5-acc=99.60%, remaining_time=0:00:08.018136, arrival_time=2021-04-10 03:41:53.602675, cost_time=0:00:04.454542 2021-04-10 03:41:46,193 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.61ms, fps=4210 images/s, loss=0.2982, top1-acc=90.30%, top5-acc=99.60%, remaining_time=0:00:07.341524, arrival_time=2021-04-10 03:41:53.534593, cost_time=0:00:05.063088 2021-04-10 03:41:46,800 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.31ms, fps=4219 images/s, loss=0.2973, top1-acc=90.31%, top5-acc=99.62%, remaining_time=0:00:06.678318, arrival_time=2021-04-10 03:41:53.478545, cost_time=0:00:05.670248 2021-04-10 03:41:47,412 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.45ms, fps=4185 images/s, loss=0.2967, top1-acc=90.35%, top5-acc=99.61%, remaining_time=0:00:06.031008, arrival_time=2021-04-10 03:41:53.443361, cost_time=0:00:06.282268 2021-04-10 03:41:48,025 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=2.04ms, fps=4180 images/s, loss=0.2975, top1-acc=90.37%, top5-acc=99.62%, remaining_time=0:00:05.390910, arrival_time=2021-04-10 03:41:53.416364, cost_time=0:00:06.895389 2021-04-10 03:41:48,636 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.77ms, fps=4191 images/s, loss=0.2988, top1-acc=90.35%, top5-acc=99.59%, remaining_time=0:00:04.754408, arrival_time=2021-04-10 03:41:53.391357, cost_time=0:00:07.506970 2021-04-10 03:41:49,245 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.47ms, fps=4206 images/s, loss=0.2992, top1-acc=90.35%, top5-acc=99.57%, remaining_time=0:00:04.120380, arrival_time=2021-04-10 03:41:53.366300, cost_time=0:00:08.115937 2021-04-10 03:41:49,853 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.41ms, fps=4219 images/s, loss=0.3004, top1-acc=90.31%, top5-acc=99.56%, remaining_time=0:00:03.489248, arrival_time=2021-04-10 03:41:53.342386, cost_time=0:00:08.723113 2021-04-10 03:41:50,459 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.34ms, fps=4228 images/s, loss=0.3018, top1-acc=90.34%, top5-acc=99.56%, remaining_time=0:00:02.860924, arrival_time=2021-04-10 03:41:53.320027, cost_time=0:00:09.329121 2021-04-10 03:41:51,065 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.29ms, fps=4226 images/s, loss=0.3035, top1-acc=90.28%, top5-acc=99.54%, remaining_time=0:00:02.235456, arrival_time=2021-04-10 03:41:53.300785, cost_time=0:00:09.935351 2021-04-10 03:41:51,674 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.47ms, fps=4204 images/s, loss=0.3044, top1-acc=90.22%, top5-acc=99.55%, remaining_time=0:00:01.612702, arrival_time=2021-04-10 03:41:53.287311, cost_time=0:00:10.544630 2021-04-10 03:41:52,289 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.37ms, fps=4166 images/s, loss=0.3057, top1-acc=90.12%, top5-acc=99.54%, remaining_time=0:00:00.991952, arrival_time=2021-04-10 03:41:53.281448, cost_time=0:00:11.159520 2021-04-10 03:41:52,903 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.73ms, fps=4172 images/s, loss=0.3063, top1-acc=90.10%, top5-acc=99.53%, remaining_time=0:00:00.371796, arrival_time=2021-04-10 03:41:53.275263, cost_time=0:00:11.773500 2021-04-10 03:41:53,234 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.14ms, fps=4118 images/s, loss=0.3094, top1-acc=90.00%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:53.234082, cost_time=0:00:12.104119 2021-04-10 03:41:53,544 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.19ms, fps=8280 images/s, loss=0.5521, top1-acc=82.70%, top5-acc=98.87%, remaining_time=0:00:00.927480, arrival_time=2021-04-10 03:41:54.471547, cost_time=0:00:00.309162 2021-04-10 03:41:53,780 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=4.14ms, fps=10863 images/s, loss=0.5329, top1-acc=83.22%, top5-acc=99.06%, remaining_time=0:00:00.545180, arrival_time=2021-04-10 03:41:54.325254, cost_time=0:00:00.545187 2021-04-10 03:41:54,009 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=0.30ms, fps=11198 images/s, loss=0.5197, top1-acc=83.62%, top5-acc=99.06%, remaining_time=0:00:00.258040, arrival_time=2021-04-10 03:41:54.267037, cost_time=0:00:00.774108 2021-04-10 03:41:54,218 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=11075 images/s, loss=0.5363, top1-acc=83.23%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:54.218812, cost_time=0:00:00.983938 2021-04-10 03:41:54,658 INFO : Epoch=0050 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:34:49.417950, arrival_time=2021-04-10 04:16:44.075907, cost_time=0:11:36.472630 2021-04-10 03:41:54,658 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 03:41:55,446 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=3.17ms, fps=3250 images/s, loss=0.2712, top1-acc=91.21%, top5-acc=99.53%, remaining_time=0:00:14.650848, arrival_time=2021-04-10 03:42:10.097208, cost_time=0:00:00.787677 2021-04-10 03:41:56,056 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.56ms, fps=4201 images/s, loss=0.2878, top1-acc=90.55%, top5-acc=99.59%, remaining_time=0:00:12.300112, arrival_time=2021-04-10 03:42:08.356440, cost_time=0:00:01.397748 2021-04-10 03:41:56,665 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.52ms, fps=4202 images/s, loss=0.2924, top1-acc=90.38%, top5-acc=99.60%, remaining_time=0:00:11.107060, arrival_time=2021-04-10 03:42:07.772954, cost_time=0:00:02.007300 2021-04-10 03:41:57,275 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.34ms, fps=4200 images/s, loss=0.2875, top1-acc=90.60%, top5-acc=99.59%, remaining_time=0:00:10.207236, arrival_time=2021-04-10 03:42:07.483057, cost_time=0:00:02.617245 2021-04-10 03:41:57,886 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.49ms, fps=4195 images/s, loss=0.2898, top1-acc=90.55%, top5-acc=99.58%, remaining_time=0:00:09.425468, arrival_time=2021-04-10 03:42:07.311927, cost_time=0:00:03.227881 2021-04-10 03:41:58,492 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.37ms, fps=4229 images/s, loss=0.2907, top1-acc=90.42%, top5-acc=99.60%, remaining_time=0:00:08.689448, arrival_time=2021-04-10 03:42:07.181586, cost_time=0:00:03.833589 2021-04-10 03:41:59,101 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.31ms, fps=4202 images/s, loss=0.2920, top1-acc=90.39%, top5-acc=99.58%, remaining_time=0:00:07.997724, arrival_time=2021-04-10 03:42:07.099533, cost_time=0:00:04.443189 2021-04-10 03:41:59,718 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.61ms, fps=4155 images/s, loss=0.2936, top1-acc=90.39%, top5-acc=99.55%, remaining_time=0:00:07.336884, arrival_time=2021-04-10 03:42:07.055374, cost_time=0:00:05.059919 2021-04-10 03:42:00,337 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.73ms, fps=4138 images/s, loss=0.2931, top1-acc=90.37%, top5-acc=99.54%, remaining_time=0:00:06.688600, arrival_time=2021-04-10 03:42:07.026196, cost_time=0:00:05.678974 2021-04-10 03:42:00,958 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=5.33ms, fps=4129 images/s, loss=0.2927, top1-acc=90.37%, top5-acc=99.53%, remaining_time=0:00:06.047520, arrival_time=2021-04-10 03:42:07.005640, cost_time=0:00:06.299506 2021-04-10 03:42:01,573 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.45ms, fps=4161 images/s, loss=0.2945, top1-acc=90.29%, top5-acc=99.52%, remaining_time=0:00:05.406562, arrival_time=2021-04-10 03:42:06.980456, cost_time=0:00:06.915335 2021-04-10 03:42:02,179 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.19ms, fps=4232 images/s, loss=0.2963, top1-acc=90.25%, top5-acc=99.53%, remaining_time=0:00:04.762996, arrival_time=2021-04-10 03:42:06.942133, cost_time=0:00:07.520575 2021-04-10 03:42:02,806 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.89ms, fps=4084 images/s, loss=0.2980, top1-acc=90.19%, top5-acc=99.53%, remaining_time=0:00:04.136550, arrival_time=2021-04-10 03:42:06.942896, cost_time=0:00:08.147773 2021-04-10 03:42:03,413 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.36ms, fps=4217 images/s, loss=0.2972, top1-acc=90.16%, top5-acc=99.54%, remaining_time=0:00:03.502128, arrival_time=2021-04-10 03:42:06.915999, cost_time=0:00:08.755301 2021-04-10 03:42:04,020 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.41ms, fps=4225 images/s, loss=0.3007, top1-acc=90.06%, top5-acc=99.53%, remaining_time=0:00:02.870860, arrival_time=2021-04-10 03:42:06.890975, cost_time=0:00:09.361546 2021-04-10 03:42:04,627 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.48ms, fps=4215 images/s, loss=0.3017, top1-acc=90.07%, top5-acc=99.55%, remaining_time=0:00:02.243088, arrival_time=2021-04-10 03:42:06.870865, cost_time=0:00:09.969203 2021-04-10 03:42:05,234 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.36ms, fps=4220 images/s, loss=0.3007, top1-acc=90.09%, top5-acc=99.55%, remaining_time=0:00:01.617538, arrival_time=2021-04-10 03:42:06.852284, cost_time=0:00:10.576159 2021-04-10 03:42:05,840 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.34ms, fps=4227 images/s, loss=0.3013, top1-acc=90.10%, top5-acc=99.57%, remaining_time=0:00:00.993984, arrival_time=2021-04-10 03:42:06.834801, cost_time=0:00:11.182245 2021-04-10 03:42:06,447 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.18ms, fps=4226 images/s, loss=0.3030, top1-acc=90.06%, top5-acc=99.55%, remaining_time=0:00:00.372264, arrival_time=2021-04-10 03:42:06.819337, cost_time=0:00:11.788454 2021-04-10 03:42:06,778 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=0.06ms, fps=4111 images/s, loss=0.3035, top1-acc=90.05%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:06.778304, cost_time=0:00:12.119750 2021-04-10 03:42:07,124 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.37ms, fps=7410 images/s, loss=0.5256, top1-acc=83.67%, top5-acc=99.14%, remaining_time=0:00:01.036350, arrival_time=2021-04-10 03:42:08.160997, cost_time=0:00:00.345454 2021-04-10 03:42:07,362 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.40ms, fps=10800 images/s, loss=0.5034, top1-acc=84.20%, top5-acc=99.08%, remaining_time=0:00:00.582940, arrival_time=2021-04-10 03:42:07.945029, cost_time=0:00:00.582937 2021-04-10 03:42:07,594 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=2.27ms, fps=11016 images/s, loss=0.5153, top1-acc=83.54%, top5-acc=99.10%, remaining_time=0:00:00.271880, arrival_time=2021-04-10 03:42:07.866728, cost_time=0:00:00.815645 2021-04-10 03:42:07,808 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.06ms, fps=10861 images/s, loss=0.5080, top1-acc=83.76%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:07.808902, cost_time=0:00:01.029786 2021-04-10 03:42:08,288 INFO : Epoch=0051 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:34:34.615208, arrival_time=2021-04-10 04:16:42.903731, cost_time=0:11:50.103180 2021-04-10 03:42:08,289 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 03:42:09,098 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=0.23ms, fps=3164 images/s, loss=0.3116, top1-acc=90.31%, top5-acc=99.30%, remaining_time=0:00:15.047586, arrival_time=2021-04-10 03:42:24.145739, cost_time=0:00:00.809007 2021-04-10 03:42:09,707 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.36ms, fps=4201 images/s, loss=0.3020, top1-acc=90.33%, top5-acc=99.41%, remaining_time=0:00:12.485088, arrival_time=2021-04-10 03:42:22.192984, cost_time=0:00:01.418753 2021-04-10 03:42:10,316 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.69ms, fps=4208 images/s, loss=0.2903, top1-acc=90.68%, top5-acc=99.51%, remaining_time=0:00:11.218778, arrival_time=2021-04-10 03:42:21.535423, cost_time=0:00:02.027503 2021-04-10 03:42:10,921 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.30ms, fps=4232 images/s, loss=0.2915, top1-acc=90.74%, top5-acc=99.56%, remaining_time=0:00:10.267920, arrival_time=2021-04-10 03:42:21.189840, cost_time=0:00:02.632781 2021-04-10 03:42:11,532 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.44ms, fps=4198 images/s, loss=0.2953, top1-acc=90.72%, top5-acc=99.60%, remaining_time=0:00:09.469268, arrival_time=2021-04-10 03:42:21.001313, cost_time=0:00:03.242903 2021-04-10 03:42:12,144 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.38ms, fps=4182 images/s, loss=0.2983, top1-acc=90.54%, top5-acc=99.59%, remaining_time=0:00:08.738952, arrival_time=2021-04-10 03:42:20.883519, cost_time=0:00:03.855420 2021-04-10 03:42:12,753 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.36ms, fps=4209 images/s, loss=0.2985, top1-acc=90.53%, top5-acc=99.59%, remaining_time=0:00:08.035272, arrival_time=2021-04-10 03:42:20.788432, cost_time=0:00:04.464029 2021-04-10 03:42:13,360 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.47ms, fps=4220 images/s, loss=0.2985, top1-acc=90.46%, top5-acc=99.58%, remaining_time=0:00:07.353008, arrival_time=2021-04-10 03:42:20.713219, cost_time=0:00:05.071069 2021-04-10 03:42:13,967 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.41ms, fps=4215 images/s, loss=0.2995, top1-acc=90.49%, top5-acc=99.58%, remaining_time=0:00:06.688388, arrival_time=2021-04-10 03:42:20.656340, cost_time=0:00:05.678817 2021-04-10 03:42:14,574 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.42ms, fps=4225 images/s, loss=0.2976, top1-acc=90.52%, top5-acc=99.56%, remaining_time=0:00:06.033792, arrival_time=2021-04-10 03:42:20.608079, cost_time=0:00:06.285150 2021-04-10 03:42:15,181 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.48ms, fps=4219 images/s, loss=0.2985, top1-acc=90.45%, top5-acc=99.57%, remaining_time=0:00:05.388588, arrival_time=2021-04-10 03:42:20.570051, cost_time=0:00:06.892327 2021-04-10 03:42:15,789 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.42ms, fps=4215 images/s, loss=0.2974, top1-acc=90.48%, top5-acc=99.57%, remaining_time=0:00:04.750076, arrival_time=2021-04-10 03:42:20.539282, cost_time=0:00:07.500063 2021-04-10 03:42:16,396 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.47ms, fps=4218 images/s, loss=0.2972, top1-acc=90.47%, top5-acc=99.57%, remaining_time=0:00:04.116024, arrival_time=2021-04-10 03:42:20.512498, cost_time=0:00:08.107335 2021-04-10 03:42:17,003 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.50ms, fps=4224 images/s, loss=0.3003, top1-acc=90.39%, top5-acc=99.56%, remaining_time=0:00:03.485552, arrival_time=2021-04-10 03:42:20.488547, cost_time=0:00:08.713813 2021-04-10 03:42:17,609 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.47ms, fps=4222 images/s, loss=0.3006, top1-acc=90.38%, top5-acc=99.56%, remaining_time=0:00:02.858302, arrival_time=2021-04-10 03:42:20.467994, cost_time=0:00:09.320553 2021-04-10 03:42:18,221 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.41ms, fps=4186 images/s, loss=0.3008, top1-acc=90.38%, top5-acc=99.56%, remaining_time=0:00:02.234808, arrival_time=2021-04-10 03:42:20.456497, cost_time=0:00:09.932518 2021-04-10 03:42:18,833 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.33ms, fps=4190 images/s, loss=0.3000, top1-acc=90.42%, top5-acc=99.56%, remaining_time=0:00:01.612624, arrival_time=2021-04-10 03:42:20.445815, cost_time=0:00:10.544048 2021-04-10 03:42:19,441 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.36ms, fps=4214 images/s, loss=0.3010, top1-acc=90.32%, top5-acc=99.56%, remaining_time=0:00:00.991296, arrival_time=2021-04-10 03:42:20.432430, cost_time=0:00:11.152001 2021-04-10 03:42:20,046 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.10ms, fps=4232 images/s, loss=0.3027, top1-acc=90.26%, top5-acc=99.56%, remaining_time=0:00:00.371280, arrival_time=2021-04-10 03:42:20.417673, cost_time=0:00:11.757255 2021-04-10 03:42:20,375 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.05ms, fps=4134 images/s, loss=0.3045, top1-acc=90.23%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:20.375767, cost_time=0:00:12.086641 2021-04-10 03:42:20,735 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.41ms, fps=7138 images/s, loss=0.5302, top1-acc=83.91%, top5-acc=98.87%, remaining_time=0:00:01.075770, arrival_time=2021-04-10 03:42:21.811042, cost_time=0:00:00.358591 2021-04-10 03:42:20,971 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.24ms, fps=10837 images/s, loss=0.5270, top1-acc=83.83%, top5-acc=98.96%, remaining_time=0:00:00.595340, arrival_time=2021-04-10 03:42:21.567292, cost_time=0:00:00.595344 2021-04-10 03:42:21,209 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.18ms, fps=10811 images/s, loss=0.5353, top1-acc=83.70%, top5-acc=98.95%, remaining_time=0:00:00.277490, arrival_time=2021-04-10 03:42:21.486559, cost_time=0:00:00.832456 2021-04-10 03:42:21,418 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.05ms, fps=11084 images/s, loss=0.5251, top1-acc=83.69%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:21.418761, cost_time=0:00:01.042179 2021-04-10 03:42:21,968 INFO : Epoch=0052 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:34:19.997940, arrival_time=2021-04-10 04:16:41.966330, cost_time=0:12:03.783059 2021-04-10 03:42:21,968 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 03:42:22,699 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=2.18ms, fps=3503 images/s, loss=0.3191, top1-acc=90.12%, top5-acc=99.18%, remaining_time=0:00:13.593624, arrival_time=2021-04-10 03:42:36.293490, cost_time=0:00:00.730844 2021-04-10 03:42:23,304 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.41ms, fps=4235 images/s, loss=0.3165, top1-acc=89.92%, top5-acc=99.37%, remaining_time=0:00:11.754160, arrival_time=2021-04-10 03:42:35.058880, cost_time=0:00:01.335697 2021-04-10 03:42:23,915 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.76ms, fps=4193 images/s, loss=0.2979, top1-acc=90.21%, top5-acc=99.53%, remaining_time=0:00:10.771408, arrival_time=2021-04-10 03:42:34.687060, cost_time=0:00:01.946629 2021-04-10 03:42:24,523 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.35ms, fps=4213 images/s, loss=0.2996, top1-acc=90.25%, top5-acc=99.49%, remaining_time=0:00:09.962940, arrival_time=2021-04-10 03:42:34.486551, cost_time=0:00:02.554582 2021-04-10 03:42:25,132 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.36ms, fps=4210 images/s, loss=0.2970, top1-acc=90.35%, top5-acc=99.52%, remaining_time=0:00:09.236106, arrival_time=2021-04-10 03:42:34.368156, cost_time=0:00:03.163027 2021-04-10 03:42:25,741 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.36ms, fps=4203 images/s, loss=0.3033, top1-acc=90.09%, top5-acc=99.48%, remaining_time=0:00:08.551000, arrival_time=2021-04-10 03:42:34.292534, cost_time=0:00:03.772516 2021-04-10 03:42:26,348 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.47ms, fps=4220 images/s, loss=0.3023, top1-acc=90.04%, top5-acc=99.52%, remaining_time=0:00:07.883190, arrival_time=2021-04-10 03:42:34.231763, cost_time=0:00:04.379528 2021-04-10 03:42:26,957 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.18ms, fps=4207 images/s, loss=0.3012, top1-acc=90.09%, top5-acc=99.54%, remaining_time=0:00:07.233296, arrival_time=2021-04-10 03:42:34.190772, cost_time=0:00:04.988451 2021-04-10 03:42:27,563 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.32ms, fps=4225 images/s, loss=0.3038, top1-acc=89.98%, top5-acc=99.54%, remaining_time=0:00:06.589384, arrival_time=2021-04-10 03:42:34.153202, cost_time=0:00:05.594793 2021-04-10 03:42:28,171 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.35ms, fps=4215 images/s, loss=0.3017, top1-acc=90.14%, top5-acc=99.54%, remaining_time=0:00:05.954496, arrival_time=2021-04-10 03:42:34.126117, cost_time=0:00:06.202601 2021-04-10 03:42:28,779 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.34ms, fps=4212 images/s, loss=0.3031, top1-acc=90.15%, top5-acc=99.55%, remaining_time=0:00:05.324690, arrival_time=2021-04-10 03:42:34.104451, cost_time=0:00:06.810696 2021-04-10 03:42:29,398 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.32ms, fps=4140 images/s, loss=0.3051, top1-acc=90.04%, top5-acc=99.53%, remaining_time=0:00:04.705388, arrival_time=2021-04-10 03:42:34.104001, cost_time=0:00:07.429594 2021-04-10 03:42:30,006 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.60ms, fps=4216 images/s, loss=0.3069, top1-acc=89.97%, top5-acc=99.53%, remaining_time=0:00:04.080384, arrival_time=2021-04-10 03:42:34.086573, cost_time=0:00:08.037164 2021-04-10 03:42:30,613 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.30ms, fps=4215 images/s, loss=0.3066, top1-acc=89.92%, top5-acc=99.53%, remaining_time=0:00:03.457944, arrival_time=2021-04-10 03:42:34.071849, cost_time=0:00:08.644878 2021-04-10 03:42:31,226 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.93ms, fps=4180 images/s, loss=0.3077, top1-acc=89.90%, top5-acc=99.53%, remaining_time=0:00:02.839074, arrival_time=2021-04-10 03:42:34.065898, cost_time=0:00:09.257796 2021-04-10 03:42:31,836 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.38ms, fps=4199 images/s, loss=0.3072, top1-acc=89.95%, top5-acc=99.55%, remaining_time=0:00:02.220264, arrival_time=2021-04-10 03:42:34.057162, cost_time=0:00:09.867868 2021-04-10 03:42:32,446 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.37ms, fps=4202 images/s, loss=0.3061, top1-acc=89.99%, top5-acc=99.55%, remaining_time=0:00:01.602432, arrival_time=2021-04-10 03:42:34.049009, cost_time=0:00:10.477484 2021-04-10 03:42:33,055 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.49ms, fps=4205 images/s, loss=0.3071, top1-acc=89.99%, top5-acc=99.55%, remaining_time=0:00:00.985488, arrival_time=2021-04-10 03:42:34.041313, cost_time=0:00:11.086795 2021-04-10 03:42:33,663 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.03ms, fps=4216 images/s, loss=0.3066, top1-acc=90.00%, top5-acc=99.55%, remaining_time=0:00:00.369294, arrival_time=2021-04-10 03:42:34.032667, cost_time=0:00:11.694365 2021-04-10 03:42:33,993 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.05ms, fps=4119 images/s, loss=0.3067, top1-acc=89.99%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:33.993888, cost_time=0:00:12.024875 2021-04-10 03:42:34,371 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.40ms, fps=6790 images/s, loss=0.5774, top1-acc=82.11%, top5-acc=99.06%, remaining_time=0:00:01.131030, arrival_time=2021-04-10 03:42:35.502808, cost_time=0:00:00.377014 2021-04-10 03:42:34,607 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.17ms, fps=10880 images/s, loss=0.5849, top1-acc=82.13%, top5-acc=98.93%, remaining_time=0:00:00.612780, arrival_time=2021-04-10 03:42:35.220275, cost_time=0:00:00.612774 2021-04-10 03:42:34,839 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.49ms, fps=11068 images/s, loss=0.5835, top1-acc=82.37%, top5-acc=98.91%, remaining_time=0:00:00.281460, arrival_time=2021-04-10 03:42:35.120606, cost_time=0:00:00.844379 2021-04-10 03:42:35,055 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.06ms, fps=10766 images/s, loss=0.6061, top1-acc=82.17%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:35.055024, cost_time=0:00:01.060322 2021-04-10 03:42:35,549 INFO : Epoch=0053 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:34:05.140734, arrival_time=2021-04-10 04:16:40.689729, cost_time=0:12:17.363660 2021-04-10 03:42:35,549 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 03:42:36,317 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.60ms, fps=3333 images/s, loss=0.3044, top1-acc=89.65%, top5-acc=99.49%, remaining_time=0:00:14.287404, arrival_time=2021-04-10 03:42:50.605169, cost_time=0:00:00.768144 2021-04-10 03:42:36,926 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.31ms, fps=4206 images/s, loss=0.3064, top1-acc=89.92%, top5-acc=99.49%, remaining_time=0:00:12.118832, arrival_time=2021-04-10 03:42:49.045583, cost_time=0:00:01.377141 2021-04-10 03:42:37,534 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.30ms, fps=4216 images/s, loss=0.2999, top1-acc=90.17%, top5-acc=99.47%, remaining_time=0:00:10.982062, arrival_time=2021-04-10 03:42:48.516396, cost_time=0:00:01.984723 2021-04-10 03:42:38,142 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.28ms, fps=4213 images/s, loss=0.2936, top1-acc=90.42%, top5-acc=99.52%, remaining_time=0:00:10.111608, arrival_time=2021-04-10 03:42:48.253983, cost_time=0:00:02.592709 2021-04-10 03:42:38,752 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.38ms, fps=4196 images/s, loss=0.2904, top1-acc=90.59%, top5-acc=99.54%, remaining_time=0:00:09.353490, arrival_time=2021-04-10 03:42:48.106388, cost_time=0:00:03.203274 2021-04-10 03:42:39,362 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.35ms, fps=4204 images/s, loss=0.2879, top1-acc=90.61%, top5-acc=99.57%, remaining_time=0:00:08.641984, arrival_time=2021-04-10 03:42:48.004236, cost_time=0:00:03.812637 2021-04-10 03:42:39,974 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.33ms, fps=4181 images/s, loss=0.2913, top1-acc=90.51%, top5-acc=99.56%, remaining_time=0:00:07.965468, arrival_time=2021-04-10 03:42:47.940358, cost_time=0:00:04.425266 2021-04-10 03:42:40,606 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.92ms, fps=4056 images/s, loss=0.2931, top1-acc=90.45%, top5-acc=99.53%, remaining_time=0:00:07.332360, arrival_time=2021-04-10 03:42:47.938831, cost_time=0:00:05.056809 2021-04-10 03:42:41,214 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.32ms, fps=4213 images/s, loss=0.2943, top1-acc=90.39%, top5-acc=99.53%, remaining_time=0:00:06.671958, arrival_time=2021-04-10 03:42:47.886517, cost_time=0:00:05.664911 2021-04-10 03:42:41,826 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.95ms, fps=4187 images/s, loss=0.2917, top1-acc=90.55%, top5-acc=99.53%, remaining_time=0:00:06.025728, arrival_time=2021-04-10 03:42:47.852255, cost_time=0:00:06.276818 2021-04-10 03:42:42,437 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.29ms, fps=4193 images/s, loss=0.2920, top1-acc=90.47%, top5-acc=99.53%, remaining_time=0:00:05.385234, arrival_time=2021-04-10 03:42:47.822988, cost_time=0:00:06.888127 2021-04-10 03:42:43,048 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.43ms, fps=4197 images/s, loss=0.2947, top1-acc=90.43%, top5-acc=99.52%, remaining_time=0:00:04.749012, arrival_time=2021-04-10 03:42:47.797133, cost_time=0:00:07.498431 2021-04-10 03:42:43,655 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.30ms, fps=4219 images/s, loss=0.2957, top1-acc=90.41%, top5-acc=99.51%, remaining_time=0:00:04.115232, arrival_time=2021-04-10 03:42:47.770619, cost_time=0:00:08.105761 2021-04-10 03:42:44,264 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.48ms, fps=4203 images/s, loss=0.2991, top1-acc=90.27%, top5-acc=99.51%, remaining_time=0:00:03.486112, arrival_time=2021-04-10 03:42:47.750954, cost_time=0:00:08.715223 2021-04-10 03:42:44,878 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.31ms, fps=4176 images/s, loss=0.3003, top1-acc=90.22%, top5-acc=99.52%, remaining_time=0:00:02.860786, arrival_time=2021-04-10 03:42:47.739189, cost_time=0:00:09.328692 2021-04-10 03:42:45,484 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.37ms, fps=4227 images/s, loss=0.2998, top1-acc=90.25%, top5-acc=99.53%, remaining_time=0:00:02.235384, arrival_time=2021-04-10 03:42:47.720069, cost_time=0:00:09.935061 2021-04-10 03:42:46,096 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.36ms, fps=4189 images/s, loss=0.3009, top1-acc=90.22%, top5-acc=99.53%, remaining_time=0:00:01.613014, arrival_time=2021-04-10 03:42:47.709208, cost_time=0:00:10.546571 2021-04-10 03:42:46,707 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.84ms, fps=4188 images/s, loss=0.3019, top1-acc=90.20%, top5-acc=99.52%, remaining_time=0:00:00.991840, arrival_time=2021-04-10 03:42:47.699712, cost_time=0:00:11.158180 2021-04-10 03:42:47,321 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.09ms, fps=4178 images/s, loss=0.3014, top1-acc=90.20%, top5-acc=99.52%, remaining_time=0:00:00.371730, arrival_time=2021-04-10 03:42:47.692821, cost_time=0:00:11.771488 2021-04-10 03:42:47,650 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.07ms, fps=4131 images/s, loss=0.3014, top1-acc=90.18%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:47.650679, cost_time=0:00:12.101087 2021-04-10 03:42:47,987 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.19ms, fps=7625 images/s, loss=0.5112, top1-acc=84.37%, top5-acc=99.26%, remaining_time=0:00:01.007160, arrival_time=2021-04-10 03:42:48.994340, cost_time=0:00:00.335718 2021-04-10 03:42:48,246 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.20ms, fps=9881 images/s, loss=0.5197, top1-acc=84.24%, top5-acc=99.18%, remaining_time=0:00:00.595100, arrival_time=2021-04-10 03:42:48.841874, cost_time=0:00:00.595098 2021-04-10 03:42:48,488 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=0.31ms, fps=10636 images/s, loss=0.5313, top1-acc=84.05%, top5-acc=99.08%, remaining_time=0:00:00.278850, arrival_time=2021-04-10 03:42:48.766874, cost_time=0:00:00.836556 2021-04-10 03:42:48,698 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.05ms, fps=11030 images/s, loss=0.5397, top1-acc=83.64%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:48.698707, cost_time=0:00:01.047249 2021-04-10 03:42:49,195 INFO : Epoch=0054 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:33:50.509892, arrival_time=2021-04-10 04:16:39.705760, cost_time=0:12:31.010534 2021-04-10 03:42:49,196 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 03:42:49,992 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.49ms, fps=3218 images/s, loss=0.2825, top1-acc=90.86%, top5-acc=99.69%, remaining_time=0:00:14.796114, arrival_time=2021-04-10 03:43:04.788121, cost_time=0:00:00.795493 2021-04-10 03:42:50,603 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.37ms, fps=4190 images/s, loss=0.2817, top1-acc=91.15%, top5-acc=99.59%, remaining_time=0:00:12.381248, arrival_time=2021-04-10 03:43:02.984717, cost_time=0:00:01.406967 2021-04-10 03:42:51,209 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.29ms, fps=4226 images/s, loss=0.2775, top1-acc=91.21%, top5-acc=99.65%, remaining_time=0:00:11.139430, arrival_time=2021-04-10 03:43:02.349201, cost_time=0:00:02.013138 2021-04-10 03:42:51,818 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.57ms, fps=4207 images/s, loss=0.2798, top1-acc=91.11%, top5-acc=99.62%, remaining_time=0:00:10.226892, arrival_time=2021-04-10 03:43:02.045696, cost_time=0:00:02.622270 2021-04-10 03:42:52,434 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.37ms, fps=4161 images/s, loss=0.2819, top1-acc=91.01%, top5-acc=99.59%, remaining_time=0:00:09.454814, arrival_time=2021-04-10 03:43:01.889267, cost_time=0:00:03.237929 2021-04-10 03:42:53,042 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.48ms, fps=4215 images/s, loss=0.2801, top1-acc=91.04%, top5-acc=99.62%, remaining_time=0:00:08.717056, arrival_time=2021-04-10 03:43:01.759320, cost_time=0:00:03.845768 2021-04-10 03:42:53,650 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.49ms, fps=4214 images/s, loss=0.2809, top1-acc=90.97%, top5-acc=99.60%, remaining_time=0:00:08.016624, arrival_time=2021-04-10 03:43:01.666773, cost_time=0:00:04.453654 2021-04-10 03:42:54,261 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.52ms, fps=4191 images/s, loss=0.2822, top1-acc=90.96%, top5-acc=99.60%, remaining_time=0:00:07.343960, arrival_time=2021-04-10 03:43:01.605252, cost_time=0:00:05.064784 2021-04-10 03:42:54,872 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.48ms, fps=4190 images/s, loss=0.2830, top1-acc=90.89%, top5-acc=99.61%, remaining_time=0:00:06.685208, arrival_time=2021-04-10 03:43:01.557967, cost_time=0:00:05.676084 2021-04-10 03:42:55,488 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.48ms, fps=4163 images/s, loss=0.2880, top1-acc=90.74%, top5-acc=99.60%, remaining_time=0:00:06.040224, arrival_time=2021-04-10 03:43:01.528613, cost_time=0:00:06.291881 2021-04-10 03:42:56,095 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.35ms, fps=4221 images/s, loss=0.2876, top1-acc=90.72%, top5-acc=99.61%, remaining_time=0:00:05.393576, arrival_time=2021-04-10 03:43:01.488803, cost_time=0:00:06.898736 2021-04-10 03:42:56,701 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.47ms, fps=4229 images/s, loss=0.2898, top1-acc=90.64%, top5-acc=99.59%, remaining_time=0:00:04.752812, arrival_time=2021-04-10 03:43:01.453770, cost_time=0:00:07.504426 2021-04-10 03:42:57,316 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.58ms, fps=4162 images/s, loss=0.2903, top1-acc=90.63%, top5-acc=99.58%, remaining_time=0:00:04.122426, arrival_time=2021-04-10 03:43:01.438851, cost_time=0:00:08.119918 2021-04-10 03:42:57,925 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.38ms, fps=4211 images/s, loss=0.2903, top1-acc=90.62%, top5-acc=99.57%, remaining_time=0:00:03.491320, arrival_time=2021-04-10 03:43:01.416253, cost_time=0:00:08.728248 2021-04-10 03:42:58,530 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.42ms, fps=4232 images/s, loss=0.2905, top1-acc=90.58%, top5-acc=99.58%, remaining_time=0:00:02.862396, arrival_time=2021-04-10 03:43:01.392880, cost_time=0:00:09.333947 2021-04-10 03:42:59,137 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.32ms, fps=4224 images/s, loss=0.2921, top1-acc=90.53%, top5-acc=99.57%, remaining_time=0:00:02.236608, arrival_time=2021-04-10 03:43:01.373596, cost_time=0:00:09.940478 2021-04-10 03:42:59,741 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.30ms, fps=4236 images/s, loss=0.2936, top1-acc=90.47%, top5-acc=99.57%, remaining_time=0:00:01.612806, arrival_time=2021-04-10 03:43:01.354532, cost_time=0:00:10.545226 2021-04-10 03:43:00,349 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.27ms, fps=4216 images/s, loss=0.2945, top1-acc=90.42%, top5-acc=99.56%, remaining_time=0:00:00.991360, arrival_time=2021-04-10 03:43:01.340609, cost_time=0:00:11.152742 2021-04-10 03:43:00,955 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.19ms, fps=4222 images/s, loss=0.2937, top1-acc=90.45%, top5-acc=99.56%, remaining_time=0:00:00.371352, arrival_time=2021-04-10 03:43:01.327303, cost_time=0:00:11.759459 2021-04-10 03:43:01,288 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=0.05ms, fps=4098 images/s, loss=0.2933, top1-acc=90.44%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:01.288123, cost_time=0:00:12.091635 2021-04-10 03:43:01,618 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.21ms, fps=7764 images/s, loss=0.4941, top1-acc=84.61%, top5-acc=99.45%, remaining_time=0:00:00.989160, arrival_time=2021-04-10 03:43:02.607919, cost_time=0:00:00.329722 2021-04-10 03:43:01,846 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.33ms, fps=11268 images/s, loss=0.5058, top1-acc=84.41%, top5-acc=99.41%, remaining_time=0:00:00.557240, arrival_time=2021-04-10 03:43:02.403523, cost_time=0:00:00.557245 2021-04-10 03:43:02,079 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.67ms, fps=10976 images/s, loss=0.5196, top1-acc=83.97%, top5-acc=99.21%, remaining_time=0:00:00.263610, arrival_time=2021-04-10 03:43:02.343529, cost_time=0:00:00.790827 2021-04-10 03:43:02,288 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.05ms, fps=11146 images/s, loss=0.5143, top1-acc=84.00%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:02.288409, cost_time=0:00:00.999399 2021-04-10 03:43:02,801 INFO : Epoch=0055 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:33:35.805805, arrival_time=2021-04-10 04:16:38.607156, cost_time=0:12:44.615986 2021-04-10 03:43:02,802 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 03:43:03,625 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.36ms, fps=3109 images/s, loss=0.3108, top1-acc=90.39%, top5-acc=99.37%, remaining_time=0:00:15.314868, arrival_time=2021-04-10 03:43:18.940562, cost_time=0:00:00.823379 2021-04-10 03:43:04,235 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.46ms, fps=4205 images/s, loss=0.2974, top1-acc=90.59%, top5-acc=99.43%, remaining_time=0:00:12.610048, arrival_time=2021-04-10 03:43:16.845275, cost_time=0:00:01.432963 2021-04-10 03:43:04,844 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.42ms, fps=4208 images/s, loss=0.2846, top1-acc=90.70%, top5-acc=99.52%, remaining_time=0:00:11.298126, arrival_time=2021-04-10 03:43:16.142221, cost_time=0:00:02.041824 2021-04-10 03:43:05,451 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.17ms, fps=4216 images/s, loss=0.2813, top1-acc=90.78%, top5-acc=99.59%, remaining_time=0:00:10.332972, arrival_time=2021-04-10 03:43:15.784676, cost_time=0:00:02.649472 2021-04-10 03:43:06,070 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.37ms, fps=4137 images/s, loss=0.2831, top1-acc=90.64%, top5-acc=99.58%, remaining_time=0:00:09.544604, arrival_time=2021-04-10 03:43:15.615538, cost_time=0:00:03.268700 2021-04-10 03:43:06,682 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.68ms, fps=4189 images/s, loss=0.2842, top1-acc=90.61%, top5-acc=99.58%, remaining_time=0:00:08.795256, arrival_time=2021-04-10 03:43:15.477795, cost_time=0:00:03.880253 2021-04-10 03:43:07,291 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.54ms, fps=4209 images/s, loss=0.2817, top1-acc=90.66%, top5-acc=99.59%, remaining_time=0:00:08.080254, arrival_time=2021-04-10 03:43:15.371528, cost_time=0:00:04.489041 2021-04-10 03:43:07,905 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=2.14ms, fps=4171 images/s, loss=0.2816, top1-acc=90.71%, top5-acc=99.58%, remaining_time=0:00:07.399640, arrival_time=2021-04-10 03:43:15.305108, cost_time=0:00:05.103179 2021-04-10 03:43:08,512 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.46ms, fps=4219 images/s, loss=0.2830, top1-acc=90.73%, top5-acc=99.58%, remaining_time=0:00:06.725700, arrival_time=2021-04-10 03:43:15.238404, cost_time=0:00:05.710492 2021-04-10 03:43:09,129 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.42ms, fps=4154 images/s, loss=0.2850, top1-acc=90.66%, top5-acc=99.58%, remaining_time=0:00:06.074112, arrival_time=2021-04-10 03:43:15.203570, cost_time=0:00:06.327153 2021-04-10 03:43:09,736 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.43ms, fps=4220 images/s, loss=0.2869, top1-acc=90.62%, top5-acc=99.55%, remaining_time=0:00:05.421354, arrival_time=2021-04-10 03:43:15.157908, cost_time=0:00:06.934328 2021-04-10 03:43:10,343 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.92ms, fps=4223 images/s, loss=0.2844, top1-acc=90.64%, top5-acc=99.55%, remaining_time=0:00:04.775840, arrival_time=2021-04-10 03:43:15.118954, cost_time=0:00:07.540826 2021-04-10 03:43:10,950 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.74ms, fps=4215 images/s, loss=0.2834, top1-acc=90.66%, top5-acc=99.57%, remaining_time=0:00:04.137012, arrival_time=2021-04-10 03:43:15.087951, cost_time=0:00:08.148711 2021-04-10 03:43:11,565 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.77ms, fps=4168 images/s, loss=0.2832, top1-acc=90.69%, top5-acc=99.58%, remaining_time=0:00:03.505320, arrival_time=2021-04-10 03:43:15.070888, cost_time=0:00:08.763303 2021-04-10 03:43:12,177 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.71ms, fps=4187 images/s, loss=0.2823, top1-acc=90.73%, top5-acc=99.59%, remaining_time=0:00:02.875046, arrival_time=2021-04-10 03:43:15.052535, cost_time=0:00:09.375201 2021-04-10 03:43:12,787 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.90ms, fps=4198 images/s, loss=0.2859, top1-acc=90.62%, top5-acc=99.57%, remaining_time=0:00:02.246760, arrival_time=2021-04-10 03:43:15.034586, cost_time=0:00:09.985592 2021-04-10 03:43:13,397 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.40ms, fps=4200 images/s, loss=0.2871, top1-acc=90.58%, top5-acc=99.56%, remaining_time=0:00:01.620502, arrival_time=2021-04-10 03:43:15.018282, cost_time=0:00:10.595552 2021-04-10 03:43:14,012 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.81ms, fps=4169 images/s, loss=0.2891, top1-acc=90.54%, top5-acc=99.56%, remaining_time=0:00:00.996432, arrival_time=2021-04-10 03:43:15.008762, cost_time=0:00:11.209915 2021-04-10 03:43:14,621 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.37ms, fps=4208 images/s, loss=0.2901, top1-acc=90.51%, top5-acc=99.55%, remaining_time=0:00:00.373236, arrival_time=2021-04-10 03:43:14.994537, cost_time=0:00:11.819091 2021-04-10 03:43:14,952 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=0.06ms, fps=4111 images/s, loss=0.2888, top1-acc=90.53%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:14.952457, cost_time=0:00:12.150264 2021-04-10 03:43:15,273 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.16ms, fps=8002 images/s, loss=0.5898, top1-acc=82.70%, top5-acc=97.97%, remaining_time=0:00:00.959730, arrival_time=2021-04-10 03:43:16.232905, cost_time=0:00:00.319912 2021-04-10 03:43:15,503 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=0.19ms, fps=11126 images/s, loss=0.6037, top1-acc=82.27%, top5-acc=98.03%, remaining_time=0:00:00.550340, arrival_time=2021-04-10 03:43:16.053952, cost_time=0:00:00.550341 2021-04-10 03:43:15,740 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=0.20ms, fps=10835 images/s, loss=0.6153, top1-acc=81.94%, top5-acc=98.22%, remaining_time=0:00:00.262320, arrival_time=2021-04-10 03:43:16.002569, cost_time=0:00:00.786955 2021-04-10 03:43:15,955 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.09ms, fps=10787 images/s, loss=0.6112, top1-acc=82.11%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:15.955756, cost_time=0:00:01.002482 2021-04-10 03:43:16,476 INFO : Epoch=0056 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:33:21.320064, arrival_time=2021-04-10 04:16:37.796531, cost_time=0:12:58.291135 2021-04-10 03:43:16,477 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 03:43:17,273 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.23ms, fps=3213 images/s, loss=0.2771, top1-acc=90.47%, top5-acc=99.65%, remaining_time=0:00:14.818992, arrival_time=2021-04-10 03:43:32.092821, cost_time=0:00:00.796724 2021-04-10 03:43:17,893 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.54ms, fps=4135 images/s, loss=0.2797, top1-acc=90.53%, top5-acc=99.63%, remaining_time=0:00:12.462208, arrival_time=2021-04-10 03:43:30.355554, cost_time=0:00:01.416155 2021-04-10 03:43:18,502 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.49ms, fps=4207 images/s, loss=0.2706, top1-acc=90.89%, top5-acc=99.65%, remaining_time=0:00:11.206162, arrival_time=2021-04-10 03:43:29.708472, cost_time=0:00:02.025208 2021-04-10 03:43:19,115 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.38ms, fps=4181 images/s, loss=0.2702, top1-acc=90.86%, top5-acc=99.64%, remaining_time=0:00:10.287732, arrival_time=2021-04-10 03:43:29.402716, cost_time=0:00:02.637873 2021-04-10 03:43:19,721 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.37ms, fps=4222 images/s, loss=0.2770, top1-acc=90.73%, top5-acc=99.66%, remaining_time=0:00:09.474378, arrival_time=2021-04-10 03:43:29.196113, cost_time=0:00:03.244627 2021-04-10 03:43:20,332 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.56ms, fps=4194 images/s, loss=0.2811, top1-acc=90.66%, top5-acc=99.65%, remaining_time=0:00:08.738816, arrival_time=2021-04-10 03:43:29.071278, cost_time=0:00:03.855357 2021-04-10 03:43:20,940 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.40ms, fps=4212 images/s, loss=0.2795, top1-acc=90.65%, top5-acc=99.64%, remaining_time=0:00:08.034390, arrival_time=2021-04-10 03:43:28.975115, cost_time=0:00:04.463571 2021-04-10 03:43:21,551 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.31ms, fps=4194 images/s, loss=0.2785, top1-acc=90.72%, top5-acc=99.65%, remaining_time=0:00:07.357996, arrival_time=2021-04-10 03:43:28.909580, cost_time=0:00:05.074466 2021-04-10 03:43:22,158 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.35ms, fps=4224 images/s, loss=0.2818, top1-acc=90.67%, top5-acc=99.65%, remaining_time=0:00:06.690932, arrival_time=2021-04-10 03:43:28.849013, cost_time=0:00:05.680972 2021-04-10 03:43:22,767 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.37ms, fps=4204 images/s, loss=0.2863, top1-acc=90.57%, top5-acc=99.64%, remaining_time=0:00:06.038688, arrival_time=2021-04-10 03:43:28.806051, cost_time=0:00:06.290259 2021-04-10 03:43:23,375 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.34ms, fps=4212 images/s, loss=0.2854, top1-acc=90.60%, top5-acc=99.64%, remaining_time=0:00:05.393318, arrival_time=2021-04-10 03:43:28.768892, cost_time=0:00:06.898463 2021-04-10 03:43:23,987 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.27ms, fps=4188 images/s, loss=0.2869, top1-acc=90.57%, top5-acc=99.65%, remaining_time=0:00:04.756384, arrival_time=2021-04-10 03:43:28.743568, cost_time=0:00:07.510057 2021-04-10 03:43:24,611 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=7.14ms, fps=4106 images/s, loss=0.2869, top1-acc=90.54%, top5-acc=99.65%, remaining_time=0:00:04.129620, arrival_time=2021-04-10 03:43:28.740929, cost_time=0:00:08.134036 2021-04-10 03:43:25,242 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=2.01ms, fps=4063 images/s, loss=0.2879, top1-acc=90.52%, top5-acc=99.64%, remaining_time=0:00:03.505992, arrival_time=2021-04-10 03:43:28.748083, cost_time=0:00:08.764980 2021-04-10 03:43:25,854 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.87ms, fps=4183 images/s, loss=0.2886, top1-acc=90.53%, top5-acc=99.64%, remaining_time=0:00:02.875736, arrival_time=2021-04-10 03:43:28.730344, cost_time=0:00:09.377348 2021-04-10 03:43:26,467 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.35ms, fps=4184 images/s, loss=0.2910, top1-acc=90.48%, top5-acc=99.63%, remaining_time=0:00:02.247768, arrival_time=2021-04-10 03:43:28.714959, cost_time=0:00:09.990093 2021-04-10 03:43:27,086 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.47ms, fps=4140 images/s, loss=0.2929, top1-acc=90.43%, top5-acc=99.62%, remaining_time=0:00:01.622530, arrival_time=2021-04-10 03:43:28.708610, cost_time=0:00:10.608906 2021-04-10 03:43:27,697 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.31ms, fps=4193 images/s, loss=0.2926, top1-acc=90.45%, top5-acc=99.62%, remaining_time=0:00:00.997328, arrival_time=2021-04-10 03:43:28.694588, cost_time=0:00:11.219967 2021-04-10 03:43:28,309 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.25ms, fps=4184 images/s, loss=0.2923, top1-acc=90.46%, top5-acc=99.61%, remaining_time=0:00:00.373662, arrival_time=2021-04-10 03:43:28.683473, cost_time=0:00:11.832705 2021-04-10 03:43:28,640 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.18ms, fps=4115 images/s, loss=0.2916, top1-acc=90.47%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:28.640644, cost_time=0:00:12.163566 2021-04-10 03:43:28,970 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.52ms, fps=7769 images/s, loss=0.6612, top1-acc=80.47%, top5-acc=98.44%, remaining_time=0:00:00.988560, arrival_time=2021-04-10 03:43:29.959490, cost_time=0:00:00.329517 2021-04-10 03:43:29,202 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.51ms, fps=11103 images/s, loss=0.6136, top1-acc=81.76%, top5-acc=98.63%, remaining_time=0:00:00.560420, arrival_time=2021-04-10 03:43:29.762348, cost_time=0:00:00.560419 2021-04-10 03:43:29,434 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.27ms, fps=11019 images/s, loss=0.6200, top1-acc=81.84%, top5-acc=98.52%, remaining_time=0:00:00.264420, arrival_time=2021-04-10 03:43:29.699134, cost_time=0:00:00.793271 2021-04-10 03:43:29,643 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.06ms, fps=11155 images/s, loss=0.6278, top1-acc=81.73%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:29.643093, cost_time=0:00:01.001698 2021-04-10 03:43:30,189 INFO : Epoch=0057 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:33:06.958402, arrival_time=2021-04-10 04:16:37.148112, cost_time=0:13:12.004372 2021-04-10 03:43:30,190 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 03:43:30,960 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.38ms, fps=3326 images/s, loss=0.2906, top1-acc=90.43%, top5-acc=99.53%, remaining_time=0:00:14.318280, arrival_time=2021-04-10 03:43:45.278430, cost_time=0:00:00.769797 2021-04-10 03:43:31,563 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.39ms, fps=4243 images/s, loss=0.2778, top1-acc=90.94%, top5-acc=99.65%, remaining_time=0:00:12.086800, arrival_time=2021-04-10 03:43:43.650663, cost_time=0:00:01.373503 2021-04-10 03:43:32,171 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.35ms, fps=4214 images/s, loss=0.2780, top1-acc=90.96%, top5-acc=99.61%, remaining_time=0:00:10.963802, arrival_time=2021-04-10 03:43:43.135653, cost_time=0:00:01.981402 2021-04-10 03:43:32,783 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.34ms, fps=4193 images/s, loss=0.2779, top1-acc=91.15%, top5-acc=99.63%, remaining_time=0:00:10.111140, arrival_time=2021-04-10 03:43:42.894105, cost_time=0:00:02.592609 2021-04-10 03:43:33,394 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.40ms, fps=4193 images/s, loss=0.2814, top1-acc=91.10%, top5-acc=99.60%, remaining_time=0:00:09.354366, arrival_time=2021-04-10 03:43:42.748362, cost_time=0:00:03.203554 2021-04-10 03:43:34,002 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.38ms, fps=4208 images/s, loss=0.2799, top1-acc=91.16%, top5-acc=99.62%, remaining_time=0:00:08.641576, arrival_time=2021-04-10 03:43:42.644404, cost_time=0:00:03.812465 2021-04-10 03:43:34,621 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=2.19ms, fps=4142 images/s, loss=0.2841, top1-acc=91.01%, top5-acc=99.64%, remaining_time=0:00:07.975674, arrival_time=2021-04-10 03:43:42.597033, cost_time=0:00:04.430917 2021-04-10 03:43:35,236 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.36ms, fps=4164 images/s, loss=0.2838, top1-acc=90.96%, top5-acc=99.62%, remaining_time=0:00:07.317280, arrival_time=2021-04-10 03:43:42.554038, cost_time=0:00:05.046394 2021-04-10 03:43:35,857 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.17ms, fps=4172 images/s, loss=0.2847, top1-acc=90.88%, top5-acc=99.60%, remaining_time=0:00:06.673866, arrival_time=2021-04-10 03:43:42.530787, cost_time=0:00:05.666496 2021-04-10 03:43:36,466 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.47ms, fps=4205 images/s, loss=0.2861, top1-acc=90.85%, top5-acc=99.61%, remaining_time=0:00:06.024864, arrival_time=2021-04-10 03:43:42.491147, cost_time=0:00:06.275903 2021-04-10 03:43:37,076 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.51ms, fps=4198 images/s, loss=0.2865, top1-acc=90.80%, top5-acc=99.61%, remaining_time=0:00:05.383772, arrival_time=2021-04-10 03:43:42.460330, cost_time=0:00:06.886181 2021-04-10 03:43:37,692 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=2.34ms, fps=4160 images/s, loss=0.2858, top1-acc=90.80%, top5-acc=99.62%, remaining_time=0:00:04.751292, arrival_time=2021-04-10 03:43:42.443759, cost_time=0:00:07.502043 2021-04-10 03:43:38,299 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.45ms, fps=4223 images/s, loss=0.2871, top1-acc=90.75%, top5-acc=99.63%, remaining_time=0:00:04.116750, arrival_time=2021-04-10 03:43:42.415874, cost_time=0:00:08.108769 2021-04-10 03:43:38,922 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.84ms, fps=4107 images/s, loss=0.2878, top1-acc=90.67%, top5-acc=99.64%, remaining_time=0:00:03.493000, arrival_time=2021-04-10 03:43:42.415855, cost_time=0:00:08.732489 2021-04-10 03:43:39,530 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=2.07ms, fps=4220 images/s, loss=0.2906, top1-acc=90.60%, top5-acc=99.63%, remaining_time=0:00:02.864098, arrival_time=2021-04-10 03:43:42.394028, cost_time=0:00:09.339506 2021-04-10 03:43:40,136 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.31ms, fps=4222 images/s, loss=0.2923, top1-acc=90.52%, top5-acc=99.61%, remaining_time=0:00:02.237940, arrival_time=2021-04-10 03:43:42.374670, cost_time=0:00:09.946366 2021-04-10 03:43:40,743 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.33ms, fps=4225 images/s, loss=0.2916, top1-acc=90.56%, top5-acc=99.62%, remaining_time=0:00:01.613950, arrival_time=2021-04-10 03:43:42.357011, cost_time=0:00:10.552703 2021-04-10 03:43:41,349 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.47ms, fps=4223 images/s, loss=0.2904, top1-acc=90.62%, top5-acc=99.62%, remaining_time=0:00:00.991936, arrival_time=2021-04-10 03:43:42.341614, cost_time=0:00:11.159317 2021-04-10 03:43:41,958 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.14ms, fps=4211 images/s, loss=0.2886, top1-acc=90.69%, top5-acc=99.62%, remaining_time=0:00:00.371610, arrival_time=2021-04-10 03:43:42.329599, cost_time=0:00:11.767590 2021-04-10 03:43:42,291 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=0.09ms, fps=4088 images/s, loss=0.2898, top1-acc=90.65%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:42.291095, cost_time=0:00:12.100746 2021-04-10 03:43:42,636 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.36ms, fps=7430 images/s, loss=0.4940, top1-acc=84.45%, top5-acc=98.98%, remaining_time=0:00:01.033620, arrival_time=2021-04-10 03:43:43.670085, cost_time=0:00:00.344544 2021-04-10 03:43:42,865 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=2.06ms, fps=11192 images/s, loss=0.4755, top1-acc=84.98%, top5-acc=99.24%, remaining_time=0:00:00.573640, arrival_time=2021-04-10 03:43:43.439208, cost_time=0:00:00.573632 2021-04-10 03:43:43,106 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=0.19ms, fps=10627 images/s, loss=0.4905, top1-acc=84.66%, top5-acc=99.14%, remaining_time=0:00:00.271660, arrival_time=2021-04-10 03:43:43.378552, cost_time=0:00:00.814968 2021-04-10 03:43:43,318 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.05ms, fps=10966 images/s, loss=0.4820, top1-acc=84.66%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:43.318754, cost_time=0:00:01.026862 2021-04-10 03:43:43,837 INFO : Epoch=0058 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:32:52.458810, arrival_time=2021-04-10 04:16:36.296302, cost_time=0:13:25.652166 2021-04-10 03:43:43,838 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 03:43:44,633 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.25ms, fps=3219 images/s, loss=0.2660, top1-acc=91.09%, top5-acc=99.65%, remaining_time=0:00:14.792580, arrival_time=2021-04-10 03:43:59.426127, cost_time=0:00:00.795297 2021-04-10 03:43:45,248 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.50ms, fps=4167 images/s, loss=0.2585, top1-acc=91.23%, top5-acc=99.69%, remaining_time=0:00:12.409936, arrival_time=2021-04-10 03:43:57.658303, cost_time=0:00:01.410220 2021-04-10 03:43:45,857 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.57ms, fps=4210 images/s, loss=0.2681, top1-acc=91.04%, top5-acc=99.65%, remaining_time=0:00:11.170306, arrival_time=2021-04-10 03:43:57.027340, cost_time=0:00:02.018734 2021-04-10 03:43:46,465 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.30ms, fps=4215 images/s, loss=0.2717, top1-acc=91.03%, top5-acc=99.63%, remaining_time=0:00:10.244988, arrival_time=2021-04-10 03:43:56.710037, cost_time=0:00:02.626917 2021-04-10 03:43:47,078 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.86ms, fps=4178 images/s, loss=0.2702, top1-acc=91.15%, top5-acc=99.63%, remaining_time=0:00:09.461238, arrival_time=2021-04-10 03:43:56.539552, cost_time=0:00:03.240134 2021-04-10 03:43:47,688 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.55ms, fps=4199 images/s, loss=0.2714, top1-acc=91.06%, top5-acc=99.65%, remaining_time=0:00:08.727392, arrival_time=2021-04-10 03:43:56.415904, cost_time=0:00:03.850316 2021-04-10 03:43:48,294 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.36ms, fps=4226 images/s, loss=0.2708, top1-acc=91.13%, top5-acc=99.65%, remaining_time=0:00:08.022042, arrival_time=2021-04-10 03:43:56.316830, cost_time=0:00:04.456669 2021-04-10 03:43:48,903 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.52ms, fps=4212 images/s, loss=0.2694, top1-acc=91.14%, top5-acc=99.67%, remaining_time=0:00:07.344076, arrival_time=2021-04-10 03:43:56.247172, cost_time=0:00:05.064897 2021-04-10 03:43:49,511 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.41ms, fps=4214 images/s, loss=0.2699, top1-acc=91.07%, top5-acc=99.64%, remaining_time=0:00:06.681498, arrival_time=2021-04-10 03:43:56.192576, cost_time=0:00:05.672962 2021-04-10 03:43:50,121 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.40ms, fps=4194 images/s, loss=0.2691, top1-acc=91.06%, top5-acc=99.65%, remaining_time=0:00:06.032256, arrival_time=2021-04-10 03:43:56.154154, cost_time=0:00:06.283646 2021-04-10 03:43:50,730 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.44ms, fps=4213 images/s, loss=0.2710, top1-acc=91.02%, top5-acc=99.65%, remaining_time=0:00:05.388244, arrival_time=2021-04-10 03:43:56.118332, cost_time=0:00:06.891912 2021-04-10 03:43:51,343 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.28ms, fps=4174 images/s, loss=0.2740, top1-acc=90.99%, top5-acc=99.66%, remaining_time=0:00:04.753648, arrival_time=2021-04-10 03:43:56.097519, cost_time=0:00:07.505750 2021-04-10 03:43:51,957 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.36ms, fps=4176 images/s, loss=0.2748, top1-acc=90.96%, top5-acc=99.66%, remaining_time=0:00:04.122030, arrival_time=2021-04-10 03:43:56.079347, cost_time=0:00:08.119201 2021-04-10 03:43:52,565 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.30ms, fps=4212 images/s, loss=0.2768, top1-acc=90.92%, top5-acc=99.65%, remaining_time=0:00:03.490928, arrival_time=2021-04-10 03:43:56.056438, cost_time=0:00:08.727315 2021-04-10 03:43:53,170 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.26ms, fps=4238 images/s, loss=0.2785, top1-acc=90.84%, top5-acc=99.65%, remaining_time=0:00:02.861798, arrival_time=2021-04-10 03:43:56.031893, cost_time=0:00:09.331984 2021-04-10 03:43:53,789 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.90ms, fps=4134 images/s, loss=0.2779, top1-acc=90.84%, top5-acc=99.65%, remaining_time=0:00:02.239092, arrival_time=2021-04-10 03:43:56.028803, cost_time=0:00:09.951590 2021-04-10 03:43:54,412 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.39ms, fps=4112 images/s, loss=0.2806, top1-acc=90.78%, top5-acc=99.65%, remaining_time=0:00:01.617278, arrival_time=2021-04-10 03:43:56.030007, cost_time=0:00:10.574561 2021-04-10 03:43:55,026 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.41ms, fps=4177 images/s, loss=0.2805, top1-acc=90.81%, top5-acc=99.65%, remaining_time=0:00:00.994496, arrival_time=2021-04-10 03:43:56.020715, cost_time=0:00:11.187993 2021-04-10 03:43:55,646 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.14ms, fps=4134 images/s, loss=0.2798, top1-acc=90.83%, top5-acc=99.65%, remaining_time=0:00:00.372882, arrival_time=2021-04-10 03:43:56.018877, cost_time=0:00:11.807897 2021-04-10 03:43:55,976 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=0.08ms, fps=4119 images/s, loss=0.2807, top1-acc=90.79%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:55.976635, cost_time=0:00:12.138441 2021-04-10 03:43:56,339 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.36ms, fps=7075 images/s, loss=0.6069, top1-acc=81.37%, top5-acc=98.59%, remaining_time=0:00:01.085490, arrival_time=2021-04-10 03:43:57.425034, cost_time=0:00:00.361829 2021-04-10 03:43:56,610 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=0.41ms, fps=9469 images/s, loss=0.6135, top1-acc=81.29%, top5-acc=98.55%, remaining_time=0:00:00.632680, arrival_time=2021-04-10 03:43:57.243067, cost_time=0:00:00.632680 2021-04-10 03:43:56,848 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.36ms, fps=10767 images/s, loss=0.6113, top1-acc=81.48%, top5-acc=98.55%, remaining_time=0:00:00.290310, arrival_time=2021-04-10 03:43:57.138913, cost_time=0:00:00.870941 2021-04-10 03:43:57,061 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.05ms, fps=10938 images/s, loss=0.6136, top1-acc=81.49%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:57.061024, cost_time=0:00:01.083400 2021-04-10 03:43:57,558 INFO : Epoch=0059 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:32:38.163585, arrival_time=2021-04-10 04:16:35.722304, cost_time=0:13:39.373386 2021-04-10 03:43:57,559 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 03:43:58,324 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.24ms, fps=3347 images/s, loss=0.2891, top1-acc=90.62%, top5-acc=99.65%, remaining_time=0:00:14.228256, arrival_time=2021-04-10 03:44:12.552572, cost_time=0:00:00.764965 2021-04-10 03:43:58,930 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.43ms, fps=4226 images/s, loss=0.2882, top1-acc=90.72%, top5-acc=99.67%, remaining_time=0:00:12.065504, arrival_time=2021-04-10 03:44:10.996012, cost_time=0:00:01.371088 2021-04-10 03:43:59,540 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.45ms, fps=4199 images/s, loss=0.2903, top1-acc=90.60%, top5-acc=99.67%, remaining_time=0:00:10.963304, arrival_time=2021-04-10 03:44:10.503981, cost_time=0:00:01.981314 2021-04-10 03:44:00,151 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.49ms, fps=4193 images/s, loss=0.2901, top1-acc=90.64%, top5-acc=99.67%, remaining_time=0:00:10.110048, arrival_time=2021-04-10 03:44:10.261792, cost_time=0:00:02.592309 2021-04-10 03:44:00,761 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.34ms, fps=4204 images/s, loss=0.2904, top1-acc=90.62%, top5-acc=99.63%, remaining_time=0:00:09.349548, arrival_time=2021-04-10 03:44:10.110807, cost_time=0:00:03.201903 2021-04-10 03:44:01,373 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.50ms, fps=4183 images/s, loss=0.2911, top1-acc=90.64%, top5-acc=99.61%, remaining_time=0:00:08.645792, arrival_time=2021-04-10 03:44:10.019567, cost_time=0:00:03.814340 2021-04-10 03:44:01,983 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.29ms, fps=4204 images/s, loss=0.2921, top1-acc=90.50%, top5-acc=99.61%, remaining_time=0:00:07.963074, arrival_time=2021-04-10 03:44:09.946367, cost_time=0:00:04.423949 2021-04-10 03:44:02,590 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.29ms, fps=4221 images/s, loss=0.2923, top1-acc=90.50%, top5-acc=99.59%, remaining_time=0:00:07.294776, arrival_time=2021-04-10 03:44:09.885057, cost_time=0:00:05.030844 2021-04-10 03:44:03,198 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.30ms, fps=4211 images/s, loss=0.2904, top1-acc=90.56%, top5-acc=99.60%, remaining_time=0:00:06.641854, arrival_time=2021-04-10 03:44:09.840529, cost_time=0:00:05.639304 2021-04-10 03:44:03,809 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.78ms, fps=4194 images/s, loss=0.2912, top1-acc=90.57%, top5-acc=99.61%, remaining_time=0:00:06.000096, arrival_time=2021-04-10 03:44:09.809552, cost_time=0:00:06.250105 2021-04-10 03:44:04,421 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.42ms, fps=4186 images/s, loss=0.2916, top1-acc=90.50%, top5-acc=99.62%, remaining_time=0:00:05.364852, arrival_time=2021-04-10 03:44:09.786346, cost_time=0:00:06.861965 2021-04-10 03:44:05,028 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.58ms, fps=4221 images/s, loss=0.2931, top1-acc=90.42%, top5-acc=99.61%, remaining_time=0:00:04.730544, arrival_time=2021-04-10 03:44:09.759156, cost_time=0:00:07.469226 2021-04-10 03:44:05,636 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.38ms, fps=4214 images/s, loss=0.2936, top1-acc=90.41%, top5-acc=99.59%, remaining_time=0:00:04.100712, arrival_time=2021-04-10 03:44:09.737228, cost_time=0:00:08.077149 2021-04-10 03:44:06,244 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.50ms, fps=4216 images/s, loss=0.2919, top1-acc=90.46%, top5-acc=99.59%, remaining_time=0:00:03.473904, arrival_time=2021-04-10 03:44:09.718058, cost_time=0:00:08.684807 2021-04-10 03:44:06,857 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.34ms, fps=4181 images/s, loss=0.2914, top1-acc=90.48%, top5-acc=99.59%, remaining_time=0:00:02.851218, arrival_time=2021-04-10 03:44:09.708174, cost_time=0:00:09.297503 2021-04-10 03:44:07,476 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=2.09ms, fps=4137 images/s, loss=0.2919, top1-acc=90.46%, top5-acc=99.57%, remaining_time=0:00:02.231316, arrival_time=2021-04-10 03:44:09.707704, cost_time=0:00:09.916979 2021-04-10 03:44:08,095 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.49ms, fps=4139 images/s, loss=0.2935, top1-acc=90.41%, top5-acc=99.56%, remaining_time=0:00:01.611402, arrival_time=2021-04-10 03:44:09.706855, cost_time=0:00:10.536044 2021-04-10 03:44:08,712 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.28ms, fps=4153 images/s, loss=0.2930, top1-acc=90.43%, top5-acc=99.57%, remaining_time=0:00:00.991376, arrival_time=2021-04-10 03:44:09.703754, cost_time=0:00:11.153029 2021-04-10 03:44:09,319 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.50ms, fps=4219 images/s, loss=0.2940, top1-acc=90.42%, top5-acc=99.56%, remaining_time=0:00:00.371376, arrival_time=2021-04-10 03:44:09.690973, cost_time=0:00:11.760171 2021-04-10 03:44:09,649 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.05ms, fps=4127 images/s, loss=0.2939, top1-acc=90.41%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:09.649637, cost_time=0:00:12.090297 2021-04-10 03:44:09,966 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=3.47ms, fps=8090 images/s, loss=0.5577, top1-acc=81.91%, top5-acc=98.63%, remaining_time=0:00:00.949260, arrival_time=2021-04-10 03:44:10.916143, cost_time=0:00:00.316425 2021-04-10 03:44:10,208 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.51ms, fps=10638 images/s, loss=0.5388, top1-acc=82.62%, top5-acc=99.00%, remaining_time=0:00:00.557460, arrival_time=2021-04-10 03:44:10.765434, cost_time=0:00:00.557458 2021-04-10 03:44:10,455 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=3.91ms, fps=10374 images/s, loss=0.5446, top1-acc=82.66%, top5-acc=99.05%, remaining_time=0:00:00.268230, arrival_time=2021-04-10 03:44:10.723395, cost_time=0:00:00.804688 2021-04-10 03:44:10,665 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=11032 images/s, loss=0.5295, top1-acc=82.91%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:10.665780, cost_time=0:00:01.015334 2021-04-10 03:44:11,163 INFO : Epoch=0060 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:32:23.615660, arrival_time=2021-04-10 04:16:34.779121, cost_time=0:13:52.978124 2021-04-10 03:44:11,163 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 03:44:11,961 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.58ms, fps=3212 images/s, loss=0.2937, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:14.823084, arrival_time=2021-04-10 03:44:26.784220, cost_time=0:00:00.796941 2021-04-10 03:44:12,574 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=0.25ms, fps=4176 images/s, loss=0.2800, top1-acc=90.72%, top5-acc=99.71%, remaining_time=0:00:12.413632, arrival_time=2021-04-10 03:44:24.988369, cost_time=0:00:01.410640 2021-04-10 03:44:13,190 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.57ms, fps=4162 images/s, loss=0.2722, top1-acc=91.00%, top5-acc=99.71%, remaining_time=0:00:11.211308, arrival_time=2021-04-10 03:44:24.401674, cost_time=0:00:02.026145 2021-04-10 03:44:13,800 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.43ms, fps=4203 images/s, loss=0.2742, top1-acc=90.94%, top5-acc=99.67%, remaining_time=0:00:10.280400, arrival_time=2021-04-10 03:44:24.080515, cost_time=0:00:02.636017 2021-04-10 03:44:14,413 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.43ms, fps=4180 images/s, loss=0.2757, top1-acc=90.90%, top5-acc=99.63%, remaining_time=0:00:09.486788, arrival_time=2021-04-10 03:44:23.899838, cost_time=0:00:03.248877 2021-04-10 03:44:15,022 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.41ms, fps=4207 images/s, loss=0.2792, top1-acc=90.81%, top5-acc=99.65%, remaining_time=0:00:08.744800, arrival_time=2021-04-10 03:44:23.766892, cost_time=0:00:03.857996 2021-04-10 03:44:15,630 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.29ms, fps=4210 images/s, loss=0.2771, top1-acc=90.93%, top5-acc=99.67%, remaining_time=0:00:08.039682, arrival_time=2021-04-10 03:44:23.670367, cost_time=0:00:04.466496 2021-04-10 03:44:16,243 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.36ms, fps=4180 images/s, loss=0.2788, top1-acc=90.86%, top5-acc=99.66%, remaining_time=0:00:07.365304, arrival_time=2021-04-10 03:44:23.608974, cost_time=0:00:05.079520 2021-04-10 03:44:16,851 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.41ms, fps=4212 images/s, loss=0.2784, top1-acc=90.93%, top5-acc=99.67%, remaining_time=0:00:06.698988, arrival_time=2021-04-10 03:44:23.550889, cost_time=0:00:05.687799 2021-04-10 03:44:17,462 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.55ms, fps=4195 images/s, loss=0.2792, top1-acc=90.91%, top5-acc=99.67%, remaining_time=0:00:06.046560, arrival_time=2021-04-10 03:44:23.509208, cost_time=0:00:06.298487 2021-04-10 03:44:18,070 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.31ms, fps=4212 images/s, loss=0.2775, top1-acc=90.97%, top5-acc=99.66%, remaining_time=0:00:05.399854, arrival_time=2021-04-10 03:44:23.470729, cost_time=0:00:06.906786 2021-04-10 03:44:18,678 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.49ms, fps=4219 images/s, loss=0.2771, top1-acc=90.96%, top5-acc=99.65%, remaining_time=0:00:04.758892, arrival_time=2021-04-10 03:44:23.436968, cost_time=0:00:07.513986 2021-04-10 03:44:19,289 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.48ms, fps=4194 images/s, loss=0.2763, top1-acc=90.96%, top5-acc=99.65%, remaining_time=0:00:04.124934, arrival_time=2021-04-10 03:44:23.413905, cost_time=0:00:08.124813 2021-04-10 03:44:19,903 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.44ms, fps=4167 images/s, loss=0.2759, top1-acc=90.99%, top5-acc=99.65%, remaining_time=0:00:03.495856, arrival_time=2021-04-10 03:44:23.399628, cost_time=0:00:08.739671 2021-04-10 03:44:20,512 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.31ms, fps=4208 images/s, loss=0.2778, top1-acc=90.93%, top5-acc=99.65%, remaining_time=0:00:02.866858, arrival_time=2021-04-10 03:44:23.379398, cost_time=0:00:09.348437 2021-04-10 03:44:21,119 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.36ms, fps=4224 images/s, loss=0.2798, top1-acc=90.86%, top5-acc=99.63%, remaining_time=0:00:02.239848, arrival_time=2021-04-10 03:44:23.358853, cost_time=0:00:09.954918 2021-04-10 03:44:21,733 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.48ms, fps=4168 images/s, loss=0.2809, top1-acc=90.84%, top5-acc=99.63%, remaining_time=0:00:01.616524, arrival_time=2021-04-10 03:44:23.350232, cost_time=0:00:10.569542 2021-04-10 03:44:22,346 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.14ms, fps=4184 images/s, loss=0.2845, top1-acc=90.71%, top5-acc=99.62%, remaining_time=0:00:00.993952, arrival_time=2021-04-10 03:44:23.340068, cost_time=0:00:11.181945 2021-04-10 03:44:22,957 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.34ms, fps=4196 images/s, loss=0.2849, top1-acc=90.67%, top5-acc=99.63%, remaining_time=0:00:00.372414, arrival_time=2021-04-10 03:44:23.329544, cost_time=0:00:11.793045 2021-04-10 03:44:23,289 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.06ms, fps=4094 images/s, loss=0.2839, top1-acc=90.72%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:23.289699, cost_time=0:00:12.125622 2021-04-10 03:44:23,592 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.30ms, fps=8473 images/s, loss=0.5766, top1-acc=81.68%, top5-acc=98.55%, remaining_time=0:00:00.906420, arrival_time=2021-04-10 03:44:24.499096, cost_time=0:00:00.302137 2021-04-10 03:44:23,827 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=2.64ms, fps=10918 images/s, loss=0.5847, top1-acc=82.25%, top5-acc=98.71%, remaining_time=0:00:00.536940, arrival_time=2021-04-10 03:44:24.364425, cost_time=0:00:00.536942 2021-04-10 03:44:24,059 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.46ms, fps=11032 images/s, loss=0.5811, top1-acc=82.53%, top5-acc=98.82%, remaining_time=0:00:00.256450, arrival_time=2021-04-10 03:44:24.316314, cost_time=0:00:00.769342 2021-04-10 03:44:24,271 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.05ms, fps=10999 images/s, loss=0.5844, top1-acc=82.52%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:24.271134, cost_time=0:00:00.980575 2021-04-10 03:44:24,788 INFO : Epoch=0061 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:32:09.144721, arrival_time=2021-04-10 04:16:33.933151, cost_time=0:14:06.603087 2021-04-10 03:44:24,789 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 03:44:25,552 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.49ms, fps=3354 images/s, loss=0.3227, top1-acc=89.37%, top5-acc=99.34%, remaining_time=0:00:14.197380, arrival_time=2021-04-10 03:44:39.750006, cost_time=0:00:00.763305 2021-04-10 03:44:26,165 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.43ms, fps=4179 images/s, loss=0.2977, top1-acc=90.16%, top5-acc=99.47%, remaining_time=0:00:12.112320, arrival_time=2021-04-10 03:44:38.277992, cost_time=0:00:01.376391 2021-04-10 03:44:26,774 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.46ms, fps=4210 images/s, loss=0.2952, top1-acc=90.29%, top5-acc=99.47%, remaining_time=0:00:10.982892, arrival_time=2021-04-10 03:44:37.757024, cost_time=0:00:01.984854 2021-04-10 03:44:27,383 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.40ms, fps=4202 images/s, loss=0.2884, top1-acc=90.55%, top5-acc=99.50%, remaining_time=0:00:10.118316, arrival_time=2021-04-10 03:44:37.502037, cost_time=0:00:02.594438 2021-04-10 03:44:27,992 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.82ms, fps=4210 images/s, loss=0.2867, top1-acc=90.57%, top5-acc=99.54%, remaining_time=0:00:09.352614, arrival_time=2021-04-10 03:44:37.344908, cost_time=0:00:03.202959 2021-04-10 03:44:28,602 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.42ms, fps=4202 images/s, loss=0.2838, top1-acc=90.63%, top5-acc=99.52%, remaining_time=0:00:08.642256, arrival_time=2021-04-10 03:44:37.244350, cost_time=0:00:03.812753 2021-04-10 03:44:29,214 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.91ms, fps=4183 images/s, loss=0.2787, top1-acc=90.74%, top5-acc=99.54%, remaining_time=0:00:07.965594, arrival_time=2021-04-10 03:44:37.180227, cost_time=0:00:04.425340 2021-04-10 03:44:29,821 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.40ms, fps=4223 images/s, loss=0.2780, top1-acc=90.76%, top5-acc=99.55%, remaining_time=0:00:07.296284, arrival_time=2021-04-10 03:44:37.117457, cost_time=0:00:05.031898 2021-04-10 03:44:30,428 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.29ms, fps=4217 images/s, loss=0.2789, top1-acc=90.74%, top5-acc=99.57%, remaining_time=0:00:06.641854, arrival_time=2021-04-10 03:44:37.070522, cost_time=0:00:05.639347 2021-04-10 03:44:31,039 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.87ms, fps=4193 images/s, loss=0.2789, top1-acc=90.77%, top5-acc=99.58%, remaining_time=0:00:06.000384, arrival_time=2021-04-10 03:44:37.040117, cost_time=0:00:06.250450 2021-04-10 03:44:31,645 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.31ms, fps=4228 images/s, loss=0.2798, top1-acc=90.76%, top5-acc=99.60%, remaining_time=0:00:05.360466, arrival_time=2021-04-10 03:44:37.006103, cost_time=0:00:06.856356 2021-04-10 03:44:32,265 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.45ms, fps=4133 images/s, loss=0.2793, top1-acc=90.79%, top5-acc=99.58%, remaining_time=0:00:04.734952, arrival_time=2021-04-10 03:44:37.000426, cost_time=0:00:07.476200 2021-04-10 03:44:32,890 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.50ms, fps=4101 images/s, loss=0.2823, top1-acc=90.71%, top5-acc=99.58%, remaining_time=0:00:04.112724, arrival_time=2021-04-10 03:44:37.002856, cost_time=0:00:08.100763 2021-04-10 03:44:33,504 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.38ms, fps=4170 images/s, loss=0.2830, top1-acc=90.71%, top5-acc=99.57%, remaining_time=0:00:03.486168, arrival_time=2021-04-10 03:44:36.990860, cost_time=0:00:08.715400 2021-04-10 03:44:34,128 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.36ms, fps=4110 images/s, loss=0.2821, top1-acc=90.74%, top5-acc=99.57%, remaining_time=0:00:02.863868, arrival_time=2021-04-10 03:44:36.991861, cost_time=0:00:09.338632 2021-04-10 03:44:34,741 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.41ms, fps=4178 images/s, loss=0.2829, top1-acc=90.75%, top5-acc=99.58%, remaining_time=0:00:02.239164, arrival_time=2021-04-10 03:44:36.980536, cost_time=0:00:09.951912 2021-04-10 03:44:35,353 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.38ms, fps=4184 images/s, loss=0.2835, top1-acc=90.71%, top5-acc=99.57%, remaining_time=0:00:01.615770, arrival_time=2021-04-10 03:44:36.969717, cost_time=0:00:10.564657 2021-04-10 03:44:35,969 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=2.52ms, fps=4163 images/s, loss=0.2838, top1-acc=90.68%, top5-acc=99.57%, remaining_time=0:00:00.993776, arrival_time=2021-04-10 03:44:36.963132, cost_time=0:00:11.179971 2021-04-10 03:44:36,579 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.10ms, fps=4202 images/s, loss=0.2838, top1-acc=90.71%, top5-acc=99.58%, remaining_time=0:00:00.372312, arrival_time=2021-04-10 03:44:36.951520, cost_time=0:00:11.789921 2021-04-10 03:44:36,912 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.06ms, fps=4085 images/s, loss=0.2836, top1-acc=90.74%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:36.912497, cost_time=0:00:12.123239 2021-04-10 03:44:37,230 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.19ms, fps=8086 images/s, loss=0.5604, top1-acc=82.70%, top5-acc=98.95%, remaining_time=0:00:00.949740, arrival_time=2021-04-10 03:44:38.179712, cost_time=0:00:00.316578 2021-04-10 03:44:37,461 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.40ms, fps=11083 images/s, loss=0.5604, top1-acc=83.14%, top5-acc=98.98%, remaining_time=0:00:00.548020, arrival_time=2021-04-10 03:44:38.009528, cost_time=0:00:00.548028 2021-04-10 03:44:37,692 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.44ms, fps=11109 images/s, loss=0.5687, top1-acc=82.60%, top5-acc=99.00%, remaining_time=0:00:00.259680, arrival_time=2021-04-10 03:44:37.952077, cost_time=0:00:00.779051 2021-04-10 03:44:37,900 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.06ms, fps=11148 images/s, loss=0.5472, top1-acc=83.04%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:37.900899, cost_time=0:00:00.987594 2021-04-10 03:44:38,467 INFO : Epoch=0062 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:31:54.821898, arrival_time=2021-04-10 04:16:33.289527, cost_time=0:14:20.282287 2021-04-10 03:44:38,468 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 03:44:39,270 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=2.98ms, fps=3192 images/s, loss=0.2662, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:00:14.918874, arrival_time=2021-04-10 03:44:54.189233, cost_time=0:00:00.802090 2021-04-10 03:44:39,890 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.64ms, fps=4132 images/s, loss=0.2550, top1-acc=91.84%, top5-acc=99.67%, remaining_time=0:00:12.514128, arrival_time=2021-04-10 03:44:52.404528, cost_time=0:00:01.422067 2021-04-10 03:44:40,500 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.28ms, fps=4200 images/s, loss=0.2529, top1-acc=91.98%, top5-acc=99.65%, remaining_time=0:00:11.243844, arrival_time=2021-04-10 03:44:51.744171, cost_time=0:00:02.032026 2021-04-10 03:44:41,113 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.78ms, fps=4180 images/s, loss=0.2540, top1-acc=91.84%, top5-acc=99.62%, remaining_time=0:00:10.315344, arrival_time=2021-04-10 03:44:51.428651, cost_time=0:00:02.644951 2021-04-10 03:44:41,720 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.26ms, fps=4221 images/s, loss=0.2577, top1-acc=91.71%, top5-acc=99.61%, remaining_time=0:00:09.496132, arrival_time=2021-04-10 03:44:51.216512, cost_time=0:00:03.252095 2021-04-10 03:44:42,345 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.55ms, fps=4098 images/s, loss=0.2649, top1-acc=91.52%, top5-acc=99.57%, remaining_time=0:00:08.788456, arrival_time=2021-04-10 03:44:51.134058, cost_time=0:00:03.877243 2021-04-10 03:44:42,955 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.37ms, fps=4202 images/s, loss=0.2629, top1-acc=91.55%, top5-acc=99.62%, remaining_time=0:00:08.076852, arrival_time=2021-04-10 03:44:51.032296, cost_time=0:00:04.487162 2021-04-10 03:44:43,564 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.47ms, fps=4234 images/s, loss=0.2640, top1-acc=91.50%, top5-acc=99.63%, remaining_time=0:00:07.383748, arrival_time=2021-04-10 03:44:50.944231, cost_time=0:00:05.092211 2021-04-10 03:44:44,175 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.28ms, fps=4194 images/s, loss=0.2661, top1-acc=91.41%, top5-acc=99.62%, remaining_time=0:00:06.721460, arrival_time=2021-04-10 03:44:50.896754, cost_time=0:00:05.706945 2021-04-10 03:44:44,786 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.35ms, fps=4193 images/s, loss=0.2660, top1-acc=91.41%, top5-acc=99.62%, remaining_time=0:00:06.065376, arrival_time=2021-04-10 03:44:50.851723, cost_time=0:00:06.318061 2021-04-10 03:44:45,395 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.37ms, fps=4204 images/s, loss=0.2653, top1-acc=91.36%, top5-acc=99.60%, remaining_time=0:00:05.416022, arrival_time=2021-04-10 03:44:50.811885, cost_time=0:00:06.927442 2021-04-10 03:44:46,011 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.37ms, fps=4166 images/s, loss=0.2657, top1-acc=91.37%, top5-acc=99.59%, remaining_time=0:00:04.777056, arrival_time=2021-04-10 03:44:50.788118, cost_time=0:00:07.542768 2021-04-10 03:44:46,621 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.32ms, fps=4195 images/s, loss=0.2649, top1-acc=91.36%, top5-acc=99.60%, remaining_time=0:00:04.139388, arrival_time=2021-04-10 03:44:50.761054, cost_time=0:00:08.153387 2021-04-10 03:44:47,235 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.40ms, fps=4172 images/s, loss=0.2680, top1-acc=91.26%, top5-acc=99.58%, remaining_time=0:00:03.506944, arrival_time=2021-04-10 03:44:50.742720, cost_time=0:00:08.767309 2021-04-10 03:44:47,846 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.29ms, fps=4194 images/s, loss=0.2690, top1-acc=91.24%, top5-acc=99.58%, remaining_time=0:00:02.876104, arrival_time=2021-04-10 03:44:50.723002, cost_time=0:00:09.378609 2021-04-10 03:44:48,456 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.42ms, fps=4200 images/s, loss=0.2707, top1-acc=91.17%, top5-acc=99.58%, remaining_time=0:00:02.247408, arrival_time=2021-04-10 03:44:50.704218, cost_time=0:00:09.988539 2021-04-10 03:44:49,063 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.46ms, fps=4225 images/s, loss=0.2713, top1-acc=91.16%, top5-acc=99.57%, remaining_time=0:00:01.620372, arrival_time=2021-04-10 03:44:50.683448, cost_time=0:00:10.594762 2021-04-10 03:44:49,680 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=4.19ms, fps=4149 images/s, loss=0.2732, top1-acc=91.07%, top5-acc=99.58%, remaining_time=0:00:00.996640, arrival_time=2021-04-10 03:44:50.677265, cost_time=0:00:11.212163 2021-04-10 03:44:50,290 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.10ms, fps=4199 images/s, loss=0.2755, top1-acc=91.01%, top5-acc=99.58%, remaining_time=0:00:00.373338, arrival_time=2021-04-10 03:44:50.664111, cost_time=0:00:11.822450 2021-04-10 03:44:50,626 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=0.06ms, fps=4060 images/s, loss=0.2760, top1-acc=91.00%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:50.626184, cost_time=0:00:12.157933 2021-04-10 03:44:50,929 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.82ms, fps=8459 images/s, loss=0.4869, top1-acc=84.37%, top5-acc=99.30%, remaining_time=0:00:00.907890, arrival_time=2021-04-10 03:44:51.837501, cost_time=0:00:00.302631 2021-04-10 03:44:51,163 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.17ms, fps=10980 images/s, loss=0.5036, top1-acc=83.98%, top5-acc=99.36%, remaining_time=0:00:00.536160, arrival_time=2021-04-10 03:44:51.699282, cost_time=0:00:00.536153 2021-04-10 03:44:51,393 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.22ms, fps=11143 images/s, loss=0.5064, top1-acc=83.63%, top5-acc=99.28%, remaining_time=0:00:00.255410, arrival_time=2021-04-10 03:44:51.648591, cost_time=0:00:00.766220 2021-04-10 03:44:51,604 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.05ms, fps=10992 images/s, loss=0.4988, top1-acc=83.86%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:51.604553, cost_time=0:00:00.977597 2021-04-10 03:44:52,106 INFO : Epoch=0063 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:31:40.432216, arrival_time=2021-04-10 04:16:32.538899, cost_time=0:14:33.921356 2021-04-10 03:44:52,107 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 03:44:52,904 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.56ms, fps=3211 images/s, loss=0.2523, top1-acc=91.56%, top5-acc=99.61%, remaining_time=0:00:14.827920, arrival_time=2021-04-10 03:45:07.732400, cost_time=0:00:00.797201 2021-04-10 03:44:53,514 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.39ms, fps=4202 images/s, loss=0.2566, top1-acc=91.74%, top5-acc=99.71%, remaining_time=0:00:12.380016, arrival_time=2021-04-10 03:45:05.894272, cost_time=0:00:01.406827 2021-04-10 03:44:54,123 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.41ms, fps=4207 images/s, loss=0.2539, top1-acc=91.84%, top5-acc=99.65%, remaining_time=0:00:11.154536, arrival_time=2021-04-10 03:45:05.277737, cost_time=0:00:02.015885 2021-04-10 03:44:54,731 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.50ms, fps=4215 images/s, loss=0.2526, top1-acc=91.86%, top5-acc=99.65%, remaining_time=0:00:10.232664, arrival_time=2021-04-10 03:45:04.963713, cost_time=0:00:02.623773 2021-04-10 03:44:55,340 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.43ms, fps=4206 images/s, loss=0.2572, top1-acc=91.74%, top5-acc=99.64%, remaining_time=0:00:09.439776, arrival_time=2021-04-10 03:45:04.779945, cost_time=0:00:03.232794 2021-04-10 03:44:55,949 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.33ms, fps=4206 images/s, loss=0.2561, top1-acc=91.74%, top5-acc=99.64%, remaining_time=0:00:08.708624, arrival_time=2021-04-10 03:45:04.658169, cost_time=0:00:03.842057 2021-04-10 03:44:56,560 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.42ms, fps=4192 images/s, loss=0.2571, top1-acc=91.74%, top5-acc=99.67%, remaining_time=0:00:08.016498, arrival_time=2021-04-10 03:45:04.577373, cost_time=0:00:04.453591 2021-04-10 03:44:57,166 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.46ms, fps=4228 images/s, loss=0.2648, top1-acc=91.49%, top5-acc=99.63%, remaining_time=0:00:07.336304, arrival_time=2021-04-10 03:45:04.503106, cost_time=0:00:05.059505 2021-04-10 03:44:57,782 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.39ms, fps=4163 images/s, loss=0.2659, top1-acc=91.36%, top5-acc=99.61%, remaining_time=0:00:06.683618, arrival_time=2021-04-10 03:45:04.465762, cost_time=0:00:05.674767 2021-04-10 03:44:58,388 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.39ms, fps=4226 images/s, loss=0.2664, top1-acc=91.37%, top5-acc=99.61%, remaining_time=0:00:06.029952, arrival_time=2021-04-10 03:45:04.418433, cost_time=0:00:06.281204 2021-04-10 03:44:58,994 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.47ms, fps=4226 images/s, loss=0.2653, top1-acc=91.40%, top5-acc=99.61%, remaining_time=0:00:05.384632, arrival_time=2021-04-10 03:45:04.379306, cost_time=0:00:06.887375 2021-04-10 03:44:59,606 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.93ms, fps=4192 images/s, loss=0.2671, top1-acc=91.32%, top5-acc=99.62%, remaining_time=0:00:04.749012, arrival_time=2021-04-10 03:45:04.354925, cost_time=0:00:07.498477 2021-04-10 03:45:00,225 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.54ms, fps=4139 images/s, loss=0.2700, top1-acc=91.21%, top5-acc=99.62%, remaining_time=0:00:04.121370, arrival_time=2021-04-10 03:45:04.346452, cost_time=0:00:08.117792 2021-04-10 03:45:00,836 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.32ms, fps=4189 images/s, loss=0.2702, top1-acc=91.22%, top5-acc=99.63%, remaining_time=0:00:03.491768, arrival_time=2021-04-10 03:45:04.328458, cost_time=0:00:08.729398 2021-04-10 03:45:01,445 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.41ms, fps=4212 images/s, loss=0.2707, top1-acc=91.20%, top5-acc=99.64%, remaining_time=0:00:02.863500, arrival_time=2021-04-10 03:45:04.308423, cost_time=0:00:09.337552 2021-04-10 03:45:02,055 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.38ms, fps=4199 images/s, loss=0.2706, top1-acc=91.18%, top5-acc=99.63%, remaining_time=0:00:02.238264, arrival_time=2021-04-10 03:45:04.293392, cost_time=0:00:09.947825 2021-04-10 03:45:02,665 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.35ms, fps=4195 images/s, loss=0.2707, top1-acc=91.17%, top5-acc=99.63%, remaining_time=0:00:01.614808, arrival_time=2021-04-10 03:45:04.280537, cost_time=0:00:10.558431 2021-04-10 03:45:03,274 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.38ms, fps=4205 images/s, loss=0.2709, top1-acc=91.17%, top5-acc=99.62%, remaining_time=0:00:00.992672, arrival_time=2021-04-10 03:45:04.267582, cost_time=0:00:11.167622 2021-04-10 03:45:03,892 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.39ms, fps=4151 images/s, loss=0.2708, top1-acc=91.16%, top5-acc=99.62%, remaining_time=0:00:00.372150, arrival_time=2021-04-10 03:45:04.264198, cost_time=0:00:11.784701 2021-04-10 03:45:04,223 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.13ms, fps=4107 images/s, loss=0.2715, top1-acc=91.14%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:04.223746, cost_time=0:00:12.116420 2021-04-10 03:45:04,572 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.18ms, fps=7365 images/s, loss=0.4534, top1-acc=85.62%, top5-acc=99.06%, remaining_time=0:00:01.042710, arrival_time=2021-04-10 03:45:05.615235, cost_time=0:00:00.347566 2021-04-10 03:45:04,814 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.28ms, fps=10614 images/s, loss=0.4430, top1-acc=85.80%, top5-acc=99.14%, remaining_time=0:00:00.589120, arrival_time=2021-04-10 03:45:05.403182, cost_time=0:00:00.589116 2021-04-10 03:45:05,052 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=0.29ms, fps=10735 images/s, loss=0.4507, top1-acc=85.72%, top5-acc=99.13%, remaining_time=0:00:00.275970, arrival_time=2021-04-10 03:45:05.328881, cost_time=0:00:00.827919 2021-04-10 03:45:05,270 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.05ms, fps=10679 images/s, loss=0.4504, top1-acc=85.52%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:05.270562, cost_time=0:00:01.045642 2021-04-10 03:45:05,784 INFO : Epoch=0064 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:31:26.147688, arrival_time=2021-04-10 04:16:31.931966, cost_time=0:14:47.598924 2021-04-10 03:45:05,785 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 03:45:06,599 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.29ms, fps=3144 images/s, loss=0.2667, top1-acc=91.13%, top5-acc=99.37%, remaining_time=0:00:15.144678, arrival_time=2021-04-10 03:45:21.744070, cost_time=0:00:00.814232 2021-04-10 03:45:07,205 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.25ms, fps=4229 images/s, loss=0.2574, top1-acc=91.54%, top5-acc=99.45%, remaining_time=0:00:12.496000, arrival_time=2021-04-10 03:45:19.701150, cost_time=0:00:01.419990 2021-04-10 03:45:07,811 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.32ms, fps=4226 images/s, loss=0.2598, top1-acc=91.42%, top5-acc=99.54%, remaining_time=0:00:11.211308, arrival_time=2021-04-10 03:45:19.022622, cost_time=0:00:02.026152 2021-04-10 03:45:08,418 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.67ms, fps=4217 images/s, loss=0.2626, top1-acc=91.39%, top5-acc=99.56%, remaining_time=0:00:10.271196, arrival_time=2021-04-10 03:45:18.690033, cost_time=0:00:02.633640 2021-04-10 03:45:09,039 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.95ms, fps=4126 images/s, loss=0.2597, top1-acc=91.55%, top5-acc=99.59%, remaining_time=0:00:09.503286, arrival_time=2021-04-10 03:45:18.543028, cost_time=0:00:03.254568 2021-04-10 03:45:09,647 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.53ms, fps=4216 images/s, loss=0.2588, top1-acc=91.60%, top5-acc=99.58%, remaining_time=0:00:08.754456, arrival_time=2021-04-10 03:45:18.401986, cost_time=0:00:03.862264 2021-04-10 03:45:10,259 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.86ms, fps=4185 images/s, loss=0.2560, top1-acc=91.66%, top5-acc=99.60%, remaining_time=0:00:08.054172, arrival_time=2021-04-10 03:45:18.313988, cost_time=0:00:04.474557 2021-04-10 03:45:10,876 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.67ms, fps=4159 images/s, loss=0.2573, top1-acc=91.67%, top5-acc=99.58%, remaining_time=0:00:07.381776, arrival_time=2021-04-10 03:45:18.257793, cost_time=0:00:05.090845 2021-04-10 03:45:11,489 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.41ms, fps=4173 images/s, loss=0.2585, top1-acc=91.53%, top5-acc=99.58%, remaining_time=0:00:06.718916, arrival_time=2021-04-10 03:45:18.208847, cost_time=0:00:05.704761 2021-04-10 03:45:12,103 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.49ms, fps=4175 images/s, loss=0.2591, top1-acc=91.52%, top5-acc=99.59%, remaining_time=0:00:06.065568, arrival_time=2021-04-10 03:45:18.169089, cost_time=0:00:06.318304 2021-04-10 03:45:12,717 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.48ms, fps=4174 images/s, loss=0.2622, top1-acc=91.46%, top5-acc=99.59%, remaining_time=0:00:05.419720, arrival_time=2021-04-10 03:45:18.137110, cost_time=0:00:06.932221 2021-04-10 03:45:13,327 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.85ms, fps=4200 images/s, loss=0.2631, top1-acc=91.43%, top5-acc=99.60%, remaining_time=0:00:04.776676, arrival_time=2021-04-10 03:45:18.103992, cost_time=0:00:07.542080 2021-04-10 03:45:13,935 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.52ms, fps=4210 images/s, loss=0.2630, top1-acc=91.45%, top5-acc=99.59%, remaining_time=0:00:04.138002, arrival_time=2021-04-10 03:45:18.073830, cost_time=0:00:08.150662 2021-04-10 03:45:14,546 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=2.09ms, fps=4197 images/s, loss=0.2642, top1-acc=91.38%, top5-acc=99.60%, remaining_time=0:00:03.504424, arrival_time=2021-04-10 03:45:18.050654, cost_time=0:00:08.761055 2021-04-10 03:45:15,159 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.37ms, fps=4180 images/s, loss=0.2660, top1-acc=91.32%, top5-acc=99.59%, remaining_time=0:00:02.874678, arrival_time=2021-04-10 03:45:18.033784, cost_time=0:00:09.373909 2021-04-10 03:45:15,769 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.39ms, fps=4200 images/s, loss=0.2677, top1-acc=91.25%, top5-acc=99.58%, remaining_time=0:00:02.246364, arrival_time=2021-04-10 03:45:18.015428, cost_time=0:00:09.983897 2021-04-10 03:45:16,374 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.38ms, fps=4234 images/s, loss=0.2681, top1-acc=91.22%, top5-acc=99.59%, remaining_time=0:00:01.619488, arrival_time=2021-04-10 03:45:17.993550, cost_time=0:00:10.588901 2021-04-10 03:45:16,982 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.44ms, fps=4211 images/s, loss=0.2686, top1-acc=91.23%, top5-acc=99.59%, remaining_time=0:00:00.995296, arrival_time=2021-04-10 03:45:17.977604, cost_time=0:00:11.197155 2021-04-10 03:45:17,599 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.12ms, fps=4148 images/s, loss=0.2687, top1-acc=91.23%, top5-acc=99.59%, remaining_time=0:00:00.373092, arrival_time=2021-04-10 03:45:17.972966, cost_time=0:00:11.814645 2021-04-10 03:45:17,931 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.05ms, fps=4108 images/s, loss=0.2683, top1-acc=91.22%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:17.931472, cost_time=0:00:12.146285 2021-04-10 03:45:18,267 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=4.65ms, fps=7654 images/s, loss=0.6133, top1-acc=81.72%, top5-acc=98.79%, remaining_time=0:00:01.003410, arrival_time=2021-04-10 03:45:19.270670, cost_time=0:00:00.334470 2021-04-10 03:45:18,503 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=0.41ms, fps=10861 images/s, loss=0.5813, top1-acc=82.44%, top5-acc=98.77%, remaining_time=0:00:00.570580, arrival_time=2021-04-10 03:45:19.073970, cost_time=0:00:00.570585 2021-04-10 03:45:18,749 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=2.60ms, fps=10438 images/s, loss=0.5688, top1-acc=82.49%, top5-acc=98.85%, remaining_time=0:00:00.272090, arrival_time=2021-04-10 03:45:19.021148, cost_time=0:00:00.816280 2021-04-10 03:45:18,959 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.05ms, fps=11046 images/s, loss=0.5703, top1-acc=82.80%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:18.959399, cost_time=0:00:01.026650 2021-04-10 03:45:19,453 INFO : Epoch=0065 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:31:11.865315, arrival_time=2021-04-10 04:16:31.319144, cost_time=0:15:01.268494 2021-04-10 03:45:19,454 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 03:45:20,261 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.62ms, fps=3173 images/s, loss=0.2485, top1-acc=92.07%, top5-acc=99.61%, remaining_time=0:00:15.005178, arrival_time=2021-04-10 03:45:35.266408, cost_time=0:00:00.806727 2021-04-10 03:45:20,870 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.33ms, fps=4203 images/s, loss=0.2464, top1-acc=92.05%, top5-acc=99.67%, remaining_time=0:00:12.463440, arrival_time=2021-04-10 03:45:33.334222, cost_time=0:00:01.416291 2021-04-10 03:45:21,481 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.54ms, fps=4194 images/s, loss=0.2417, top1-acc=92.17%, top5-acc=99.74%, remaining_time=0:00:11.217616, arrival_time=2021-04-10 03:45:32.699446, cost_time=0:00:02.027269 2021-04-10 03:45:22,094 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.58ms, fps=4185 images/s, loss=0.2398, top1-acc=92.27%, top5-acc=99.75%, remaining_time=0:00:10.294908, arrival_time=2021-04-10 03:45:32.389083, cost_time=0:00:02.639718 2021-04-10 03:45:22,706 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.67ms, fps=4188 images/s, loss=0.2406, top1-acc=92.36%, top5-acc=99.72%, remaining_time=0:00:09.494088, arrival_time=2021-04-10 03:45:32.200017, cost_time=0:00:03.251396 2021-04-10 03:45:23,312 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.28ms, fps=4227 images/s, loss=0.2412, top1-acc=92.23%, top5-acc=99.71%, remaining_time=0:00:08.743984, arrival_time=2021-04-10 03:45:32.056098, cost_time=0:00:03.857637 2021-04-10 03:45:23,917 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.28ms, fps=4233 images/s, loss=0.2471, top1-acc=92.07%, top5-acc=99.70%, remaining_time=0:00:08.033130, arrival_time=2021-04-10 03:45:31.950499, cost_time=0:00:04.462875 2021-04-10 03:45:24,526 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.38ms, fps=4210 images/s, loss=0.2467, top1-acc=92.08%, top5-acc=99.72%, remaining_time=0:00:07.353588, arrival_time=2021-04-10 03:45:31.879567, cost_time=0:00:05.071452 2021-04-10 03:45:25,140 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.25ms, fps=4173 images/s, loss=0.2496, top1-acc=91.96%, top5-acc=99.70%, remaining_time=0:00:06.696232, arrival_time=2021-04-10 03:45:31.836190, cost_time=0:00:05.685495 2021-04-10 03:45:25,748 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=2.12ms, fps=4211 images/s, loss=0.2516, top1-acc=91.89%, top5-acc=99.68%, remaining_time=0:00:06.042048, arrival_time=2021-04-10 03:45:31.790424, cost_time=0:00:06.293849 2021-04-10 03:45:26,359 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.33ms, fps=4192 images/s, loss=0.2561, top1-acc=91.72%, top5-acc=99.67%, remaining_time=0:00:05.398564, arrival_time=2021-04-10 03:45:31.758174, cost_time=0:00:06.905136 2021-04-10 03:45:26,969 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.08ms, fps=4198 images/s, loss=0.2585, top1-acc=91.65%, top5-acc=99.65%, remaining_time=0:00:04.759804, arrival_time=2021-04-10 03:45:31.729702, cost_time=0:00:07.515436 2021-04-10 03:45:27,577 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.48ms, fps=4218 images/s, loss=0.2569, top1-acc=91.66%, top5-acc=99.65%, remaining_time=0:00:04.123812, arrival_time=2021-04-10 03:45:31.700991, cost_time=0:00:08.122717 2021-04-10 03:45:28,190 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.34ms, fps=4180 images/s, loss=0.2593, top1-acc=91.60%, top5-acc=99.64%, remaining_time=0:00:03.494176, arrival_time=2021-04-10 03:45:31.684215, cost_time=0:00:08.735497 2021-04-10 03:45:28,803 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.38ms, fps=4178 images/s, loss=0.2617, top1-acc=91.52%, top5-acc=99.63%, remaining_time=0:00:02.866950, arrival_time=2021-04-10 03:45:31.670208, cost_time=0:00:09.348790 2021-04-10 03:45:29,415 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.34ms, fps=4184 images/s, loss=0.2641, top1-acc=91.45%, top5-acc=99.63%, remaining_time=0:00:02.241216, arrival_time=2021-04-10 03:45:31.656709, cost_time=0:00:09.961035 2021-04-10 03:45:30,026 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.29ms, fps=4195 images/s, loss=0.2669, top1-acc=91.36%, top5-acc=99.62%, remaining_time=0:00:01.616836, arrival_time=2021-04-10 03:45:31.642903, cost_time=0:00:10.571599 2021-04-10 03:45:30,637 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.70ms, fps=4190 images/s, loss=0.2667, top1-acc=91.33%, top5-acc=99.63%, remaining_time=0:00:00.994048, arrival_time=2021-04-10 03:45:31.631588, cost_time=0:00:11.182993 2021-04-10 03:45:31,243 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.27ms, fps=4226 images/s, loss=0.2671, top1-acc=91.32%, top5-acc=99.63%, remaining_time=0:00:00.372294, arrival_time=2021-04-10 03:45:31.616149, cost_time=0:00:11.789372 2021-04-10 03:45:31,580 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.09ms, fps=4049 images/s, loss=0.2670, top1-acc=91.33%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:31.580234, cost_time=0:00:12.125738 2021-04-10 03:45:31,925 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.40ms, fps=7439 images/s, loss=0.5860, top1-acc=82.15%, top5-acc=98.98%, remaining_time=0:00:01.032270, arrival_time=2021-04-10 03:45:32.957840, cost_time=0:00:00.344086 2021-04-10 03:45:32,162 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=3.95ms, fps=10831 images/s, loss=0.6003, top1-acc=81.48%, top5-acc=99.02%, remaining_time=0:00:00.580940, arrival_time=2021-04-10 03:45:32.743372, cost_time=0:00:00.580945 2021-04-10 03:45:32,399 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.57ms, fps=10844 images/s, loss=0.5855, top1-acc=81.80%, top5-acc=99.08%, remaining_time=0:00:00.272550, arrival_time=2021-04-10 03:45:32.671616, cost_time=0:00:00.817648 2021-04-10 03:45:32,618 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.07ms, fps=10611 images/s, loss=0.5747, top1-acc=81.73%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:32.618003, cost_time=0:00:01.036608 2021-04-10 03:45:33,170 INFO : Epoch=0066 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:30:57.696270, arrival_time=2021-04-10 04:16:30.866344, cost_time=0:15:14.984717 2021-04-10 03:45:33,170 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 03:45:33,955 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.32ms, fps=3264 images/s, loss=0.2348, top1-acc=92.46%, top5-acc=99.84%, remaining_time=0:00:14.588910, arrival_time=2021-04-10 03:45:48.544340, cost_time=0:00:00.784353 2021-04-10 03:45:34,566 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.32ms, fps=4193 images/s, loss=0.2443, top1-acc=91.95%, top5-acc=99.80%, remaining_time=0:00:12.278640, arrival_time=2021-04-10 03:45:46.845091, cost_time=0:00:01.395294 2021-04-10 03:45:35,176 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.35ms, fps=4201 images/s, loss=0.2480, top1-acc=91.87%, top5-acc=99.78%, remaining_time=0:00:11.096270, arrival_time=2021-04-10 03:45:46.272660, cost_time=0:00:02.005336 2021-04-10 03:45:35,785 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.33ms, fps=4220 images/s, loss=0.2492, top1-acc=91.87%, top5-acc=99.74%, remaining_time=0:00:10.196004, arrival_time=2021-04-10 03:45:45.981490, cost_time=0:00:02.614356 2021-04-10 03:45:36,391 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.39ms, fps=4226 images/s, loss=0.2465, top1-acc=91.87%, top5-acc=99.76%, remaining_time=0:00:09.404590, arrival_time=2021-04-10 03:45:45.796368, cost_time=0:00:03.220740 2021-04-10 03:45:37,002 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.29ms, fps=4193 images/s, loss=0.2452, top1-acc=91.98%, top5-acc=99.78%, remaining_time=0:00:08.684960, arrival_time=2021-04-10 03:45:45.687682, cost_time=0:00:03.831584 2021-04-10 03:45:37,611 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.30ms, fps=4209 images/s, loss=0.2476, top1-acc=91.87%, top5-acc=99.77%, remaining_time=0:00:07.992684, arrival_time=2021-04-10 03:45:45.604095, cost_time=0:00:04.440354 2021-04-10 03:45:38,217 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.32ms, fps=4229 images/s, loss=0.2498, top1-acc=91.78%, top5-acc=99.76%, remaining_time=0:00:07.316816, arrival_time=2021-04-10 03:45:45.534035, cost_time=0:00:05.046073 2021-04-10 03:45:38,822 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.27ms, fps=4230 images/s, loss=0.2519, top1-acc=91.67%, top5-acc=99.77%, remaining_time=0:00:06.656694, arrival_time=2021-04-10 03:45:45.479645, cost_time=0:00:05.651887 2021-04-10 03:45:39,429 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.60ms, fps=4224 images/s, loss=0.2535, top1-acc=91.63%, top5-acc=99.75%, remaining_time=0:00:06.008064, arrival_time=2021-04-10 03:45:45.437503, cost_time=0:00:06.258374 2021-04-10 03:45:40,039 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.32ms, fps=4199 images/s, loss=0.2526, top1-acc=91.69%, top5-acc=99.74%, remaining_time=0:00:05.369926, arrival_time=2021-04-10 03:45:45.409539, cost_time=0:00:06.868476 2021-04-10 03:45:40,649 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.41ms, fps=4199 images/s, loss=0.2555, top1-acc=91.62%, top5-acc=99.73%, remaining_time=0:00:04.736472, arrival_time=2021-04-10 03:45:45.386274, cost_time=0:00:07.478699 2021-04-10 03:45:41,258 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.85ms, fps=4209 images/s, loss=0.2566, top1-acc=91.57%, top5-acc=99.73%, remaining_time=0:00:04.105926, arrival_time=2021-04-10 03:45:45.364402, cost_time=0:00:08.087417 2021-04-10 03:45:41,866 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.48ms, fps=4212 images/s, loss=0.2576, top1-acc=91.54%, top5-acc=99.73%, remaining_time=0:00:03.478216, arrival_time=2021-04-10 03:45:45.344894, cost_time=0:00:08.695559 2021-04-10 03:45:42,472 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.27ms, fps=4228 images/s, loss=0.2568, top1-acc=91.56%, top5-acc=99.73%, remaining_time=0:00:02.852506, arrival_time=2021-04-10 03:45:45.325173, cost_time=0:00:09.301617 2021-04-10 03:45:43,079 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.52ms, fps=4221 images/s, loss=0.2583, top1-acc=91.50%, top5-acc=99.72%, remaining_time=0:00:02.229408, arrival_time=2021-04-10 03:45:45.309011, cost_time=0:00:09.908552 2021-04-10 03:45:43,689 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.35ms, fps=4198 images/s, loss=0.2581, top1-acc=91.54%, top5-acc=99.72%, remaining_time=0:00:01.608750, arrival_time=2021-04-10 03:45:45.298637, cost_time=0:00:10.518781 2021-04-10 03:45:44,301 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.64ms, fps=4188 images/s, loss=0.2588, top1-acc=91.53%, top5-acc=99.72%, remaining_time=0:00:00.989376, arrival_time=2021-04-10 03:45:45.291064, cost_time=0:00:11.130565 2021-04-10 03:45:44,911 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=2.46ms, fps=4205 images/s, loss=0.2605, top1-acc=91.47%, top5-acc=99.72%, remaining_time=0:00:00.370740, arrival_time=2021-04-10 03:45:45.281797, cost_time=0:00:11.740011 2021-04-10 03:45:45,246 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=0.10ms, fps=4059 images/s, loss=0.2612, top1-acc=91.44%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:45.246517, cost_time=0:00:12.075454 2021-04-10 03:45:45,569 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.19ms, fps=7960 images/s, loss=0.5084, top1-acc=85.20%, top5-acc=98.98%, remaining_time=0:00:00.964740, arrival_time=2021-04-10 03:45:46.533831, cost_time=0:00:00.321583 2021-04-10 03:45:45,796 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.11ms, fps=11268 images/s, loss=0.4967, top1-acc=84.82%, top5-acc=99.02%, remaining_time=0:00:00.549120, arrival_time=2021-04-10 03:45:46.345786, cost_time=0:00:00.549128 2021-04-10 03:45:46,024 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.23ms, fps=11278 images/s, loss=0.4927, top1-acc=84.91%, top5-acc=98.97%, remaining_time=0:00:00.258830, arrival_time=2021-04-10 03:45:46.282837, cost_time=0:00:00.776500 2021-04-10 03:45:46,235 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.07ms, fps=11008 images/s, loss=0.4810, top1-acc=84.82%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:46.235072, cost_time=0:00:00.987589 2021-04-10 03:45:47,052 INFO : Epoch=0067 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:30:43.871036, arrival_time=2021-04-10 04:16:30.923745, cost_time=0:15:28.867380 2021-04-10 03:45:47,053 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 03:45:47,947 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.61ms, fps=2865 images/s, loss=0.2378, top1-acc=91.87%, top5-acc=99.65%, remaining_time=0:00:16.619100, arrival_time=2021-04-10 03:46:04.566082, cost_time=0:00:00.893504 2021-04-10 03:45:48,557 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.29ms, fps=4194 images/s, loss=0.2563, top1-acc=91.41%, top5-acc=99.71%, remaining_time=0:00:13.238192, arrival_time=2021-04-10 03:46:01.795986, cost_time=0:00:01.504335 2021-04-10 03:45:49,166 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.12ms, fps=4213 images/s, loss=0.2492, top1-acc=91.58%, top5-acc=99.70%, remaining_time=0:00:11.689056, arrival_time=2021-04-10 03:46:00.855052, cost_time=0:00:02.112491 2021-04-10 03:45:49,775 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.57ms, fps=4203 images/s, loss=0.2516, top1-acc=91.53%, top5-acc=99.69%, remaining_time=0:00:10.616268, arrival_time=2021-04-10 03:46:00.391826, cost_time=0:00:02.722122 2021-04-10 03:45:50,383 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.41ms, fps=4212 images/s, loss=0.2535, top1-acc=91.45%, top5-acc=99.62%, remaining_time=0:00:09.724622, arrival_time=2021-04-10 03:46:00.108463, cost_time=0:00:03.330329 2021-04-10 03:45:50,992 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.54ms, fps=4207 images/s, loss=0.2511, top1-acc=91.50%, top5-acc=99.64%, remaining_time=0:00:08.929488, arrival_time=2021-04-10 03:45:59.922400, cost_time=0:00:03.939468 2021-04-10 03:45:51,600 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.52ms, fps=4217 images/s, loss=0.2529, top1-acc=91.45%, top5-acc=99.65%, remaining_time=0:00:08.184456, arrival_time=2021-04-10 03:45:59.784895, cost_time=0:00:04.546948 2021-04-10 03:45:52,211 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.95ms, fps=4197 images/s, loss=0.2537, top1-acc=91.38%, top5-acc=99.67%, remaining_time=0:00:07.478404, arrival_time=2021-04-10 03:45:59.689422, cost_time=0:00:05.157520 2021-04-10 03:45:52,817 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.47ms, fps=4223 images/s, loss=0.2528, top1-acc=91.39%, top5-acc=99.67%, remaining_time=0:00:06.789194, arrival_time=2021-04-10 03:45:59.607005, cost_time=0:00:05.764382 2021-04-10 03:45:53,425 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.36ms, fps=4213 images/s, loss=0.2536, top1-acc=91.41%, top5-acc=99.68%, remaining_time=0:00:06.117504, arrival_time=2021-04-10 03:45:59.543341, cost_time=0:00:06.372362 2021-04-10 03:45:54,037 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.33ms, fps=4190 images/s, loss=0.2533, top1-acc=91.42%, top5-acc=99.68%, remaining_time=0:00:05.460140, arrival_time=2021-04-10 03:45:59.497488, cost_time=0:00:06.983848 2021-04-10 03:45:54,649 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.42ms, fps=4187 images/s, loss=0.2543, top1-acc=91.43%, top5-acc=99.66%, remaining_time=0:00:04.810724, arrival_time=2021-04-10 03:45:59.460045, cost_time=0:00:07.595899 2021-04-10 03:45:55,265 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.46ms, fps=4156 images/s, loss=0.2542, top1-acc=91.45%, top5-acc=99.67%, remaining_time=0:00:04.169286, arrival_time=2021-04-10 03:45:59.434919, cost_time=0:00:08.212192 2021-04-10 03:45:55,879 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.84ms, fps=4172 images/s, loss=0.2538, top1-acc=91.47%, top5-acc=99.67%, remaining_time=0:00:03.530520, arrival_time=2021-04-10 03:45:59.410329, cost_time=0:00:08.826246 2021-04-10 03:45:56,488 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.38ms, fps=4212 images/s, loss=0.2535, top1-acc=91.50%, top5-acc=99.66%, remaining_time=0:00:02.893354, arrival_time=2021-04-10 03:45:59.381630, cost_time=0:00:09.434856 2021-04-10 03:45:57,095 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.34ms, fps=4221 images/s, loss=0.2559, top1-acc=91.44%, top5-acc=99.66%, remaining_time=0:00:02.259396, arrival_time=2021-04-10 03:45:59.354515, cost_time=0:00:10.041690 2021-04-10 03:45:57,707 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.38ms, fps=4185 images/s, loss=0.2579, top1-acc=91.39%, top5-acc=99.66%, remaining_time=0:00:01.629394, arrival_time=2021-04-10 03:45:59.336582, cost_time=0:00:10.653720 2021-04-10 03:45:58,314 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.52ms, fps=4220 images/s, loss=0.2616, top1-acc=91.28%, top5-acc=99.65%, remaining_time=0:00:01.000960, arrival_time=2021-04-10 03:45:59.315297, cost_time=0:00:11.260834 2021-04-10 03:45:58,924 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.06ms, fps=4203 images/s, loss=0.2644, top1-acc=91.21%, top5-acc=99.66%, remaining_time=0:00:00.374862, arrival_time=2021-04-10 03:45:59.298832, cost_time=0:00:11.870545 2021-04-10 03:45:59,255 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.05ms, fps=4108 images/s, loss=0.2637, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:59.255439, cost_time=0:00:12.202032 2021-04-10 03:45:59,569 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=4.80ms, fps=8179 images/s, loss=0.4605, top1-acc=85.12%, top5-acc=99.10%, remaining_time=0:00:00.938940, arrival_time=2021-04-10 03:46:00.508187, cost_time=0:00:00.312980 2021-04-10 03:45:59,803 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.30ms, fps=10933 images/s, loss=0.4476, top1-acc=85.29%, top5-acc=99.20%, remaining_time=0:00:00.547460, arrival_time=2021-04-10 03:46:00.351191, cost_time=0:00:00.547462 2021-04-10 03:46:00,041 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=2.65ms, fps=10785 images/s, loss=0.4599, top1-acc=85.07%, top5-acc=99.22%, remaining_time=0:00:00.261720, arrival_time=2021-04-10 03:46:00.303225, cost_time=0:00:00.785164 2021-04-10 03:46:00,253 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.06ms, fps=10977 images/s, loss=0.4771, top1-acc=84.90%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:00.253187, cost_time=0:00:00.996943 2021-04-10 03:46:00,764 INFO : Epoch=0068 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:30:29.712852, arrival_time=2021-04-10 04:16:30.477535, cost_time=0:15:42.579347 2021-04-10 03:46:00,765 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 03:46:01,555 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=2.93ms, fps=3242 images/s, loss=0.2254, top1-acc=92.19%, top5-acc=99.96%, remaining_time=0:00:14.688420, arrival_time=2021-04-10 03:46:16.243505, cost_time=0:00:00.789695 2021-04-10 03:46:02,160 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.83ms, fps=4230 images/s, loss=0.2229, top1-acc=92.77%, top5-acc=99.80%, remaining_time=0:00:12.280224, arrival_time=2021-04-10 03:46:14.441095, cost_time=0:00:01.395483 2021-04-10 03:46:02,771 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.37ms, fps=4194 images/s, loss=0.2341, top1-acc=92.33%, top5-acc=99.77%, remaining_time=0:00:11.102578, arrival_time=2021-04-10 03:46:13.874400, cost_time=0:00:02.006503 2021-04-10 03:46:03,381 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.60ms, fps=4205 images/s, loss=0.2458, top1-acc=92.00%, top5-acc=99.71%, remaining_time=0:00:10.200996, arrival_time=2021-04-10 03:46:13.582035, cost_time=0:00:02.615638 2021-04-10 03:46:03,996 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.43ms, fps=4164 images/s, loss=0.2489, top1-acc=91.97%, top5-acc=99.69%, remaining_time=0:00:09.434374, arrival_time=2021-04-10 03:46:13.430679, cost_time=0:00:03.230970 2021-04-10 03:46:04,603 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.52ms, fps=4218 images/s, loss=0.2506, top1-acc=91.95%, top5-acc=99.69%, remaining_time=0:00:08.700192, arrival_time=2021-04-10 03:46:13.303815, cost_time=0:00:03.838305 2021-04-10 03:46:05,211 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.52ms, fps=4213 images/s, loss=0.2514, top1-acc=91.93%, top5-acc=99.70%, remaining_time=0:00:08.003394, arrival_time=2021-04-10 03:46:13.215112, cost_time=0:00:04.446328 2021-04-10 03:46:05,819 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.53ms, fps=4213 images/s, loss=0.2511, top1-acc=91.95%, top5-acc=99.70%, remaining_time=0:00:07.329228, arrival_time=2021-04-10 03:46:13.149175, cost_time=0:00:05.054634 2021-04-10 03:46:06,428 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.33ms, fps=4210 images/s, loss=0.2529, top1-acc=91.87%, top5-acc=99.70%, remaining_time=0:00:06.669838, arrival_time=2021-04-10 03:46:13.098206, cost_time=0:00:05.663048 2021-04-10 03:46:07,036 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.61ms, fps=4211 images/s, loss=0.2531, top1-acc=91.85%, top5-acc=99.71%, remaining_time=0:00:06.020544, arrival_time=2021-04-10 03:46:13.057284, cost_time=0:00:06.271350 2021-04-10 03:46:07,643 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.56ms, fps=4225 images/s, loss=0.2540, top1-acc=91.79%, top5-acc=99.73%, remaining_time=0:00:05.377236, arrival_time=2021-04-10 03:46:13.020442, cost_time=0:00:06.877893 2021-04-10 03:46:08,254 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.26ms, fps=4192 images/s, loss=0.2536, top1-acc=91.78%, top5-acc=99.73%, remaining_time=0:00:04.743008, arrival_time=2021-04-10 03:46:12.997310, cost_time=0:00:07.488985 2021-04-10 03:46:08,866 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.58ms, fps=4188 images/s, loss=0.2557, top1-acc=91.73%, top5-acc=99.72%, remaining_time=0:00:04.112658, arrival_time=2021-04-10 03:46:12.978745, cost_time=0:00:08.100696 2021-04-10 03:46:09,474 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.39ms, fps=4209 images/s, loss=0.2555, top1-acc=91.74%, top5-acc=99.72%, remaining_time=0:00:03.483816, arrival_time=2021-04-10 03:46:12.958676, cost_time=0:00:08.709529 2021-04-10 03:46:10,080 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.35ms, fps=4228 images/s, loss=0.2565, top1-acc=91.72%, top5-acc=99.70%, remaining_time=0:00:02.856738, arrival_time=2021-04-10 03:46:12.937450, cost_time=0:00:09.315389 2021-04-10 03:46:10,688 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.33ms, fps=4215 images/s, loss=0.2566, top1-acc=91.70%, top5-acc=99.69%, remaining_time=0:00:02.232720, arrival_time=2021-04-10 03:46:12.921202, cost_time=0:00:09.923166 2021-04-10 03:46:11,298 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.36ms, fps=4198 images/s, loss=0.2578, top1-acc=91.70%, top5-acc=99.67%, remaining_time=0:00:01.610986, arrival_time=2021-04-10 03:46:12.909756, cost_time=0:00:10.533355 2021-04-10 03:46:11,907 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.29ms, fps=4211 images/s, loss=0.2575, top1-acc=91.72%, top5-acc=99.67%, remaining_time=0:00:00.990400, arrival_time=2021-04-10 03:46:12.897717, cost_time=0:00:11.141996 2021-04-10 03:46:12,513 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.16ms, fps=4226 images/s, loss=0.2607, top1-acc=91.66%, top5-acc=99.65%, remaining_time=0:00:00.370998, arrival_time=2021-04-10 03:46:12.884513, cost_time=0:00:11.748207 2021-04-10 03:46:12,844 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=0.06ms, fps=4118 images/s, loss=0.2602, top1-acc=91.66%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:12.844092, cost_time=0:00:12.078801 2021-04-10 03:46:13,199 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.28ms, fps=7228 images/s, loss=0.5020, top1-acc=84.37%, top5-acc=99.22%, remaining_time=0:00:01.062480, arrival_time=2021-04-10 03:46:14.261641, cost_time=0:00:00.354164 2021-04-10 03:46:13,444 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.19ms, fps=10445 images/s, loss=0.5049, top1-acc=84.45%, top5-acc=99.00%, remaining_time=0:00:00.599760, arrival_time=2021-04-10 03:46:14.044449, cost_time=0:00:00.599750 2021-04-10 03:46:13,676 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.41ms, fps=11049 images/s, loss=0.4996, top1-acc=84.57%, top5-acc=99.05%, remaining_time=0:00:00.277260, arrival_time=2021-04-10 03:46:13.953976, cost_time=0:00:00.831777 2021-04-10 03:46:13,885 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.05ms, fps=11136 images/s, loss=0.4920, top1-acc=84.62%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:13.885392, cost_time=0:00:01.040424 2021-04-10 03:46:14,389 INFO : Epoch=0069 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:30:15.401668, arrival_time=2021-04-10 04:16:29.790942, cost_time=0:15:56.203940 2021-04-10 03:46:14,389 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 03:46:15,165 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.25ms, fps=3302 images/s, loss=0.2746, top1-acc=91.72%, top5-acc=99.53%, remaining_time=0:00:14.421510, arrival_time=2021-04-10 03:46:29.587119, cost_time=0:00:00.775353 2021-04-10 03:46:15,786 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.82ms, fps=4131 images/s, loss=0.2601, top1-acc=91.91%, top5-acc=99.63%, remaining_time=0:00:12.285328, arrival_time=2021-04-10 03:46:28.071463, cost_time=0:00:01.396054 2021-04-10 03:46:16,399 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.38ms, fps=4177 images/s, loss=0.2611, top1-acc=91.90%, top5-acc=99.61%, remaining_time=0:00:11.119676, arrival_time=2021-04-10 03:46:27.519254, cost_time=0:00:02.009565 2021-04-10 03:46:17,006 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.45ms, fps=4219 images/s, loss=0.2556, top1-acc=92.04%, top5-acc=99.58%, remaining_time=0:00:10.205364, arrival_time=2021-04-10 03:46:27.212192, cost_time=0:00:02.616755 2021-04-10 03:46:17,618 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.38ms, fps=4192 images/s, loss=0.2471, top1-acc=92.19%, top5-acc=99.62%, remaining_time=0:00:09.425906, arrival_time=2021-04-10 03:46:27.043935, cost_time=0:00:03.228038 2021-04-10 03:46:18,233 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=3.16ms, fps=4160 images/s, loss=0.2457, top1-acc=92.29%, top5-acc=99.64%, remaining_time=0:00:08.712568, arrival_time=2021-04-10 03:46:26.946456, cost_time=0:00:03.843755 2021-04-10 03:46:18,849 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.47ms, fps=4163 images/s, loss=0.2474, top1-acc=92.22%, top5-acc=99.63%, remaining_time=0:00:08.026830, arrival_time=2021-04-10 03:46:26.876184, cost_time=0:00:04.459348 2021-04-10 03:46:19,461 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.38ms, fps=4186 images/s, loss=0.2484, top1-acc=92.17%, top5-acc=99.62%, remaining_time=0:00:07.353356, arrival_time=2021-04-10 03:46:26.814620, cost_time=0:00:05.071267 2021-04-10 03:46:20,068 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.50ms, fps=4221 images/s, loss=0.2473, top1-acc=92.16%, top5-acc=99.61%, remaining_time=0:00:06.687646, arrival_time=2021-04-10 03:46:26.755897, cost_time=0:00:05.678181 2021-04-10 03:46:20,676 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.57ms, fps=4210 images/s, loss=0.2489, top1-acc=92.11%, top5-acc=99.62%, remaining_time=0:00:06.035328, arrival_time=2021-04-10 03:46:26.712189, cost_time=0:00:06.286820 2021-04-10 03:46:21,286 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.52ms, fps=4204 images/s, loss=0.2494, top1-acc=92.05%, top5-acc=99.63%, remaining_time=0:00:05.391598, arrival_time=2021-04-10 03:46:26.677830, cost_time=0:00:06.896230 2021-04-10 03:46:21,897 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.52ms, fps=4191 images/s, loss=0.2491, top1-acc=92.05%, top5-acc=99.64%, remaining_time=0:00:04.754712, arrival_time=2021-04-10 03:46:26.652229, cost_time=0:00:07.507455 2021-04-10 03:46:22,504 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.78ms, fps=4222 images/s, loss=0.2489, top1-acc=92.02%, top5-acc=99.64%, remaining_time=0:00:04.119588, arrival_time=2021-04-10 03:46:26.623938, cost_time=0:00:08.114355 2021-04-10 03:46:23,111 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.30ms, fps=4221 images/s, loss=0.2533, top1-acc=91.91%, top5-acc=99.64%, remaining_time=0:00:03.488464, arrival_time=2021-04-10 03:46:26.599629, cost_time=0:00:08.721164 2021-04-10 03:46:23,734 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.49ms, fps=4112 images/s, loss=0.2533, top1-acc=91.91%, top5-acc=99.64%, remaining_time=0:00:02.865524, arrival_time=2021-04-10 03:46:26.599861, cost_time=0:00:09.344129 2021-04-10 03:46:24,362 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.39ms, fps=4084 images/s, loss=0.2540, top1-acc=91.88%, top5-acc=99.64%, remaining_time=0:00:02.243700, arrival_time=2021-04-10 03:46:26.605680, cost_time=0:00:09.971984 2021-04-10 03:46:24,973 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.45ms, fps=4191 images/s, loss=0.2530, top1-acc=91.88%, top5-acc=99.64%, remaining_time=0:00:01.618604, arrival_time=2021-04-10 03:46:26.591882, cost_time=0:00:10.583215 2021-04-10 03:46:25,590 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.55ms, fps=4149 images/s, loss=0.2527, top1-acc=91.90%, top5-acc=99.65%, remaining_time=0:00:00.995632, arrival_time=2021-04-10 03:46:26.586477, cost_time=0:00:11.200796 2021-04-10 03:46:26,209 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.13ms, fps=4141 images/s, loss=0.2550, top1-acc=91.82%, top5-acc=99.64%, remaining_time=0:00:00.373248, arrival_time=2021-04-10 03:46:26.582879, cost_time=0:00:11.819572 2021-04-10 03:46:26,543 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.07ms, fps=4080 images/s, loss=0.2556, top1-acc=91.80%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:26.543476, cost_time=0:00:12.153505 2021-04-10 03:46:26,849 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.28ms, fps=8399 images/s, loss=0.6378, top1-acc=80.90%, top5-acc=98.09%, remaining_time=0:00:00.914310, arrival_time=2021-04-10 03:46:27.763392, cost_time=0:00:00.304768 2021-04-10 03:46:27,088 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=4.59ms, fps=10741 images/s, loss=0.6673, top1-acc=80.21%, top5-acc=97.99%, remaining_time=0:00:00.543560, arrival_time=2021-04-10 03:46:27.631483, cost_time=0:00:00.543560 2021-04-10 03:46:27,320 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.17ms, fps=11038 images/s, loss=0.6627, top1-acc=80.05%, top5-acc=98.09%, remaining_time=0:00:00.258670, arrival_time=2021-04-10 03:46:27.578977, cost_time=0:00:00.776019 2021-04-10 03:46:27,529 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.06ms, fps=11120 images/s, loss=0.6485, top1-acc=80.53%, top5-acc=98.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:27.529323, cost_time=0:00:00.985064 2021-04-10 03:46:28,042 INFO : Epoch=0070 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:30:01.163520, arrival_time=2021-04-10 04:16:29.206148, cost_time=0:16:09.857262 2021-04-10 03:46:28,043 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 03:46:28,860 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.23ms, fps=3132 images/s, loss=0.2603, top1-acc=91.84%, top5-acc=99.57%, remaining_time=0:00:15.202152, arrival_time=2021-04-10 03:46:44.063064, cost_time=0:00:00.817320 2021-04-10 03:46:29,471 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.32ms, fps=4198 images/s, loss=0.2634, top1-acc=91.66%, top5-acc=99.65%, remaining_time=0:00:12.563056, arrival_time=2021-04-10 03:46:42.034255, cost_time=0:00:01.427618 2021-04-10 03:46:30,079 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.34ms, fps=4211 images/s, loss=0.2653, top1-acc=91.67%, top5-acc=99.62%, remaining_time=0:00:11.266586, arrival_time=2021-04-10 03:46:41.346261, cost_time=0:00:02.036126 2021-04-10 03:46:30,692 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.81ms, fps=4183 images/s, loss=0.2628, top1-acc=91.58%, top5-acc=99.66%, remaining_time=0:00:10.328916, arrival_time=2021-04-10 03:46:41.020995, cost_time=0:00:02.648458 2021-04-10 03:46:31,298 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.35ms, fps=4226 images/s, loss=0.2571, top1-acc=91.71%, top5-acc=99.68%, remaining_time=0:00:09.504308, arrival_time=2021-04-10 03:46:40.802736, cost_time=0:00:03.254880 2021-04-10 03:46:31,904 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.27ms, fps=4226 images/s, loss=0.2549, top1-acc=91.77%, top5-acc=99.69%, remaining_time=0:00:08.751872, arrival_time=2021-04-10 03:46:40.656517, cost_time=0:00:03.861099 2021-04-10 03:46:32,509 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.36ms, fps=4235 images/s, loss=0.2549, top1-acc=91.78%, top5-acc=99.68%, remaining_time=0:00:08.038674, arrival_time=2021-04-10 03:46:40.548149, cost_time=0:00:04.465931 2021-04-10 03:46:33,123 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.42ms, fps=4173 images/s, loss=0.2540, top1-acc=91.75%, top5-acc=99.68%, remaining_time=0:00:07.365536, arrival_time=2021-04-10 03:46:40.488864, cost_time=0:00:05.079709 2021-04-10 03:46:33,737 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.88ms, fps=4171 images/s, loss=0.2533, top1-acc=91.80%, top5-acc=99.70%, remaining_time=0:00:06.706408, arrival_time=2021-04-10 03:46:40.444057, cost_time=0:00:05.694108 2021-04-10 03:46:34,348 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.53ms, fps=4193 images/s, loss=0.2551, top1-acc=91.75%, top5-acc=99.68%, remaining_time=0:00:06.052800, arrival_time=2021-04-10 03:46:40.401360, cost_time=0:00:06.305000 2021-04-10 03:46:34,973 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.90ms, fps=4103 images/s, loss=0.2590, top1-acc=91.61%, top5-acc=99.68%, remaining_time=0:00:05.417398, arrival_time=2021-04-10 03:46:40.390391, cost_time=0:00:06.929268 2021-04-10 03:46:35,585 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.37ms, fps=4184 images/s, loss=0.2572, top1-acc=91.68%, top5-acc=99.69%, remaining_time=0:00:04.776524, arrival_time=2021-04-10 03:46:40.362002, cost_time=0:00:07.541931 2021-04-10 03:46:36,198 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.44ms, fps=4179 images/s, loss=0.2581, top1-acc=91.66%, top5-acc=99.69%, remaining_time=0:00:04.140180, arrival_time=2021-04-10 03:46:40.338659, cost_time=0:00:08.154935 2021-04-10 03:46:36,810 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.53ms, fps=4186 images/s, loss=0.2572, top1-acc=91.65%, top5-acc=99.70%, remaining_time=0:00:03.506720, arrival_time=2021-04-10 03:46:40.317087, cost_time=0:00:08.766815 2021-04-10 03:46:37,422 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.27ms, fps=4185 images/s, loss=0.2586, top1-acc=91.61%, top5-acc=99.69%, remaining_time=0:00:02.876196, arrival_time=2021-04-10 03:46:40.298606, cost_time=0:00:09.378859 2021-04-10 03:46:38,035 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.58ms, fps=4180 images/s, loss=0.2596, top1-acc=91.57%, top5-acc=99.68%, remaining_time=0:00:02.248128, arrival_time=2021-04-10 03:46:40.283442, cost_time=0:00:09.991700 2021-04-10 03:46:38,644 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.31ms, fps=4206 images/s, loss=0.2583, top1-acc=91.63%, top5-acc=99.68%, remaining_time=0:00:01.621308, arrival_time=2021-04-10 03:46:40.265796, cost_time=0:00:10.600936 2021-04-10 03:46:39,255 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.90ms, fps=4196 images/s, loss=0.2579, top1-acc=91.64%, top5-acc=99.68%, remaining_time=0:00:00.996576, arrival_time=2021-04-10 03:46:40.251535, cost_time=0:00:11.211413 2021-04-10 03:46:39,865 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.14ms, fps=4193 images/s, loss=0.2576, top1-acc=91.66%, top5-acc=99.67%, remaining_time=0:00:00.373332, arrival_time=2021-04-10 03:46:40.239143, cost_time=0:00:11.822272 2021-04-10 03:46:40,198 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=0.06ms, fps=4088 images/s, loss=0.2578, top1-acc=91.62%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:40.198878, cost_time=0:00:12.155346 2021-04-10 03:46:40,528 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.19ms, fps=7785 images/s, loss=0.5320, top1-acc=83.48%, top5-acc=98.83%, remaining_time=0:00:00.986400, arrival_time=2021-04-10 03:46:41.514959, cost_time=0:00:00.328804 2021-04-10 03:46:40,762 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.20ms, fps=10970 images/s, loss=0.5222, top1-acc=84.18%, top5-acc=98.95%, remaining_time=0:00:00.562500, arrival_time=2021-04-10 03:46:41.324785, cost_time=0:00:00.562503 2021-04-10 03:46:41,015 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=2.40ms, fps=10139 images/s, loss=0.5343, top1-acc=83.79%, top5-acc=99.02%, remaining_time=0:00:00.271810, arrival_time=2021-04-10 03:46:41.287033, cost_time=0:00:00.815418 2021-04-10 03:46:41,230 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.06ms, fps=10781 images/s, loss=0.5232, top1-acc=83.85%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:41.230937, cost_time=0:00:01.031213 2021-04-10 03:46:41,740 INFO : Epoch=0071 complete, best val top1-acc=85.52%, top5-acc=99.24% (epoch=48), remaining_time=0:29:47.022423, arrival_time=2021-04-10 04:16:28.762735, cost_time=0:16:23.554967 2021-04-10 03:46:41,741 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 03:46:42,525 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.31ms, fps=3263 images/s, loss=0.2937, top1-acc=90.39%, top5-acc=99.53%, remaining_time=0:00:14.591514, arrival_time=2021-04-10 03:46:57.117213, cost_time=0:00:00.784489 2021-04-10 03:46:43,139 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.55ms, fps=4174 images/s, loss=0.2756, top1-acc=91.29%, top5-acc=99.67%, remaining_time=0:00:12.305744, arrival_time=2021-04-10 03:46:55.445323, cost_time=0:00:01.398371 2021-04-10 03:46:43,756 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.50ms, fps=4154 images/s, loss=0.2668, top1-acc=91.60%, top5-acc=99.71%, remaining_time=0:00:11.151050, arrival_time=2021-04-10 03:46:54.907439, cost_time=0:00:02.015252 2021-04-10 03:46:44,373 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.34ms, fps=4149 images/s, loss=0.2563, top1-acc=91.99%, top5-acc=99.72%, remaining_time=0:00:10.267452, arrival_time=2021-04-10 03:46:54.641326, cost_time=0:00:02.632667 2021-04-10 03:46:44,985 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.47ms, fps=4189 images/s, loss=0.2558, top1-acc=91.84%, top5-acc=99.73%, remaining_time=0:00:09.473648, arrival_time=2021-04-10 03:46:54.459205, cost_time=0:00:03.244417 2021-04-10 03:46:45,606 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.33ms, fps=4125 images/s, loss=0.2541, top1-acc=91.87%, top5-acc=99.73%, remaining_time=0:00:08.761528, arrival_time=2021-04-10 03:46:54.368099, cost_time=0:00:03.865355 2021-04-10 03:46:46,219 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.30ms, fps=4180 images/s, loss=0.2536, top1-acc=91.93%, top5-acc=99.73%, remaining_time=0:00:08.060976, arrival_time=2021-04-10 03:46:54.280457, cost_time=0:00:04.478335 2021-04-10 03:46:46,833 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.88ms, fps=4178 images/s, loss=0.2549, top1-acc=91.87%, top5-acc=99.73%, remaining_time=0:00:07.382704, arrival_time=2021-04-10 03:46:54.215628, cost_time=0:00:05.091484 2021-04-10 03:46:47,445 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.41ms, fps=4183 images/s, loss=0.2550, top1-acc=91.87%, top5-acc=99.74%, remaining_time=0:00:06.718810, arrival_time=2021-04-10 03:46:54.164598, cost_time=0:00:05.704640 2021-04-10 03:46:48,052 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.57ms, fps=4220 images/s, loss=0.2542, top1-acc=91.86%, top5-acc=99.74%, remaining_time=0:00:06.059232, arrival_time=2021-04-10 03:46:54.112120, cost_time=0:00:06.311747 2021-04-10 03:46:48,663 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.48ms, fps=4195 images/s, loss=0.2499, top1-acc=91.98%, top5-acc=99.75%, remaining_time=0:00:05.412066, arrival_time=2021-04-10 03:46:54.075657, cost_time=0:00:06.922364 2021-04-10 03:46:49,273 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.28ms, fps=4201 images/s, loss=0.2514, top1-acc=91.96%, top5-acc=99.75%, remaining_time=0:00:04.770444, arrival_time=2021-04-10 03:46:54.043878, cost_time=0:00:07.532222 2021-04-10 03:46:49,879 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.79ms, fps=4226 images/s, loss=0.2516, top1-acc=91.95%, top5-acc=99.75%, remaining_time=0:00:04.131864, arrival_time=2021-04-10 03:46:54.011590, cost_time=0:00:08.138583 2021-04-10 03:46:50,487 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.36ms, fps=4212 images/s, loss=0.2518, top1-acc=91.94%, top5-acc=99.75%, remaining_time=0:00:03.498712, arrival_time=2021-04-10 03:46:53.986576, cost_time=0:00:08.746729 2021-04-10 03:46:51,105 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.72ms, fps=4149 images/s, loss=0.2528, top1-acc=91.87%, top5-acc=99.73%, remaining_time=0:00:02.871642, arrival_time=2021-04-10 03:46:53.976954, cost_time=0:00:09.364050 2021-04-10 03:46:51,719 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=2.10ms, fps=4176 images/s, loss=0.2534, top1-acc=91.85%, top5-acc=99.71%, remaining_time=0:00:02.244996, arrival_time=2021-04-10 03:46:53.964076, cost_time=0:00:09.977778 2021-04-10 03:46:52,330 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.43ms, fps=4193 images/s, loss=0.2534, top1-acc=91.85%, top5-acc=99.71%, remaining_time=0:00:01.619488, arrival_time=2021-04-10 03:46:53.949653, cost_time=0:00:10.589031 2021-04-10 03:46:52,941 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.35ms, fps=4193 images/s, loss=0.2540, top1-acc=91.81%, top5-acc=99.71%, remaining_time=0:00:00.995552, arrival_time=2021-04-10 03:46:53.936665, cost_time=0:00:11.199975 2021-04-10 03:46:53,549 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.23ms, fps=4212 images/s, loss=0.2549, top1-acc=91.78%, top5-acc=99.71%, remaining_time=0:00:00.372888, arrival_time=2021-04-10 03:46:53.922322, cost_time=0:00:11.808124 2021-04-10 03:46:53,880 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=0.08ms, fps=4113 images/s, loss=0.2549, top1-acc=91.78%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:53.880708, cost_time=0:00:12.139601 2021-04-10 03:46:54,219 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.29ms, fps=7584 images/s, loss=0.4089, top1-acc=87.34%, top5-acc=99.30%, remaining_time=0:00:01.012620, arrival_time=2021-04-10 03:46:55.231701, cost_time=0:00:00.337537 2021-04-10 03:46:54,448 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.35ms, fps=11188 images/s, loss=0.4256, top1-acc=86.70%, top5-acc=99.28%, remaining_time=0:00:00.566720, arrival_time=2021-04-10 03:46:55.014957, cost_time=0:00:00.566715 2021-04-10 03:46:54,679 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.22ms, fps=11092 images/s, loss=0.4387, top1-acc=86.38%, top5-acc=99.24%, remaining_time=0:00:00.265940, arrival_time=2021-04-10 03:46:54.945281, cost_time=0:00:00.797817 2021-04-10 03:46:54,886 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.05ms, fps=11220 images/s, loss=0.4417, top1-acc=86.34%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:54.886424, cost_time=0:00:01.004922 2021-04-10 03:46:55,864 INFO : Epoch=0072 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:29:33.651840, arrival_time=2021-04-10 04:16:29.516340, cost_time=0:16:37.679166 2021-04-10 03:46:55,865 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 03:46:56,682 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.23ms, fps=3131 images/s, loss=0.2434, top1-acc=92.15%, top5-acc=99.84%, remaining_time=0:00:15.208104, arrival_time=2021-04-10 03:47:11.890896, cost_time=0:00:00.817645 2021-04-10 03:46:57,292 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.55ms, fps=4200 images/s, loss=0.2370, top1-acc=92.15%, top5-acc=99.75%, remaining_time=0:00:12.562176, arrival_time=2021-04-10 03:47:09.854901, cost_time=0:00:01.427526 2021-04-10 03:46:57,900 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.29ms, fps=4218 images/s, loss=0.2400, top1-acc=92.17%, top5-acc=99.73%, remaining_time=0:00:11.260610, arrival_time=2021-04-10 03:47:09.160811, cost_time=0:00:02.035055 2021-04-10 03:46:58,509 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.66ms, fps=4204 images/s, loss=0.2439, top1-acc=92.11%, top5-acc=99.71%, remaining_time=0:00:10.313160, arrival_time=2021-04-10 03:47:08.822686, cost_time=0:00:02.644380 2021-04-10 03:46:59,115 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.39ms, fps=4230 images/s, loss=0.2463, top1-acc=92.04%, top5-acc=99.71%, remaining_time=0:00:09.490000, arrival_time=2021-04-10 03:47:08.605154, cost_time=0:00:03.250012 2021-04-10 03:46:59,724 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.37ms, fps=4207 images/s, loss=0.2467, top1-acc=92.10%, top5-acc=99.69%, remaining_time=0:00:08.746704, arrival_time=2021-04-10 03:47:08.470688, cost_time=0:00:03.858854 2021-04-10 03:47:00,332 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.29ms, fps=4212 images/s, loss=0.2469, top1-acc=92.02%, top5-acc=99.72%, remaining_time=0:00:08.040564, arrival_time=2021-04-10 03:47:08.372662, cost_time=0:00:04.466968 2021-04-10 03:47:00,938 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.36ms, fps=4222 images/s, loss=0.2462, top1-acc=92.00%, top5-acc=99.70%, remaining_time=0:00:07.356836, arrival_time=2021-04-10 03:47:08.295742, cost_time=0:00:05.073702 2021-04-10 03:47:01,554 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.40ms, fps=4164 images/s, loss=0.2472, top1-acc=91.98%, top5-acc=99.69%, remaining_time=0:00:06.700472, arrival_time=2021-04-10 03:47:08.254703, cost_time=0:00:05.689092 2021-04-10 03:47:02,160 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.47ms, fps=4224 images/s, loss=0.2488, top1-acc=91.92%, top5-acc=99.69%, remaining_time=0:00:06.043776, arrival_time=2021-04-10 03:47:08.204495, cost_time=0:00:06.295591 2021-04-10 03:47:02,773 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=2.01ms, fps=4182 images/s, loss=0.2493, top1-acc=91.91%, top5-acc=99.68%, remaining_time=0:00:05.400886, arrival_time=2021-04-10 03:47:08.174111, cost_time=0:00:06.908084 2021-04-10 03:47:03,381 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.35ms, fps=4210 images/s, loss=0.2503, top1-acc=91.83%, top5-acc=99.69%, remaining_time=0:00:04.760412, arrival_time=2021-04-10 03:47:08.142028, cost_time=0:00:07.516478 2021-04-10 03:47:03,990 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.49ms, fps=4206 images/s, loss=0.2485, top1-acc=91.93%, top5-acc=99.68%, remaining_time=0:00:04.125264, arrival_time=2021-04-10 03:47:08.115860, cost_time=0:00:08.125468 2021-04-10 03:47:04,601 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.41ms, fps=4197 images/s, loss=0.2488, top1-acc=91.93%, top5-acc=99.69%, remaining_time=0:00:03.494344, arrival_time=2021-04-10 03:47:08.095304, cost_time=0:00:08.735821 2021-04-10 03:47:05,215 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.60ms, fps=4171 images/s, loss=0.2497, top1-acc=91.88%, top5-acc=99.69%, remaining_time=0:00:02.867318, arrival_time=2021-04-10 03:47:08.082598, cost_time=0:00:09.350008 2021-04-10 03:47:05,825 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.40ms, fps=4200 images/s, loss=0.2503, top1-acc=91.84%, top5-acc=99.69%, remaining_time=0:00:02.241036, arrival_time=2021-04-10 03:47:08.066396, cost_time=0:00:09.960211 2021-04-10 03:47:06,439 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.74ms, fps=4169 images/s, loss=0.2532, top1-acc=91.73%, top5-acc=99.68%, remaining_time=0:00:01.617304, arrival_time=2021-04-10 03:47:08.057141, cost_time=0:00:10.574698 2021-04-10 03:47:07,045 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.35ms, fps=4227 images/s, loss=0.2535, top1-acc=91.68%, top5-acc=99.69%, remaining_time=0:00:00.993840, arrival_time=2021-04-10 03:47:08.039678, cost_time=0:00:11.180712 2021-04-10 03:47:07,651 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.31ms, fps=4230 images/s, loss=0.2536, top1-acc=91.67%, top5-acc=99.69%, remaining_time=0:00:00.372198, arrival_time=2021-04-10 03:47:08.023638, cost_time=0:00:11.786310 2021-04-10 03:47:07,981 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=0.05ms, fps=4123 images/s, loss=0.2532, top1-acc=91.66%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:07.981677, cost_time=0:00:12.116509 2021-04-10 03:47:08,338 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.16ms, fps=7197 images/s, loss=0.6182, top1-acc=82.77%, top5-acc=97.97%, remaining_time=0:00:01.067100, arrival_time=2021-04-10 03:47:09.405706, cost_time=0:00:00.355701 2021-04-10 03:47:08,571 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.16ms, fps=11001 images/s, loss=0.6225, top1-acc=82.09%, top5-acc=98.32%, remaining_time=0:00:00.588740, arrival_time=2021-04-10 03:47:09.160392, cost_time=0:00:00.588747 2021-04-10 03:47:08,810 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=3.08ms, fps=10733 images/s, loss=0.5953, top1-acc=82.88%, top5-acc=98.50%, remaining_time=0:00:00.275860, arrival_time=2021-04-10 03:47:09.086391, cost_time=0:00:00.827592 2021-04-10 03:47:09,027 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.06ms, fps=10736 images/s, loss=0.5975, top1-acc=83.22%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:09.027230, cost_time=0:00:01.044355 2021-04-10 03:47:09,539 INFO : Epoch=0073 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:29:19.479844, arrival_time=2021-04-10 04:16:29.019730, cost_time=0:16:51.354554 2021-04-10 03:47:09,540 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 03:47:10,306 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.24ms, fps=3345 images/s, loss=0.2186, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:00:14.236254, arrival_time=2021-04-10 03:47:24.542423, cost_time=0:00:00.765391 2021-04-10 03:47:10,916 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.53ms, fps=4196 images/s, loss=0.2266, top1-acc=92.56%, top5-acc=99.82%, remaining_time=0:00:12.109856, arrival_time=2021-04-10 03:47:23.026690, cost_time=0:00:01.376129 2021-04-10 03:47:11,527 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.62ms, fps=4194 images/s, loss=0.2283, top1-acc=92.50%, top5-acc=99.83%, remaining_time=0:00:10.994014, arrival_time=2021-04-10 03:47:22.521653, cost_time=0:00:01.986865 2021-04-10 03:47:12,138 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.93ms, fps=4193 images/s, loss=0.2277, top1-acc=92.52%, top5-acc=99.81%, remaining_time=0:00:10.131888, arrival_time=2021-04-10 03:47:22.270595, cost_time=0:00:02.597938 2021-04-10 03:47:12,752 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.47ms, fps=4173 images/s, loss=0.2267, top1-acc=92.59%, top5-acc=99.78%, remaining_time=0:00:09.379040, arrival_time=2021-04-10 03:47:22.131814, cost_time=0:00:03.211996 2021-04-10 03:47:13,360 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.47ms, fps=4217 images/s, loss=0.2260, top1-acc=92.62%, top5-acc=99.78%, remaining_time=0:00:08.658032, arrival_time=2021-04-10 03:47:22.018446, cost_time=0:00:03.819714 2021-04-10 03:47:13,971 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.53ms, fps=4194 images/s, loss=0.2270, top1-acc=92.59%, top5-acc=99.78%, remaining_time=0:00:07.975044, arrival_time=2021-04-10 03:47:21.946361, cost_time=0:00:04.430549 2021-04-10 03:47:14,577 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.61ms, fps=4228 images/s, loss=0.2280, top1-acc=92.55%, top5-acc=99.78%, remaining_time=0:00:07.303012, arrival_time=2021-04-10 03:47:21.880308, cost_time=0:00:05.036576 2021-04-10 03:47:15,188 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.82ms, fps=4190 images/s, loss=0.2313, top1-acc=92.46%, top5-acc=99.74%, remaining_time=0:00:06.652030, arrival_time=2021-04-10 03:47:21.840712, cost_time=0:00:05.647979 2021-04-10 03:47:15,799 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.39ms, fps=4198 images/s, loss=0.2328, top1-acc=92.38%, top5-acc=99.74%, remaining_time=0:00:06.007872, arrival_time=2021-04-10 03:47:21.806817, cost_time=0:00:06.258163 2021-04-10 03:47:16,409 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.33ms, fps=4197 images/s, loss=0.2337, top1-acc=92.30%, top5-acc=99.75%, remaining_time=0:00:05.370012, arrival_time=2021-04-10 03:47:21.779389, cost_time=0:00:06.868670 2021-04-10 03:47:17,020 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.37ms, fps=4194 images/s, loss=0.2341, top1-acc=92.28%, top5-acc=99.74%, remaining_time=0:00:04.737004, arrival_time=2021-04-10 03:47:21.757155, cost_time=0:00:07.479450 2021-04-10 03:47:17,632 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.39ms, fps=4187 images/s, loss=0.2364, top1-acc=92.21%, top5-acc=99.74%, remaining_time=0:00:04.107906, arrival_time=2021-04-10 03:47:21.739988, cost_time=0:00:08.091301 2021-04-10 03:47:18,239 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.37ms, fps=4221 images/s, loss=0.2368, top1-acc=92.20%, top5-acc=99.73%, remaining_time=0:00:03.479336, arrival_time=2021-04-10 03:47:21.718454, cost_time=0:00:08.698402 2021-04-10 03:47:18,846 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.28ms, fps=4219 images/s, loss=0.2376, top1-acc=92.14%, top5-acc=99.72%, remaining_time=0:00:02.853702, arrival_time=2021-04-10 03:47:21.700010, cost_time=0:00:09.305618 2021-04-10 03:47:19,454 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.25ms, fps=4212 images/s, loss=0.2401, top1-acc=92.09%, top5-acc=99.71%, remaining_time=0:00:02.230596, arrival_time=2021-04-10 03:47:21.685087, cost_time=0:00:09.913776 2021-04-10 03:47:20,078 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.57ms, fps=4109 images/s, loss=0.2419, top1-acc=92.07%, top5-acc=99.71%, remaining_time=0:00:01.611584, arrival_time=2021-04-10 03:47:21.689650, cost_time=0:00:10.537219 2021-04-10 03:47:20,692 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.92ms, fps=4172 images/s, loss=0.2414, top1-acc=92.11%, top5-acc=99.71%, remaining_time=0:00:00.991248, arrival_time=2021-04-10 03:47:21.683572, cost_time=0:00:11.151609 2021-04-10 03:47:21,298 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.12ms, fps=4223 images/s, loss=0.2421, top1-acc=92.10%, top5-acc=99.71%, remaining_time=0:00:00.371310, arrival_time=2021-04-10 03:47:21.670223, cost_time=0:00:11.758214 2021-04-10 03:47:21,635 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=0.21ms, fps=4048 images/s, loss=0.2430, top1-acc=92.03%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:21.635281, cost_time=0:00:12.094573 2021-04-10 03:47:21,936 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.25ms, fps=8520 images/s, loss=0.5581, top1-acc=83.91%, top5-acc=98.98%, remaining_time=0:00:00.901380, arrival_time=2021-04-10 03:47:22.838023, cost_time=0:00:00.300464 2021-04-10 03:47:22,165 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.31ms, fps=11191 images/s, loss=0.5281, top1-acc=84.94%, top5-acc=99.18%, remaining_time=0:00:00.529520, arrival_time=2021-04-10 03:47:22.695237, cost_time=0:00:00.529519 2021-04-10 03:47:22,398 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=2.83ms, fps=11026 images/s, loss=0.5228, top1-acc=84.90%, top5-acc=99.26%, remaining_time=0:00:00.254010, arrival_time=2021-04-10 03:47:22.652270, cost_time=0:00:00.762028 2021-04-10 03:47:22,622 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=10360 images/s, loss=0.5252, top1-acc=84.64%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:22.622619, cost_time=0:00:00.986407 2021-04-10 03:47:23,151 INFO : Epoch=0074 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:29:05.212644, arrival_time=2021-04-10 04:16:28.364150, cost_time=0:17:04.966169 2021-04-10 03:47:23,152 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 03:47:23,945 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.23ms, fps=3225 images/s, loss=0.2477, top1-acc=91.80%, top5-acc=99.80%, remaining_time=0:00:14.762076, arrival_time=2021-04-10 03:47:38.707950, cost_time=0:00:00.793663 2021-04-10 03:47:24,552 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.42ms, fps=4223 images/s, loss=0.2437, top1-acc=92.17%, top5-acc=99.73%, remaining_time=0:00:12.324224, arrival_time=2021-04-10 03:47:36.876875, cost_time=0:00:01.400475 2021-04-10 03:47:25,164 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.49ms, fps=4187 images/s, loss=0.2358, top1-acc=92.51%, top5-acc=99.73%, remaining_time=0:00:11.135280, arrival_time=2021-04-10 03:47:36.299873, cost_time=0:00:02.012392 2021-04-10 03:47:25,770 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.57ms, fps=4226 images/s, loss=0.2432, top1-acc=92.32%, top5-acc=99.69%, remaining_time=0:00:10.213164, arrival_time=2021-04-10 03:47:35.984054, cost_time=0:00:02.618751 2021-04-10 03:47:26,383 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.30ms, fps=4180 images/s, loss=0.2503, top1-acc=92.18%, top5-acc=99.69%, remaining_time=0:00:09.436272, arrival_time=2021-04-10 03:47:35.820093, cost_time=0:00:03.231598 2021-04-10 03:47:26,992 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.42ms, fps=4208 images/s, loss=0.2500, top1-acc=92.23%, top5-acc=99.67%, remaining_time=0:00:08.705496, arrival_time=2021-04-10 03:47:35.698270, cost_time=0:00:03.840633 2021-04-10 03:47:27,601 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.54ms, fps=4207 images/s, loss=0.2488, top1-acc=92.28%, top5-acc=99.71%, remaining_time=0:00:08.009190, arrival_time=2021-04-10 03:47:35.610933, cost_time=0:00:04.449536 2021-04-10 03:47:28,211 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.28ms, fps=4203 images/s, loss=0.2456, top1-acc=92.30%, top5-acc=99.70%, remaining_time=0:00:07.335840, arrival_time=2021-04-10 03:47:35.547164, cost_time=0:00:05.059179 2021-04-10 03:47:28,818 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.39ms, fps=4220 images/s, loss=0.2418, top1-acc=92.34%, top5-acc=99.72%, remaining_time=0:00:06.673442, arrival_time=2021-04-10 03:47:35.491759, cost_time=0:00:05.666174 2021-04-10 03:47:29,426 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.38ms, fps=4214 images/s, loss=0.2418, top1-acc=92.36%, top5-acc=99.72%, remaining_time=0:00:06.023040, arrival_time=2021-04-10 03:47:35.449290, cost_time=0:00:06.274048 2021-04-10 03:47:30,039 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.61ms, fps=4181 images/s, loss=0.2422, top1-acc=92.31%, top5-acc=99.71%, remaining_time=0:00:05.384374, arrival_time=2021-04-10 03:47:35.423454, cost_time=0:00:06.886937 2021-04-10 03:47:30,650 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.54ms, fps=4190 images/s, loss=0.2420, top1-acc=92.29%, top5-acc=99.70%, remaining_time=0:00:04.748936, arrival_time=2021-04-10 03:47:35.399390, cost_time=0:00:07.498306 2021-04-10 03:47:31,265 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=2.09ms, fps=4167 images/s, loss=0.2425, top1-acc=92.24%, top5-acc=99.70%, remaining_time=0:00:04.118994, arrival_time=2021-04-10 03:47:35.384295, cost_time=0:00:08.113109 2021-04-10 03:47:31,876 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.36ms, fps=4191 images/s, loss=0.2439, top1-acc=92.17%, top5-acc=99.71%, remaining_time=0:00:03.489752, arrival_time=2021-04-10 03:47:35.366330, cost_time=0:00:08.724415 2021-04-10 03:47:32,485 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.34ms, fps=4206 images/s, loss=0.2439, top1-acc=92.14%, top5-acc=99.71%, remaining_time=0:00:02.862304, arrival_time=2021-04-10 03:47:35.348011, cost_time=0:00:09.333568 2021-04-10 03:47:33,096 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.66ms, fps=4192 images/s, loss=0.2438, top1-acc=92.15%, top5-acc=99.71%, remaining_time=0:00:02.237544, arrival_time=2021-04-10 03:47:35.334274, cost_time=0:00:09.944586 2021-04-10 03:47:33,707 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.30ms, fps=4193 images/s, loss=0.2446, top1-acc=92.13%, top5-acc=99.71%, remaining_time=0:00:01.614366, arrival_time=2021-04-10 03:47:35.322099, cost_time=0:00:10.555514 2021-04-10 03:47:34,321 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.36ms, fps=4174 images/s, loss=0.2443, top1-acc=92.16%, top5-acc=99.71%, remaining_time=0:00:00.992848, arrival_time=2021-04-10 03:47:35.314487, cost_time=0:00:11.169498 2021-04-10 03:47:34,931 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.16ms, fps=4201 images/s, loss=0.2456, top1-acc=92.12%, top5-acc=99.71%, remaining_time=0:00:00.371976, arrival_time=2021-04-10 03:47:35.303335, cost_time=0:00:11.779228 2021-04-10 03:47:35,262 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.06ms, fps=4107 images/s, loss=0.2455, top1-acc=92.13%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:35.262871, cost_time=0:00:12.110752 2021-04-10 03:47:35,590 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=5.87ms, fps=7845 images/s, loss=0.4966, top1-acc=84.45%, top5-acc=99.14%, remaining_time=0:00:00.978960, arrival_time=2021-04-10 03:47:36.568976, cost_time=0:00:00.326320 2021-04-10 03:47:35,820 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.22ms, fps=11112 images/s, loss=0.5099, top1-acc=84.20%, top5-acc=99.04%, remaining_time=0:00:00.557020, arrival_time=2021-04-10 03:47:36.377740, cost_time=0:00:00.557020 2021-04-10 03:47:36,060 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.25ms, fps=10711 images/s, loss=0.5112, top1-acc=84.47%, top5-acc=98.96%, remaining_time=0:00:00.265440, arrival_time=2021-04-10 03:47:36.325474, cost_time=0:00:00.796331 2021-04-10 03:47:36,274 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.05ms, fps=10850 images/s, loss=0.5012, top1-acc=84.86%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:36.274224, cost_time=0:00:01.010497 2021-04-10 03:47:36,919 INFO : Epoch=0075 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:28:51.223500, arrival_time=2021-04-10 04:16:28.142930, cost_time=0:17:18.734073 2021-04-10 03:47:36,920 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 03:47:37,703 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.21ms, fps=3270 images/s, loss=0.2064, top1-acc=93.20%, top5-acc=99.73%, remaining_time=0:00:14.561382, arrival_time=2021-04-10 03:47:52.264612, cost_time=0:00:00.782871 2021-04-10 03:47:38,318 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.35ms, fps=4164 images/s, loss=0.2160, top1-acc=93.05%, top5-acc=99.71%, remaining_time=0:00:12.304512, arrival_time=2021-04-10 03:47:50.623074, cost_time=0:00:01.398239 2021-04-10 03:47:38,946 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.40ms, fps=4081 images/s, loss=0.2220, top1-acc=92.72%, top5-acc=99.75%, remaining_time=0:00:11.209814, arrival_time=2021-04-10 03:47:50.156025, cost_time=0:00:02.025856 2021-04-10 03:47:39,566 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.92ms, fps=4131 images/s, loss=0.2284, top1-acc=92.62%, top5-acc=99.73%, remaining_time=0:00:10.319400, arrival_time=2021-04-10 03:47:49.885864, cost_time=0:00:02.646004 2021-04-10 03:47:40,187 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.69ms, fps=4125 images/s, loss=0.2282, top1-acc=92.62%, top5-acc=99.73%, remaining_time=0:00:09.540662, arrival_time=2021-04-10 03:47:49.728361, cost_time=0:00:03.267359 2021-04-10 03:47:40,804 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=0.33ms, fps=4158 images/s, loss=0.2322, top1-acc=92.42%, top5-acc=99.75%, remaining_time=0:00:08.802736, arrival_time=2021-04-10 03:47:49.606685, cost_time=0:00:03.883541 2021-04-10 03:47:41,432 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.67ms, fps=4153 images/s, loss=0.2319, top1-acc=92.50%, top5-acc=99.75%, remaining_time=0:00:08.121960, arrival_time=2021-04-10 03:47:49.554659, cost_time=0:00:04.512184 2021-04-10 03:47:42,040 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.63ms, fps=4217 images/s, loss=0.2323, top1-acc=92.51%, top5-acc=99.75%, remaining_time=0:00:07.424232, arrival_time=2021-04-10 03:47:49.464685, cost_time=0:00:05.120126 2021-04-10 03:47:42,649 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.54ms, fps=4209 images/s, loss=0.2319, top1-acc=92.49%, top5-acc=99.75%, remaining_time=0:00:06.747218, arrival_time=2021-04-10 03:47:49.396303, cost_time=0:00:05.728759 2021-04-10 03:47:43,263 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.33ms, fps=4171 images/s, loss=0.2334, top1-acc=92.46%, top5-acc=99.73%, remaining_time=0:00:06.089184, arrival_time=2021-04-10 03:47:49.352510, cost_time=0:00:06.342925 2021-04-10 03:47:43,870 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.47ms, fps=4220 images/s, loss=0.2318, top1-acc=92.54%, top5-acc=99.72%, remaining_time=0:00:05.433738, arrival_time=2021-04-10 03:47:49.304235, cost_time=0:00:06.950175 2021-04-10 03:47:44,482 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.43ms, fps=4184 images/s, loss=0.2328, top1-acc=92.47%, top5-acc=99.71%, remaining_time=0:00:04.789520, arrival_time=2021-04-10 03:47:49.272261, cost_time=0:00:07.562354 2021-04-10 03:47:45,092 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.35ms, fps=4199 images/s, loss=0.2338, top1-acc=92.43%, top5-acc=99.72%, remaining_time=0:00:04.149156, arrival_time=2021-04-10 03:47:49.242041, cost_time=0:00:08.172551 2021-04-10 03:47:45,700 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.88ms, fps=4217 images/s, loss=0.2370, top1-acc=92.32%, top5-acc=99.71%, remaining_time=0:00:03.511984, arrival_time=2021-04-10 03:47:49.212278, cost_time=0:00:08.779962 2021-04-10 03:47:46,311 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.57ms, fps=4192 images/s, loss=0.2384, top1-acc=92.29%, top5-acc=99.71%, remaining_time=0:00:02.879922, arrival_time=2021-04-10 03:47:49.191384, cost_time=0:00:09.391066 2021-04-10 03:47:46,923 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.36ms, fps=4183 images/s, loss=0.2386, top1-acc=92.29%, top5-acc=99.71%, remaining_time=0:00:02.250828, arrival_time=2021-04-10 03:47:49.174775, cost_time=0:00:10.003613 2021-04-10 03:47:47,536 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.41ms, fps=4181 images/s, loss=0.2407, top1-acc=92.20%, top5-acc=99.69%, remaining_time=0:00:01.623674, arrival_time=2021-04-10 03:47:49.160359, cost_time=0:00:10.616360 2021-04-10 03:47:48,145 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.34ms, fps=4210 images/s, loss=0.2407, top1-acc=92.15%, top5-acc=99.70%, remaining_time=0:00:00.997760, arrival_time=2021-04-10 03:47:49.142901, cost_time=0:00:11.224750 2021-04-10 03:47:48,760 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.19ms, fps=4162 images/s, loss=0.2421, top1-acc=92.13%, top5-acc=99.69%, remaining_time=0:00:00.373908, arrival_time=2021-04-10 03:47:49.134584, cost_time=0:00:11.840361 2021-04-10 03:47:49,093 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.06ms, fps=4091 images/s, loss=0.2421, top1-acc=92.13%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:49.093452, cost_time=0:00:12.173144 2021-04-10 03:47:49,402 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.39ms, fps=8310 images/s, loss=0.5965, top1-acc=82.58%, top5-acc=98.63%, remaining_time=0:00:00.924180, arrival_time=2021-04-10 03:47:50.326537, cost_time=0:00:00.308060 2021-04-10 03:47:49,640 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=4.92ms, fps=10771 images/s, loss=0.5800, top1-acc=82.68%, top5-acc=98.71%, remaining_time=0:00:00.546160, arrival_time=2021-04-10 03:47:50.186657, cost_time=0:00:00.546168 2021-04-10 03:47:49,877 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=2.63ms, fps=10824 images/s, loss=0.5953, top1-acc=82.46%, top5-acc=98.68%, remaining_time=0:00:00.261050, arrival_time=2021-04-10 03:47:50.138492, cost_time=0:00:00.783163 2021-04-10 03:47:50,089 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.05ms, fps=10964 images/s, loss=0.5988, top1-acc=82.65%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:50.089348, cost_time=0:00:00.995102 2021-04-10 03:47:50,604 INFO : Epoch=0076 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:28:37.104632, arrival_time=2021-04-10 04:16:27.708931, cost_time=0:17:32.418966 2021-04-10 03:47:50,608 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 03:47:51,393 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.84ms, fps=3262 images/s, loss=0.2471, top1-acc=92.27%, top5-acc=99.80%, remaining_time=0:00:14.597094, arrival_time=2021-04-10 03:48:05.990947, cost_time=0:00:00.784788 2021-04-10 03:47:52,009 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.35ms, fps=4164 images/s, loss=0.2441, top1-acc=92.29%, top5-acc=99.77%, remaining_time=0:00:12.320704, arrival_time=2021-04-10 03:48:04.329938, cost_time=0:00:01.400084 2021-04-10 03:47:52,621 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.45ms, fps=4188 images/s, loss=0.2337, top1-acc=92.38%, top5-acc=99.75%, remaining_time=0:00:11.133122, arrival_time=2021-04-10 03:48:03.754159, cost_time=0:00:02.012005 2021-04-10 03:47:53,239 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.76ms, fps=4143 images/s, loss=0.2324, top1-acc=92.29%, top5-acc=99.75%, remaining_time=0:00:10.258092, arrival_time=2021-04-10 03:48:03.497615, cost_time=0:00:02.630292 2021-04-10 03:47:53,860 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.27ms, fps=4131 images/s, loss=0.2335, top1-acc=92.25%, top5-acc=99.71%, remaining_time=0:00:09.492482, arrival_time=2021-04-10 03:48:03.352434, cost_time=0:00:03.250863 2021-04-10 03:47:54,487 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.29ms, fps=4081 images/s, loss=0.2349, top1-acc=92.29%, top5-acc=99.69%, remaining_time=0:00:08.791856, arrival_time=2021-04-10 03:48:03.279697, cost_time=0:00:03.878737 2021-04-10 03:47:55,099 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.53ms, fps=4189 images/s, loss=0.2324, top1-acc=92.33%, top5-acc=99.70%, remaining_time=0:00:08.083026, arrival_time=2021-04-10 03:48:03.182655, cost_time=0:00:04.490603 2021-04-10 03:47:55,706 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.29ms, fps=4222 images/s, loss=0.2358, top1-acc=92.16%, top5-acc=99.68%, remaining_time=0:00:07.391172, arrival_time=2021-04-10 03:48:03.097528, cost_time=0:00:05.097338 2021-04-10 03:47:56,314 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.74ms, fps=4213 images/s, loss=0.2391, top1-acc=92.06%, top5-acc=99.69%, remaining_time=0:00:06.719658, arrival_time=2021-04-10 03:48:03.034113, cost_time=0:00:05.705352 2021-04-10 03:47:56,920 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.32ms, fps=4231 images/s, loss=0.2388, top1-acc=92.08%, top5-acc=99.69%, remaining_time=0:00:06.058560, arrival_time=2021-04-10 03:48:02.978560, cost_time=0:00:06.310962 2021-04-10 03:47:57,526 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.36ms, fps=4223 images/s, loss=0.2372, top1-acc=92.19%, top5-acc=99.69%, remaining_time=0:00:05.408196, arrival_time=2021-04-10 03:48:02.934722, cost_time=0:00:06.917510 2021-04-10 03:47:58,136 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.40ms, fps=4202 images/s, loss=0.2370, top1-acc=92.19%, top5-acc=99.71%, remaining_time=0:00:04.767176, arrival_time=2021-04-10 03:48:02.903453, cost_time=0:00:07.527173 2021-04-10 03:47:58,747 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.40ms, fps=4192 images/s, loss=0.2376, top1-acc=92.17%, top5-acc=99.72%, remaining_time=0:00:04.131798, arrival_time=2021-04-10 03:48:02.879226, cost_time=0:00:08.138402 2021-04-10 03:47:59,359 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.38ms, fps=4189 images/s, loss=0.2387, top1-acc=92.12%, top5-acc=99.72%, remaining_time=0:00:03.500000, arrival_time=2021-04-10 03:48:02.858984, cost_time=0:00:08.749969 2021-04-10 03:47:59,969 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.48ms, fps=4199 images/s, loss=0.2392, top1-acc=92.09%, top5-acc=99.73%, remaining_time=0:00:02.870446, arrival_time=2021-04-10 03:48:02.839609, cost_time=0:00:09.360076 2021-04-10 03:48:00,578 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.43ms, fps=4208 images/s, loss=0.2401, top1-acc=92.00%, top5-acc=99.73%, remaining_time=0:00:02.243052, arrival_time=2021-04-10 03:48:02.821121, cost_time=0:00:09.969041 2021-04-10 03:48:01,183 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.54ms, fps=4230 images/s, loss=0.2412, top1-acc=91.99%, top5-acc=99.72%, remaining_time=0:00:01.617278, arrival_time=2021-04-10 03:48:02.800890, cost_time=0:00:10.574593 2021-04-10 03:48:01,790 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.37ms, fps=4224 images/s, loss=0.2412, top1-acc=91.99%, top5-acc=99.72%, remaining_time=0:00:00.993872, arrival_time=2021-04-10 03:48:02.783882, cost_time=0:00:11.180987 2021-04-10 03:48:02,399 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.43ms, fps=4201 images/s, loss=0.2418, top1-acc=91.97%, top5-acc=99.71%, remaining_time=0:00:00.372342, arrival_time=2021-04-10 03:48:02.772185, cost_time=0:00:11.790763 2021-04-10 03:48:02,729 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.07ms, fps=4127 images/s, loss=0.2416, top1-acc=91.98%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:02.729874, cost_time=0:00:12.120884 2021-04-10 03:48:03,060 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.18ms, fps=7760 images/s, loss=0.5827, top1-acc=83.05%, top5-acc=98.52%, remaining_time=0:00:00.989610, arrival_time=2021-04-10 03:48:04.050162, cost_time=0:00:00.329871 2021-04-10 03:48:03,293 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.16ms, fps=11005 images/s, loss=0.5711, top1-acc=82.83%, top5-acc=98.67%, remaining_time=0:00:00.562840, arrival_time=2021-04-10 03:48:03.856351, cost_time=0:00:00.562835 2021-04-10 03:48:03,529 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.23ms, fps=10854 images/s, loss=0.5435, top1-acc=83.58%, top5-acc=98.75%, remaining_time=0:00:00.266340, arrival_time=2021-04-10 03:48:03.796023, cost_time=0:00:00.799007 2021-04-10 03:48:03,739 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.06ms, fps=11096 images/s, loss=0.5364, top1-acc=83.76%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:03.739104, cost_time=0:00:01.008428 2021-04-10 03:48:04,591 INFO : Epoch=0077 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:28:23.480628, arrival_time=2021-04-10 04:16:28.072531, cost_time=0:17:46.406537 2021-04-10 03:48:04,592 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 03:48:05,399 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.41ms, fps=3175 images/s, loss=0.2192, top1-acc=92.81%, top5-acc=99.84%, remaining_time=0:00:14.996436, arrival_time=2021-04-10 03:48:20.395648, cost_time=0:00:00.806258 2021-04-10 03:48:06,011 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.10ms, fps=4187 images/s, loss=0.2098, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:12.481392, arrival_time=2021-04-10 03:48:18.492609, cost_time=0:00:01.418340 2021-04-10 03:48:06,631 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.60ms, fps=4128 images/s, loss=0.2113, top1-acc=93.11%, top5-acc=99.82%, remaining_time=0:00:11.281526, arrival_time=2021-04-10 03:48:17.913313, cost_time=0:00:02.038833 2021-04-10 03:48:07,238 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.53ms, fps=4225 images/s, loss=0.2111, top1-acc=93.07%, top5-acc=99.80%, remaining_time=0:00:10.317060, arrival_time=2021-04-10 03:48:17.555317, cost_time=0:00:02.645382 2021-04-10 03:48:07,848 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.65ms, fps=4199 images/s, loss=0.2101, top1-acc=93.05%, top5-acc=99.80%, remaining_time=0:00:09.505622, arrival_time=2021-04-10 03:48:17.354008, cost_time=0:00:03.255350 2021-04-10 03:48:08,464 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.45ms, fps=4159 images/s, loss=0.2108, top1-acc=93.12%, top5-acc=99.79%, remaining_time=0:00:08.775808, arrival_time=2021-04-10 03:48:17.240456, cost_time=0:00:03.871701 2021-04-10 03:48:09,081 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=2.72ms, fps=4154 images/s, loss=0.2121, top1-acc=93.05%, top5-acc=99.78%, remaining_time=0:00:08.079372, arrival_time=2021-04-10 03:48:17.160827, cost_time=0:00:04.488526 2021-04-10 03:48:09,697 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.78ms, fps=4161 images/s, loss=0.2158, top1-acc=92.93%, top5-acc=99.77%, remaining_time=0:00:07.401380, arrival_time=2021-04-10 03:48:17.098618, cost_time=0:00:05.104369 2021-04-10 03:48:10,307 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.49ms, fps=4195 images/s, loss=0.2182, top1-acc=92.86%, top5-acc=99.77%, remaining_time=0:00:06.731000, arrival_time=2021-04-10 03:48:17.038918, cost_time=0:00:05.714990 2021-04-10 03:48:10,937 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.89ms, fps=4071 images/s, loss=0.2212, top1-acc=92.81%, top5-acc=99.77%, remaining_time=0:00:06.090528, arrival_time=2021-04-10 03:48:17.027811, cost_time=0:00:06.344343 2021-04-10 03:48:11,549 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.43ms, fps=4183 images/s, loss=0.2237, top1-acc=92.71%, top5-acc=99.77%, remaining_time=0:00:05.439070, arrival_time=2021-04-10 03:48:16.988948, cost_time=0:00:06.957004 2021-04-10 03:48:12,160 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.53ms, fps=4197 images/s, loss=0.2252, top1-acc=92.68%, top5-acc=99.75%, remaining_time=0:00:04.792636, arrival_time=2021-04-10 03:48:16.952837, cost_time=0:00:07.567328 2021-04-10 03:48:12,767 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.43ms, fps=4221 images/s, loss=0.2275, top1-acc=92.64%, top5-acc=99.74%, remaining_time=0:00:04.149948, arrival_time=2021-04-10 03:48:16.916993, cost_time=0:00:08.174166 2021-04-10 03:48:13,378 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=2.00ms, fps=4188 images/s, loss=0.2285, top1-acc=92.61%, top5-acc=99.73%, remaining_time=0:00:03.514336, arrival_time=2021-04-10 03:48:16.893115, cost_time=0:00:08.785854 2021-04-10 03:48:13,989 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.70ms, fps=4199 images/s, loss=0.2292, top1-acc=92.59%, top5-acc=99.74%, remaining_time=0:00:02.881486, arrival_time=2021-04-10 03:48:16.870504, cost_time=0:00:09.396130 2021-04-10 03:48:14,596 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.66ms, fps=4220 images/s, loss=0.2303, top1-acc=92.52%, top5-acc=99.75%, remaining_time=0:00:02.250720, arrival_time=2021-04-10 03:48:16.846856, cost_time=0:00:10.003272 2021-04-10 03:48:15,201 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.30ms, fps=4232 images/s, loss=0.2312, top1-acc=92.51%, top5-acc=99.74%, remaining_time=0:00:01.622478, arrival_time=2021-04-10 03:48:16.823846, cost_time=0:00:10.608509 2021-04-10 03:48:15,807 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.42ms, fps=4225 images/s, loss=0.2319, top1-acc=92.48%, top5-acc=99.76%, remaining_time=0:00:00.996864, arrival_time=2021-04-10 03:48:16.804621, cost_time=0:00:11.214783 2021-04-10 03:48:16,418 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.65ms, fps=4196 images/s, loss=0.2331, top1-acc=92.45%, top5-acc=99.76%, remaining_time=0:00:00.373440, arrival_time=2021-04-10 03:48:16.791831, cost_time=0:00:11.825525 2021-04-10 03:48:16,750 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=0.08ms, fps=4097 images/s, loss=0.2344, top1-acc=92.41%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:16.750688, cost_time=0:00:12.157820 2021-04-10 03:48:17,108 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.20ms, fps=7175 images/s, loss=0.4784, top1-acc=85.20%, top5-acc=99.34%, remaining_time=0:00:01.070400, arrival_time=2021-04-10 03:48:18.178826, cost_time=0:00:00.356803 2021-04-10 03:48:17,366 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.34ms, fps=9949 images/s, loss=0.4685, top1-acc=85.12%, top5-acc=99.34%, remaining_time=0:00:00.614480, arrival_time=2021-04-10 03:48:17.980586, cost_time=0:00:00.614472 2021-04-10 03:48:17,606 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=0.17ms, fps=10660 images/s, loss=0.4707, top1-acc=84.99%, top5-acc=99.23%, remaining_time=0:00:00.284990, arrival_time=2021-04-10 03:48:17.891608, cost_time=0:00:00.854963 2021-04-10 03:48:17,823 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.09ms, fps=10700 images/s, loss=0.4602, top1-acc=85.56%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:17.823807, cost_time=0:00:01.072146 2021-04-10 03:48:18,414 INFO : Epoch=0078 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:28:09.589102, arrival_time=2021-04-10 04:16:28.003498, cost_time=0:18:00.229064 2021-04-10 03:48:18,414 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 03:48:19,210 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.22ms, fps=3217 images/s, loss=0.2346, top1-acc=92.27%, top5-acc=99.88%, remaining_time=0:00:14.799090, arrival_time=2021-04-10 03:48:34.009761, cost_time=0:00:00.795647 2021-04-10 03:48:19,819 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.40ms, fps=4206 images/s, loss=0.2298, top1-acc=92.17%, top5-acc=99.86%, remaining_time=0:00:12.361184, arrival_time=2021-04-10 03:48:32.180955, cost_time=0:00:01.404673 2021-04-10 03:48:20,429 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.36ms, fps=4200 images/s, loss=0.2383, top1-acc=92.10%, top5-acc=99.87%, remaining_time=0:00:11.148394, arrival_time=2021-04-10 03:48:31.578197, cost_time=0:00:02.014774 2021-04-10 03:48:21,037 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.42ms, fps=4218 images/s, loss=0.2423, top1-acc=92.08%, top5-acc=99.80%, remaining_time=0:00:10.225956, arrival_time=2021-04-10 03:48:31.263019, cost_time=0:00:02.622037 2021-04-10 03:48:21,645 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.25ms, fps=4214 images/s, loss=0.2401, top1-acc=92.24%, top5-acc=99.77%, remaining_time=0:00:09.431600, arrival_time=2021-04-10 03:48:31.076612, cost_time=0:00:03.229991 2021-04-10 03:48:22,250 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.46ms, fps=4230 images/s, loss=0.2340, top1-acc=92.38%, top5-acc=99.79%, remaining_time=0:00:08.693800, arrival_time=2021-04-10 03:48:30.944334, cost_time=0:00:03.835514 2021-04-10 03:48:22,857 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.62ms, fps=4221 images/s, loss=0.2311, top1-acc=92.49%, top5-acc=99.78%, remaining_time=0:00:07.996212, arrival_time=2021-04-10 03:48:30.853600, cost_time=0:00:04.442358 2021-04-10 03:48:23,470 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.39ms, fps=4181 images/s, loss=0.2340, top1-acc=92.39%, top5-acc=99.76%, remaining_time=0:00:07.329808, arrival_time=2021-04-10 03:48:30.799976, cost_time=0:00:05.055064 2021-04-10 03:48:24,081 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.29ms, fps=4190 images/s, loss=0.2350, top1-acc=92.35%, top5-acc=99.77%, remaining_time=0:00:06.673972, arrival_time=2021-04-10 03:48:30.755620, cost_time=0:00:05.666605 2021-04-10 03:48:24,688 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.39ms, fps=4223 images/s, loss=0.2345, top1-acc=92.37%, top5-acc=99.78%, remaining_time=0:00:06.022368, arrival_time=2021-04-10 03:48:30.710654, cost_time=0:00:06.273265 2021-04-10 03:48:25,294 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.37ms, fps=4226 images/s, loss=0.2367, top1-acc=92.34%, top5-acc=99.75%, remaining_time=0:00:05.378440, arrival_time=2021-04-10 03:48:30.672901, cost_time=0:00:06.879444 2021-04-10 03:48:25,902 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.37ms, fps=4213 images/s, loss=0.2360, top1-acc=92.41%, top5-acc=99.76%, remaining_time=0:00:04.742096, arrival_time=2021-04-10 03:48:30.644592, cost_time=0:00:07.487466 2021-04-10 03:48:26,508 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.29ms, fps=4229 images/s, loss=0.2362, top1-acc=92.36%, top5-acc=99.76%, remaining_time=0:00:04.108896, arrival_time=2021-04-10 03:48:30.617152, cost_time=0:00:08.093235 2021-04-10 03:48:27,120 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.54ms, fps=4183 images/s, loss=0.2385, top1-acc=92.29%, top5-acc=99.76%, remaining_time=0:00:03.482248, arrival_time=2021-04-10 03:48:30.602878, cost_time=0:00:08.705599 2021-04-10 03:48:27,730 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.29ms, fps=4203 images/s, loss=0.2408, top1-acc=92.23%, top5-acc=99.74%, remaining_time=0:00:02.856646, arrival_time=2021-04-10 03:48:30.586918, cost_time=0:00:09.315118 2021-04-10 03:48:28,339 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.50ms, fps=4209 images/s, loss=0.2412, top1-acc=92.24%, top5-acc=99.74%, remaining_time=0:00:02.232900, arrival_time=2021-04-10 03:48:30.572008, cost_time=0:00:09.924069 2021-04-10 03:48:28,947 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.51ms, fps=4208 images/s, loss=0.2420, top1-acc=92.21%, top5-acc=99.73%, remaining_time=0:00:01.610908, arrival_time=2021-04-10 03:48:30.558790, cost_time=0:00:10.532833 2021-04-10 03:48:29,559 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.46ms, fps=4192 images/s, loss=0.2423, top1-acc=92.20%, top5-acc=99.73%, remaining_time=0:00:00.990576, arrival_time=2021-04-10 03:48:30.549659, cost_time=0:00:11.144061 2021-04-10 03:48:30,165 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.20ms, fps=4227 images/s, loss=0.2413, top1-acc=92.20%, top5-acc=99.73%, remaining_time=0:00:00.371052, arrival_time=2021-04-10 03:48:30.536116, cost_time=0:00:11.750061 2021-04-10 03:48:30,496 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.05ms, fps=4105 images/s, loss=0.2426, top1-acc=92.15%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:30.496672, cost_time=0:00:12.081677 2021-04-10 03:48:30,799 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.21ms, fps=8479 images/s, loss=0.4943, top1-acc=84.49%, top5-acc=99.26%, remaining_time=0:00:00.905670, arrival_time=2021-04-10 03:48:31.705056, cost_time=0:00:00.301890 2021-04-10 03:48:31,036 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.21ms, fps=10807 images/s, loss=0.5014, top1-acc=85.04%, top5-acc=99.14%, remaining_time=0:00:00.539120, arrival_time=2021-04-10 03:48:31.575737, cost_time=0:00:00.539120 2021-04-10 03:48:31,268 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=3.58ms, fps=11035 images/s, loss=0.5090, top1-acc=84.73%, top5-acc=99.18%, remaining_time=0:00:00.257150, arrival_time=2021-04-10 03:48:31.526079, cost_time=0:00:00.771453 2021-04-10 03:48:31,476 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.05ms, fps=11173 images/s, loss=0.4834, top1-acc=85.10%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:31.476869, cost_time=0:00:00.979408 2021-04-10 03:48:31,985 INFO : Epoch=0079 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:27:55.313607, arrival_time=2021-04-10 04:16:27.298727, cost_time=0:18:13.799791 2021-04-10 03:48:31,985 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 03:48:32,754 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.51ms, fps=3330 images/s, loss=0.2527, top1-acc=91.68%, top5-acc=99.69%, remaining_time=0:00:14.297262, arrival_time=2021-04-10 03:48:47.051778, cost_time=0:00:00.768669 2021-04-10 03:48:33,365 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.29ms, fps=4196 images/s, loss=0.2480, top1-acc=92.01%, top5-acc=99.69%, remaining_time=0:00:12.138368, arrival_time=2021-04-10 03:48:45.503492, cost_time=0:00:01.379359 2021-04-10 03:48:33,983 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.38ms, fps=4144 images/s, loss=0.2406, top1-acc=92.19%, top5-acc=99.65%, remaining_time=0:00:11.052446, arrival_time=2021-04-10 03:48:45.035761, cost_time=0:00:01.997437 2021-04-10 03:48:34,594 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.39ms, fps=4192 images/s, loss=0.2362, top1-acc=92.39%, top5-acc=99.62%, remaining_time=0:00:10.174320, arrival_time=2021-04-10 03:48:44.768897, cost_time=0:00:02.608803 2021-04-10 03:48:35,204 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.25ms, fps=4200 images/s, loss=0.2330, top1-acc=92.48%, top5-acc=99.63%, remaining_time=0:00:09.398604, arrival_time=2021-04-10 03:48:44.603271, cost_time=0:00:03.218700 2021-04-10 03:48:35,818 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.33ms, fps=4174 images/s, loss=0.2319, top1-acc=92.51%, top5-acc=99.63%, remaining_time=0:00:08.687952, arrival_time=2021-04-10 03:48:44.506646, cost_time=0:00:03.832904 2021-04-10 03:48:36,425 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.30ms, fps=4223 images/s, loss=0.2337, top1-acc=92.49%, top5-acc=99.64%, remaining_time=0:00:07.991046, arrival_time=2021-04-10 03:48:44.416282, cost_time=0:00:04.439459 2021-04-10 03:48:37,037 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.82ms, fps=4182 images/s, loss=0.2325, top1-acc=92.53%, top5-acc=99.66%, remaining_time=0:00:07.325400, arrival_time=2021-04-10 03:48:44.363251, cost_time=0:00:05.052015 2021-04-10 03:48:37,647 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.43ms, fps=4202 images/s, loss=0.2314, top1-acc=92.59%, top5-acc=99.66%, remaining_time=0:00:06.668248, arrival_time=2021-04-10 03:48:44.315759, cost_time=0:00:05.661738 2021-04-10 03:48:38,252 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.33ms, fps=4232 images/s, loss=0.2296, top1-acc=92.65%, top5-acc=99.68%, remaining_time=0:00:06.016416, arrival_time=2021-04-10 03:48:44.269295, cost_time=0:00:06.267115 2021-04-10 03:48:38,866 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.37ms, fps=4175 images/s, loss=0.2287, top1-acc=92.72%, top5-acc=99.69%, remaining_time=0:00:05.379472, arrival_time=2021-04-10 03:48:44.246018, cost_time=0:00:06.880689 2021-04-10 03:48:39,480 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.36ms, fps=4171 images/s, loss=0.2310, top1-acc=92.65%, top5-acc=99.69%, remaining_time=0:00:04.746884, arrival_time=2021-04-10 03:48:44.227720, cost_time=0:00:07.495065 2021-04-10 03:48:40,091 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.47ms, fps=4196 images/s, loss=0.2305, top1-acc=92.67%, top5-acc=99.70%, remaining_time=0:00:04.115100, arrival_time=2021-04-10 03:48:44.206359, cost_time=0:00:08.105491 2021-04-10 03:48:40,700 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.34ms, fps=4205 images/s, loss=0.2302, top1-acc=92.66%, top5-acc=99.70%, remaining_time=0:00:03.485888, arrival_time=2021-04-10 03:48:44.186339, cost_time=0:00:08.714668 2021-04-10 03:48:41,307 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.36ms, fps=4221 images/s, loss=0.2306, top1-acc=92.61%, top5-acc=99.71%, remaining_time=0:00:02.858624, arrival_time=2021-04-10 03:48:44.166059, cost_time=0:00:09.321592 2021-04-10 03:48:41,921 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.10ms, fps=4171 images/s, loss=0.2314, top1-acc=92.56%, top5-acc=99.71%, remaining_time=0:00:02.235564, arrival_time=2021-04-10 03:48:44.157299, cost_time=0:00:09.935911 2021-04-10 03:48:42,532 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.31ms, fps=4193 images/s, loss=0.2330, top1-acc=92.50%, top5-acc=99.72%, remaining_time=0:00:01.613092, arrival_time=2021-04-10 03:48:44.145921, cost_time=0:00:10.547058 2021-04-10 03:48:43,142 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.36ms, fps=4203 images/s, loss=0.2343, top1-acc=92.44%, top5-acc=99.72%, remaining_time=0:00:00.991696, arrival_time=2021-04-10 03:48:44.133979, cost_time=0:00:11.156515 2021-04-10 03:48:43,750 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.16ms, fps=4212 images/s, loss=0.2349, top1-acc=92.44%, top5-acc=99.72%, remaining_time=0:00:00.371514, arrival_time=2021-04-10 03:48:44.122044, cost_time=0:00:11.764662 2021-04-10 03:48:44,081 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=0.06ms, fps=4113 images/s, loss=0.2360, top1-acc=92.44%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:44.081684, cost_time=0:00:12.095926 2021-04-10 03:48:44,387 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.19ms, fps=8385 images/s, loss=0.4969, top1-acc=84.06%, top5-acc=99.18%, remaining_time=0:00:00.915930, arrival_time=2021-04-10 03:48:45.303751, cost_time=0:00:00.305307 2021-04-10 03:48:44,620 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.33ms, fps=11010 images/s, loss=0.5190, top1-acc=83.61%, top5-acc=98.98%, remaining_time=0:00:00.538180, arrival_time=2021-04-10 03:48:45.158870, cost_time=0:00:00.538174 2021-04-10 03:48:44,853 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=2.61ms, fps=10997 images/s, loss=0.5260, top1-acc=83.49%, top5-acc=99.01%, remaining_time=0:00:00.257090, arrival_time=2021-04-10 03:48:45.110950, cost_time=0:00:00.771279 2021-04-10 03:48:45,067 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=10871 images/s, loss=0.5226, top1-acc=83.68%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:45.067793, cost_time=0:00:00.985304 2021-04-10 03:48:45,572 INFO : Epoch=0080 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:27:41.080320, arrival_time=2021-04-10 04:16:26.652544, cost_time=0:18:27.386888 2021-04-10 03:48:45,572 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 03:48:46,362 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.31ms, fps=3244 images/s, loss=0.2436, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:14.679306, arrival_time=2021-04-10 03:49:01.041532, cost_time=0:00:00.789209 2021-04-10 03:48:46,972 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.39ms, fps=4203 images/s, loss=0.2393, top1-acc=92.23%, top5-acc=99.79%, remaining_time=0:00:12.313136, arrival_time=2021-04-10 03:48:59.285212, cost_time=0:00:01.399211 2021-04-10 03:48:47,583 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.39ms, fps=4189 images/s, loss=0.2352, top1-acc=92.25%, top5-acc=99.83%, remaining_time=0:00:11.125984, arrival_time=2021-04-10 03:48:58.709625, cost_time=0:00:02.010706 2021-04-10 03:48:48,189 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.33ms, fps=4226 images/s, loss=0.2325, top1-acc=92.41%, top5-acc=99.77%, remaining_time=0:00:10.206300, arrival_time=2021-04-10 03:48:58.396180, cost_time=0:00:02.617015 2021-04-10 03:48:48,800 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.49ms, fps=4199 images/s, loss=0.2283, top1-acc=92.66%, top5-acc=99.75%, remaining_time=0:00:09.423278, arrival_time=2021-04-10 03:48:58.223343, cost_time=0:00:03.227144 2021-04-10 03:48:49,408 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.38ms, fps=4208 images/s, loss=0.2246, top1-acc=92.73%, top5-acc=99.77%, remaining_time=0:00:08.695160, arrival_time=2021-04-10 03:48:58.104086, cost_time=0:00:03.836074 2021-04-10 03:48:50,017 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.32ms, fps=4213 images/s, loss=0.2218, top1-acc=92.75%, top5-acc=99.77%, remaining_time=0:00:07.999236, arrival_time=2021-04-10 03:48:58.016230, cost_time=0:00:04.444054 2021-04-10 03:48:50,628 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.67ms, fps=4193 images/s, loss=0.2196, top1-acc=92.84%, top5-acc=99.78%, remaining_time=0:00:07.329924, arrival_time=2021-04-10 03:48:57.957982, cost_time=0:00:05.055155 2021-04-10 03:48:51,240 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.41ms, fps=4187 images/s, loss=0.2195, top1-acc=92.80%, top5-acc=99.77%, remaining_time=0:00:06.674608, arrival_time=2021-04-10 03:48:57.914620, cost_time=0:00:05.667152 2021-04-10 03:48:51,852 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.47ms, fps=4187 images/s, loss=0.2200, top1-acc=92.79%, top5-acc=99.77%, remaining_time=0:00:06.027744, arrival_time=2021-04-10 03:48:57.879689, cost_time=0:00:06.278939 2021-04-10 03:48:52,459 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.38ms, fps=4218 images/s, loss=0.2192, top1-acc=92.80%, top5-acc=99.78%, remaining_time=0:00:05.384202, arrival_time=2021-04-10 03:48:57.843812, cost_time=0:00:06.886751 2021-04-10 03:48:53,066 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.30ms, fps=4222 images/s, loss=0.2204, top1-acc=92.74%, top5-acc=99.77%, remaining_time=0:00:04.745820, arrival_time=2021-04-10 03:48:57.812073, cost_time=0:00:07.493397 2021-04-10 03:48:53,677 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=2.24ms, fps=4196 images/s, loss=0.2208, top1-acc=92.71%, top5-acc=99.76%, remaining_time=0:00:04.114308, arrival_time=2021-04-10 03:48:57.791230, cost_time=0:00:08.103927 2021-04-10 03:48:54,292 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.52ms, fps=4162 images/s, loss=0.2232, top1-acc=92.64%, top5-acc=99.76%, remaining_time=0:00:03.487904, arrival_time=2021-04-10 03:48:57.780503, cost_time=0:00:08.719724 2021-04-10 03:48:54,899 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.27ms, fps=4219 images/s, loss=0.2250, top1-acc=92.58%, top5-acc=99.75%, remaining_time=0:00:02.860234, arrival_time=2021-04-10 03:48:57.759975, cost_time=0:00:09.326886 2021-04-10 03:48:55,514 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.37ms, fps=4168 images/s, loss=0.2270, top1-acc=92.52%, top5-acc=99.75%, remaining_time=0:00:02.236824, arrival_time=2021-04-10 03:48:57.751124, cost_time=0:00:09.941421 2021-04-10 03:48:56,133 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.30ms, fps=4139 images/s, loss=0.2268, top1-acc=92.54%, top5-acc=99.74%, remaining_time=0:00:01.615120, arrival_time=2021-04-10 03:48:57.748460, cost_time=0:00:10.560410 2021-04-10 03:48:56,745 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.66ms, fps=4186 images/s, loss=0.2266, top1-acc=92.57%, top5-acc=99.75%, remaining_time=0:00:00.993104, arrival_time=2021-04-10 03:48:57.738476, cost_time=0:00:11.172505 2021-04-10 03:48:57,359 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.12ms, fps=4169 images/s, loss=0.2274, top1-acc=92.56%, top5-acc=99.75%, remaining_time=0:00:00.372216, arrival_time=2021-04-10 03:48:57.731997, cost_time=0:00:11.786917 2021-04-10 03:48:57,695 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.08ms, fps=4057 images/s, loss=0.2283, top1-acc=92.54%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:57.695408, cost_time=0:00:12.122556 2021-04-10 03:48:58,039 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.20ms, fps=8502 images/s, loss=0.5602, top1-acc=83.44%, top5-acc=99.18%, remaining_time=0:00:00.903360, arrival_time=2021-04-10 03:48:58.942376, cost_time=0:00:00.301115 2021-04-10 03:48:58,273 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.67ms, fps=10931 images/s, loss=0.5564, top1-acc=83.46%, top5-acc=99.16%, remaining_time=0:00:00.535600, arrival_time=2021-04-10 03:48:58.809154, cost_time=0:00:00.535608 2021-04-10 03:48:58,505 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.50ms, fps=11066 images/s, loss=0.5510, top1-acc=83.63%, top5-acc=99.18%, remaining_time=0:00:00.255790, arrival_time=2021-04-10 03:48:58.761092, cost_time=0:00:00.767378 2021-04-10 03:48:58,718 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=10900 images/s, loss=0.5522, top1-acc=83.32%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:58.718472, cost_time=0:00:00.980580 2021-04-10 03:48:59,633 INFO : Epoch=0081 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:27:27.559403, arrival_time=2021-04-10 04:16:27.192787, cost_time=0:18:41.448014 2021-04-10 03:48:59,634 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 03:49:00,428 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.32ms, fps=3222 images/s, loss=0.2318, top1-acc=92.42%, top5-acc=99.77%, remaining_time=0:00:14.776212, arrival_time=2021-04-10 03:49:15.205087, cost_time=0:00:00.794424 2021-04-10 03:49:01,039 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.51ms, fps=4199 images/s, loss=0.2266, top1-acc=92.50%, top5-acc=99.79%, remaining_time=0:00:12.362240, arrival_time=2021-04-10 03:49:13.401419, cost_time=0:00:01.404798 2021-04-10 03:49:01,653 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.28ms, fps=4171 images/s, loss=0.2258, top1-acc=92.42%, top5-acc=99.80%, remaining_time=0:00:11.171800, arrival_time=2021-04-10 03:49:12.825245, cost_time=0:00:02.019013 2021-04-10 03:49:02,264 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.94ms, fps=4197 images/s, loss=0.2356, top1-acc=92.17%, top5-acc=99.75%, remaining_time=0:00:10.255284, arrival_time=2021-04-10 03:49:12.519395, cost_time=0:00:02.629569 2021-04-10 03:49:02,876 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.36ms, fps=4189 images/s, loss=0.2313, top1-acc=92.42%, top5-acc=99.76%, remaining_time=0:00:09.465472, arrival_time=2021-04-10 03:49:12.341434, cost_time=0:00:03.241586 2021-04-10 03:49:03,492 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.78ms, fps=4157 images/s, loss=0.2264, top1-acc=92.51%, top5-acc=99.73%, remaining_time=0:00:08.744528, arrival_time=2021-04-10 03:49:12.236842, cost_time=0:00:03.857871 2021-04-10 03:49:04,102 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.35ms, fps=4196 images/s, loss=0.2303, top1-acc=92.37%, top5-acc=99.73%, remaining_time=0:00:08.043336, arrival_time=2021-04-10 03:49:12.146239, cost_time=0:00:04.468528 2021-04-10 03:49:04,709 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.28ms, fps=4220 images/s, loss=0.2292, top1-acc=92.38%, top5-acc=99.74%, remaining_time=0:00:07.359620, arrival_time=2021-04-10 03:49:12.069562, cost_time=0:00:05.075583 2021-04-10 03:49:05,323 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.38ms, fps=4173 images/s, loss=0.2315, top1-acc=92.31%, top5-acc=99.74%, remaining_time=0:00:06.700790, arrival_time=2021-04-10 03:49:12.024605, cost_time=0:00:05.689342 2021-04-10 03:49:05,929 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.39ms, fps=4228 images/s, loss=0.2316, top1-acc=92.34%, top5-acc=99.74%, remaining_time=0:00:06.043680, arrival_time=2021-04-10 03:49:11.973573, cost_time=0:00:06.295521 2021-04-10 03:49:06,538 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.32ms, fps=4211 images/s, loss=0.2312, top1-acc=92.34%, top5-acc=99.74%, remaining_time=0:00:05.397532, arrival_time=2021-04-10 03:49:11.935742, cost_time=0:00:06.903845 2021-04-10 03:49:07,153 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.60ms, fps=4165 images/s, loss=0.2326, top1-acc=92.32%, top5-acc=99.73%, remaining_time=0:00:04.761932, arrival_time=2021-04-10 03:49:11.915277, cost_time=0:00:07.518821 2021-04-10 03:49:07,772 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=2.64ms, fps=4142 images/s, loss=0.2325, top1-acc=92.33%, top5-acc=99.74%, remaining_time=0:00:04.131468, arrival_time=2021-04-10 03:49:11.903576, cost_time=0:00:08.137739 2021-04-10 03:49:08,379 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.48ms, fps=4219 images/s, loss=0.2324, top1-acc=92.34%, top5-acc=99.73%, remaining_time=0:00:03.497984, arrival_time=2021-04-10 03:49:11.877283, cost_time=0:00:08.744926 2021-04-10 03:49:08,991 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.68ms, fps=4187 images/s, loss=0.2335, top1-acc=92.33%, top5-acc=99.73%, remaining_time=0:00:02.869434, arrival_time=2021-04-10 03:49:11.860663, cost_time=0:00:09.356792 2021-04-10 03:49:09,600 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.50ms, fps=4208 images/s, loss=0.2327, top1-acc=92.37%, top5-acc=99.71%, remaining_time=0:00:02.242260, arrival_time=2021-04-10 03:49:11.842305, cost_time=0:00:09.965661 2021-04-10 03:49:10,208 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.62ms, fps=4208 images/s, loss=0.2319, top1-acc=92.38%, top5-acc=99.71%, remaining_time=0:00:01.617278, arrival_time=2021-04-10 03:49:11.826154, cost_time=0:00:10.574500 2021-04-10 03:49:10,818 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.38ms, fps=4200 images/s, loss=0.2320, top1-acc=92.41%, top5-acc=99.70%, remaining_time=0:00:00.994176, arrival_time=2021-04-10 03:49:11.812994, cost_time=0:00:11.184448 2021-04-10 03:49:11,430 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.16ms, fps=4191 images/s, loss=0.2312, top1-acc=92.44%, top5-acc=99.71%, remaining_time=0:00:00.372492, arrival_time=2021-04-10 03:49:11.802548, cost_time=0:00:11.795637 2021-04-10 03:49:11,761 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=0.05ms, fps=4104 images/s, loss=0.2317, top1-acc=92.43%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:11.761910, cost_time=0:00:12.127551 2021-04-10 03:49:12,089 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=2.94ms, fps=7841 images/s, loss=0.4756, top1-acc=85.86%, top5-acc=99.26%, remaining_time=0:00:00.979500, arrival_time=2021-04-10 03:49:13.068743, cost_time=0:00:00.326495 2021-04-10 03:49:12,321 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=2.44ms, fps=11024 images/s, loss=0.4786, top1-acc=85.98%, top5-acc=99.22%, remaining_time=0:00:00.559140, arrival_time=2021-04-10 03:49:12.881029, cost_time=0:00:00.559142 2021-04-10 03:49:12,564 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=3.01ms, fps=10556 images/s, loss=0.4817, top1-acc=85.85%, top5-acc=99.32%, remaining_time=0:00:00.267330, arrival_time=2021-04-10 03:49:12.832062, cost_time=0:00:00.801978 2021-04-10 03:49:12,771 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.05ms, fps=11223 images/s, loss=0.4919, top1-acc=85.46%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:12.771762, cost_time=0:00:01.009042 2021-04-10 03:49:13,596 INFO : Epoch=0082 complete, best val top1-acc=86.34%, top5-acc=99.25% (epoch=72), remaining_time=0:27:13.884050, arrival_time=2021-04-10 04:16:27.480345, cost_time=0:18:55.410933 2021-04-10 03:49:13,597 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 03:49:14,408 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=2.66ms, fps=3156 images/s, loss=0.2205, top1-acc=92.66%, top5-acc=99.49%, remaining_time=0:00:15.084972, arrival_time=2021-04-10 03:49:29.493243, cost_time=0:00:00.811017 2021-04-10 03:49:15,015 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.48ms, fps=4217 images/s, loss=0.2287, top1-acc=92.58%, top5-acc=99.53%, remaining_time=0:00:12.484736, arrival_time=2021-04-10 03:49:27.500663, cost_time=0:00:01.418725 2021-04-10 03:49:15,627 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.51ms, fps=4191 images/s, loss=0.2265, top1-acc=92.58%, top5-acc=99.64%, remaining_time=0:00:11.232224, arrival_time=2021-04-10 03:49:26.859449, cost_time=0:00:02.029935 2021-04-10 03:49:16,235 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.31ms, fps=4214 images/s, loss=0.2269, top1-acc=92.69%, top5-acc=99.67%, remaining_time=0:00:10.288824, arrival_time=2021-04-10 03:49:26.524168, cost_time=0:00:02.638154 2021-04-10 03:49:16,844 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.40ms, fps=4208 images/s, loss=0.2220, top1-acc=92.80%, top5-acc=99.64%, remaining_time=0:00:09.481094, arrival_time=2021-04-10 03:49:26.325289, cost_time=0:00:03.246946 2021-04-10 03:49:17,456 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.31ms, fps=4182 images/s, loss=0.2180, top1-acc=92.98%, top5-acc=99.69%, remaining_time=0:00:08.748472, arrival_time=2021-04-10 03:49:26.205357, cost_time=0:00:03.859609 2021-04-10 03:49:18,067 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.38ms, fps=4193 images/s, loss=0.2196, top1-acc=92.97%, top5-acc=99.67%, remaining_time=0:00:08.047242, arrival_time=2021-04-10 03:49:26.115104, cost_time=0:00:04.470677 2021-04-10 03:49:18,682 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.51ms, fps=4172 images/s, loss=0.2213, top1-acc=92.93%, top5-acc=99.69%, remaining_time=0:00:07.372844, arrival_time=2021-04-10 03:49:26.054820, cost_time=0:00:05.084718 2021-04-10 03:49:19,292 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.60ms, fps=4194 images/s, loss=0.2253, top1-acc=92.77%, top5-acc=99.67%, remaining_time=0:00:06.708210, arrival_time=2021-04-10 03:49:26.001079, cost_time=0:00:05.695631 2021-04-10 03:49:19,905 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.40ms, fps=4184 images/s, loss=0.2293, top1-acc=92.68%, top5-acc=99.67%, remaining_time=0:00:06.055584, arrival_time=2021-04-10 03:49:25.960802, cost_time=0:00:06.307949 2021-04-10 03:49:20,515 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.48ms, fps=4196 images/s, loss=0.2296, top1-acc=92.61%, top5-acc=99.69%, remaining_time=0:00:05.409142, arrival_time=2021-04-10 03:49:25.925040, cost_time=0:00:06.918703 2021-04-10 03:49:21,121 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.38ms, fps=4228 images/s, loss=0.2289, top1-acc=92.60%, top5-acc=99.71%, remaining_time=0:00:04.765656, arrival_time=2021-04-10 03:49:25.887516, cost_time=0:00:07.524678 2021-04-10 03:49:21,730 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.39ms, fps=4210 images/s, loss=0.2291, top1-acc=92.57%, top5-acc=99.72%, remaining_time=0:00:04.129158, arrival_time=2021-04-10 03:49:25.859521, cost_time=0:00:08.133179 2021-04-10 03:49:22,339 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.44ms, fps=4205 images/s, loss=0.2285, top1-acc=92.55%, top5-acc=99.72%, remaining_time=0:00:03.496920, arrival_time=2021-04-10 03:49:25.836481, cost_time=0:00:08.742289 2021-04-10 03:49:22,947 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.34ms, fps=4216 images/s, loss=0.2270, top1-acc=92.54%, top5-acc=99.72%, remaining_time=0:00:02.867410, arrival_time=2021-04-10 03:49:25.814781, cost_time=0:00:09.350185 2021-04-10 03:49:23,556 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.36ms, fps=4205 images/s, loss=0.2271, top1-acc=92.58%, top5-acc=99.73%, remaining_time=0:00:02.240856, arrival_time=2021-04-10 03:49:25.797334, cost_time=0:00:09.959299 2021-04-10 03:49:24,168 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.90ms, fps=4189 images/s, loss=0.2286, top1-acc=92.51%, top5-acc=99.73%, remaining_time=0:00:01.616706, arrival_time=2021-04-10 03:49:25.784669, cost_time=0:00:10.570722 2021-04-10 03:49:24,777 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.55ms, fps=4203 images/s, loss=0.2290, top1-acc=92.50%, top5-acc=99.73%, remaining_time=0:00:00.993808, arrival_time=2021-04-10 03:49:25.771473, cost_time=0:00:11.180415 2021-04-10 03:49:25,386 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.22ms, fps=4207 images/s, loss=0.2300, top1-acc=92.48%, top5-acc=99.73%, remaining_time=0:00:00.372300, arrival_time=2021-04-10 03:49:25.758942, cost_time=0:00:11.789468 2021-04-10 03:49:25,718 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=0.05ms, fps=4106 images/s, loss=0.2303, top1-acc=92.46%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:25.718246, cost_time=0:00:12.121081 2021-04-10 03:49:26,062 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.33ms, fps=7446 images/s, loss=0.4114, top1-acc=87.03%, top5-acc=99.34%, remaining_time=0:00:01.031430, arrival_time=2021-04-10 03:49:27.094352, cost_time=0:00:00.343812 2021-04-10 03:49:26,296 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.18ms, fps=10962 images/s, loss=0.4341, top1-acc=86.54%, top5-acc=99.26%, remaining_time=0:00:00.577680, arrival_time=2021-04-10 03:49:26.874482, cost_time=0:00:00.577687 2021-04-10 03:49:26,534 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.30ms, fps=10796 images/s, loss=0.4462, top1-acc=86.17%, top5-acc=99.28%, remaining_time=0:00:00.271730, arrival_time=2021-04-10 03:49:26.806014, cost_time=0:00:00.815183 2021-04-10 03:49:26,743 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.05ms, fps=11133 images/s, loss=0.4300, top1-acc=86.45%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:26.743008, cost_time=0:00:01.023931 2021-04-10 03:49:27,688 INFO : Epoch=0083 complete, best val top1-acc=86.45%, top5-acc=99.26% (epoch=83), remaining_time=0:27:00.383778, arrival_time=2021-04-10 04:16:28.072151, cost_time=0:19:09.503032 2021-04-10 03:49:27,688 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 03:49:28,470 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=0.22ms, fps=3275 images/s, loss=0.2116, top1-acc=93.32%, top5-acc=99.65%, remaining_time=0:00:14.538132, arrival_time=2021-04-10 03:49:43.008822, cost_time=0:00:00.781622 2021-04-10 03:49:29,082 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.33ms, fps=4188 images/s, loss=0.2030, top1-acc=93.71%, top5-acc=99.69%, remaining_time=0:00:12.262096, arrival_time=2021-04-10 03:49:41.344541, cost_time=0:00:01.393429 2021-04-10 03:49:29,698 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.39ms, fps=4156 images/s, loss=0.2183, top1-acc=93.09%, top5-acc=99.69%, remaining_time=0:00:11.120838, arrival_time=2021-04-10 03:49:40.819628, cost_time=0:00:02.009789 2021-04-10 03:49:30,312 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.36ms, fps=4177 images/s, loss=0.2154, top1-acc=92.98%, top5-acc=99.72%, remaining_time=0:00:10.229856, arrival_time=2021-04-10 03:49:40.541894, cost_time=0:00:02.623026 2021-04-10 03:49:30,917 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.59ms, fps=4231 images/s, loss=0.2132, top1-acc=92.94%, top5-acc=99.73%, remaining_time=0:00:09.427074, arrival_time=2021-04-10 03:49:40.344557, cost_time=0:00:03.228465 2021-04-10 03:49:31,527 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.52ms, fps=4203 images/s, loss=0.2092, top1-acc=93.11%, top5-acc=99.75%, remaining_time=0:00:08.699376, arrival_time=2021-04-10 03:49:40.226364, cost_time=0:00:03.837976 2021-04-10 03:49:32,175 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.54ms, fps=3950 images/s, loss=0.2078, top1-acc=93.20%, top5-acc=99.74%, remaining_time=0:00:08.075592, arrival_time=2021-04-10 03:49:40.251229, cost_time=0:00:04.486445 2021-04-10 03:49:32,789 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=2.17ms, fps=4172 images/s, loss=0.2102, top1-acc=93.12%, top5-acc=99.74%, remaining_time=0:00:07.396160, arrival_time=2021-04-10 03:49:40.186049, cost_time=0:00:05.100818 2021-04-10 03:49:33,402 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.78ms, fps=4180 images/s, loss=0.2151, top1-acc=93.00%, top5-acc=99.74%, remaining_time=0:00:06.729622, arrival_time=2021-04-10 03:49:40.132513, cost_time=0:00:05.713799 2021-04-10 03:49:34,017 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.34ms, fps=4167 images/s, loss=0.2169, top1-acc=92.91%, top5-acc=99.74%, remaining_time=0:00:06.075552, arrival_time=2021-04-10 03:49:40.093298, cost_time=0:00:06.328711 2021-04-10 03:49:34,630 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.39ms, fps=4180 images/s, loss=0.2178, top1-acc=92.87%, top5-acc=99.75%, remaining_time=0:00:05.427030, arrival_time=2021-04-10 03:49:40.057659, cost_time=0:00:06.941541 2021-04-10 03:49:35,249 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.68ms, fps=4137 images/s, loss=0.2174, top1-acc=92.87%, top5-acc=99.76%, remaining_time=0:00:04.788532, arrival_time=2021-04-10 03:49:40.038448, cost_time=0:00:07.560864 2021-04-10 03:49:35,866 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.42ms, fps=4154 images/s, loss=0.2175, top1-acc=92.85%, top5-acc=99.76%, remaining_time=0:00:04.151730, arrival_time=2021-04-10 03:49:40.018561, cost_time=0:00:08.177679 2021-04-10 03:49:36,486 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.47ms, fps=4137 images/s, loss=0.2206, top1-acc=92.74%, top5-acc=99.76%, remaining_time=0:00:03.518928, arrival_time=2021-04-10 03:49:40.005274, cost_time=0:00:08.797315 2021-04-10 03:49:37,094 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.54ms, fps=4216 images/s, loss=0.2211, top1-acc=92.74%, top5-acc=99.76%, remaining_time=0:00:02.884154, arrival_time=2021-04-10 03:49:39.978130, cost_time=0:00:09.404920 2021-04-10 03:49:37,710 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.39ms, fps=4159 images/s, loss=0.2224, top1-acc=92.71%, top5-acc=99.77%, remaining_time=0:00:02.254752, arrival_time=2021-04-10 03:49:39.964889, cost_time=0:00:10.021048 2021-04-10 03:49:38,323 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.54ms, fps=4177 images/s, loss=0.2225, top1-acc=92.73%, top5-acc=99.77%, remaining_time=0:00:01.626456, arrival_time=2021-04-10 03:49:39.950008, cost_time=0:00:10.634498 2021-04-10 03:49:38,942 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.00ms, fps=4142 images/s, loss=0.2223, top1-acc=92.73%, top5-acc=99.77%, remaining_time=0:00:01.000272, arrival_time=2021-04-10 03:49:39.942352, cost_time=0:00:11.252989 2021-04-10 03:49:39,555 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.17ms, fps=4180 images/s, loss=0.2222, top1-acc=92.76%, top5-acc=99.77%, remaining_time=0:00:00.374712, arrival_time=2021-04-10 03:49:39.929707, cost_time=0:00:11.865970 2021-04-10 03:49:39,887 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=0.08ms, fps=4090 images/s, loss=0.2219, top1-acc=92.76%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:39.887914, cost_time=0:00:12.198918 2021-04-10 03:49:40,192 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.20ms, fps=8422 images/s, loss=0.5497, top1-acc=83.36%, top5-acc=99.18%, remaining_time=0:00:00.911850, arrival_time=2021-04-10 03:49:41.104552, cost_time=0:00:00.303953 2021-04-10 03:49:40,427 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.59ms, fps=10918 images/s, loss=0.5546, top1-acc=82.97%, top5-acc=99.14%, remaining_time=0:00:00.538760, arrival_time=2021-04-10 03:49:40.966309, cost_time=0:00:00.538764 2021-04-10 03:49:40,660 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=0.16ms, fps=11003 images/s, loss=0.5525, top1-acc=83.37%, top5-acc=99.14%, remaining_time=0:00:00.257280, arrival_time=2021-04-10 03:49:40.917874, cost_time=0:00:00.771842 2021-04-10 03:49:40,871 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=11008 images/s, loss=0.5490, top1-acc=83.47%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:40.871693, cost_time=0:00:00.982977 2021-04-10 03:49:41,405 INFO : Epoch=0084 complete, best val top1-acc=86.45%, top5-acc=99.26% (epoch=83), remaining_time=0:26:46.351992, arrival_time=2021-04-10 04:16:27.757822, cost_time=0:19:23.220437 2021-04-10 03:49:41,407 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 03:49:42,179 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.24ms, fps=3318 images/s, loss=0.2135, top1-acc=92.81%, top5-acc=99.77%, remaining_time=0:00:14.350644, arrival_time=2021-04-10 03:49:56.529622, cost_time=0:00:00.771540 2021-04-10 03:49:42,787 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.30ms, fps=4208 images/s, loss=0.2054, top1-acc=93.34%, top5-acc=99.82%, remaining_time=0:00:12.146640, arrival_time=2021-04-10 03:49:54.934334, cost_time=0:00:01.380295 2021-04-10 03:49:43,392 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.58ms, fps=4233 images/s, loss=0.2075, top1-acc=93.20%, top5-acc=99.79%, remaining_time=0:00:10.986212, arrival_time=2021-04-10 03:49:54.379077, cost_time=0:00:01.985457 2021-04-10 03:49:43,999 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.60ms, fps=4221 images/s, loss=0.2085, top1-acc=93.14%, top5-acc=99.78%, remaining_time=0:00:10.110048, arrival_time=2021-04-10 03:49:54.109864, cost_time=0:00:02.592337 2021-04-10 03:49:44,610 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.47ms, fps=4197 images/s, loss=0.2074, top1-acc=93.27%, top5-acc=99.80%, remaining_time=0:00:09.352614, arrival_time=2021-04-10 03:49:53.962973, cost_time=0:00:03.202941 2021-04-10 03:49:45,224 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=2.02ms, fps=4169 images/s, loss=0.2082, top1-acc=93.29%, top5-acc=99.79%, remaining_time=0:00:08.652864, arrival_time=2021-04-10 03:49:53.877723, cost_time=0:00:03.817460 2021-04-10 03:49:45,837 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.36ms, fps=4180 images/s, loss=0.2089, top1-acc=93.30%, top5-acc=99.77%, remaining_time=0:00:07.974414, arrival_time=2021-04-10 03:49:53.812069, cost_time=0:00:04.430262 2021-04-10 03:49:46,457 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.36ms, fps=4131 images/s, loss=0.2067, top1-acc=93.40%, top5-acc=99.78%, remaining_time=0:00:07.322848, arrival_time=2021-04-10 03:49:53.780508, cost_time=0:00:05.050256 2021-04-10 03:49:47,067 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.62ms, fps=4203 images/s, loss=0.2079, top1-acc=93.32%, top5-acc=99.80%, remaining_time=0:00:06.665810, arrival_time=2021-04-10 03:49:53.732954, cost_time=0:00:05.659667 2021-04-10 03:49:47,674 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.41ms, fps=4222 images/s, loss=0.2091, top1-acc=93.29%, top5-acc=99.80%, remaining_time=0:00:06.015936, arrival_time=2021-04-10 03:49:53.689907, cost_time=0:00:06.266574 2021-04-10 03:49:48,280 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.27ms, fps=4226 images/s, loss=0.2130, top1-acc=93.21%, top5-acc=99.75%, remaining_time=0:00:05.373194, arrival_time=2021-04-10 03:49:53.653329, cost_time=0:00:06.872739 2021-04-10 03:49:48,887 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.58ms, fps=4219 images/s, loss=0.2148, top1-acc=93.17%, top5-acc=99.74%, remaining_time=0:00:04.737232, arrival_time=2021-04-10 03:49:53.624523, cost_time=0:00:07.479881 2021-04-10 03:49:49,498 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=2.75ms, fps=4191 images/s, loss=0.2164, top1-acc=93.13%, top5-acc=99.75%, remaining_time=0:00:04.107774, arrival_time=2021-04-10 03:49:53.606285, cost_time=0:00:08.091121 2021-04-10 03:49:50,105 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.33ms, fps=4221 images/s, loss=0.2182, top1-acc=93.02%, top5-acc=99.75%, remaining_time=0:00:03.479168, arrival_time=2021-04-10 03:49:53.584610, cost_time=0:00:08.697952 2021-04-10 03:49:50,713 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.47ms, fps=4217 images/s, loss=0.2176, top1-acc=93.04%, top5-acc=99.74%, remaining_time=0:00:02.853702, arrival_time=2021-04-10 03:49:53.566672, cost_time=0:00:09.305567 2021-04-10 03:49:51,318 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.36ms, fps=4232 images/s, loss=0.2164, top1-acc=93.03%, top5-acc=99.75%, remaining_time=0:00:02.229948, arrival_time=2021-04-10 03:49:53.548209, cost_time=0:00:09.910865 2021-04-10 03:49:51,926 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.37ms, fps=4213 images/s, loss=0.2143, top1-acc=93.09%, top5-acc=99.76%, remaining_time=0:00:01.608776, arrival_time=2021-04-10 03:49:53.535128, cost_time=0:00:10.518951 2021-04-10 03:49:52,537 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.38ms, fps=4195 images/s, loss=0.2162, top1-acc=93.04%, top5-acc=99.76%, remaining_time=0:00:00.989296, arrival_time=2021-04-10 03:49:53.526285, cost_time=0:00:11.129593 2021-04-10 03:49:53,147 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.30ms, fps=4193 images/s, loss=0.2156, top1-acc=93.04%, top5-acc=99.77%, remaining_time=0:00:00.370752, arrival_time=2021-04-10 03:49:53.518691, cost_time=0:00:11.740559 2021-04-10 03:49:53,479 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.07ms, fps=4106 images/s, loss=0.2160, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:53.479488, cost_time=0:00:12.072112 2021-04-10 03:49:53,790 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=5.40ms, fps=8254 images/s, loss=0.4694, top1-acc=85.00%, top5-acc=99.02%, remaining_time=0:00:00.930450, arrival_time=2021-04-10 03:49:54.720907, cost_time=0:00:00.310153 2021-04-10 03:49:54,021 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.31ms, fps=11115 images/s, loss=0.4638, top1-acc=85.35%, top5-acc=99.08%, remaining_time=0:00:00.540840, arrival_time=2021-04-10 03:49:54.561959, cost_time=0:00:00.540830 2021-04-10 03:49:54,252 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=0.20ms, fps=11098 images/s, loss=0.4728, top1-acc=85.01%, top5-acc=99.11%, remaining_time=0:00:00.257280, arrival_time=2021-04-10 03:49:54.509456, cost_time=0:00:00.771833 2021-04-10 03:49:54,462 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.06ms, fps=11037 images/s, loss=0.4771, top1-acc=84.95%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:54.462731, cost_time=0:00:00.982469 2021-04-10 03:49:54,923 INFO : Epoch=0085 complete, best val top1-acc=86.45%, top5-acc=99.26% (epoch=83), remaining_time=0:26:32.057355, arrival_time=2021-04-10 04:16:26.980717, cost_time=0:19:36.738027 2021-04-10 03:49:54,923 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 03:49:55,727 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.23ms, fps=3187 images/s, loss=0.2229, top1-acc=92.97%, top5-acc=99.80%, remaining_time=0:00:14.939892, arrival_time=2021-04-10 03:50:10.667237, cost_time=0:00:00.803223 2021-04-10 03:49:56,340 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.68ms, fps=4178 images/s, loss=0.2328, top1-acc=92.30%, top5-acc=99.77%, remaining_time=0:00:12.466960, arrival_time=2021-04-10 03:50:08.807772, cost_time=0:00:01.416698 2021-04-10 03:49:56,953 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.33ms, fps=4181 images/s, loss=0.2288, top1-acc=92.51%, top5-acc=99.79%, remaining_time=0:00:11.230066, arrival_time=2021-04-10 03:50:08.183633, cost_time=0:00:02.029532 2021-04-10 03:49:57,562 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.32ms, fps=4206 images/s, loss=0.2284, top1-acc=92.47%, top5-acc=99.75%, remaining_time=0:00:10.290540, arrival_time=2021-04-10 03:50:07.853251, cost_time=0:00:02.638606 2021-04-10 03:49:58,177 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.53ms, fps=4167 images/s, loss=0.2311, top1-acc=92.35%, top5-acc=99.76%, remaining_time=0:00:09.500220, arrival_time=2021-04-10 03:50:07.677745, cost_time=0:00:03.253484 2021-04-10 03:49:58,788 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.28ms, fps=4196 images/s, loss=0.2272, top1-acc=92.43%, top5-acc=99.75%, remaining_time=0:00:08.758400, arrival_time=2021-04-10 03:50:07.546508, cost_time=0:00:03.863992 2021-04-10 03:49:59,397 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.28ms, fps=4219 images/s, loss=0.2252, top1-acc=92.50%, top5-acc=99.76%, remaining_time=0:00:08.052912, arrival_time=2021-04-10 03:50:07.450801, cost_time=0:00:04.473848 2021-04-10 03:50:00,018 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.51ms, fps=4134 images/s, loss=0.2247, top1-acc=92.53%, top5-acc=99.75%, remaining_time=0:00:07.385488, arrival_time=2021-04-10 03:50:07.403784, cost_time=0:00:05.093432 2021-04-10 03:50:00,633 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.84ms, fps=4171 images/s, loss=0.2235, top1-acc=92.56%, top5-acc=99.74%, remaining_time=0:00:06.724004, arrival_time=2021-04-10 03:50:07.357119, cost_time=0:00:05.709081 2021-04-10 03:50:01,241 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.38ms, fps=4208 images/s, loss=0.2250, top1-acc=92.56%, top5-acc=99.73%, remaining_time=0:00:06.065088, arrival_time=2021-04-10 03:50:07.306917, cost_time=0:00:06.317783 2021-04-10 03:50:01,859 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.41ms, fps=4148 images/s, loss=0.2262, top1-acc=92.57%, top5-acc=99.71%, remaining_time=0:00:05.422214, arrival_time=2021-04-10 03:50:07.281748, cost_time=0:00:06.935409 2021-04-10 03:50:02,475 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.52ms, fps=4160 images/s, loss=0.2251, top1-acc=92.63%, top5-acc=99.71%, remaining_time=0:00:04.782528, arrival_time=2021-04-10 03:50:07.257987, cost_time=0:00:07.551391 2021-04-10 03:50:03,085 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.35ms, fps=4197 images/s, loss=0.2248, top1-acc=92.62%, top5-acc=99.73%, remaining_time=0:00:04.143678, arrival_time=2021-04-10 03:50:07.229553, cost_time=0:00:08.161804 2021-04-10 03:50:03,700 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.71ms, fps=4170 images/s, loss=0.2243, top1-acc=92.67%, top5-acc=99.73%, remaining_time=0:00:03.510472, arrival_time=2021-04-10 03:50:07.210790, cost_time=0:00:08.776132 2021-04-10 03:50:04,324 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.51ms, fps=4107 images/s, loss=0.2241, top1-acc=92.63%, top5-acc=99.74%, remaining_time=0:00:02.882774, arrival_time=2021-04-10 03:50:07.207127, cost_time=0:00:09.400301 2021-04-10 03:50:04,936 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.97ms, fps=4188 images/s, loss=0.2231, top1-acc=92.71%, top5-acc=99.73%, remaining_time=0:00:02.252700, arrival_time=2021-04-10 03:50:07.188739, cost_time=0:00:10.012000 2021-04-10 03:50:05,546 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.40ms, fps=4195 images/s, loss=0.2249, top1-acc=92.69%, top5-acc=99.73%, remaining_time=0:00:01.624636, arrival_time=2021-04-10 03:50:07.171322, cost_time=0:00:10.622650 2021-04-10 03:50:06,156 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.37ms, fps=4204 images/s, loss=0.2259, top1-acc=92.67%, top5-acc=99.73%, remaining_time=0:00:00.998400, arrival_time=2021-04-10 03:50:07.154477, cost_time=0:00:11.231962 2021-04-10 03:50:06,767 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.16ms, fps=4193 images/s, loss=0.2257, top1-acc=92.66%, top5-acc=99.73%, remaining_time=0:00:00.373992, arrival_time=2021-04-10 03:50:07.141103, cost_time=0:00:11.843081 2021-04-10 03:50:07,098 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=0.08ms, fps=4115 images/s, loss=0.2272, top1-acc=92.60%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:07.097975, cost_time=0:00:12.173961 2021-04-10 03:50:07,436 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.28ms, fps=7572 images/s, loss=0.4317, top1-acc=86.84%, top5-acc=99.45%, remaining_time=0:00:01.014240, arrival_time=2021-04-10 03:50:08.451106, cost_time=0:00:00.338085 2021-04-10 03:50:07,674 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.26ms, fps=10801 images/s, loss=0.4417, top1-acc=86.76%, top5-acc=99.30%, remaining_time=0:00:00.575440, arrival_time=2021-04-10 03:50:08.249650, cost_time=0:00:00.575439 2021-04-10 03:50:07,905 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.20ms, fps=11099 images/s, loss=0.4462, top1-acc=86.55%, top5-acc=99.28%, remaining_time=0:00:00.268810, arrival_time=2021-04-10 03:50:08.174028, cost_time=0:00:00.806431 2021-04-10 03:50:08,117 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=10947 images/s, loss=0.4484, top1-acc=86.50%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:08.117490, cost_time=0:00:01.018707 2021-04-10 03:50:09,127 INFO : Epoch=0086 complete, best val top1-acc=86.50%, top5-acc=99.31% (epoch=86), remaining_time=0:26:18.690468, arrival_time=2021-04-10 04:16:27.817764, cost_time=0:19:50.941948 2021-04-10 03:50:09,127 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 03:50:09,909 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=3.00ms, fps=3276 images/s, loss=0.2082, top1-acc=92.77%, top5-acc=99.73%, remaining_time=0:00:14.535156, arrival_time=2021-04-10 03:50:24.444626, cost_time=0:00:00.781462 2021-04-10 03:50:10,538 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.44ms, fps=4075 images/s, loss=0.2192, top1-acc=92.70%, top5-acc=99.82%, remaining_time=0:00:12.410464, arrival_time=2021-04-10 03:50:22.948718, cost_time=0:00:01.410286 2021-04-10 03:50:11,160 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.84ms, fps=4120 images/s, loss=0.2301, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:11.244840, arrival_time=2021-04-10 03:50:22.404971, cost_time=0:00:02.032195 2021-04-10 03:50:11,775 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.52ms, fps=4164 images/s, loss=0.2256, top1-acc=92.41%, top5-acc=99.79%, remaining_time=0:00:10.324704, arrival_time=2021-04-10 03:50:22.100073, cost_time=0:00:02.647353 2021-04-10 03:50:12,386 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.37ms, fps=4196 images/s, loss=0.2243, top1-acc=92.55%, top5-acc=99.77%, remaining_time=0:00:09.513652, arrival_time=2021-04-10 03:50:21.899673, cost_time=0:00:03.258087 2021-04-10 03:50:13,005 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.42ms, fps=4136 images/s, loss=0.2194, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:08.788864, arrival_time=2021-04-10 03:50:21.794300, cost_time=0:00:03.877431 2021-04-10 03:50:13,621 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.39ms, fps=4156 images/s, loss=0.2159, top1-acc=92.87%, top5-acc=99.78%, remaining_time=0:00:08.089200, arrival_time=2021-04-10 03:50:21.711125, cost_time=0:00:04.493988 2021-04-10 03:50:14,236 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.30ms, fps=4169 images/s, loss=0.2183, top1-acc=92.82%, top5-acc=99.78%, remaining_time=0:00:07.407180, arrival_time=2021-04-10 03:50:21.643602, cost_time=0:00:05.108394 2021-04-10 03:50:14,849 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.84ms, fps=4183 images/s, loss=0.2201, top1-acc=92.73%, top5-acc=99.79%, remaining_time=0:00:06.738102, arrival_time=2021-04-10 03:50:21.587070, cost_time=0:00:05.720992 2021-04-10 03:50:15,467 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.45ms, fps=4142 images/s, loss=0.2204, top1-acc=92.74%, top5-acc=99.80%, remaining_time=0:00:06.085920, arrival_time=2021-04-10 03:50:21.553490, cost_time=0:00:06.339507 2021-04-10 03:50:16,082 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.65ms, fps=4167 images/s, loss=0.2182, top1-acc=92.86%, top5-acc=99.80%, remaining_time=0:00:05.437264, arrival_time=2021-04-10 03:50:21.519837, cost_time=0:00:06.954624 2021-04-10 03:50:16,691 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.33ms, fps=4206 images/s, loss=0.2168, top1-acc=92.84%, top5-acc=99.80%, remaining_time=0:00:04.790356, arrival_time=2021-04-10 03:50:21.482070, cost_time=0:00:07.563772 2021-04-10 03:50:17,300 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.84ms, fps=4209 images/s, loss=0.2178, top1-acc=92.82%, top5-acc=99.80%, remaining_time=0:00:04.149024, arrival_time=2021-04-10 03:50:21.449384, cost_time=0:00:08.172361 2021-04-10 03:50:17,909 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.48ms, fps=4203 images/s, loss=0.2181, top1-acc=92.81%, top5-acc=99.80%, remaining_time=0:00:03.512824, arrival_time=2021-04-10 03:50:21.422757, cost_time=0:00:08.781991 2021-04-10 03:50:18,519 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.37ms, fps=4200 images/s, loss=0.2188, top1-acc=92.81%, top5-acc=99.78%, remaining_time=0:00:02.880198, arrival_time=2021-04-10 03:50:21.400038, cost_time=0:00:09.391898 2021-04-10 03:50:19,134 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.51ms, fps=4165 images/s, loss=0.2196, top1-acc=92.79%, top5-acc=99.78%, remaining_time=0:00:02.251548, arrival_time=2021-04-10 03:50:21.386420, cost_time=0:00:10.006933 2021-04-10 03:50:19,746 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.47ms, fps=4190 images/s, loss=0.2198, top1-acc=92.78%, top5-acc=99.78%, remaining_time=0:00:01.623986, arrival_time=2021-04-10 03:50:21.370382, cost_time=0:00:10.618390 2021-04-10 03:50:20,353 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.35ms, fps=4224 images/s, loss=0.2191, top1-acc=92.78%, top5-acc=99.79%, remaining_time=0:00:00.997776, arrival_time=2021-04-10 03:50:21.350756, cost_time=0:00:11.225048 2021-04-10 03:50:20,961 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.13ms, fps=4212 images/s, loss=0.2207, top1-acc=92.75%, top5-acc=99.79%, remaining_time=0:00:00.373680, arrival_time=2021-04-10 03:50:21.334899, cost_time=0:00:11.833272 2021-04-10 03:50:21,292 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=0.07ms, fps=4107 images/s, loss=0.2197, top1-acc=92.78%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:21.292741, cost_time=0:00:12.164819 2021-04-10 03:50:21,599 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.20ms, fps=8372 images/s, loss=0.4044, top1-acc=87.85%, top5-acc=99.53%, remaining_time=0:00:00.917340, arrival_time=2021-04-10 03:50:22.516666, cost_time=0:00:00.305779 2021-04-10 03:50:21,847 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.18ms, fps=10351 images/s, loss=0.3878, top1-acc=87.95%, top5-acc=99.45%, remaining_time=0:00:00.553480, arrival_time=2021-04-10 03:50:22.400553, cost_time=0:00:00.553473 2021-04-10 03:50:22,079 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=0.18ms, fps=11029 images/s, loss=0.4044, top1-acc=87.59%, top5-acc=99.39%, remaining_time=0:00:00.262010, arrival_time=2021-04-10 03:50:22.341577, cost_time=0:00:00.786022 2021-04-10 03:50:22,292 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.06ms, fps=10906 images/s, loss=0.4014, top1-acc=87.53%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:22.292647, cost_time=0:00:00.999102 2021-04-10 03:50:23,281 INFO : Epoch=0087 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:26:05.239275, arrival_time=2021-04-10 04:16:28.520381, cost_time=0:20:05.095757 2021-04-10 03:50:23,281 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 03:50:24,119 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.25ms, fps=3058 images/s, loss=0.2029, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:15.571548, arrival_time=2021-04-10 03:50:39.690506, cost_time=0:00:00.837177 2021-04-10 03:50:24,734 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=3.00ms, fps=4159 images/s, loss=0.1912, top1-acc=93.71%, top5-acc=99.84%, remaining_time=0:00:12.787632, arrival_time=2021-04-10 03:50:37.522548, cost_time=0:00:01.453134 2021-04-10 03:50:25,346 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.47ms, fps=4192 images/s, loss=0.1884, top1-acc=93.80%, top5-acc=99.86%, remaining_time=0:00:11.421962, arrival_time=2021-04-10 03:50:36.767951, cost_time=0:00:02.064211 2021-04-10 03:50:25,962 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.68ms, fps=4156 images/s, loss=0.1878, top1-acc=93.76%, top5-acc=99.86%, remaining_time=0:00:10.454028, arrival_time=2021-04-10 03:50:36.416405, cost_time=0:00:02.680535 2021-04-10 03:50:26,571 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.64ms, fps=4209 images/s, loss=0.1968, top1-acc=93.48%, top5-acc=99.84%, remaining_time=0:00:09.604902, arrival_time=2021-04-10 03:50:36.176085, cost_time=0:00:03.289334 2021-04-10 03:50:27,186 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.38ms, fps=4165 images/s, loss=0.1981, top1-acc=93.54%, top5-acc=99.85%, remaining_time=0:00:08.850336, arrival_time=2021-04-10 03:50:36.036670, cost_time=0:00:03.904563 2021-04-10 03:50:27,796 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.55ms, fps=4196 images/s, loss=0.1980, top1-acc=93.58%, top5-acc=99.84%, remaining_time=0:00:08.127126, arrival_time=2021-04-10 03:50:35.924005, cost_time=0:00:04.515091 2021-04-10 03:50:28,409 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.57ms, fps=4185 images/s, loss=0.2012, top1-acc=93.41%, top5-acc=99.82%, remaining_time=0:00:07.434440, arrival_time=2021-04-10 03:50:35.843448, cost_time=0:00:05.127220 2021-04-10 03:50:29,025 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.40ms, fps=4157 images/s, loss=0.1986, top1-acc=93.52%, top5-acc=99.84%, remaining_time=0:00:06.764390, arrival_time=2021-04-10 03:50:35.789566, cost_time=0:00:05.743392 2021-04-10 03:50:29,641 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.35ms, fps=4159 images/s, loss=0.1995, top1-acc=93.50%, top5-acc=99.83%, remaining_time=0:00:06.104928, arrival_time=2021-04-10 03:50:35.746071, cost_time=0:00:06.359295 2021-04-10 03:50:30,252 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.53ms, fps=4191 images/s, loss=0.2019, top1-acc=93.46%, top5-acc=99.79%, remaining_time=0:00:05.449820, arrival_time=2021-04-10 03:50:35.702350, cost_time=0:00:06.970729 2021-04-10 03:50:30,867 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.35ms, fps=4166 images/s, loss=0.2044, top1-acc=93.40%, top5-acc=99.78%, remaining_time=0:00:04.804188, arrival_time=2021-04-10 03:50:35.671611, cost_time=0:00:07.585589 2021-04-10 03:50:31,483 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.79ms, fps=4158 images/s, loss=0.2049, top1-acc=93.38%, top5-acc=99.78%, remaining_time=0:00:04.164006, arrival_time=2021-04-10 03:50:35.647624, cost_time=0:00:08.201846 2021-04-10 03:50:32,092 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.47ms, fps=4206 images/s, loss=0.2077, top1-acc=93.28%, top5-acc=99.78%, remaining_time=0:00:03.524304, arrival_time=2021-04-10 03:50:35.616888, cost_time=0:00:08.810800 2021-04-10 03:50:32,708 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.96ms, fps=4162 images/s, loss=0.2081, top1-acc=93.25%, top5-acc=99.78%, remaining_time=0:00:02.890686, arrival_time=2021-04-10 03:50:35.598721, cost_time=0:00:09.426206 2021-04-10 03:50:33,321 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.89ms, fps=4176 images/s, loss=0.2082, top1-acc=93.23%, top5-acc=99.78%, remaining_time=0:00:02.258928, arrival_time=2021-04-10 03:50:35.580427, cost_time=0:00:10.039732 2021-04-10 03:50:33,931 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.47ms, fps=4201 images/s, loss=0.2095, top1-acc=93.19%, top5-acc=99.78%, remaining_time=0:00:01.628744, arrival_time=2021-04-10 03:50:35.560127, cost_time=0:00:10.649546 2021-04-10 03:50:34,540 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.60ms, fps=4209 images/s, loss=0.2105, top1-acc=93.16%, top5-acc=99.78%, remaining_time=0:00:01.000736, arrival_time=2021-04-10 03:50:35.540840, cost_time=0:00:11.258316 2021-04-10 03:50:35,146 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.23ms, fps=4225 images/s, loss=0.2121, top1-acc=93.10%, top5-acc=99.78%, remaining_time=0:00:00.374676, arrival_time=2021-04-10 03:50:35.521141, cost_time=0:00:11.864702 2021-04-10 03:50:35,479 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=0.08ms, fps=4086 images/s, loss=0.2121, top1-acc=93.08%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:35.479615, cost_time=0:00:12.197841 2021-04-10 03:50:35,851 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.28ms, fps=6894 images/s, loss=0.5079, top1-acc=85.16%, top5-acc=99.18%, remaining_time=0:00:01.113930, arrival_time=2021-04-10 03:50:36.965771, cost_time=0:00:00.371306 2021-04-10 03:50:36,092 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.38ms, fps=10678 images/s, loss=0.4983, top1-acc=85.02%, top5-acc=99.32%, remaining_time=0:00:00.611600, arrival_time=2021-04-10 03:50:36.703693, cost_time=0:00:00.611598 2021-04-10 03:50:36,323 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.22ms, fps=11093 images/s, loss=0.4715, top1-acc=85.66%, top5-acc=99.32%, remaining_time=0:00:00.280950, arrival_time=2021-04-10 03:50:36.604245, cost_time=0:00:00.842837 2021-04-10 03:50:36,531 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.05ms, fps=11184 images/s, loss=0.4620, top1-acc=86.05%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:36.531043, cost_time=0:00:01.050607 2021-04-10 03:50:37,029 INFO : Epoch=0088 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:25:51.256560, arrival_time=2021-04-10 04:16:28.286335, cost_time=0:20:18.844443 2021-04-10 03:50:37,030 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 03:50:37,813 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.38ms, fps=3269 images/s, loss=0.2152, top1-acc=93.05%, top5-acc=99.69%, remaining_time=0:00:14.564172, arrival_time=2021-04-10 03:50:52.377675, cost_time=0:00:00.783017 2021-04-10 03:50:38,423 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.53ms, fps=4200 images/s, loss=0.2012, top1-acc=93.30%, top5-acc=99.80%, remaining_time=0:00:12.260160, arrival_time=2021-04-10 03:50:50.683764, cost_time=0:00:01.393201 2021-04-10 03:50:39,031 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.55ms, fps=4213 images/s, loss=0.2004, top1-acc=93.22%, top5-acc=99.83%, remaining_time=0:00:11.073196, arrival_time=2021-04-10 03:50:50.104853, cost_time=0:00:02.001193 2021-04-10 03:50:39,639 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.34ms, fps=4214 images/s, loss=0.2020, top1-acc=93.14%, top5-acc=99.81%, remaining_time=0:00:10.176192, arrival_time=2021-04-10 03:50:49.815862, cost_time=0:00:02.609288 2021-04-10 03:50:40,252 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.87ms, fps=4180 images/s, loss=0.2028, top1-acc=93.22%, top5-acc=99.80%, remaining_time=0:00:09.408386, arrival_time=2021-04-10 03:50:49.660956, cost_time=0:00:03.222067 2021-04-10 03:50:40,861 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.49ms, fps=4208 images/s, loss=0.2093, top1-acc=93.11%, top5-acc=99.73%, remaining_time=0:00:08.683736, arrival_time=2021-04-10 03:50:49.545285, cost_time=0:00:03.831088 2021-04-10 03:50:41,476 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.65ms, fps=4169 images/s, loss=0.2109, top1-acc=93.00%, top5-acc=99.75%, remaining_time=0:00:08.002386, arrival_time=2021-04-10 03:50:49.478794, cost_time=0:00:04.445743 2021-04-10 03:50:42,087 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.35ms, fps=4196 images/s, loss=0.2110, top1-acc=93.00%, top5-acc=99.75%, remaining_time=0:00:07.332592, arrival_time=2021-04-10 03:50:49.419951, cost_time=0:00:05.056931 2021-04-10 03:50:42,694 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=3.37ms, fps=4217 images/s, loss=0.2078, top1-acc=93.10%, top5-acc=99.76%, remaining_time=0:00:06.671534, arrival_time=2021-04-10 03:50:49.366406, cost_time=0:00:05.664471 2021-04-10 03:50:43,305 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.31ms, fps=4193 images/s, loss=0.2079, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:06.024384, arrival_time=2021-04-10 03:50:49.330251, cost_time=0:00:06.275404 2021-04-10 03:50:43,916 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.31ms, fps=4199 images/s, loss=0.2109, top1-acc=93.06%, top5-acc=99.77%, remaining_time=0:00:05.383342, arrival_time=2021-04-10 03:50:49.299387, cost_time=0:00:06.885643 2021-04-10 03:50:44,521 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.38ms, fps=4233 images/s, loss=0.2132, top1-acc=92.99%, top5-acc=99.78%, remaining_time=0:00:04.744148, arrival_time=2021-04-10 03:50:49.265353, cost_time=0:00:07.490766 2021-04-10 03:50:45,133 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.29ms, fps=4186 images/s, loss=0.2128, top1-acc=93.00%, top5-acc=99.78%, remaining_time=0:00:04.113780, arrival_time=2021-04-10 03:50:49.247185, cost_time=0:00:08.102835 2021-04-10 03:50:45,743 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.36ms, fps=4197 images/s, loss=0.2115, top1-acc=93.04%, top5-acc=99.78%, remaining_time=0:00:03.485440, arrival_time=2021-04-10 03:50:49.229381, cost_time=0:00:08.713540 2021-04-10 03:50:46,357 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.57ms, fps=4174 images/s, loss=0.2108, top1-acc=93.02%, top5-acc=99.79%, remaining_time=0:00:02.860372, arrival_time=2021-04-10 03:50:49.218019, cost_time=0:00:09.327251 2021-04-10 03:50:46,966 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.49ms, fps=4204 images/s, loss=0.2112, top1-acc=93.04%, top5-acc=99.79%, remaining_time=0:00:02.235708, arrival_time=2021-04-10 03:50:49.202632, cost_time=0:00:09.936525 2021-04-10 03:50:47,581 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.85ms, fps=4170 images/s, loss=0.2136, top1-acc=92.95%, top5-acc=99.77%, remaining_time=0:00:01.613638, arrival_time=2021-04-10 03:50:49.194866, cost_time=0:00:10.550784 2021-04-10 03:50:48,200 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.36ms, fps=4139 images/s, loss=0.2151, top1-acc=92.91%, top5-acc=99.77%, remaining_time=0:00:00.992880, arrival_time=2021-04-10 03:50:49.193141, cost_time=0:00:11.169848 2021-04-10 03:50:48,811 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.18ms, fps=4194 images/s, loss=0.2146, top1-acc=92.93%, top5-acc=99.77%, remaining_time=0:00:00.372024, arrival_time=2021-04-10 03:50:49.183136, cost_time=0:00:11.780727 2021-04-10 03:50:49,141 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.08ms, fps=4123 images/s, loss=0.2149, top1-acc=92.95%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:49.141360, cost_time=0:00:12.110986 2021-04-10 03:50:49,461 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.41ms, fps=8024 images/s, loss=0.5525, top1-acc=83.44%, top5-acc=99.18%, remaining_time=0:00:00.957120, arrival_time=2021-04-10 03:50:50.418408, cost_time=0:00:00.319042 2021-04-10 03:50:49,697 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.24ms, fps=10869 images/s, loss=0.5635, top1-acc=83.71%, top5-acc=98.98%, remaining_time=0:00:00.555040, arrival_time=2021-04-10 03:50:50.252260, cost_time=0:00:00.555037 2021-04-10 03:50:49,946 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=2.61ms, fps=10269 images/s, loss=0.5587, top1-acc=83.84%, top5-acc=98.97%, remaining_time=0:00:00.268190, arrival_time=2021-04-10 03:50:50.215023, cost_time=0:00:00.804570 2021-04-10 03:50:50,163 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=10713 images/s, loss=0.5549, top1-acc=84.02%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:50.163811, cost_time=0:00:01.021625 2021-04-10 03:50:50,649 INFO : Epoch=0089 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:25:37.118232, arrival_time=2021-04-10 04:16:27.767736, cost_time=0:20:32.464169 2021-04-10 03:50:50,650 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 03:50:51,439 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.54ms, fps=3242 images/s, loss=0.2138, top1-acc=92.93%, top5-acc=99.69%, remaining_time=0:00:14.684700, arrival_time=2021-04-10 03:51:06.124463, cost_time=0:00:00.789499 2021-04-10 03:50:52,046 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.43ms, fps=4227 images/s, loss=0.1965, top1-acc=93.57%, top5-acc=99.80%, remaining_time=0:00:12.283744, arrival_time=2021-04-10 03:51:04.329782, cost_time=0:00:01.395876 2021-04-10 03:50:52,660 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.38ms, fps=4169 images/s, loss=0.2081, top1-acc=93.40%, top5-acc=99.82%, remaining_time=0:00:11.124158, arrival_time=2021-04-10 03:51:03.784745, cost_time=0:00:02.010394 2021-04-10 03:50:53,277 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.77ms, fps=4154 images/s, loss=0.2077, top1-acc=93.40%, top5-acc=99.84%, remaining_time=0:00:10.246236, arrival_time=2021-04-10 03:51:03.523617, cost_time=0:00:02.627258 2021-04-10 03:50:53,890 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.36ms, fps=4177 images/s, loss=0.2050, top1-acc=93.50%, top5-acc=99.84%, remaining_time=0:00:09.462406, arrival_time=2021-04-10 03:51:03.353167, cost_time=0:00:03.240570 2021-04-10 03:50:54,502 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.80ms, fps=4189 images/s, loss=0.2020, top1-acc=93.57%, top5-acc=99.81%, remaining_time=0:00:08.731880, arrival_time=2021-04-10 03:51:03.234356, cost_time=0:00:03.852310 2021-04-10 03:50:55,116 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.46ms, fps=4175 images/s, loss=0.1974, top1-acc=93.71%, top5-acc=99.81%, remaining_time=0:00:08.038800, arrival_time=2021-04-10 03:51:03.154984, cost_time=0:00:04.465986 2021-04-10 03:50:55,726 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.42ms, fps=4197 images/s, loss=0.1967, top1-acc=93.71%, top5-acc=99.82%, remaining_time=0:00:07.361012, arrival_time=2021-04-10 03:51:03.087709, cost_time=0:00:05.076577 2021-04-10 03:50:56,337 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.50ms, fps=4195 images/s, loss=0.1973, top1-acc=93.72%, top5-acc=99.81%, remaining_time=0:00:06.698246, arrival_time=2021-04-10 03:51:03.035580, cost_time=0:00:05.687210 2021-04-10 03:50:56,952 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=2.15ms, fps=4166 images/s, loss=0.1985, top1-acc=93.68%, top5-acc=99.79%, remaining_time=0:00:06.050112, arrival_time=2021-04-10 03:51:03.002454, cost_time=0:00:06.302153 2021-04-10 03:50:57,565 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.39ms, fps=4178 images/s, loss=0.2008, top1-acc=93.64%, top5-acc=99.79%, remaining_time=0:00:05.406648, arrival_time=2021-04-10 03:51:02.972209, cost_time=0:00:06.915432 2021-04-10 03:50:58,172 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.41ms, fps=4221 images/s, loss=0.2028, top1-acc=93.53%, top5-acc=99.78%, remaining_time=0:00:04.764136, arrival_time=2021-04-10 03:51:02.936614, cost_time=0:00:07.522357 2021-04-10 03:50:58,779 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.26ms, fps=4221 images/s, loss=0.2029, top1-acc=93.51%, top5-acc=99.79%, remaining_time=0:00:04.127178, arrival_time=2021-04-10 03:51:02.906662, cost_time=0:00:08.129306 2021-04-10 03:50:59,395 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.99ms, fps=4160 images/s, loss=0.2023, top1-acc=93.54%, top5-acc=99.79%, remaining_time=0:00:03.498096, arrival_time=2021-04-10 03:51:02.893516, cost_time=0:00:08.745233 2021-04-10 03:51:00,020 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=3.02ms, fps=4100 images/s, loss=0.2030, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:02.873528, arrival_time=2021-04-10 03:51:02.893995, cost_time=0:00:09.370247 2021-04-10 03:51:00,634 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.44ms, fps=4174 images/s, loss=0.2037, top1-acc=93.45%, top5-acc=99.79%, remaining_time=0:00:02.246472, arrival_time=2021-04-10 03:51:02.880861, cost_time=0:00:09.984268 2021-04-10 03:51:01,250 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.35ms, fps=4159 images/s, loss=0.2035, top1-acc=93.46%, top5-acc=99.80%, remaining_time=0:00:01.621204, arrival_time=2021-04-10 03:51:02.871547, cost_time=0:00:10.600112 2021-04-10 03:51:01,862 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.84ms, fps=4184 images/s, loss=0.2041, top1-acc=93.43%, top5-acc=99.80%, remaining_time=0:00:00.996672, arrival_time=2021-04-10 03:51:02.859395, cost_time=0:00:11.212601 2021-04-10 03:51:02,475 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.19ms, fps=4182 images/s, loss=0.2057, top1-acc=93.39%, top5-acc=99.79%, remaining_time=0:00:00.373428, arrival_time=2021-04-10 03:51:02.848704, cost_time=0:00:11.825175 2021-04-10 03:51:02,806 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.05ms, fps=4110 images/s, loss=0.2060, top1-acc=93.40%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:02.806501, cost_time=0:00:12.156409 2021-04-10 03:51:03,116 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=2.92ms, fps=8289 images/s, loss=0.4238, top1-acc=86.84%, top5-acc=99.06%, remaining_time=0:00:00.926490, arrival_time=2021-04-10 03:51:04.042583, cost_time=0:00:00.308830 2021-04-10 03:51:03,350 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=3.36ms, fps=10958 images/s, loss=0.4151, top1-acc=87.09%, top5-acc=99.14%, remaining_time=0:00:00.542740, arrival_time=2021-04-10 03:51:03.892751, cost_time=0:00:00.542741 2021-04-10 03:51:03,579 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.37ms, fps=11187 images/s, loss=0.4310, top1-acc=86.72%, top5-acc=99.15%, remaining_time=0:00:00.257290, arrival_time=2021-04-10 03:51:03.836445, cost_time=0:00:00.771884 2021-04-10 03:51:03,792 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=10892 images/s, loss=0.4425, top1-acc=86.49%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:03.792522, cost_time=0:00:00.985207 2021-04-10 03:51:04,265 INFO : Epoch=0090 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:25:22.987180, arrival_time=2021-04-10 04:16:27.252928, cost_time=0:20:46.080410 2021-04-10 03:51:04,266 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 03:51:05,050 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=0.23ms, fps=3264 images/s, loss=0.1911, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:14.589468, arrival_time=2021-04-10 03:51:19.640260, cost_time=0:00:00.784378 2021-04-10 03:51:05,658 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.37ms, fps=4215 images/s, loss=0.1872, top1-acc=93.95%, top5-acc=99.80%, remaining_time=0:00:12.251712, arrival_time=2021-04-10 03:51:17.910446, cost_time=0:00:01.392234 2021-04-10 03:51:06,267 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.38ms, fps=4207 images/s, loss=0.1844, top1-acc=94.06%, top5-acc=99.83%, remaining_time=0:00:11.074192, arrival_time=2021-04-10 03:51:17.341995, cost_time=0:00:02.001364 2021-04-10 03:51:06,877 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.53ms, fps=4200 images/s, loss=0.1877, top1-acc=94.04%, top5-acc=99.81%, remaining_time=0:00:10.184460, arrival_time=2021-04-10 03:51:17.062298, cost_time=0:00:02.611381 2021-04-10 03:51:07,494 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.35ms, fps=4152 images/s, loss=0.1896, top1-acc=93.99%, top5-acc=99.80%, remaining_time=0:00:09.427220, arrival_time=2021-04-10 03:51:16.922081, cost_time=0:00:03.228478 2021-04-10 03:51:08,102 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.57ms, fps=4216 images/s, loss=0.1939, top1-acc=93.85%, top5-acc=99.80%, remaining_time=0:00:08.694888, arrival_time=2021-04-10 03:51:16.797277, cost_time=0:00:03.836000 2021-04-10 03:51:08,714 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.34ms, fps=4187 images/s, loss=0.1942, top1-acc=93.82%, top5-acc=99.77%, remaining_time=0:00:08.006166, arrival_time=2021-04-10 03:51:16.720474, cost_time=0:00:04.447851 2021-04-10 03:51:09,323 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.55ms, fps=4209 images/s, loss=0.1910, top1-acc=93.94%, top5-acc=99.78%, remaining_time=0:00:07.332012, arrival_time=2021-04-10 03:51:16.654992, cost_time=0:00:05.056590 2021-04-10 03:51:09,935 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.55ms, fps=4186 images/s, loss=0.1929, top1-acc=93.89%, top5-acc=99.78%, remaining_time=0:00:06.676198, arrival_time=2021-04-10 03:51:16.611150, cost_time=0:00:05.668490 2021-04-10 03:51:10,545 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.53ms, fps=4198 images/s, loss=0.1953, top1-acc=93.81%, top5-acc=99.79%, remaining_time=0:00:06.027744, arrival_time=2021-04-10 03:51:16.573014, cost_time=0:00:06.278866 2021-04-10 03:51:11,158 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.44ms, fps=4179 images/s, loss=0.1973, top1-acc=93.70%, top5-acc=99.79%, remaining_time=0:00:05.388158, arrival_time=2021-04-10 03:51:16.546455, cost_time=0:00:06.891851 2021-04-10 03:51:11,767 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.41ms, fps=4207 images/s, loss=0.1967, top1-acc=93.68%, top5-acc=99.80%, remaining_time=0:00:04.750532, arrival_time=2021-04-10 03:51:16.517794, cost_time=0:00:07.500867 2021-04-10 03:51:12,381 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.36ms, fps=4175 images/s, loss=0.1965, top1-acc=93.68%, top5-acc=99.80%, remaining_time=0:00:04.119654, arrival_time=2021-04-10 03:51:16.500584, cost_time=0:00:08.114468 2021-04-10 03:51:12,994 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.84ms, fps=4173 images/s, loss=0.1977, top1-acc=93.65%, top5-acc=99.80%, remaining_time=0:00:03.491432, arrival_time=2021-04-10 03:51:16.486368, cost_time=0:00:08.728538 2021-04-10 03:51:13,607 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.50ms, fps=4182 images/s, loss=0.1985, top1-acc=93.57%, top5-acc=99.81%, remaining_time=0:00:02.864604, arrival_time=2021-04-10 03:51:16.472089, cost_time=0:00:09.341096 2021-04-10 03:51:14,225 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.58ms, fps=4143 images/s, loss=0.2026, top1-acc=93.42%, top5-acc=99.81%, remaining_time=0:00:02.240856, arrival_time=2021-04-10 03:51:16.466735, cost_time=0:00:09.959293 2021-04-10 03:51:14,836 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.59ms, fps=4200 images/s, loss=0.2031, top1-acc=93.38%, top5-acc=99.80%, remaining_time=0:00:01.616550, arrival_time=2021-04-10 03:51:16.452629, cost_time=0:00:10.569679 2021-04-10 03:51:15,445 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.43ms, fps=4203 images/s, loss=0.2042, top1-acc=93.35%, top5-acc=99.81%, remaining_time=0:00:00.993696, arrival_time=2021-04-10 03:51:16.439187, cost_time=0:00:11.179097 2021-04-10 03:51:16,055 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.32ms, fps=4197 images/s, loss=0.2039, top1-acc=93.36%, top5-acc=99.80%, remaining_time=0:00:00.372300, arrival_time=2021-04-10 03:51:16.428182, cost_time=0:00:11.789499 2021-04-10 03:51:16,386 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.05ms, fps=4112 images/s, loss=0.2044, top1-acc=93.36%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:16.386954, cost_time=0:00:12.120582 2021-04-10 03:51:16,694 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.28ms, fps=8334 images/s, loss=0.4638, top1-acc=86.33%, top5-acc=99.30%, remaining_time=0:00:00.921420, arrival_time=2021-04-10 03:51:17.616332, cost_time=0:00:00.307143 2021-04-10 03:51:16,933 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=4.95ms, fps=10745 images/s, loss=0.4691, top1-acc=86.41%, top5-acc=99.28%, remaining_time=0:00:00.545740, arrival_time=2021-04-10 03:51:17.479243, cost_time=0:00:00.545731 2021-04-10 03:51:17,172 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=0.21ms, fps=10712 images/s, loss=0.4746, top1-acc=86.12%, top5-acc=99.30%, remaining_time=0:00:00.261690, arrival_time=2021-04-10 03:51:17.434563, cost_time=0:00:00.785060 2021-04-10 03:51:17,381 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.05ms, fps=11139 images/s, loss=0.4718, top1-acc=85.95%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:17.381497, cost_time=0:00:00.993760 2021-04-10 03:51:17,856 INFO : Epoch=0091 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:25:08.836533, arrival_time=2021-04-10 04:16:26.692776, cost_time=0:20:59.670892 2021-04-10 03:51:17,856 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 03:51:18,658 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.34ms, fps=3196 images/s, loss=0.2061, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:14.897484, arrival_time=2021-04-10 03:51:33.555444, cost_time=0:00:00.800943 2021-04-10 03:51:19,268 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.41ms, fps=4196 images/s, loss=0.2219, top1-acc=92.38%, top5-acc=99.77%, remaining_time=0:00:12.421024, arrival_time=2021-04-10 03:51:31.689599, cost_time=0:00:01.411485 2021-04-10 03:51:19,881 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.27ms, fps=4178 images/s, loss=0.2172, top1-acc=92.58%, top5-acc=99.74%, remaining_time=0:00:11.204336, arrival_time=2021-04-10 03:51:31.086258, cost_time=0:00:02.024873 2021-04-10 03:51:20,501 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.60ms, fps=4138 images/s, loss=0.2068, top1-acc=93.03%, top5-acc=99.76%, remaining_time=0:00:10.312068, arrival_time=2021-04-10 03:51:30.813247, cost_time=0:00:02.644103 2021-04-10 03:51:21,113 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.42ms, fps=4184 images/s, loss=0.2008, top1-acc=93.33%, top5-acc=99.75%, remaining_time=0:00:09.509126, arrival_time=2021-04-10 03:51:30.622658, cost_time=0:00:03.256541 2021-04-10 03:51:21,726 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.53ms, fps=4181 images/s, loss=0.2000, top1-acc=93.46%, top5-acc=99.75%, remaining_time=0:00:08.770368, arrival_time=2021-04-10 03:51:30.496706, cost_time=0:00:03.869259 2021-04-10 03:51:22,334 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.58ms, fps=4215 images/s, loss=0.1991, top1-acc=93.52%, top5-acc=99.75%, remaining_time=0:00:08.058834, arrival_time=2021-04-10 03:51:30.393017, cost_time=0:00:04.477154 2021-04-10 03:51:22,943 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.30ms, fps=4203 images/s, loss=0.2005, top1-acc=93.48%, top5-acc=99.75%, remaining_time=0:00:07.375860, arrival_time=2021-04-10 03:51:30.319691, cost_time=0:00:05.086773 2021-04-10 03:51:23,553 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.38ms, fps=4204 images/s, loss=0.1998, top1-acc=93.48%, top5-acc=99.76%, remaining_time=0:00:06.708846, arrival_time=2021-04-10 03:51:30.262046, cost_time=0:00:05.696193 2021-04-10 03:51:24,179 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.03ms, fps=4092 images/s, loss=0.1988, top1-acc=93.54%, top5-acc=99.78%, remaining_time=0:00:06.069216, arrival_time=2021-04-10 03:51:30.248349, cost_time=0:00:06.322125 2021-04-10 03:51:24,793 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.76ms, fps=4168 images/s, loss=0.1969, top1-acc=93.54%, top5-acc=99.78%, remaining_time=0:00:05.423246, arrival_time=2021-04-10 03:51:30.217075, cost_time=0:00:06.936674 2021-04-10 03:51:25,412 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.48ms, fps=4142 images/s, loss=0.1962, top1-acc=93.55%, top5-acc=99.79%, remaining_time=0:00:04.785188, arrival_time=2021-04-10 03:51:30.197854, cost_time=0:00:07.555606 2021-04-10 03:51:26,031 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.32ms, fps=4140 images/s, loss=0.1956, top1-acc=93.58%, top5-acc=99.78%, remaining_time=0:00:04.150080, arrival_time=2021-04-10 03:51:30.181510, cost_time=0:00:08.174438 2021-04-10 03:51:26,645 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.47ms, fps=4173 images/s, loss=0.1965, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:03.515344, arrival_time=2021-04-10 03:51:30.160740, cost_time=0:00:08.788319 2021-04-10 03:51:27,260 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.34ms, fps=4163 images/s, loss=0.1981, top1-acc=93.49%, top5-acc=99.79%, remaining_time=0:00:02.883832, arrival_time=2021-04-10 03:51:30.144647, cost_time=0:00:09.403806 2021-04-10 03:51:27,870 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=4204 images/s, loss=0.1986, top1-acc=93.44%, top5-acc=99.79%, remaining_time=0:00:02.252952, arrival_time=2021-04-10 03:51:30.123052, cost_time=0:00:10.013094 2021-04-10 03:51:28,487 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.47ms, fps=4150 images/s, loss=0.1997, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:01.625832, arrival_time=2021-04-10 03:51:30.113201, cost_time=0:00:10.630369 2021-04-10 03:51:29,098 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.38ms, fps=4193 images/s, loss=0.2011, top1-acc=93.38%, top5-acc=99.79%, remaining_time=0:00:00.999232, arrival_time=2021-04-10 03:51:30.097691, cost_time=0:00:11.241375 2021-04-10 03:51:29,709 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.20ms, fps=4191 images/s, loss=0.2011, top1-acc=93.36%, top5-acc=99.79%, remaining_time=0:00:00.374298, arrival_time=2021-04-10 03:51:30.084073, cost_time=0:00:11.852774 2021-04-10 03:51:30,043 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.07ms, fps=4075 images/s, loss=0.2012, top1-acc=93.35%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:30.043858, cost_time=0:00:12.186877 2021-04-10 03:51:30,359 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.19ms, fps=8143 images/s, loss=0.5345, top1-acc=84.30%, top5-acc=98.75%, remaining_time=0:00:00.943080, arrival_time=2021-04-10 03:51:31.302149, cost_time=0:00:00.314363 2021-04-10 03:51:30,594 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.72ms, fps=10874 images/s, loss=0.5235, top1-acc=84.73%, top5-acc=99.02%, remaining_time=0:00:00.550120, arrival_time=2021-04-10 03:51:31.145000, cost_time=0:00:00.550127 2021-04-10 03:51:30,829 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.17ms, fps=10938 images/s, loss=0.5347, top1-acc=84.19%, top5-acc=99.04%, remaining_time=0:00:00.261550, arrival_time=2021-04-10 03:51:31.090892, cost_time=0:00:00.784654 2021-04-10 03:51:31,039 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.05ms, fps=11060 images/s, loss=0.5050, top1-acc=84.56%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:31.039397, cost_time=0:00:00.994717 2021-04-10 03:51:31,570 INFO : Epoch=0092 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:24:54.843768, arrival_time=2021-04-10 04:16:26.414500, cost_time=0:21:13.385402 2021-04-10 03:51:31,571 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 03:51:32,347 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.30ms, fps=3297 images/s, loss=0.1977, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:14.442714, arrival_time=2021-04-10 03:51:46.790615, cost_time=0:00:00.776492 2021-04-10 03:51:32,956 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.33ms, fps=4208 images/s, loss=0.1894, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:12.192048, arrival_time=2021-04-10 03:51:45.148848, cost_time=0:00:01.385459 2021-04-10 03:51:33,567 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.30ms, fps=4194 images/s, loss=0.1865, top1-acc=93.85%, top5-acc=99.90%, remaining_time=0:00:11.045474, arrival_time=2021-04-10 03:51:44.613050, cost_time=0:00:01.996173 2021-04-10 03:51:34,174 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.40ms, fps=4219 images/s, loss=0.1832, top1-acc=93.86%, top5-acc=99.87%, remaining_time=0:00:10.153416, arrival_time=2021-04-10 03:51:44.328213, cost_time=0:00:02.603453 2021-04-10 03:51:34,786 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.38ms, fps=4190 images/s, loss=0.1817, top1-acc=93.98%, top5-acc=99.89%, remaining_time=0:00:09.387362, arrival_time=2021-04-10 03:51:44.173603, cost_time=0:00:03.214839 2021-04-10 03:51:35,393 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.39ms, fps=4220 images/s, loss=0.1837, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:08.663200, arrival_time=2021-04-10 03:51:44.056556, cost_time=0:00:03.822023 2021-04-10 03:51:36,005 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.36ms, fps=4188 images/s, loss=0.1889, top1-acc=93.78%, top5-acc=99.84%, remaining_time=0:00:07.980588, arrival_time=2021-04-10 03:51:43.985793, cost_time=0:00:04.433671 2021-04-10 03:51:36,620 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.40ms, fps=4169 images/s, loss=0.1912, top1-acc=93.72%, top5-acc=99.84%, remaining_time=0:00:07.320760, arrival_time=2021-04-10 03:51:43.940893, cost_time=0:00:05.048762 2021-04-10 03:51:37,231 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.41ms, fps=4188 images/s, loss=0.1912, top1-acc=93.73%, top5-acc=99.84%, remaining_time=0:00:06.666764, arrival_time=2021-04-10 03:51:43.898584, cost_time=0:00:05.660485 2021-04-10 03:51:37,842 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.76ms, fps=4195 images/s, loss=0.1921, top1-acc=93.73%, top5-acc=99.84%, remaining_time=0:00:06.020256, arrival_time=2021-04-10 03:51:43.862757, cost_time=0:00:06.271081 2021-04-10 03:51:38,450 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.34ms, fps=4217 images/s, loss=0.1923, top1-acc=93.74%, top5-acc=99.84%, remaining_time=0:00:05.377924, arrival_time=2021-04-10 03:51:43.828044, cost_time=0:00:06.878773 2021-04-10 03:51:39,069 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.63ms, fps=4138 images/s, loss=0.1933, top1-acc=93.70%, top5-acc=99.85%, remaining_time=0:00:04.748632, arrival_time=2021-04-10 03:51:43.817813, cost_time=0:00:07.497840 2021-04-10 03:51:39,685 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.85ms, fps=4158 images/s, loss=0.1953, top1-acc=93.64%, top5-acc=99.85%, remaining_time=0:00:04.119324, arrival_time=2021-04-10 03:51:43.804671, cost_time=0:00:08.113871 2021-04-10 03:51:40,296 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.48ms, fps=4190 images/s, loss=0.1986, top1-acc=93.52%, top5-acc=99.83%, remaining_time=0:00:03.490200, arrival_time=2021-04-10 03:51:43.787099, cost_time=0:00:08.725544 2021-04-10 03:51:40,902 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.34ms, fps=4227 images/s, loss=0.1999, top1-acc=93.49%, top5-acc=99.82%, remaining_time=0:00:02.861660, arrival_time=2021-04-10 03:51:43.764546, cost_time=0:00:09.331538 2021-04-10 03:51:41,509 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.31ms, fps=4223 images/s, loss=0.1997, top1-acc=93.51%, top5-acc=99.82%, remaining_time=0:00:02.236104, arrival_time=2021-04-10 03:51:43.745619, cost_time=0:00:09.938179 2021-04-10 03:51:42,125 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=0.25ms, fps=4157 images/s, loss=0.2013, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:01.614184, arrival_time=2021-04-10 03:51:43.739958, cost_time=0:00:10.554352 2021-04-10 03:51:42,730 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.24ms, fps=4235 images/s, loss=0.2034, top1-acc=93.42%, top5-acc=99.80%, remaining_time=0:00:00.991952, arrival_time=2021-04-10 03:51:43.722756, cost_time=0:00:11.159449 2021-04-10 03:51:43,339 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.27ms, fps=4205 images/s, loss=0.2051, top1-acc=93.35%, top5-acc=99.80%, remaining_time=0:00:00.371640, arrival_time=2021-04-10 03:51:43.711579, cost_time=0:00:11.768611 2021-04-10 03:51:43,670 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.06ms, fps=4116 images/s, loss=0.2054, top1-acc=93.34%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:43.670745, cost_time=0:00:12.099394 2021-04-10 03:51:43,988 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.29ms, fps=8087 images/s, loss=0.5056, top1-acc=84.22%, top5-acc=99.37%, remaining_time=0:00:00.949620, arrival_time=2021-04-10 03:51:44.938080, cost_time=0:00:00.316537 2021-04-10 03:51:44,224 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.86ms, fps=10860 images/s, loss=0.5048, top1-acc=84.75%, top5-acc=99.37%, remaining_time=0:00:00.552720, arrival_time=2021-04-10 03:51:44.777356, cost_time=0:00:00.552723 2021-04-10 03:51:44,456 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.18ms, fps=11071 images/s, loss=0.5129, top1-acc=84.41%, top5-acc=99.30%, remaining_time=0:00:00.261460, arrival_time=2021-04-10 03:51:44.717702, cost_time=0:00:00.784370 2021-04-10 03:51:44,668 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.05ms, fps=10961 images/s, loss=0.5402, top1-acc=84.17%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:44.668252, cost_time=0:00:00.996346 2021-04-10 03:51:45,182 INFO : Epoch=0093 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:24:40.738439, arrival_time=2021-04-10 04:16:25.920826, cost_time=0:21:26.996978 2021-04-10 03:51:45,183 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 03:51:46,011 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.22ms, fps=3092 images/s, loss=0.2124, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:15.399684, arrival_time=2021-04-10 03:52:01.411084, cost_time=0:00:00.827936 2021-04-10 03:51:46,623 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.37ms, fps=4188 images/s, loss=0.2033, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:12.667952, arrival_time=2021-04-10 03:51:59.291029, cost_time=0:00:01.439539 2021-04-10 03:51:47,230 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.37ms, fps=4216 images/s, loss=0.1913, top1-acc=93.78%, top5-acc=99.79%, remaining_time=0:00:11.328338, arrival_time=2021-04-10 03:51:58.559114, cost_time=0:00:02.047295 2021-04-10 03:51:47,838 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.32ms, fps=4219 images/s, loss=0.1916, top1-acc=93.81%, top5-acc=99.79%, remaining_time=0:00:10.352628, arrival_time=2021-04-10 03:51:58.190728, cost_time=0:00:02.654537 2021-04-10 03:51:48,445 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.53ms, fps=4219 images/s, loss=0.1933, top1-acc=93.78%, top5-acc=99.79%, remaining_time=0:00:09.525040, arrival_time=2021-04-10 03:51:57.970509, cost_time=0:00:03.262002 2021-04-10 03:51:49,055 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.57ms, fps=4201 images/s, loss=0.1925, top1-acc=93.77%, top5-acc=99.80%, remaining_time=0:00:08.775944, arrival_time=2021-04-10 03:51:57.831363, cost_time=0:00:03.871727 2021-04-10 03:51:49,666 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.37ms, fps=4193 images/s, loss=0.1931, top1-acc=93.73%, top5-acc=99.79%, remaining_time=0:00:08.069922, arrival_time=2021-04-10 03:51:57.736706, cost_time=0:00:04.483312 2021-04-10 03:51:50,276 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.47ms, fps=4202 images/s, loss=0.1921, top1-acc=93.78%, top5-acc=99.79%, remaining_time=0:00:07.384676, arrival_time=2021-04-10 03:51:57.661103, cost_time=0:00:05.092917 2021-04-10 03:51:50,891 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.02ms, fps=4169 images/s, loss=0.1916, top1-acc=93.82%, top5-acc=99.80%, remaining_time=0:00:06.722202, arrival_time=2021-04-10 03:51:57.613243, cost_time=0:00:05.707497 2021-04-10 03:51:51,501 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.32ms, fps=4200 images/s, loss=0.1920, top1-acc=93.80%, top5-acc=99.80%, remaining_time=0:00:06.064896, arrival_time=2021-04-10 03:51:57.565987, cost_time=0:00:06.317612 2021-04-10 03:51:52,107 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.46ms, fps=4222 images/s, loss=0.1928, top1-acc=93.80%, top5-acc=99.79%, remaining_time=0:00:05.413528, arrival_time=2021-04-10 03:51:57.521324, cost_time=0:00:06.924331 2021-04-10 03:51:52,717 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.41ms, fps=4199 images/s, loss=0.1948, top1-acc=93.73%, top5-acc=99.79%, remaining_time=0:00:04.771736, arrival_time=2021-04-10 03:51:57.489592, cost_time=0:00:07.534351 2021-04-10 03:51:53,332 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.43ms, fps=4172 images/s, loss=0.1950, top1-acc=93.71%, top5-acc=99.80%, remaining_time=0:00:04.136946, arrival_time=2021-04-10 03:51:57.469039, cost_time=0:00:08.148541 2021-04-10 03:51:53,944 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.27ms, fps=4186 images/s, loss=0.1964, top1-acc=93.68%, top5-acc=99.81%, remaining_time=0:00:03.504312, arrival_time=2021-04-10 03:51:57.448538, cost_time=0:00:08.760760 2021-04-10 03:51:54,554 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.44ms, fps=4201 images/s, loss=0.1972, top1-acc=93.63%, top5-acc=99.80%, remaining_time=0:00:02.873620, arrival_time=2021-04-10 03:51:57.427699, cost_time=0:00:09.370560 2021-04-10 03:51:55,164 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.47ms, fps=4199 images/s, loss=0.1976, top1-acc=93.58%, top5-acc=99.80%, remaining_time=0:00:02.245680, arrival_time=2021-04-10 03:51:57.409973, cost_time=0:00:09.980791 2021-04-10 03:51:55,783 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=7.01ms, fps=4140 images/s, loss=0.1988, top1-acc=93.53%, top5-acc=99.80%, remaining_time=0:00:01.621126, arrival_time=2021-04-10 03:51:57.404285, cost_time=0:00:10.599604 2021-04-10 03:51:56,390 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.20ms, fps=4217 images/s, loss=0.1984, top1-acc=93.56%, top5-acc=99.80%, remaining_time=0:00:00.996208, arrival_time=2021-04-10 03:51:57.387006, cost_time=0:00:11.207331 2021-04-10 03:51:56,998 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.22ms, fps=4214 images/s, loss=0.1982, top1-acc=93.54%, top5-acc=99.80%, remaining_time=0:00:00.373110, arrival_time=2021-04-10 03:51:57.371763, cost_time=0:00:11.815195 2021-04-10 03:51:57,330 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.20ms, fps=4104 images/s, loss=0.1980, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:57.330361, cost_time=0:00:12.146920 2021-04-10 03:51:57,659 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=3.55ms, fps=7787 images/s, loss=0.4371, top1-acc=85.82%, top5-acc=99.37%, remaining_time=0:00:00.986250, arrival_time=2021-04-10 03:51:58.646146, cost_time=0:00:00.328748 2021-04-10 03:51:57,893 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.25ms, fps=10987 images/s, loss=0.4324, top1-acc=86.39%, top5-acc=99.47%, remaining_time=0:00:00.562080, arrival_time=2021-04-10 03:51:58.455301, cost_time=0:00:00.562077 2021-04-10 03:51:58,126 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=2.23ms, fps=10987 images/s, loss=0.4327, top1-acc=86.35%, top5-acc=99.35%, remaining_time=0:00:00.265130, arrival_time=2021-04-10 03:51:58.391678, cost_time=0:00:00.795389 2021-04-10 03:51:58,336 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.13ms, fps=11058 images/s, loss=0.4545, top1-acc=86.25%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:58.336705, cost_time=0:00:01.005530 2021-04-10 03:51:58,986 INFO : Epoch=0094 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:24:26.860436, arrival_time=2021-04-10 04:16:25.846530, cost_time=0:21:40.800736 2021-04-10 03:51:58,986 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 03:51:59,767 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=2.14ms, fps=3281 images/s, loss=0.2044, top1-acc=93.32%, top5-acc=99.84%, remaining_time=0:00:14.511348, arrival_time=2021-04-10 03:52:14.278490, cost_time=0:00:00.780179 2021-04-10 03:52:00,388 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.36ms, fps=4125 images/s, loss=0.1884, top1-acc=93.93%, top5-acc=99.80%, remaining_time=0:00:12.331616, arrival_time=2021-04-10 03:52:12.719945, cost_time=0:00:01.401312 2021-04-10 03:52:00,996 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.85ms, fps=4216 images/s, loss=0.1815, top1-acc=94.10%, top5-acc=99.83%, remaining_time=0:00:11.116854, arrival_time=2021-04-10 03:52:12.112844, cost_time=0:00:02.009071 2021-04-10 03:52:01,611 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.41ms, fps=4161 images/s, loss=0.1686, top1-acc=94.54%, top5-acc=99.86%, remaining_time=0:00:10.236252, arrival_time=2021-04-10 03:52:11.848000, cost_time=0:00:02.624680 2021-04-10 03:52:02,230 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.90ms, fps=4139 images/s, loss=0.1781, top1-acc=94.34%, top5-acc=99.87%, remaining_time=0:00:09.472188, arrival_time=2021-04-10 03:52:11.703051, cost_time=0:00:03.243900 2021-04-10 03:52:02,844 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=2.09ms, fps=4176 images/s, loss=0.1802, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:08.743304, arrival_time=2021-04-10 03:52:11.587587, cost_time=0:00:03.857318 2021-04-10 03:52:03,456 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.57ms, fps=4185 images/s, loss=0.1837, top1-acc=94.07%, top5-acc=99.82%, remaining_time=0:00:08.045100, arrival_time=2021-04-10 03:52:11.501633, cost_time=0:00:04.469527 2021-04-10 03:52:04,069 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.63ms, fps=4182 images/s, loss=0.1835, top1-acc=94.05%, top5-acc=99.81%, remaining_time=0:00:07.369248, arrival_time=2021-04-10 03:52:11.438420, cost_time=0:00:05.082206 2021-04-10 03:52:04,682 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=2.10ms, fps=4178 images/s, loss=0.1872, top1-acc=93.88%, top5-acc=99.82%, remaining_time=0:00:06.707998, arrival_time=2021-04-10 03:52:11.390383, cost_time=0:00:05.695444 2021-04-10 03:52:05,292 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.37ms, fps=4200 images/s, loss=0.1884, top1-acc=93.82%, top5-acc=99.82%, remaining_time=0:00:06.053184, arrival_time=2021-04-10 03:52:11.345568, cost_time=0:00:06.305379 2021-04-10 03:52:05,900 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.47ms, fps=4214 images/s, loss=0.1882, top1-acc=93.83%, top5-acc=99.81%, remaining_time=0:00:05.405100, arrival_time=2021-04-10 03:52:11.305567, cost_time=0:00:06.913535 2021-04-10 03:52:06,506 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.37ms, fps=4227 images/s, loss=0.1912, top1-acc=93.70%, top5-acc=99.80%, remaining_time=0:00:04.762388, arrival_time=2021-04-10 03:52:11.268843, cost_time=0:00:07.519518 2021-04-10 03:52:07,117 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.43ms, fps=4196 images/s, loss=0.1922, top1-acc=93.69%, top5-acc=99.80%, remaining_time=0:00:04.127508, arrival_time=2021-04-10 03:52:11.244500, cost_time=0:00:08.130002 2021-04-10 03:52:07,735 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.60ms, fps=4145 images/s, loss=0.1925, top1-acc=93.66%, top5-acc=99.80%, remaining_time=0:00:03.499272, arrival_time=2021-04-10 03:52:11.234393, cost_time=0:00:08.748171 2021-04-10 03:52:08,354 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.79ms, fps=4136 images/s, loss=0.1939, top1-acc=93.62%, top5-acc=99.79%, remaining_time=0:00:02.872700, arrival_time=2021-04-10 03:52:11.227180, cost_time=0:00:09.367550 2021-04-10 03:52:08,969 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.41ms, fps=4165 images/s, loss=0.1955, top1-acc=93.54%, top5-acc=99.80%, remaining_time=0:00:02.246076, arrival_time=2021-04-10 03:52:11.215545, cost_time=0:00:09.982541 2021-04-10 03:52:09,577 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.36ms, fps=4211 images/s, loss=0.1947, top1-acc=93.57%, top5-acc=99.80%, remaining_time=0:00:01.619774, arrival_time=2021-04-10 03:52:11.197680, cost_time=0:00:10.590904 2021-04-10 03:52:10,186 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.54ms, fps=4211 images/s, loss=0.1953, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:00:00.995504, arrival_time=2021-04-10 03:52:11.181804, cost_time=0:00:11.199356 2021-04-10 03:52:10,808 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.43ms, fps=4115 images/s, loss=0.1948, top1-acc=93.57%, top5-acc=99.79%, remaining_time=0:00:00.373320, arrival_time=2021-04-10 03:52:11.182102, cost_time=0:00:11.821853 2021-04-10 03:52:11,139 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.07ms, fps=4120 images/s, loss=0.1948, top1-acc=93.59%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:11.139292, cost_time=0:00:12.152383 2021-04-10 03:52:11,479 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.35ms, fps=7552 images/s, loss=0.4787, top1-acc=85.20%, top5-acc=99.41%, remaining_time=0:00:01.016820, arrival_time=2021-04-10 03:52:12.495947, cost_time=0:00:00.338942 2021-04-10 03:52:11,708 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.24ms, fps=11182 images/s, loss=0.4548, top1-acc=85.64%, top5-acc=99.43%, remaining_time=0:00:00.568400, arrival_time=2021-04-10 03:52:12.276945, cost_time=0:00:00.568410 2021-04-10 03:52:11,947 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=0.40ms, fps=10749 images/s, loss=0.4494, top1-acc=85.83%, top5-acc=99.36%, remaining_time=0:00:00.268970, arrival_time=2021-04-10 03:52:12.216029, cost_time=0:00:00.806918 2021-04-10 03:52:12,159 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=10956 images/s, loss=0.4516, top1-acc=85.63%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:12.159192, cost_time=0:00:01.019106 2021-04-10 03:52:12,680 INFO : Epoch=0095 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:24:12.863370, arrival_time=2021-04-10 04:16:25.544185, cost_time=0:21:54.495454 2021-04-10 03:52:12,681 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 03:52:13,458 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.22ms, fps=3295 images/s, loss=0.1995, top1-acc=93.48%, top5-acc=99.88%, remaining_time=0:00:14.450340, arrival_time=2021-04-10 03:52:27.909075, cost_time=0:00:00.776897 2021-04-10 03:52:14,067 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.43ms, fps=4208 images/s, loss=0.1944, top1-acc=93.57%, top5-acc=99.84%, remaining_time=0:00:12.194688, arrival_time=2021-04-10 03:52:26.262314, cost_time=0:00:01.385768 2021-04-10 03:52:14,679 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.50ms, fps=4185 images/s, loss=0.1877, top1-acc=93.89%, top5-acc=99.84%, remaining_time=0:00:11.055600, arrival_time=2021-04-10 03:52:25.735473, cost_time=0:00:01.998011 2021-04-10 03:52:15,287 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.49ms, fps=4215 images/s, loss=0.1845, top1-acc=93.93%, top5-acc=99.85%, remaining_time=0:00:10.162932, arrival_time=2021-04-10 03:52:25.450593, cost_time=0:00:02.605869 2021-04-10 03:52:15,897 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.85ms, fps=4203 images/s, loss=0.1845, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:09.388822, arrival_time=2021-04-10 03:52:25.286040, cost_time=0:00:03.215335 2021-04-10 03:52:16,503 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.43ms, fps=4226 images/s, loss=0.1887, top1-acc=93.78%, top5-acc=99.86%, remaining_time=0:00:08.662520, arrival_time=2021-04-10 03:52:25.166023, cost_time=0:00:03.821721 2021-04-10 03:52:17,110 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.45ms, fps=4219 images/s, loss=0.1855, top1-acc=93.82%, top5-acc=99.86%, remaining_time=0:00:07.971894, arrival_time=2021-04-10 03:52:25.082532, cost_time=0:00:04.428856 2021-04-10 03:52:17,722 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.38ms, fps=4191 images/s, loss=0.1888, top1-acc=93.81%, top5-acc=99.84%, remaining_time=0:00:07.308116, arrival_time=2021-04-10 03:52:25.030039, cost_time=0:00:05.040068 2021-04-10 03:52:18,332 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.95ms, fps=4195 images/s, loss=0.1890, top1-acc=93.82%, top5-acc=99.85%, remaining_time=0:00:06.655528, arrival_time=2021-04-10 03:52:24.988254, cost_time=0:00:05.650931 2021-04-10 03:52:18,940 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.52ms, fps=4217 images/s, loss=0.1889, top1-acc=93.82%, top5-acc=99.85%, remaining_time=0:00:06.008160, arrival_time=2021-04-10 03:52:24.948434, cost_time=0:00:06.258484 2021-04-10 03:52:19,551 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.39ms, fps=4192 images/s, loss=0.1903, top1-acc=93.78%, top5-acc=99.84%, remaining_time=0:00:05.370786, arrival_time=2021-04-10 03:52:24.922226, cost_time=0:00:06.869597 2021-04-10 03:52:20,162 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.39ms, fps=4191 images/s, loss=0.1902, top1-acc=93.78%, top5-acc=99.83%, remaining_time=0:00:04.737916, arrival_time=2021-04-10 03:52:24.900667, cost_time=0:00:07.480924 2021-04-10 03:52:20,772 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.39ms, fps=4204 images/s, loss=0.1902, top1-acc=93.78%, top5-acc=99.83%, remaining_time=0:00:04.107378, arrival_time=2021-04-10 03:52:24.879558, cost_time=0:00:08.090330 2021-04-10 03:52:21,384 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.35ms, fps=4188 images/s, loss=0.1907, top1-acc=93.78%, top5-acc=99.82%, remaining_time=0:00:03.480848, arrival_time=2021-04-10 03:52:24.864879, cost_time=0:00:08.702175 2021-04-10 03:52:21,997 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.49ms, fps=4179 images/s, loss=0.1927, top1-acc=93.70%, top5-acc=99.81%, remaining_time=0:00:02.856692, arrival_time=2021-04-10 03:52:24.853861, cost_time=0:00:09.315372 2021-04-10 03:52:22,604 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.31ms, fps=4221 images/s, loss=0.1939, top1-acc=93.66%, top5-acc=99.81%, remaining_time=0:00:02.232504, arrival_time=2021-04-10 03:52:24.836604, cost_time=0:00:09.922320 2021-04-10 03:52:23,212 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.39ms, fps=4212 images/s, loss=0.1954, top1-acc=93.61%, top5-acc=99.81%, remaining_time=0:00:01.610544, arrival_time=2021-04-10 03:52:24.822761, cost_time=0:00:10.530440 2021-04-10 03:52:23,823 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.44ms, fps=4192 images/s, loss=0.1945, top1-acc=93.63%, top5-acc=99.81%, remaining_time=0:00:00.990352, arrival_time=2021-04-10 03:52:24.813736, cost_time=0:00:11.141526 2021-04-10 03:52:24,433 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.18ms, fps=4201 images/s, loss=0.1935, top1-acc=93.70%, top5-acc=99.81%, remaining_time=0:00:00.371100, arrival_time=2021-04-10 03:52:24.804353, cost_time=0:00:11.751464 2021-04-10 03:52:24,769 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.11ms, fps=4047 images/s, loss=0.1940, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:24.769689, cost_time=0:00:12.087873 2021-04-10 03:52:25,129 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.18ms, fps=7137 images/s, loss=0.4185, top1-acc=86.52%, top5-acc=99.34%, remaining_time=0:00:01.075980, arrival_time=2021-04-10 03:52:26.205575, cost_time=0:00:00.358661 2021-04-10 03:52:25,361 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.19ms, fps=11069 images/s, loss=0.4074, top1-acc=86.99%, top5-acc=99.32%, remaining_time=0:00:00.590420, arrival_time=2021-04-10 03:52:25.951726, cost_time=0:00:00.590421 2021-04-10 03:52:25,632 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=0.26ms, fps=9468 images/s, loss=0.4154, top1-acc=87.11%, top5-acc=99.23%, remaining_time=0:00:00.287050, arrival_time=2021-04-10 03:52:25.919108, cost_time=0:00:00.861137 2021-04-10 03:52:25,852 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.05ms, fps=10566 images/s, loss=0.4054, top1-acc=87.07%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:25.851983, cost_time=0:00:01.081122 2021-04-10 03:52:26,439 INFO : Epoch=0096 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:23:58.942128, arrival_time=2021-04-10 04:16:25.382024, cost_time=0:22:08.254238 2021-04-10 03:52:26,440 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 03:52:27,224 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.33ms, fps=3266 images/s, loss=0.1641, top1-acc=94.61%, top5-acc=99.88%, remaining_time=0:00:14.580912, arrival_time=2021-04-10 03:52:41.805724, cost_time=0:00:00.783924 2021-04-10 03:52:27,838 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.43ms, fps=4175 images/s, loss=0.1882, top1-acc=94.08%, top5-acc=99.88%, remaining_time=0:00:12.300464, arrival_time=2021-04-10 03:52:40.139060, cost_time=0:00:01.397771 2021-04-10 03:52:28,447 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.45ms, fps=4204 images/s, loss=0.1861, top1-acc=93.97%, top5-acc=99.84%, remaining_time=0:00:11.106230, arrival_time=2021-04-10 03:52:39.554174, cost_time=0:00:02.007141 2021-04-10 03:52:29,057 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.59ms, fps=4205 images/s, loss=0.1875, top1-acc=93.77%, top5-acc=99.86%, remaining_time=0:00:10.203804, arrival_time=2021-04-10 03:52:39.261016, cost_time=0:00:02.616362 2021-04-10 03:52:29,669 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.27ms, fps=4185 images/s, loss=0.1860, top1-acc=93.86%, top5-acc=99.84%, remaining_time=0:00:09.427366, arrival_time=2021-04-10 03:52:39.096743, cost_time=0:00:03.228573 2021-04-10 03:52:30,281 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=0.23ms, fps=4186 images/s, loss=0.1821, top1-acc=94.00%, top5-acc=99.84%, remaining_time=0:00:08.705088, arrival_time=2021-04-10 03:52:38.986353, cost_time=0:00:03.840453 2021-04-10 03:52:30,891 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=4196 images/s, loss=0.1783, top1-acc=94.11%, top5-acc=99.83%, remaining_time=0:00:08.011710, arrival_time=2021-04-10 03:52:38.903472, cost_time=0:00:04.450939 2021-04-10 03:52:31,506 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.37ms, fps=4169 images/s, loss=0.1811, top1-acc=93.99%, top5-acc=99.84%, remaining_time=0:00:07.344888, arrival_time=2021-04-10 03:52:38.851203, cost_time=0:00:05.065411 2021-04-10 03:52:32,112 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.40ms, fps=4225 images/s, loss=0.1811, top1-acc=94.00%, top5-acc=99.86%, remaining_time=0:00:06.680438, arrival_time=2021-04-10 03:52:38.793327, cost_time=0:00:05.672075 2021-04-10 03:52:32,721 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.27ms, fps=4206 images/s, loss=0.1831, top1-acc=93.93%, top5-acc=99.85%, remaining_time=0:00:06.029856, arrival_time=2021-04-10 03:52:38.751767, cost_time=0:00:06.281109 2021-04-10 03:52:33,328 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.47ms, fps=4221 images/s, loss=0.1850, top1-acc=93.93%, top5-acc=99.85%, remaining_time=0:00:05.385148, arrival_time=2021-04-10 03:52:38.713901, cost_time=0:00:06.887939 2021-04-10 03:52:33,936 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.36ms, fps=4216 images/s, loss=0.1851, top1-acc=93.92%, top5-acc=99.85%, remaining_time=0:00:04.747112, arrival_time=2021-04-10 03:52:38.683388, cost_time=0:00:07.495472 2021-04-10 03:52:34,544 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.46ms, fps=4212 images/s, loss=0.1873, top1-acc=93.87%, top5-acc=99.85%, remaining_time=0:00:04.114110, arrival_time=2021-04-10 03:52:38.658515, cost_time=0:00:08.103599 2021-04-10 03:52:35,154 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.42ms, fps=4202 images/s, loss=0.1881, top1-acc=93.83%, top5-acc=99.84%, remaining_time=0:00:03.485328, arrival_time=2021-04-10 03:52:38.639428, cost_time=0:00:08.713296 2021-04-10 03:52:35,762 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.38ms, fps=4209 images/s, loss=0.1902, top1-acc=93.78%, top5-acc=99.83%, remaining_time=0:00:02.858716, arrival_time=2021-04-10 03:52:38.621477, cost_time=0:00:09.321893 2021-04-10 03:52:36,370 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.54ms, fps=4214 images/s, loss=0.1910, top1-acc=93.78%, top5-acc=99.83%, remaining_time=0:00:02.234232, arrival_time=2021-04-10 03:52:38.604960, cost_time=0:00:09.929910 2021-04-10 03:52:36,980 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.32ms, fps=4204 images/s, loss=0.1925, top1-acc=93.71%, top5-acc=99.83%, remaining_time=0:00:01.611896, arrival_time=2021-04-10 03:52:38.591952, cost_time=0:00:10.539247 2021-04-10 03:52:37,585 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.55ms, fps=4232 images/s, loss=0.1929, top1-acc=93.69%, top5-acc=99.83%, remaining_time=0:00:00.990624, arrival_time=2021-04-10 03:52:38.575968, cost_time=0:00:11.144554 2021-04-10 03:52:38,198 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.11ms, fps=4187 images/s, loss=0.1943, top1-acc=93.63%, top5-acc=99.82%, remaining_time=0:00:00.371310, arrival_time=2021-04-10 03:52:38.570198, cost_time=0:00:11.758089 2021-04-10 03:52:38,529 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.05ms, fps=4120 images/s, loss=0.1954, top1-acc=93.61%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:38.529364, cost_time=0:00:12.088585 2021-04-10 03:52:38,839 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.31ms, fps=8288 images/s, loss=0.6941, top1-acc=81.52%, top5-acc=97.42%, remaining_time=0:00:00.926610, arrival_time=2021-04-10 03:52:39.765641, cost_time=0:00:00.308866 2021-04-10 03:52:39,088 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=11.81ms, fps=10264 images/s, loss=0.6812, top1-acc=81.82%, top5-acc=97.60%, remaining_time=0:00:00.558640, arrival_time=2021-04-10 03:52:39.647505, cost_time=0:00:00.558640 2021-04-10 03:52:39,346 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=0.21ms, fps=9938 images/s, loss=0.6854, top1-acc=81.86%, top5-acc=97.45%, remaining_time=0:00:00.272240, arrival_time=2021-04-10 03:52:39.619134, cost_time=0:00:00.816725 2021-04-10 03:52:39,568 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=1.36ms, fps=10490 images/s, loss=0.6915, top1-acc=81.83%, top5-acc=97.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:39.568373, cost_time=0:00:01.038235 2021-04-10 03:52:40,069 INFO : Epoch=0097 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:23:44.887065, arrival_time=2021-04-10 04:16:24.956383, cost_time=0:22:21.883982 2021-04-10 03:52:40,069 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 03:52:40,886 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.35ms, fps=3137 images/s, loss=0.1904, top1-acc=93.75%, top5-acc=99.84%, remaining_time=0:00:15.179832, arrival_time=2021-04-10 03:52:56.066014, cost_time=0:00:00.816117 2021-04-10 03:52:41,494 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.46ms, fps=4209 images/s, loss=0.1926, top1-acc=93.48%, top5-acc=99.86%, remaining_time=0:00:12.539472, arrival_time=2021-04-10 03:52:54.034356, cost_time=0:00:01.424931 2021-04-10 03:52:42,107 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.45ms, fps=4181 images/s, loss=0.1870, top1-acc=93.62%, top5-acc=99.86%, remaining_time=0:00:11.275052, arrival_time=2021-04-10 03:52:53.382828, cost_time=0:00:02.037672 2021-04-10 03:52:42,730 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=0.37ms, fps=4122 images/s, loss=0.1807, top1-acc=93.90%, top5-acc=99.88%, remaining_time=0:00:10.374156, arrival_time=2021-04-10 03:52:53.104153, cost_time=0:00:02.660056 2021-04-10 03:52:43,338 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=2.06ms, fps=4212 images/s, loss=0.1826, top1-acc=93.92%, top5-acc=99.88%, remaining_time=0:00:09.543436, arrival_time=2021-04-10 03:52:52.881773, cost_time=0:00:03.268289 2021-04-10 03:52:43,951 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=3.67ms, fps=4179 images/s, loss=0.1807, top1-acc=94.00%, top5-acc=99.89%, remaining_time=0:00:08.798112, arrival_time=2021-04-10 03:52:52.749589, cost_time=0:00:03.881536 2021-04-10 03:52:44,561 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.46ms, fps=4198 images/s, loss=0.1830, top1-acc=93.93%, top5-acc=99.87%, remaining_time=0:00:08.085042, arrival_time=2021-04-10 03:52:52.646694, cost_time=0:00:04.491705 2021-04-10 03:52:45,173 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.86ms, fps=4185 images/s, loss=0.1815, top1-acc=93.98%, top5-acc=99.87%, remaining_time=0:00:07.400568, arrival_time=2021-04-10 03:52:52.574394, cost_time=0:00:05.103818 2021-04-10 03:52:45,788 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.83ms, fps=4169 images/s, loss=0.1817, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:06.735134, arrival_time=2021-04-10 03:52:52.523570, cost_time=0:00:05.718500 2021-04-10 03:52:46,401 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.32ms, fps=4179 images/s, loss=0.1832, top1-acc=93.89%, top5-acc=99.86%, remaining_time=0:00:06.078144, arrival_time=2021-04-10 03:52:52.479683, cost_time=0:00:06.331415 2021-04-10 03:52:47,019 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.39ms, fps=4147 images/s, loss=0.1834, top1-acc=93.91%, top5-acc=99.86%, remaining_time=0:00:05.433308, arrival_time=2021-04-10 03:52:52.452865, cost_time=0:00:06.949615 2021-04-10 03:52:47,629 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.37ms, fps=4199 images/s, loss=0.1836, top1-acc=93.89%, top5-acc=99.86%, remaining_time=0:00:04.787848, arrival_time=2021-04-10 03:52:52.417528, cost_time=0:00:07.559741 2021-04-10 03:52:48,240 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.52ms, fps=4194 images/s, loss=0.1843, top1-acc=93.86%, top5-acc=99.87%, remaining_time=0:00:04.148100, arrival_time=2021-04-10 03:52:52.388593, cost_time=0:00:08.170564 2021-04-10 03:52:48,852 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.40ms, fps=4184 images/s, loss=0.1846, top1-acc=93.83%, top5-acc=99.87%, remaining_time=0:00:03.513104, arrival_time=2021-04-10 03:52:52.365918, cost_time=0:00:08.782778 2021-04-10 03:52:49,465 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.93ms, fps=4185 images/s, loss=0.1854, top1-acc=93.81%, top5-acc=99.87%, remaining_time=0:00:02.881256, arrival_time=2021-04-10 03:52:52.346575, cost_time=0:00:09.395347 2021-04-10 03:52:50,079 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.66ms, fps=4172 images/s, loss=0.1867, top1-acc=93.78%, top5-acc=99.87%, remaining_time=0:00:02.252124, arrival_time=2021-04-10 03:52:52.331468, cost_time=0:00:10.009408 2021-04-10 03:52:50,688 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.48ms, fps=4202 images/s, loss=0.1856, top1-acc=93.84%, top5-acc=99.86%, remaining_time=0:00:01.624064, arrival_time=2021-04-10 03:52:52.312962, cost_time=0:00:10.618952 2021-04-10 03:52:51,306 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.43ms, fps=4148 images/s, loss=0.1858, top1-acc=93.85%, top5-acc=99.85%, remaining_time=0:00:00.998800, arrival_time=2021-04-10 03:52:52.305335, cost_time=0:00:11.236527 2021-04-10 03:52:51,913 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.08ms, fps=4225 images/s, loss=0.1859, top1-acc=93.83%, top5-acc=99.86%, remaining_time=0:00:00.373992, arrival_time=2021-04-10 03:52:52.286978, cost_time=0:00:11.843051 2021-04-10 03:52:52,244 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=0.06ms, fps=4102 images/s, loss=0.1863, top1-acc=93.80%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:52.244865, cost_time=0:00:12.174948 2021-04-10 03:52:52,553 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=3.39ms, fps=8315 images/s, loss=0.4621, top1-acc=86.09%, top5-acc=99.18%, remaining_time=0:00:00.923550, arrival_time=2021-04-10 03:52:53.477079, cost_time=0:00:00.307854 2021-04-10 03:52:52,784 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.75ms, fps=11120 images/s, loss=0.4588, top1-acc=86.23%, top5-acc=99.14%, remaining_time=0:00:00.538400, arrival_time=2021-04-10 03:52:53.322479, cost_time=0:00:00.538398 2021-04-10 03:52:53,024 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.54ms, fps=10673 images/s, loss=0.4556, top1-acc=86.34%, top5-acc=99.15%, remaining_time=0:00:00.259530, arrival_time=2021-04-10 03:52:53.283857, cost_time=0:00:00.778599 2021-04-10 03:52:53,235 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.07ms, fps=10998 images/s, loss=0.4465, top1-acc=86.69%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:53.235691, cost_time=0:00:00.990042 2021-04-10 03:52:53,682 INFO : Epoch=0098 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:23:30.823710, arrival_time=2021-04-10 04:16:24.506319, cost_time=0:22:35.497275 2021-04-10 03:52:53,683 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 03:52:54,467 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=0.30ms, fps=3263 images/s, loss=0.1888, top1-acc=93.91%, top5-acc=99.88%, remaining_time=0:00:14.591700, arrival_time=2021-04-10 03:53:09.059431, cost_time=0:00:00.784495 2021-04-10 03:52:55,078 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.72ms, fps=4192 images/s, loss=0.1869, top1-acc=94.02%, top5-acc=99.88%, remaining_time=0:00:12.280928, arrival_time=2021-04-10 03:53:07.359847, cost_time=0:00:01.395562 2021-04-10 03:52:55,692 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.39ms, fps=4179 images/s, loss=0.1832, top1-acc=94.01%, top5-acc=99.88%, remaining_time=0:00:11.115194, arrival_time=2021-04-10 03:53:06.807268, cost_time=0:00:02.008779 2021-04-10 03:52:56,301 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.31ms, fps=4202 images/s, loss=0.1765, top1-acc=94.13%, top5-acc=99.89%, remaining_time=0:00:10.212852, arrival_time=2021-04-10 03:53:06.514764, cost_time=0:00:02.618670 2021-04-10 03:52:56,915 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.36ms, fps=4176 images/s, loss=0.1734, top1-acc=94.29%, top5-acc=99.87%, remaining_time=0:00:09.437586, arrival_time=2021-04-10 03:53:06.352904, cost_time=0:00:03.232030 2021-04-10 03:52:57,527 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.42ms, fps=4185 images/s, loss=0.1718, top1-acc=94.37%, top5-acc=99.88%, remaining_time=0:00:08.713656, arrival_time=2021-04-10 03:53:06.241158, cost_time=0:00:03.844248 2021-04-10 03:52:58,139 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.35ms, fps=4184 images/s, loss=0.1750, top1-acc=94.22%, top5-acc=99.87%, remaining_time=0:00:08.021664, arrival_time=2021-04-10 03:53:06.161421, cost_time=0:00:04.456506 2021-04-10 03:52:58,752 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.45ms, fps=4185 images/s, loss=0.1740, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:07.349528, arrival_time=2021-04-10 03:53:06.101511, cost_time=0:00:05.068670 2021-04-10 03:52:59,364 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.51ms, fps=4185 images/s, loss=0.1746, top1-acc=94.17%, top5-acc=99.87%, remaining_time=0:00:06.690826, arrival_time=2021-04-10 03:53:06.055004, cost_time=0:00:05.680927 2021-04-10 03:52:59,977 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.40ms, fps=4176 images/s, loss=0.1756, top1-acc=94.14%, top5-acc=99.87%, remaining_time=0:00:06.042624, arrival_time=2021-04-10 03:53:06.020315, cost_time=0:00:06.294441 2021-04-10 03:53:00,589 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.31ms, fps=4188 images/s, loss=0.1782, top1-acc=94.07%, top5-acc=99.87%, remaining_time=0:00:05.399252, arrival_time=2021-04-10 03:53:05.988545, cost_time=0:00:06.906047 2021-04-10 03:53:01,199 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.59ms, fps=4200 images/s, loss=0.1806, top1-acc=94.01%, top5-acc=99.86%, remaining_time=0:00:04.760108, arrival_time=2021-04-10 03:53:05.959249, cost_time=0:00:07.515901 2021-04-10 03:53:01,810 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.45ms, fps=4193 images/s, loss=0.1814, top1-acc=94.04%, top5-acc=99.85%, remaining_time=0:00:04.125990, arrival_time=2021-04-10 03:53:05.936125, cost_time=0:00:08.126886 2021-04-10 03:53:02,423 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.47ms, fps=4179 images/s, loss=0.1834, top1-acc=93.97%, top5-acc=99.84%, remaining_time=0:00:03.495912, arrival_time=2021-04-10 03:53:05.918959, cost_time=0:00:08.739803 2021-04-10 03:53:03,042 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.46ms, fps=4135 images/s, loss=0.1840, top1-acc=93.93%, top5-acc=99.84%, remaining_time=0:00:02.870170, arrival_time=2021-04-10 03:53:05.912766, cost_time=0:00:09.359280 2021-04-10 03:53:03,650 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.62ms, fps=4217 images/s, loss=0.1819, top1-acc=94.03%, top5-acc=99.85%, remaining_time=0:00:02.242548, arrival_time=2021-04-10 03:53:05.892696, cost_time=0:00:09.966899 2021-04-10 03:53:04,257 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.35ms, fps=4220 images/s, loss=0.1838, top1-acc=94.01%, top5-acc=99.84%, remaining_time=0:00:01.617200, arrival_time=2021-04-10 03:53:05.874414, cost_time=0:00:10.573980 2021-04-10 03:53:04,866 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.74ms, fps=4202 images/s, loss=0.1847, top1-acc=93.98%, top5-acc=99.83%, remaining_time=0:00:00.994096, arrival_time=2021-04-10 03:53:05.860934, cost_time=0:00:11.183599 2021-04-10 03:53:05,478 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.10ms, fps=4188 images/s, loss=0.1861, top1-acc=93.95%, top5-acc=99.82%, remaining_time=0:00:00.372480, arrival_time=2021-04-10 03:53:05.850990, cost_time=0:00:11.795279 2021-04-10 03:53:05,810 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=0.05ms, fps=4100 images/s, loss=0.1863, top1-acc=93.94%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:05.810563, cost_time=0:00:12.127340 2021-04-10 03:53:06,169 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.20ms, fps=7160 images/s, loss=0.5408, top1-acc=84.14%, top5-acc=99.22%, remaining_time=0:00:01.072590, arrival_time=2021-04-10 03:53:07.241545, cost_time=0:00:00.357532 2021-04-10 03:53:06,400 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.25ms, fps=11068 images/s, loss=0.5258, top1-acc=85.00%, top5-acc=99.18%, remaining_time=0:00:00.589180, arrival_time=2021-04-10 03:53:06.989797, cost_time=0:00:00.589172 2021-04-10 03:53:06,642 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.99ms, fps=10620 images/s, loss=0.4930, top1-acc=85.76%, top5-acc=99.21%, remaining_time=0:00:00.276860, arrival_time=2021-04-10 03:53:06.918860, cost_time=0:00:00.830578 2021-04-10 03:53:06,848 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.05ms, fps=11250 images/s, loss=0.5003, top1-acc=85.56%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:06.848542, cost_time=0:00:01.037141 2021-04-10 03:53:07,371 INFO : Epoch=0099 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:23:16.846867, arrival_time=2021-04-10 04:16:24.218714, cost_time=0:22:49.186514 2021-04-10 03:53:07,372 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 03:53:08,134 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.37ms, fps=3360 images/s, loss=0.1934, top1-acc=93.83%, top5-acc=99.88%, remaining_time=0:00:14.171526, arrival_time=2021-04-10 03:53:22.305908, cost_time=0:00:00.761908 2021-04-10 03:53:08,743 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.44ms, fps=4204 images/s, loss=0.1740, top1-acc=94.18%, top5-acc=99.82%, remaining_time=0:00:12.067440, arrival_time=2021-04-10 03:53:20.811261, cost_time=0:00:01.371298 2021-04-10 03:53:09,352 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.50ms, fps=4208 images/s, loss=0.1696, top1-acc=94.26%, top5-acc=99.82%, remaining_time=0:00:10.956332, arrival_time=2021-04-10 03:53:20.308903, cost_time=0:00:01.980061 2021-04-10 03:53:09,957 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.40ms, fps=4238 images/s, loss=0.1743, top1-acc=94.23%, top5-acc=99.85%, remaining_time=0:00:10.079940, arrival_time=2021-04-10 03:53:20.037027, cost_time=0:00:02.584599 2021-04-10 03:53:10,565 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.31ms, fps=4213 images/s, loss=0.1784, top1-acc=94.05%, top5-acc=99.84%, remaining_time=0:00:09.322684, arrival_time=2021-04-10 03:53:19.887859, cost_time=0:00:03.192713 2021-04-10 03:53:11,178 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.35ms, fps=4180 images/s, loss=0.1786, top1-acc=94.03%, top5-acc=99.84%, remaining_time=0:00:08.625936, arrival_time=2021-04-10 03:53:19.803950, cost_time=0:00:03.805530 2021-04-10 03:53:11,789 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.38ms, fps=4192 images/s, loss=0.1829, top1-acc=93.93%, top5-acc=99.85%, remaining_time=0:00:07.949970, arrival_time=2021-04-10 03:53:19.739102, cost_time=0:00:04.416663 2021-04-10 03:53:12,403 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.33ms, fps=4171 images/s, loss=0.1850, top1-acc=93.88%, top5-acc=99.84%, remaining_time=0:00:07.294660, arrival_time=2021-04-10 03:53:19.697951, cost_time=0:00:05.030829 2021-04-10 03:53:13,009 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.25ms, fps=4223 images/s, loss=0.1849, top1-acc=93.88%, top5-acc=99.84%, remaining_time=0:00:06.639628, arrival_time=2021-04-10 03:53:19.649471, cost_time=0:00:05.637386 2021-04-10 03:53:13,613 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.28ms, fps=4246 images/s, loss=0.1850, top1-acc=93.87%, top5-acc=99.84%, remaining_time=0:00:05.991072, arrival_time=2021-04-10 03:53:19.604204, cost_time=0:00:06.240679 2021-04-10 03:53:14,230 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=3.24ms, fps=4152 images/s, loss=0.1843, top1-acc=93.88%, top5-acc=99.85%, remaining_time=0:00:05.361412, arrival_time=2021-04-10 03:53:19.591516, cost_time=0:00:06.857634 2021-04-10 03:53:14,839 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.81ms, fps=4202 images/s, loss=0.1843, top1-acc=93.92%, top5-acc=99.84%, remaining_time=0:00:04.729328, arrival_time=2021-04-10 03:53:19.569112, cost_time=0:00:07.467313 2021-04-10 03:53:15,450 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.36ms, fps=4198 images/s, loss=0.1837, top1-acc=93.97%, top5-acc=99.83%, remaining_time=0:00:04.100910, arrival_time=2021-04-10 03:53:19.550953, cost_time=0:00:08.077552 2021-04-10 03:53:16,057 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.32ms, fps=4217 images/s, loss=0.1852, top1-acc=93.93%, top5-acc=99.84%, remaining_time=0:00:03.474016, arrival_time=2021-04-10 03:53:19.531582, cost_time=0:00:08.685041 2021-04-10 03:53:16,665 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.41ms, fps=4217 images/s, loss=0.1862, top1-acc=93.90%, top5-acc=99.83%, remaining_time=0:00:02.849746, arrival_time=2021-04-10 03:53:19.514822, cost_time=0:00:09.292598 2021-04-10 03:53:17,277 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.70ms, fps=4185 images/s, loss=0.1880, top1-acc=93.84%, top5-acc=99.82%, remaining_time=0:00:02.228544, arrival_time=2021-04-10 03:53:19.505688, cost_time=0:00:09.904661 2021-04-10 03:53:17,887 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.47ms, fps=4198 images/s, loss=0.1884, top1-acc=93.82%, top5-acc=99.83%, remaining_time=0:00:01.608152, arrival_time=2021-04-10 03:53:19.495463, cost_time=0:00:10.514844 2021-04-10 03:53:18,502 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.56ms, fps=4166 images/s, loss=0.1874, top1-acc=93.85%, top5-acc=99.84%, remaining_time=0:00:00.989312, arrival_time=2021-04-10 03:53:19.491491, cost_time=0:00:11.129710 2021-04-10 03:53:19,114 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.40ms, fps=4182 images/s, loss=0.1867, top1-acc=93.86%, top5-acc=99.83%, remaining_time=0:00:00.370812, arrival_time=2021-04-10 03:53:19.485587, cost_time=0:00:11.742315 2021-04-10 03:53:19,447 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=0.06ms, fps=4088 images/s, loss=0.1863, top1-acc=93.86%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:19.447811, cost_time=0:00:12.075365 2021-04-10 03:53:19,801 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.28ms, fps=7264 images/s, loss=0.5276, top1-acc=85.62%, top5-acc=99.18%, remaining_time=0:00:01.057230, arrival_time=2021-04-10 03:53:20.858242, cost_time=0:00:00.352409 2021-04-10 03:53:20,033 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.23ms, fps=11041 images/s, loss=0.5158, top1-acc=85.37%, top5-acc=99.32%, remaining_time=0:00:00.584600, arrival_time=2021-04-10 03:53:20.617801, cost_time=0:00:00.584591 2021-04-10 03:53:20,267 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=0.18ms, fps=10927 images/s, loss=0.5132, top1-acc=85.23%, top5-acc=99.26%, remaining_time=0:00:00.273070, arrival_time=2021-04-10 03:53:20.540875, cost_time=0:00:00.819202 2021-04-10 03:53:20,476 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.05ms, fps=11150 images/s, loss=0.5322, top1-acc=85.02%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:20.476170, cost_time=0:00:01.027598 2021-04-10 03:53:20,983 INFO : Epoch=0100 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:23:02.798300, arrival_time=2021-04-10 04:16:23.781973, cost_time=0:23:02.798338 2021-04-10 03:53:20,984 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 03:53:21,803 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.25ms, fps=3127 images/s, loss=0.1614, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:15.228192, arrival_time=2021-04-10 03:53:37.031291, cost_time=0:00:00.818720 2021-04-10 03:53:22,411 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.36ms, fps=4212 images/s, loss=0.1569, top1-acc=94.86%, top5-acc=99.92%, remaining_time=0:00:12.558304, arrival_time=2021-04-10 03:53:34.969677, cost_time=0:00:01.427081 2021-04-10 03:53:23,027 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.51ms, fps=4158 images/s, loss=0.1583, top1-acc=94.78%, top5-acc=99.87%, remaining_time=0:00:11.305430, arrival_time=2021-04-10 03:53:34.332949, cost_time=0:00:02.043159 2021-04-10 03:53:23,651 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.41ms, fps=4109 images/s, loss=0.1617, top1-acc=94.55%, top5-acc=99.85%, remaining_time=0:00:10.400052, arrival_time=2021-04-10 03:53:34.051036, cost_time=0:00:02.666691 2021-04-10 03:53:24,260 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.62ms, fps=4206 images/s, loss=0.1637, top1-acc=94.55%, top5-acc=99.87%, remaining_time=0:00:09.565044, arrival_time=2021-04-10 03:53:33.825136, cost_time=0:00:03.275698 2021-04-10 03:53:24,866 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.30ms, fps=4225 images/s, loss=0.1662, top1-acc=94.52%, top5-acc=99.84%, remaining_time=0:00:08.799744, arrival_time=2021-04-10 03:53:33.666281, cost_time=0:00:03.882251 2021-04-10 03:53:25,474 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=2.08ms, fps=4213 images/s, loss=0.1668, top1-acc=94.54%, top5-acc=99.84%, remaining_time=0:00:08.082396, arrival_time=2021-04-10 03:53:33.556993, cost_time=0:00:04.490240 2021-04-10 03:53:26,084 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.35ms, fps=4198 images/s, loss=0.1712, top1-acc=94.40%, top5-acc=99.84%, remaining_time=0:00:07.395928, arrival_time=2021-04-10 03:53:33.480864, cost_time=0:00:05.100628 2021-04-10 03:53:26,694 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.33ms, fps=4204 images/s, loss=0.1701, top1-acc=94.43%, top5-acc=99.86%, remaining_time=0:00:06.725170, arrival_time=2021-04-10 03:53:33.419462, cost_time=0:00:05.710006 2021-04-10 03:53:27,302 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.85ms, fps=4215 images/s, loss=0.1737, top1-acc=94.39%, top5-acc=99.87%, remaining_time=0:00:06.064992, arrival_time=2021-04-10 03:53:33.367021, cost_time=0:00:06.317677 2021-04-10 03:53:27,915 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.44ms, fps=4177 images/s, loss=0.1758, top1-acc=94.32%, top5-acc=99.85%, remaining_time=0:00:05.418860, arrival_time=2021-04-10 03:53:33.334313, cost_time=0:00:06.931145 2021-04-10 03:53:28,527 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.48ms, fps=4185 images/s, loss=0.1769, top1-acc=94.26%, top5-acc=99.86%, remaining_time=0:00:04.777360, arrival_time=2021-04-10 03:53:33.304867, cost_time=0:00:07.543209 2021-04-10 03:53:29,137 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.39ms, fps=4198 images/s, loss=0.1762, top1-acc=94.24%, top5-acc=99.87%, remaining_time=0:00:04.139454, arrival_time=2021-04-10 03:53:33.277172, cost_time=0:00:08.153430 2021-04-10 03:53:29,745 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.32ms, fps=4216 images/s, loss=0.1744, top1-acc=94.31%, top5-acc=99.87%, remaining_time=0:00:03.504424, arrival_time=2021-04-10 03:53:33.249839, cost_time=0:00:08.761052 2021-04-10 03:53:30,356 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.45ms, fps=4197 images/s, loss=0.1737, top1-acc=94.35%, top5-acc=99.87%, remaining_time=0:00:02.873988, arrival_time=2021-04-10 03:53:33.229971, cost_time=0:00:09.371638 2021-04-10 03:53:30,971 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.40ms, fps=4160 images/s, loss=0.1744, top1-acc=94.35%, top5-acc=99.88%, remaining_time=0:00:02.247228, arrival_time=2021-04-10 03:53:33.219153, cost_time=0:00:09.987627 2021-04-10 03:53:31,585 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.62ms, fps=4177 images/s, loss=0.1749, top1-acc=94.31%, top5-acc=99.87%, remaining_time=0:00:01.621308, arrival_time=2021-04-10 03:53:33.206514, cost_time=0:00:10.600907 2021-04-10 03:53:32,203 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.55ms, fps=4146 images/s, loss=0.1748, top1-acc=94.32%, top5-acc=99.87%, remaining_time=0:00:00.997216, arrival_time=2021-04-10 03:53:33.200333, cost_time=0:00:11.218755 2021-04-10 03:53:32,817 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.40ms, fps=4170 images/s, loss=0.1760, top1-acc=94.29%, top5-acc=99.86%, remaining_time=0:00:00.373680, arrival_time=2021-04-10 03:53:33.191170, cost_time=0:00:11.833210 2021-04-10 03:53:33,152 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.06ms, fps=4070 images/s, loss=0.1769, top1-acc=94.26%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:33.151999, cost_time=0:00:12.167728 2021-04-10 03:53:33,518 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.30ms, fps=6996 images/s, loss=0.4327, top1-acc=87.30%, top5-acc=99.45%, remaining_time=0:00:01.097670, arrival_time=2021-04-10 03:53:34.616393, cost_time=0:00:00.365891 2021-04-10 03:53:33,747 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.22ms, fps=11186 images/s, loss=0.4345, top1-acc=87.07%, top5-acc=99.41%, remaining_time=0:00:00.595100, arrival_time=2021-04-10 03:53:34.343019, cost_time=0:00:00.595105 2021-04-10 03:53:33,980 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.17ms, fps=11019 images/s, loss=0.4303, top1-acc=87.02%, top5-acc=99.32%, remaining_time=0:00:00.275910, arrival_time=2021-04-10 03:53:34.256490, cost_time=0:00:00.827729 2021-04-10 03:53:34,191 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.08ms, fps=11007 images/s, loss=0.4244, top1-acc=87.03%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:34.191669, cost_time=0:00:01.038864 2021-04-10 03:53:34,687 INFO : Epoch=0101 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:22:48.848646, arrival_time=2021-04-10 04:16:23.536138, cost_time=0:23:16.502131 2021-04-10 03:53:34,688 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 03:53:35,482 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.23ms, fps=3223 images/s, loss=0.1577, top1-acc=95.55%, top5-acc=99.88%, remaining_time=0:00:14.774538, arrival_time=2021-04-10 03:53:50.257283, cost_time=0:00:00.794329 2021-04-10 03:53:36,090 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.67ms, fps=4213 images/s, loss=0.1654, top1-acc=94.96%, top5-acc=99.80%, remaining_time=0:00:12.340768, arrival_time=2021-04-10 03:53:48.431534, cost_time=0:00:01.402359 2021-04-10 03:53:36,698 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.51ms, fps=4215 images/s, loss=0.1638, top1-acc=94.87%, top5-acc=99.78%, remaining_time=0:00:11.123162, arrival_time=2021-04-10 03:53:47.821745, cost_time=0:00:02.010205 2021-04-10 03:53:37,309 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.31ms, fps=4191 images/s, loss=0.1687, top1-acc=94.65%, top5-acc=99.78%, remaining_time=0:00:10.223304, arrival_time=2021-04-10 03:53:47.533047, cost_time=0:00:02.621370 2021-04-10 03:53:37,916 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.55ms, fps=4219 images/s, loss=0.1723, top1-acc=94.52%, top5-acc=99.77%, remaining_time=0:00:09.427220, arrival_time=2021-04-10 03:53:47.344104, cost_time=0:00:03.228504 2021-04-10 03:53:38,522 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.36ms, fps=4228 images/s, loss=0.1764, top1-acc=94.39%, top5-acc=99.79%, remaining_time=0:00:08.691216, arrival_time=2021-04-10 03:53:47.213973, cost_time=0:00:03.834381 2021-04-10 03:53:39,130 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.53ms, fps=4217 images/s, loss=0.1771, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:00:07.995330, arrival_time=2021-04-10 03:53:47.125563, cost_time=0:00:04.441838 2021-04-10 03:53:39,738 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.47ms, fps=4212 images/s, loss=0.1743, top1-acc=94.45%, top5-acc=99.81%, remaining_time=0:00:07.322616, arrival_time=2021-04-10 03:53:47.061107, cost_time=0:00:05.050057 2021-04-10 03:53:40,346 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.30ms, fps=4211 images/s, loss=0.1757, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:00:06.664432, arrival_time=2021-04-10 03:53:47.011307, cost_time=0:00:05.658487 2021-04-10 03:53:40,952 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.54ms, fps=4228 images/s, loss=0.1775, top1-acc=94.34%, top5-acc=99.80%, remaining_time=0:00:06.013824, arrival_time=2021-04-10 03:53:46.966571, cost_time=0:00:06.264378 2021-04-10 03:53:41,559 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.38ms, fps=4220 images/s, loss=0.1784, top1-acc=94.28%, top5-acc=99.81%, remaining_time=0:00:05.372162, arrival_time=2021-04-10 03:53:46.931935, cost_time=0:00:06.871406 2021-04-10 03:53:42,169 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.67ms, fps=4200 images/s, loss=0.1786, top1-acc=94.24%, top5-acc=99.81%, remaining_time=0:00:04.738144, arrival_time=2021-04-10 03:53:46.907861, cost_time=0:00:07.481279 2021-04-10 03:53:42,782 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=2.01ms, fps=4179 images/s, loss=0.1798, top1-acc=94.20%, top5-acc=99.82%, remaining_time=0:00:04.109490, arrival_time=2021-04-10 03:53:46.892251, cost_time=0:00:08.094389 2021-04-10 03:53:43,390 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.32ms, fps=4219 images/s, loss=0.1786, top1-acc=94.24%, top5-acc=99.82%, remaining_time=0:00:03.480624, arrival_time=2021-04-10 03:53:46.870600, cost_time=0:00:08.701542 2021-04-10 03:53:44,000 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.32ms, fps=4197 images/s, loss=0.1792, top1-acc=94.17%, top5-acc=99.83%, remaining_time=0:00:02.855680, arrival_time=2021-04-10 03:53:46.856152, cost_time=0:00:09.312016 2021-04-10 03:53:44,611 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.68ms, fps=4194 images/s, loss=0.1796, top1-acc=94.17%, top5-acc=99.83%, remaining_time=0:00:02.232684, arrival_time=2021-04-10 03:53:46.844195, cost_time=0:00:09.923111 2021-04-10 03:53:45,217 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.37ms, fps=4226 images/s, loss=0.1802, top1-acc=94.12%, top5-acc=99.84%, remaining_time=0:00:01.610362, arrival_time=2021-04-10 03:53:46.828052, cost_time=0:00:10.529323 2021-04-10 03:53:45,838 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.88ms, fps=4124 images/s, loss=0.1808, top1-acc=94.09%, top5-acc=99.83%, remaining_time=0:00:00.991152, arrival_time=2021-04-10 03:53:46.829999, cost_time=0:00:11.150404 2021-04-10 03:53:46,445 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.08ms, fps=4225 images/s, loss=0.1806, top1-acc=94.08%, top5-acc=99.83%, remaining_time=0:00:00.371274, arrival_time=2021-04-10 03:53:46.816566, cost_time=0:00:11.756925 2021-04-10 03:53:46,775 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=0.06ms, fps=4126 images/s, loss=0.1806, top1-acc=94.09%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:46.775287, cost_time=0:00:12.086936 2021-04-10 03:53:47,101 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=4.53ms, fps=7863 images/s, loss=0.4801, top1-acc=85.74%, top5-acc=99.02%, remaining_time=0:00:00.976710, arrival_time=2021-04-10 03:53:48.078421, cost_time=0:00:00.325569 2021-04-10 03:53:47,342 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.82ms, fps=10658 images/s, loss=0.4676, top1-acc=86.27%, top5-acc=99.22%, remaining_time=0:00:00.566240, arrival_time=2021-04-10 03:53:47.908586, cost_time=0:00:00.566243 2021-04-10 03:53:47,582 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=4.18ms, fps=10700 images/s, loss=0.4872, top1-acc=86.08%, top5-acc=99.21%, remaining_time=0:00:00.268610, arrival_time=2021-04-10 03:53:47.850583, cost_time=0:00:00.805822 2021-04-10 03:53:47,795 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.05ms, fps=10905 images/s, loss=0.4712, top1-acc=86.39%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:47.795115, cost_time=0:00:01.019045 2021-04-10 03:53:48,342 INFO : Epoch=0102 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:22:34.857056, arrival_time=2021-04-10 04:16:23.199699, cost_time=0:23:30.157312 2021-04-10 03:53:48,343 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 03:53:49,102 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.25ms, fps=3374 images/s, loss=0.1702, top1-acc=94.65%, top5-acc=99.80%, remaining_time=0:00:14.110704, arrival_time=2021-04-10 03:54:03.212679, cost_time=0:00:00.758640 2021-04-10 03:53:49,716 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.63ms, fps=4171 images/s, loss=0.1760, top1-acc=94.37%, top5-acc=99.84%, remaining_time=0:00:12.082928, arrival_time=2021-04-10 03:54:01.799263, cost_time=0:00:01.373057 2021-04-10 03:53:50,330 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.41ms, fps=4175 images/s, loss=0.1735, top1-acc=94.32%, top5-acc=99.82%, remaining_time=0:00:10.992520, arrival_time=2021-04-10 03:54:01.322446, cost_time=0:00:01.986594 2021-04-10 03:53:50,939 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.48ms, fps=4201 images/s, loss=0.1754, top1-acc=94.26%, top5-acc=99.83%, remaining_time=0:00:10.126584, arrival_time=2021-04-10 03:54:01.066418, cost_time=0:00:02.596571 2021-04-10 03:53:51,553 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.25ms, fps=4172 images/s, loss=0.1746, top1-acc=94.22%, top5-acc=99.82%, remaining_time=0:00:09.374952, arrival_time=2021-04-10 03:54:00.928870, cost_time=0:00:03.210592 2021-04-10 03:53:52,162 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.35ms, fps=4207 images/s, loss=0.1700, top1-acc=94.33%, top5-acc=99.82%, remaining_time=0:00:08.657760, arrival_time=2021-04-10 03:54:00.820638, cost_time=0:00:03.819605 2021-04-10 03:53:52,769 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.64ms, fps=4222 images/s, loss=0.1674, top1-acc=94.47%, top5-acc=99.82%, remaining_time=0:00:07.967610, arrival_time=2021-04-10 03:54:00.737354, cost_time=0:00:04.426420 2021-04-10 03:53:53,381 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.52ms, fps=4189 images/s, loss=0.1673, top1-acc=94.49%, top5-acc=99.83%, remaining_time=0:00:07.305332, arrival_time=2021-04-10 03:54:00.686714, cost_time=0:00:05.038121 2021-04-10 03:53:53,992 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.95ms, fps=4194 images/s, loss=0.1688, top1-acc=94.47%, top5-acc=99.83%, remaining_time=0:00:06.653090, arrival_time=2021-04-10 03:54:00.645443, cost_time=0:00:05.648809 2021-04-10 03:53:54,609 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.47ms, fps=4156 images/s, loss=0.1689, top1-acc=94.44%, top5-acc=99.83%, remaining_time=0:00:06.015264, arrival_time=2021-04-10 03:54:00.624517, cost_time=0:00:06.265914 2021-04-10 03:53:55,221 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.30ms, fps=4187 images/s, loss=0.1697, top1-acc=94.40%, top5-acc=99.82%, remaining_time=0:00:05.377322, arrival_time=2021-04-10 03:54:00.598512, cost_time=0:00:06.877927 2021-04-10 03:53:55,844 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.84ms, fps=4110 images/s, loss=0.1706, top1-acc=94.34%, top5-acc=99.83%, remaining_time=0:00:04.750684, arrival_time=2021-04-10 03:54:00.595051, cost_time=0:00:07.501092 2021-04-10 03:53:56,459 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.49ms, fps=4166 images/s, loss=0.1698, top1-acc=94.37%, top5-acc=99.84%, remaining_time=0:00:04.120446, arrival_time=2021-04-10 03:54:00.579841, cost_time=0:00:08.116058 2021-04-10 03:53:57,065 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.54ms, fps=4228 images/s, loss=0.1688, top1-acc=94.39%, top5-acc=99.84%, remaining_time=0:00:03.488856, arrival_time=2021-04-10 03:54:00.554373, cost_time=0:00:08.722100 2021-04-10 03:53:57,677 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.71ms, fps=4189 images/s, loss=0.1684, top1-acc=94.40%, top5-acc=99.84%, remaining_time=0:00:02.862442, arrival_time=2021-04-10 03:54:00.539711, cost_time=0:00:09.333988 2021-04-10 03:53:58,287 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.37ms, fps=4198 images/s, loss=0.1683, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:02.237472, arrival_time=2021-04-10 03:54:00.525038, cost_time=0:00:09.944297 2021-04-10 03:53:58,902 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.52ms, fps=4167 images/s, loss=0.1687, top1-acc=94.43%, top5-acc=99.83%, remaining_time=0:00:01.614912, arrival_time=2021-04-10 03:54:00.517205, cost_time=0:00:10.558962 2021-04-10 03:53:59,512 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.50ms, fps=4196 images/s, loss=0.1691, top1-acc=94.41%, top5-acc=99.83%, remaining_time=0:00:00.992864, arrival_time=2021-04-10 03:54:00.505791, cost_time=0:00:11.169660 2021-04-10 03:54:00,143 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.73ms, fps=4063 images/s, loss=0.1693, top1-acc=94.40%, top5-acc=99.83%, remaining_time=0:00:00.372636, arrival_time=2021-04-10 03:54:00.516105, cost_time=0:00:11.800082 2021-04-10 03:54:00,478 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.32ms, fps=4073 images/s, loss=0.1698, top1-acc=94.39%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:00.478026, cost_time=0:00:12.134765 2021-04-10 03:54:00,788 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=2.06ms, fps=8261 images/s, loss=0.4390, top1-acc=87.58%, top5-acc=99.69%, remaining_time=0:00:00.929640, arrival_time=2021-04-10 03:54:01.718423, cost_time=0:00:00.309879 2021-04-10 03:54:01,030 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=3.17ms, fps=10606 images/s, loss=0.4506, top1-acc=87.27%, top5-acc=99.53%, remaining_time=0:00:00.551620, arrival_time=2021-04-10 03:54:01.582155, cost_time=0:00:00.551629 2021-04-10 03:54:01,263 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.29ms, fps=10986 images/s, loss=0.4464, top1-acc=87.33%, top5-acc=99.43%, remaining_time=0:00:00.261660, arrival_time=2021-04-10 03:54:01.525546, cost_time=0:00:00.784991 2021-04-10 03:54:01,478 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=10823 images/s, loss=0.4491, top1-acc=87.36%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:01.478531, cost_time=0:00:00.999660 2021-04-10 03:54:01,988 INFO : Epoch=0103 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:22:20.862816, arrival_time=2021-04-10 04:16:22.850934, cost_time=0:23:43.802785 2021-04-10 03:54:01,988 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 03:54:02,794 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.25ms, fps=3177 images/s, loss=0.1929, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:14.986950, arrival_time=2021-04-10 03:54:17.781505, cost_time=0:00:00.805751 2021-04-10 03:54:03,400 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.34ms, fps=4227 images/s, loss=0.1896, top1-acc=94.16%, top5-acc=99.79%, remaining_time=0:00:12.425776, arrival_time=2021-04-10 03:54:15.826674, cost_time=0:00:01.412011 2021-04-10 03:54:04,006 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.45ms, fps=4229 images/s, loss=0.1821, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:00:11.166654, arrival_time=2021-04-10 03:54:15.173472, cost_time=0:00:02.018063 2021-04-10 03:54:04,617 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.31ms, fps=4199 images/s, loss=0.1780, top1-acc=94.42%, top5-acc=99.79%, remaining_time=0:00:10.249980, arrival_time=2021-04-10 03:54:14.867100, cost_time=0:00:02.628186 2021-04-10 03:54:05,233 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.36ms, fps=4156 images/s, loss=0.1775, top1-acc=94.49%, top5-acc=99.79%, remaining_time=0:00:09.475984, arrival_time=2021-04-10 03:54:14.709910, cost_time=0:00:03.245175 2021-04-10 03:54:05,846 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.57ms, fps=4183 images/s, loss=0.1726, top1-acc=94.62%, top5-acc=99.82%, remaining_time=0:00:08.743848, arrival_time=2021-04-10 03:54:14.590160, cost_time=0:00:03.857578 2021-04-10 03:54:06,462 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.37ms, fps=4161 images/s, loss=0.1694, top1-acc=94.73%, top5-acc=99.83%, remaining_time=0:00:08.051652, arrival_time=2021-04-10 03:54:14.513627, cost_time=0:00:04.473155 2021-04-10 03:54:07,068 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.40ms, fps=4224 images/s, loss=0.1707, top1-acc=94.62%, top5-acc=99.82%, remaining_time=0:00:07.365768, arrival_time=2021-04-10 03:54:14.434334, cost_time=0:00:05.079813 2021-04-10 03:54:07,683 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.41ms, fps=4169 images/s, loss=0.1716, top1-acc=94.57%, top5-acc=99.83%, remaining_time=0:00:06.706514, arrival_time=2021-04-10 03:54:14.389692, cost_time=0:00:05.694249 2021-04-10 03:54:08,294 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.44ms, fps=4195 images/s, loss=0.1707, top1-acc=94.53%, top5-acc=99.84%, remaining_time=0:00:06.053088, arrival_time=2021-04-10 03:54:14.347177, cost_time=0:00:06.305286 2021-04-10 03:54:08,909 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.39ms, fps=4164 images/s, loss=0.1696, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:05.410690, arrival_time=2021-04-10 03:54:14.320134, cost_time=0:00:06.920691 2021-04-10 03:54:09,522 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.41ms, fps=4181 images/s, loss=0.1697, top1-acc=94.56%, top5-acc=99.83%, remaining_time=0:00:04.771204, arrival_time=2021-04-10 03:54:14.293385, cost_time=0:00:07.533443 2021-04-10 03:54:10,136 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.32ms, fps=4170 images/s, loss=0.1694, top1-acc=94.56%, top5-acc=99.85%, remaining_time=0:00:04.136550, arrival_time=2021-04-10 03:54:14.273131, cost_time=0:00:08.147760 2021-04-10 03:54:10,749 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.34ms, fps=4178 images/s, loss=0.1700, top1-acc=94.54%, top5-acc=99.85%, remaining_time=0:00:03.504424, arrival_time=2021-04-10 03:54:14.254279, cost_time=0:00:08.761117 2021-04-10 03:54:11,357 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.39ms, fps=4216 images/s, loss=0.1717, top1-acc=94.46%, top5-acc=99.85%, remaining_time=0:00:02.873068, arrival_time=2021-04-10 03:54:14.230552, cost_time=0:00:09.368690 2021-04-10 03:54:11,966 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.34ms, fps=4209 images/s, loss=0.1731, top1-acc=94.39%, top5-acc=99.85%, remaining_time=0:00:02.244924, arrival_time=2021-04-10 03:54:14.211162, cost_time=0:00:09.977509 2021-04-10 03:54:12,582 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.81ms, fps=4160 images/s, loss=0.1736, top1-acc=94.38%, top5-acc=99.85%, remaining_time=0:00:01.620138, arrival_time=2021-04-10 03:54:14.202228, cost_time=0:00:10.593272 2021-04-10 03:54:13,193 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.35ms, fps=4192 images/s, loss=0.1739, top1-acc=94.37%, top5-acc=99.86%, remaining_time=0:00:00.995968, arrival_time=2021-04-10 03:54:14.189325, cost_time=0:00:11.204616 2021-04-10 03:54:13,799 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.38ms, fps=4224 images/s, loss=0.1741, top1-acc=94.35%, top5-acc=99.86%, remaining_time=0:00:00.372984, arrival_time=2021-04-10 03:54:14.172796, cost_time=0:00:11.811097 2021-04-10 03:54:14,135 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=0.05ms, fps=4059 images/s, loss=0.1739, top1-acc=94.36%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:14.135202, cost_time=0:00:12.146485 2021-04-10 03:54:14,448 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.42ms, fps=8183 images/s, loss=0.5427, top1-acc=85.04%, top5-acc=98.75%, remaining_time=0:00:00.938430, arrival_time=2021-04-10 03:54:15.387316, cost_time=0:00:00.312809 2021-04-10 03:54:14,686 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.84ms, fps=10780 images/s, loss=0.5319, top1-acc=85.20%, top5-acc=98.85%, remaining_time=0:00:00.550780, arrival_time=2021-04-10 03:54:15.237599, cost_time=0:00:00.550780 2021-04-10 03:54:14,943 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.45ms, fps=9974 images/s, loss=0.5460, top1-acc=84.83%, top5-acc=98.87%, remaining_time=0:00:00.269260, arrival_time=2021-04-10 03:54:15.213140, cost_time=0:00:00.807795 2021-04-10 03:54:15,153 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=11098 images/s, loss=0.5513, top1-acc=84.79%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:15.153346, cost_time=0:00:01.017352 2021-04-10 03:54:15,667 INFO : Epoch=0104 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:22:06.906624, arrival_time=2021-04-10 04:16:22.574182, cost_time=0:23:57.482196 2021-04-10 03:54:15,668 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 03:54:16,484 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=2.37ms, fps=3137 images/s, loss=0.1709, top1-acc=94.65%, top5-acc=99.88%, remaining_time=0:00:15.177042, arrival_time=2021-04-10 03:54:31.661569, cost_time=0:00:00.815966 2021-04-10 03:54:17,091 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.31ms, fps=4219 images/s, loss=0.1722, top1-acc=94.36%, top5-acc=99.82%, remaining_time=0:00:12.524512, arrival_time=2021-04-10 03:54:29.616339, cost_time=0:00:01.423236 2021-04-10 03:54:17,715 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.75ms, fps=4108 images/s, loss=0.1632, top1-acc=94.54%, top5-acc=99.84%, remaining_time=0:00:11.326844, arrival_time=2021-04-10 03:54:29.042441, cost_time=0:00:02.047014 2021-04-10 03:54:18,326 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.30ms, fps=4193 images/s, loss=0.1650, top1-acc=94.59%, top5-acc=99.84%, remaining_time=0:00:10.366356, arrival_time=2021-04-10 03:54:28.692928, cost_time=0:00:02.658050 2021-04-10 03:54:18,936 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.39ms, fps=4204 images/s, loss=0.1632, top1-acc=94.67%, top5-acc=99.84%, remaining_time=0:00:09.540808, arrival_time=2021-04-10 03:54:28.476909, cost_time=0:00:03.267401 2021-04-10 03:54:19,543 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.43ms, fps=4223 images/s, loss=0.1634, top1-acc=94.55%, top5-acc=99.85%, remaining_time=0:00:08.782064, arrival_time=2021-04-10 03:54:28.325032, cost_time=0:00:03.874442 2021-04-10 03:54:20,151 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.01ms, fps=4209 images/s, loss=0.1629, top1-acc=94.56%, top5-acc=99.85%, remaining_time=0:00:08.069544, arrival_time=2021-04-10 03:54:28.221156, cost_time=0:00:04.483063 2021-04-10 03:54:20,767 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.46ms, fps=4158 images/s, loss=0.1628, top1-acc=94.53%, top5-acc=99.85%, remaining_time=0:00:07.393956, arrival_time=2021-04-10 03:54:28.161847, cost_time=0:00:05.099287 2021-04-10 03:54:21,382 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.32ms, fps=4170 images/s, loss=0.1656, top1-acc=94.46%, top5-acc=99.82%, remaining_time=0:00:06.729622, arrival_time=2021-04-10 03:54:28.111949, cost_time=0:00:05.713800 2021-04-10 03:54:21,990 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.32ms, fps=4214 images/s, loss=0.1669, top1-acc=94.46%, top5-acc=99.84%, remaining_time=0:00:06.068736, arrival_time=2021-04-10 03:54:28.058890, cost_time=0:00:06.321646 2021-04-10 03:54:22,600 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.36ms, fps=4197 images/s, loss=0.1687, top1-acc=94.42%, top5-acc=99.83%, remaining_time=0:00:05.419548, arrival_time=2021-04-10 03:54:28.020143, cost_time=0:00:06.931993 2021-04-10 03:54:23,211 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.46ms, fps=4193 images/s, loss=0.1661, top1-acc=94.54%, top5-acc=99.84%, remaining_time=0:00:04.777284, arrival_time=2021-04-10 03:54:27.988895, cost_time=0:00:07.543094 2021-04-10 03:54:23,823 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.39ms, fps=4184 images/s, loss=0.1663, top1-acc=94.54%, top5-acc=99.84%, remaining_time=0:00:04.140378, arrival_time=2021-04-10 03:54:27.964223, cost_time=0:00:08.155320 2021-04-10 03:54:24,437 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.30ms, fps=4176 images/s, loss=0.1666, top1-acc=94.51%, top5-acc=99.84%, remaining_time=0:00:03.507504, arrival_time=2021-04-10 03:54:27.944925, cost_time=0:00:08.768799 2021-04-10 03:54:25,044 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.52ms, fps=4221 images/s, loss=0.1668, top1-acc=94.48%, top5-acc=99.85%, remaining_time=0:00:02.875276, arrival_time=2021-04-10 03:54:27.919691, cost_time=0:00:09.375904 2021-04-10 03:54:25,653 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.41ms, fps=4209 images/s, loss=0.1665, top1-acc=94.51%, top5-acc=99.85%, remaining_time=0:00:02.246508, arrival_time=2021-04-10 03:54:27.899522, cost_time=0:00:09.984491 2021-04-10 03:54:26,267 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.86ms, fps=4168 images/s, loss=0.1664, top1-acc=94.52%, top5-acc=99.85%, remaining_time=0:00:01.621048, arrival_time=2021-04-10 03:54:27.888703, cost_time=0:00:10.599079 2021-04-10 03:54:26,885 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.65ms, fps=4150 images/s, loss=0.1668, top1-acc=94.50%, top5-acc=99.85%, remaining_time=0:00:00.997024, arrival_time=2021-04-10 03:54:27.882102, cost_time=0:00:11.216450 2021-04-10 03:54:27,502 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.13ms, fps=4152 images/s, loss=0.1669, top1-acc=94.51%, top5-acc=99.85%, remaining_time=0:00:00.373698, arrival_time=2021-04-10 03:54:27.875949, cost_time=0:00:11.833746 2021-04-10 03:54:27,835 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.06ms, fps=4084 images/s, loss=0.1668, top1-acc=94.49%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:27.835578, cost_time=0:00:12.167075 2021-04-10 03:54:28,146 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.29ms, fps=8252 images/s, loss=0.4421, top1-acc=87.46%, top5-acc=99.14%, remaining_time=0:00:00.930630, arrival_time=2021-04-10 03:54:29.077258, cost_time=0:00:00.310211 2021-04-10 03:54:28,389 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.26ms, fps=10576 images/s, loss=0.4476, top1-acc=87.07%, top5-acc=99.06%, remaining_time=0:00:00.552680, arrival_time=2021-04-10 03:54:28.941810, cost_time=0:00:00.552688 2021-04-10 03:54:28,632 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=3.35ms, fps=10552 images/s, loss=0.4409, top1-acc=87.04%, top5-acc=99.15%, remaining_time=0:00:00.265250, arrival_time=2021-04-10 03:54:28.897447, cost_time=0:00:00.795750 2021-04-10 03:54:28,842 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.05ms, fps=11051 images/s, loss=0.4332, top1-acc=87.14%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:28.842538, cost_time=0:00:01.006161 2021-04-10 03:54:29,424 INFO : Epoch=0105 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:21:53.025685, arrival_time=2021-04-10 04:16:22.450037, cost_time=0:24:11.238960 2021-04-10 03:54:29,425 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 03:54:30,227 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=3.47ms, fps=3192 images/s, loss=0.1582, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:00:14.916828, arrival_time=2021-04-10 03:54:45.144449, cost_time=0:00:00.801976 2021-04-10 03:54:30,835 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.37ms, fps=4212 images/s, loss=0.1526, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:12.409408, arrival_time=2021-04-10 03:54:43.245251, cost_time=0:00:01.410164 2021-04-10 03:54:31,445 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.51ms, fps=4205 images/s, loss=0.1500, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:00:11.174954, arrival_time=2021-04-10 03:54:42.620337, cost_time=0:00:02.019570 2021-04-10 03:54:32,069 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.44ms, fps=4108 images/s, loss=0.1546, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:10.310040, arrival_time=2021-04-10 03:54:42.379316, cost_time=0:00:02.643602 2021-04-10 03:54:32,688 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.36ms, fps=4138 images/s, loss=0.1575, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:09.527522, arrival_time=2021-04-10 03:54:42.215975, cost_time=0:00:03.262841 2021-04-10 03:54:33,317 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.48ms, fps=4071 images/s, loss=0.1591, top1-acc=94.76%, top5-acc=99.93%, remaining_time=0:00:08.821912, arrival_time=2021-04-10 03:54:42.139641, cost_time=0:00:03.892044 2021-04-10 03:54:33,938 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.43ms, fps=4126 images/s, loss=0.1588, top1-acc=94.76%, top5-acc=99.93%, remaining_time=0:00:08.123598, arrival_time=2021-04-10 03:54:42.062310, cost_time=0:00:04.513099 2021-04-10 03:54:34,552 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.41ms, fps=4173 images/s, loss=0.1644, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:07.433976, arrival_time=2021-04-10 03:54:41.986597, cost_time=0:00:05.126916 2021-04-10 03:54:35,162 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.98ms, fps=4205 images/s, loss=0.1647, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:06.756122, arrival_time=2021-04-10 03:54:41.918101, cost_time=0:00:05.736299 2021-04-10 03:54:35,772 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.45ms, fps=4198 images/s, loss=0.1657, top1-acc=94.54%, top5-acc=99.91%, remaining_time=0:00:06.092928, arrival_time=2021-04-10 03:54:41.865305, cost_time=0:00:06.346754 2021-04-10 03:54:36,381 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.29ms, fps=4206 images/s, loss=0.1647, top1-acc=94.55%, top5-acc=99.90%, remaining_time=0:00:05.438210, arrival_time=2021-04-10 03:54:41.819624, cost_time=0:00:06.955804 2021-04-10 03:54:36,991 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.45ms, fps=4201 images/s, loss=0.1644, top1-acc=94.55%, top5-acc=99.90%, remaining_time=0:00:04.791496, arrival_time=2021-04-10 03:54:41.782714, cost_time=0:00:07.565542 2021-04-10 03:54:37,602 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.43ms, fps=4190 images/s, loss=0.1660, top1-acc=94.51%, top5-acc=99.90%, remaining_time=0:00:04.151466, arrival_time=2021-04-10 03:54:41.754204, cost_time=0:00:08.177120 2021-04-10 03:54:38,215 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.38ms, fps=4181 images/s, loss=0.1649, top1-acc=94.54%, top5-acc=99.90%, remaining_time=0:00:03.515904, arrival_time=2021-04-10 03:54:41.731339, cost_time=0:00:08.789764 2021-04-10 03:54:38,831 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.43ms, fps=4159 images/s, loss=0.1649, top1-acc=94.54%, top5-acc=99.90%, remaining_time=0:00:02.884476, arrival_time=2021-04-10 03:54:41.716092, cost_time=0:00:09.405915 2021-04-10 03:54:39,441 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.62ms, fps=4198 images/s, loss=0.1652, top1-acc=94.54%, top5-acc=99.90%, remaining_time=0:00:02.253672, arrival_time=2021-04-10 03:54:41.695608, cost_time=0:00:10.016321 2021-04-10 03:54:40,052 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=2.00ms, fps=4195 images/s, loss=0.1646, top1-acc=94.58%, top5-acc=99.90%, remaining_time=0:00:01.625312, arrival_time=2021-04-10 03:54:41.677952, cost_time=0:00:10.627025 2021-04-10 03:54:40,664 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.78ms, fps=4191 images/s, loss=0.1654, top1-acc=94.56%, top5-acc=99.90%, remaining_time=0:00:00.998960, arrival_time=2021-04-10 03:54:41.662899, cost_time=0:00:11.238246 2021-04-10 03:54:41,269 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.23ms, fps=4232 images/s, loss=0.1668, top1-acc=94.53%, top5-acc=99.89%, remaining_time=0:00:00.374016, arrival_time=2021-04-10 03:54:41.643446, cost_time=0:00:11.843821 2021-04-10 03:54:41,601 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.06ms, fps=4103 images/s, loss=0.1682, top1-acc=94.49%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:41.601281, cost_time=0:00:12.175681 2021-04-10 03:54:41,937 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=3.25ms, fps=7641 images/s, loss=0.4811, top1-acc=86.33%, top5-acc=99.06%, remaining_time=0:00:01.005060, arrival_time=2021-04-10 03:54:42.942168, cost_time=0:00:00.335021 2021-04-10 03:54:42,168 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.52ms, fps=11084 images/s, loss=0.5077, top1-acc=85.55%, top5-acc=99.08%, remaining_time=0:00:00.566320, arrival_time=2021-04-10 03:54:42.734754, cost_time=0:00:00.566312 2021-04-10 03:54:42,406 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=5.38ms, fps=10756 images/s, loss=0.5210, top1-acc=85.40%, top5-acc=99.08%, remaining_time=0:00:00.268260, arrival_time=2021-04-10 03:54:42.675132, cost_time=0:00:00.804770 2021-04-10 03:54:42,614 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.05ms, fps=11191 images/s, loss=0.5109, top1-acc=85.35%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:42.614552, cost_time=0:00:01.012442 2021-04-10 03:54:43,142 INFO : Epoch=0106 complete, best val top1-acc=87.53%, top5-acc=99.35% (epoch=87), remaining_time=0:21:39.112712, arrival_time=2021-04-10 04:16:22.255012, cost_time=0:24:24.956931 2021-04-10 03:54:43,143 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 03:54:43,943 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.23ms, fps=3197 images/s, loss=0.1713, top1-acc=93.91%, top5-acc=99.96%, remaining_time=0:00:14.891718, arrival_time=2021-04-10 03:54:58.835633, cost_time=0:00:00.800630 2021-04-10 03:54:44,556 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.41ms, fps=4181 images/s, loss=0.1581, top1-acc=94.67%, top5-acc=99.92%, remaining_time=0:00:12.437568, arrival_time=2021-04-10 03:54:56.994279, cost_time=0:00:01.413355 2021-04-10 03:54:45,167 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=2.16ms, fps=4193 images/s, loss=0.1545, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:11.202178, arrival_time=2021-04-10 03:54:56.369983, cost_time=0:00:02.024480 2021-04-10 03:54:45,778 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.59ms, fps=4197 images/s, loss=0.1512, top1-acc=95.03%, top5-acc=99.91%, remaining_time=0:00:10.276656, arrival_time=2021-04-10 03:54:56.054949, cost_time=0:00:02.635020 2021-04-10 03:54:46,392 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.46ms, fps=4173 images/s, loss=0.1505, top1-acc=94.97%, top5-acc=99.91%, remaining_time=0:00:09.486934, arrival_time=2021-04-10 03:54:55.879261, cost_time=0:00:03.248939 2021-04-10 03:54:47,007 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.36ms, fps=4166 images/s, loss=0.1507, top1-acc=94.97%, top5-acc=99.92%, remaining_time=0:00:08.759080, arrival_time=2021-04-10 03:54:55.766639, cost_time=0:00:03.864292 2021-04-10 03:54:47,618 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.31ms, fps=4196 images/s, loss=0.1491, top1-acc=95.04%, top5-acc=99.93%, remaining_time=0:00:08.054676, arrival_time=2021-04-10 03:54:55.672747, cost_time=0:00:04.474835 2021-04-10 03:54:48,228 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.68ms, fps=4195 images/s, loss=0.1504, top1-acc=94.99%, top5-acc=99.93%, remaining_time=0:00:07.373888, arrival_time=2021-04-10 03:54:55.602705, cost_time=0:00:05.085401 2021-04-10 03:54:48,838 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.31ms, fps=4202 images/s, loss=0.1513, top1-acc=95.01%, top5-acc=99.93%, remaining_time=0:00:06.707998, arrival_time=2021-04-10 03:54:55.546704, cost_time=0:00:05.695454 2021-04-10 03:54:49,451 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.42ms, fps=4182 images/s, loss=0.1537, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:00:06.055584, arrival_time=2021-04-10 03:54:55.506756, cost_time=0:00:06.307905 2021-04-10 03:54:50,059 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.31ms, fps=4214 images/s, loss=0.1537, top1-acc=94.92%, top5-acc=99.93%, remaining_time=0:00:05.406906, arrival_time=2021-04-10 03:54:55.466062, cost_time=0:00:06.915812 2021-04-10 03:54:50,671 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.66ms, fps=4187 images/s, loss=0.1544, top1-acc=94.89%, top5-acc=99.92%, remaining_time=0:00:04.767632, arrival_time=2021-04-10 03:54:55.438809, cost_time=0:00:07.527876 2021-04-10 03:54:51,280 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.35ms, fps=4202 images/s, loss=0.1542, top1-acc=94.90%, top5-acc=99.91%, remaining_time=0:00:04.131468, arrival_time=2021-04-10 03:54:55.412418, cost_time=0:00:08.137695 2021-04-10 03:54:51,888 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.44ms, fps=4214 images/s, loss=0.1541, top1-acc=94.90%, top5-acc=99.91%, remaining_time=0:00:03.498208, arrival_time=2021-04-10 03:54:55.387120, cost_time=0:00:08.745574 2021-04-10 03:54:52,500 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.47ms, fps=4191 images/s, loss=0.1558, top1-acc=94.86%, top5-acc=99.91%, remaining_time=0:00:02.869480, arrival_time=2021-04-10 03:54:55.369694, cost_time=0:00:09.356941 2021-04-10 03:54:53,109 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.40ms, fps=4202 images/s, loss=0.1575, top1-acc=94.79%, top5-acc=99.90%, remaining_time=0:00:02.242512, arrival_time=2021-04-10 03:54:55.352459, cost_time=0:00:09.966690 2021-04-10 03:54:53,717 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.37ms, fps=4215 images/s, loss=0.1586, top1-acc=94.76%, top5-acc=99.89%, remaining_time=0:00:01.617278, arrival_time=2021-04-10 03:54:55.335011, cost_time=0:00:10.574481 2021-04-10 03:54:54,324 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.42ms, fps=4223 images/s, loss=0.1592, top1-acc=94.74%, top5-acc=99.90%, remaining_time=0:00:00.993872, arrival_time=2021-04-10 03:54:55.318306, cost_time=0:00:11.181098 2021-04-10 03:54:54,935 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.20ms, fps=4192 images/s, loss=0.1592, top1-acc=94.73%, top5-acc=99.90%, remaining_time=0:00:00.372390, arrival_time=2021-04-10 03:54:55.307991, cost_time=0:00:11.792342 2021-04-10 03:54:55,268 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.06ms, fps=4096 images/s, loss=0.1599, top1-acc=94.72%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:55.268006, cost_time=0:00:12.124771 2021-04-10 03:54:55,597 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=6.64ms, fps=7782 images/s, loss=0.3794, top1-acc=88.83%, top5-acc=99.18%, remaining_time=0:00:00.986910, arrival_time=2021-04-10 03:54:56.584757, cost_time=0:00:00.328966 2021-04-10 03:54:55,827 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.19ms, fps=11185 images/s, loss=0.3899, top1-acc=88.42%, top5-acc=99.32%, remaining_time=0:00:00.558200, arrival_time=2021-04-10 03:54:56.385267, cost_time=0:00:00.558199 2021-04-10 03:54:56,064 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.76ms, fps=10814 images/s, loss=0.3857, top1-acc=88.41%, top5-acc=99.36%, remaining_time=0:00:00.265090, arrival_time=2021-04-10 03:54:56.329258, cost_time=0:00:00.795258 2021-04-10 03:54:56,274 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=11052 images/s, loss=0.3983, top1-acc=88.28%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:56.274482, cost_time=0:00:01.005637 2021-04-10 03:54:57,271 INFO : Epoch=0107 complete, best val top1-acc=88.28%, top5-acc=99.41% (epoch=107), remaining_time=0:21:25.560483, arrival_time=2021-04-10 04:16:22.831547, cost_time=0:24:39.085731 2021-04-10 03:54:57,271 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 03:54:58,059 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.41ms, fps=3249 images/s, loss=0.1612, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:00:14.654196, arrival_time=2021-04-10 03:55:12.713791, cost_time=0:00:00.787857 2021-04-10 03:54:58,667 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.39ms, fps=4218 images/s, loss=0.1635, top1-acc=94.47%, top5-acc=99.84%, remaining_time=0:00:12.278816, arrival_time=2021-04-10 03:55:10.945847, cost_time=0:00:01.395328 2021-04-10 03:54:59,276 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.41ms, fps=4202 images/s, loss=0.1581, top1-acc=94.67%, top5-acc=99.83%, remaining_time=0:00:11.093946, arrival_time=2021-04-10 03:55:10.370555, cost_time=0:00:02.004935 2021-04-10 03:54:59,883 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.46ms, fps=4218 images/s, loss=0.1530, top1-acc=94.90%, top5-acc=99.86%, remaining_time=0:00:10.187580, arrival_time=2021-04-10 03:55:10.071452, cost_time=0:00:02.612199 2021-04-10 03:55:00,504 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.71ms, fps=4128 images/s, loss=0.1538, top1-acc=94.96%, top5-acc=99.87%, remaining_time=0:00:09.439776, arrival_time=2021-04-10 03:55:09.944318, cost_time=0:00:03.232780 2021-04-10 03:55:01,115 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.31ms, fps=4191 images/s, loss=0.1547, top1-acc=94.96%, top5-acc=99.87%, remaining_time=0:00:08.713520, arrival_time=2021-04-10 03:55:09.829408, cost_time=0:00:03.844207 2021-04-10 03:55:01,729 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.41ms, fps=4177 images/s, loss=0.1537, top1-acc=94.99%, top5-acc=99.87%, remaining_time=0:00:08.023302, arrival_time=2021-04-10 03:55:09.752570, cost_time=0:00:04.457422 2021-04-10 03:55:02,347 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.89ms, fps=4148 images/s, loss=0.1534, top1-acc=94.96%, top5-acc=99.86%, remaining_time=0:00:07.359388, arrival_time=2021-04-10 03:55:09.706526, cost_time=0:00:05.075473 2021-04-10 03:55:02,958 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.52ms, fps=4192 images/s, loss=0.1573, top1-acc=94.88%, top5-acc=99.86%, remaining_time=0:00:06.697398, arrival_time=2021-04-10 03:55:09.655660, cost_time=0:00:05.686512 2021-04-10 03:55:03,588 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.60ms, fps=4069 images/s, loss=0.1589, top1-acc=94.85%, top5-acc=99.86%, remaining_time=0:00:06.063648, arrival_time=2021-04-10 03:55:09.651603, cost_time=0:00:06.316280 2021-04-10 03:55:04,197 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.39ms, fps=4201 images/s, loss=0.1602, top1-acc=94.80%, top5-acc=99.87%, remaining_time=0:00:05.414904, arrival_time=2021-04-10 03:55:09.612799, cost_time=0:00:06.926033 2021-04-10 03:55:04,810 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.40ms, fps=4187 images/s, loss=0.1592, top1-acc=94.86%, top5-acc=99.87%, remaining_time=0:00:04.774244, arrival_time=2021-04-10 03:55:09.584204, cost_time=0:00:07.538287 2021-04-10 03:55:05,421 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.32ms, fps=4189 images/s, loss=0.1578, top1-acc=94.90%, top5-acc=99.87%, remaining_time=0:00:04.137606, arrival_time=2021-04-10 03:55:09.559102, cost_time=0:00:08.149829 2021-04-10 03:55:06,039 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.88ms, fps=4143 images/s, loss=0.1570, top1-acc=94.89%, top5-acc=99.88%, remaining_time=0:00:03.507224, arrival_time=2021-04-10 03:55:09.547092, cost_time=0:00:08.768095 2021-04-10 03:55:06,659 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.62ms, fps=4138 images/s, loss=0.1557, top1-acc=94.94%, top5-acc=99.88%, remaining_time=0:00:02.878818, arrival_time=2021-04-10 03:55:09.537913, cost_time=0:00:09.387417 2021-04-10 03:55:07,266 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.33ms, fps=4219 images/s, loss=0.1556, top1-acc=94.95%, top5-acc=99.89%, remaining_time=0:00:02.248776, arrival_time=2021-04-10 03:55:09.515042, cost_time=0:00:09.994596 2021-04-10 03:55:07,872 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.38ms, fps=4227 images/s, loss=0.1565, top1-acc=94.92%, top5-acc=99.89%, remaining_time=0:00:01.621256, arrival_time=2021-04-10 03:55:09.493500, cost_time=0:00:10.600574 2021-04-10 03:55:08,479 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.42ms, fps=4217 images/s, loss=0.1561, top1-acc=94.93%, top5-acc=99.89%, remaining_time=0:00:00.996272, arrival_time=2021-04-10 03:55:09.475993, cost_time=0:00:11.207980 2021-04-10 03:55:09,086 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.24ms, fps=4220 images/s, loss=0.1569, top1-acc=94.94%, top5-acc=99.88%, remaining_time=0:00:00.373110, arrival_time=2021-04-10 03:55:09.459989, cost_time=0:00:11.815205 2021-04-10 03:55:09,422 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.63ms, fps=4052 images/s, loss=0.1563, top1-acc=94.95%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:09.422938, cost_time=0:00:12.151270 2021-04-10 03:55:09,781 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.40ms, fps=7152 images/s, loss=0.4057, top1-acc=88.24%, top5-acc=99.61%, remaining_time=0:00:01.073760, arrival_time=2021-04-10 03:55:10.855580, cost_time=0:00:00.357916 2021-04-10 03:55:10,022 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=0.21ms, fps=10682 images/s, loss=0.3707, top1-acc=88.96%, top5-acc=99.63%, remaining_time=0:00:00.598100, arrival_time=2021-04-10 03:55:10.620064, cost_time=0:00:00.598102 2021-04-10 03:55:10,266 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=0.21ms, fps=10495 images/s, loss=0.3895, top1-acc=88.46%, top5-acc=99.51%, remaining_time=0:00:00.280780, arrival_time=2021-04-10 03:55:10.546987, cost_time=0:00:00.842339 2021-04-10 03:55:10,474 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=11144 images/s, loss=0.3808, top1-acc=88.48%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:10.474707, cost_time=0:00:01.050870 2021-04-10 03:55:11,553 INFO : Epoch=0108 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:21:12.128344, arrival_time=2021-04-10 04:16:23.681750, cost_time=0:24:53.368032 2021-04-10 03:55:11,554 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 03:55:12,337 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.25ms, fps=3268 images/s, loss=0.1267, top1-acc=95.90%, top5-acc=99.96%, remaining_time=0:00:14.569194, arrival_time=2021-04-10 03:55:26.906834, cost_time=0:00:00.783286 2021-04-10 03:55:12,955 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.62ms, fps=4149 images/s, loss=0.1359, top1-acc=95.43%, top5-acc=99.90%, remaining_time=0:00:12.326512, arrival_time=2021-04-10 03:55:25.281654, cost_time=0:00:01.400735 2021-04-10 03:55:13,565 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.44ms, fps=4195 images/s, loss=0.1313, top1-acc=95.59%, top5-acc=99.93%, remaining_time=0:00:11.130632, arrival_time=2021-04-10 03:55:24.696517, cost_time=0:00:02.011553 2021-04-10 03:55:14,178 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.49ms, fps=4182 images/s, loss=0.1340, top1-acc=95.48%, top5-acc=99.93%, remaining_time=0:00:10.233756, arrival_time=2021-04-10 03:55:24.412197, cost_time=0:00:02.624027 2021-04-10 03:55:14,787 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.62ms, fps=4209 images/s, loss=0.1352, top1-acc=95.37%, top5-acc=99.92%, remaining_time=0:00:09.440068, arrival_time=2021-04-10 03:55:24.227308, cost_time=0:00:03.232913 2021-04-10 03:55:15,403 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.81ms, fps=4154 images/s, loss=0.1429, top1-acc=95.15%, top5-acc=99.88%, remaining_time=0:00:08.725488, arrival_time=2021-04-10 03:55:24.129397, cost_time=0:00:03.849509 2021-04-10 03:55:16,019 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.31ms, fps=4165 images/s, loss=0.1457, top1-acc=95.12%, top5-acc=99.89%, remaining_time=0:00:08.036532, arrival_time=2021-04-10 03:55:24.055645, cost_time=0:00:04.464769 2021-04-10 03:55:16,635 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.30ms, fps=4156 images/s, loss=0.1449, top1-acc=95.19%, top5-acc=99.89%, remaining_time=0:00:07.367624, arrival_time=2021-04-10 03:55:24.003138, cost_time=0:00:05.081105 2021-04-10 03:55:17,243 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.38ms, fps=4212 images/s, loss=0.1448, top1-acc=95.22%, top5-acc=99.90%, remaining_time=0:00:06.701002, arrival_time=2021-04-10 03:55:23.944841, cost_time=0:00:05.689503 2021-04-10 03:55:17,857 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.56ms, fps=4178 images/s, loss=0.1469, top1-acc=95.13%, top5-acc=99.89%, remaining_time=0:00:06.050592, arrival_time=2021-04-10 03:55:23.907604, cost_time=0:00:06.302664 2021-04-10 03:55:18,475 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.93ms, fps=4141 images/s, loss=0.1496, top1-acc=95.03%, top5-acc=99.87%, remaining_time=0:00:05.411120, arrival_time=2021-04-10 03:55:23.886797, cost_time=0:00:06.921255 2021-04-10 03:55:19,084 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.41ms, fps=4210 images/s, loss=0.1502, top1-acc=95.04%, top5-acc=99.88%, remaining_time=0:00:04.769000, arrival_time=2021-04-10 03:55:23.853309, cost_time=0:00:07.529971 2021-04-10 03:55:19,695 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.44ms, fps=4209 images/s, loss=0.1513, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:04.133118, arrival_time=2021-04-10 03:55:23.828447, cost_time=0:00:08.140994 2021-04-10 03:55:20,307 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=2.09ms, fps=4188 images/s, loss=0.1516, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:03.501064, arrival_time=2021-04-10 03:55:23.808172, cost_time=0:00:08.752711 2021-04-10 03:55:20,917 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.39ms, fps=4198 images/s, loss=0.1519, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:02.871366, arrival_time=2021-04-10 03:55:23.788811, cost_time=0:00:09.363091 2021-04-10 03:55:21,524 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.38ms, fps=4221 images/s, loss=0.1512, top1-acc=95.01%, top5-acc=99.88%, remaining_time=0:00:02.243268, arrival_time=2021-04-10 03:55:23.767644, cost_time=0:00:09.970043 2021-04-10 03:55:22,139 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.48ms, fps=4163 images/s, loss=0.1516, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:01.618942, arrival_time=2021-04-10 03:55:23.758718, cost_time=0:00:10.585392 2021-04-10 03:55:22,755 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.89ms, fps=4160 images/s, loss=0.1527, top1-acc=94.93%, top5-acc=99.88%, remaining_time=0:00:00.995664, arrival_time=2021-04-10 03:55:23.751327, cost_time=0:00:11.201251 2021-04-10 03:55:23,363 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.33ms, fps=4213 images/s, loss=0.1532, top1-acc=94.92%, top5-acc=99.88%, remaining_time=0:00:00.372930, arrival_time=2021-04-10 03:55:23.736736, cost_time=0:00:11.809483 2021-04-10 03:55:23,695 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=0.05ms, fps=4102 images/s, loss=0.1540, top1-acc=94.89%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:23.695718, cost_time=0:00:12.141406 2021-04-10 03:55:24,031 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.80ms, fps=7650 images/s, loss=0.4400, top1-acc=86.60%, top5-acc=99.37%, remaining_time=0:00:01.003800, arrival_time=2021-04-10 03:55:25.034950, cost_time=0:00:00.334600 2021-04-10 03:55:24,268 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.56ms, fps=10826 images/s, loss=0.4460, top1-acc=86.87%, top5-acc=99.28%, remaining_time=0:00:00.571500, arrival_time=2021-04-10 03:55:24.839492, cost_time=0:00:00.571492 2021-04-10 03:55:24,500 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=2.19ms, fps=11039 images/s, loss=0.4525, top1-acc=86.73%, top5-acc=99.21%, remaining_time=0:00:00.267900, arrival_time=2021-04-10 03:55:24.768113, cost_time=0:00:00.803712 2021-04-10 03:55:24,707 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.05ms, fps=11186 images/s, loss=0.4613, top1-acc=86.56%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:24.707914, cost_time=0:00:01.011436 2021-04-10 03:55:25,260 INFO : Epoch=0109 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:20:58.200671, arrival_time=2021-04-10 04:16:23.461512, cost_time=0:25:07.075479 2021-04-10 03:55:25,261 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 03:55:26,103 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.37ms, fps=3043 images/s, loss=0.1634, top1-acc=94.61%, top5-acc=99.88%, remaining_time=0:00:15.648180, arrival_time=2021-04-10 03:55:41.751265, cost_time=0:00:00.841298 2021-04-10 03:55:26,710 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.50ms, fps=4221 images/s, loss=0.1588, top1-acc=94.88%, top5-acc=99.90%, remaining_time=0:00:12.746272, arrival_time=2021-04-10 03:55:39.456426, cost_time=0:00:01.448448 2021-04-10 03:55:27,318 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.32ms, fps=4209 images/s, loss=0.1572, top1-acc=95.00%, top5-acc=99.90%, remaining_time=0:00:11.381956, arrival_time=2021-04-10 03:55:38.700712, cost_time=0:00:02.056982 2021-04-10 03:55:27,939 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.37ms, fps=4126 images/s, loss=0.1566, top1-acc=95.05%, top5-acc=99.89%, remaining_time=0:00:10.444044, arrival_time=2021-04-10 03:55:38.383723, cost_time=0:00:02.677978 2021-04-10 03:55:28,548 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.48ms, fps=4208 images/s, loss=0.1521, top1-acc=95.12%, top5-acc=99.91%, remaining_time=0:00:09.597018, arrival_time=2021-04-10 03:55:38.145434, cost_time=0:00:03.286633 2021-04-10 03:55:29,155 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.42ms, fps=4222 images/s, loss=0.1542, top1-acc=95.01%, top5-acc=99.89%, remaining_time=0:00:08.825312, arrival_time=2021-04-10 03:55:37.980532, cost_time=0:00:03.893512 2021-04-10 03:55:29,765 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.86ms, fps=4198 images/s, loss=0.1540, top1-acc=95.00%, top5-acc=99.89%, remaining_time=0:00:08.106588, arrival_time=2021-04-10 03:55:37.872041, cost_time=0:00:04.503673 2021-04-10 03:55:30,373 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.82ms, fps=4217 images/s, loss=0.1528, top1-acc=95.00%, top5-acc=99.89%, remaining_time=0:00:07.411356, arrival_time=2021-04-10 03:55:37.784360, cost_time=0:00:05.111290 2021-04-10 03:55:30,983 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.85ms, fps=4194 images/s, loss=0.1523, top1-acc=95.05%, top5-acc=99.89%, remaining_time=0:00:06.739374, arrival_time=2021-04-10 03:55:37.723195, cost_time=0:00:05.722121 2021-04-10 03:55:31,593 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.39ms, fps=4201 images/s, loss=0.1536, top1-acc=94.99%, top5-acc=99.89%, remaining_time=0:00:06.078528, arrival_time=2021-04-10 03:55:37.672135, cost_time=0:00:06.331835 2021-04-10 03:55:32,200 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.37ms, fps=4225 images/s, loss=0.1557, top1-acc=94.87%, top5-acc=99.89%, remaining_time=0:00:05.424536, arrival_time=2021-04-10 03:55:37.624559, cost_time=0:00:06.938320 2021-04-10 03:55:32,807 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.34ms, fps=4218 images/s, loss=0.1561, top1-acc=94.91%, top5-acc=99.89%, remaining_time=0:00:04.778880, arrival_time=2021-04-10 03:55:37.586141, cost_time=0:00:07.545566 2021-04-10 03:55:33,420 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.56ms, fps=4180 images/s, loss=0.1553, top1-acc=94.92%, top5-acc=99.89%, remaining_time=0:00:04.141962, arrival_time=2021-04-10 03:55:37.562105, cost_time=0:00:08.158361 2021-04-10 03:55:34,031 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.33ms, fps=4194 images/s, loss=0.1548, top1-acc=94.92%, top5-acc=99.89%, remaining_time=0:00:03.507784, arrival_time=2021-04-10 03:55:37.538898, cost_time=0:00:08.769401 2021-04-10 03:55:34,640 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.45ms, fps=4205 images/s, loss=0.1558, top1-acc=94.91%, top5-acc=99.88%, remaining_time=0:00:02.876058, arrival_time=2021-04-10 03:55:37.516289, cost_time=0:00:09.378515 2021-04-10 03:55:35,256 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.88ms, fps=4155 images/s, loss=0.1545, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:02.248884, arrival_time=2021-04-10 03:55:37.505646, cost_time=0:00:09.995054 2021-04-10 03:55:35,872 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.33ms, fps=4158 images/s, loss=0.1544, top1-acc=94.97%, top5-acc=99.89%, remaining_time=0:00:01.622868, arrival_time=2021-04-10 03:55:37.495755, cost_time=0:00:10.611055 2021-04-10 03:55:36,484 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.32ms, fps=4189 images/s, loss=0.1542, top1-acc=94.99%, top5-acc=99.89%, remaining_time=0:00:00.997584, arrival_time=2021-04-10 03:55:37.482197, cost_time=0:00:11.222881 2021-04-10 03:55:37,096 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.23ms, fps=4188 images/s, loss=0.1559, top1-acc=94.94%, top5-acc=99.89%, remaining_time=0:00:00.373728, arrival_time=2021-04-10 03:55:37.470058, cost_time=0:00:11.834625 2021-04-10 03:55:37,427 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=0.06ms, fps=4113 images/s, loss=0.1558, top1-acc=94.94%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:37.427408, cost_time=0:00:12.165670 2021-04-10 03:55:37,767 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=15.17ms, fps=7546 images/s, loss=0.4879, top1-acc=86.09%, top5-acc=98.98%, remaining_time=0:00:01.017660, arrival_time=2021-04-10 03:55:38.785496, cost_time=0:00:00.339224 2021-04-10 03:55:38,036 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.29ms, fps=9547 images/s, loss=0.5048, top1-acc=85.51%, top5-acc=99.16%, remaining_time=0:00:00.607860, arrival_time=2021-04-10 03:55:38.644284, cost_time=0:00:00.607861 2021-04-10 03:55:38,274 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=3.57ms, fps=10765 images/s, loss=0.5213, top1-acc=85.27%, top5-acc=99.04%, remaining_time=0:00:00.282010, arrival_time=2021-04-10 03:55:38.556605, cost_time=0:00:00.846034 2021-04-10 03:55:38,485 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=11040 images/s, loss=0.5464, top1-acc=84.93%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:38.485065, cost_time=0:00:01.056529 2021-04-10 03:55:39,001 INFO : Epoch=0110 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:20:44.304000, arrival_time=2021-04-10 04:16:23.305360, cost_time=0:25:20.815995 2021-04-10 03:55:39,002 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 03:55:39,803 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.24ms, fps=3196 images/s, loss=0.1592, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:14.897670, arrival_time=2021-04-10 03:55:54.700976, cost_time=0:00:00.800947 2021-04-10 03:55:40,413 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.39ms, fps=4197 images/s, loss=0.1524, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:12.419792, arrival_time=2021-04-10 03:55:52.833531, cost_time=0:00:01.411339 2021-04-10 03:55:41,031 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.95ms, fps=4146 images/s, loss=0.1484, top1-acc=95.12%, top5-acc=99.95%, remaining_time=0:00:11.229236, arrival_time=2021-04-10 03:55:52.261010, cost_time=0:00:02.029386 2021-04-10 03:55:41,641 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.43ms, fps=4203 images/s, loss=0.1495, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:10.292256, arrival_time=2021-04-10 03:55:51.933637, cost_time=0:00:02.639034 2021-04-10 03:55:42,251 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.01ms, fps=4198 images/s, loss=0.1456, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:09.487956, arrival_time=2021-04-10 03:55:51.739632, cost_time=0:00:03.249295 2021-04-10 03:55:42,863 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.37ms, fps=4190 images/s, loss=0.1494, top1-acc=94.99%, top5-acc=99.92%, remaining_time=0:00:08.751192, arrival_time=2021-04-10 03:55:51.614341, cost_time=0:00:03.860806 2021-04-10 03:55:43,472 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.42ms, fps=4207 images/s, loss=0.1495, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:00:08.045604, arrival_time=2021-04-10 03:55:51.517680, cost_time=0:00:04.469755 2021-04-10 03:55:44,081 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.45ms, fps=4206 images/s, loss=0.1493, top1-acc=95.01%, top5-acc=99.92%, remaining_time=0:00:07.364260, arrival_time=2021-04-10 03:55:51.445440, cost_time=0:00:05.078775 2021-04-10 03:55:44,687 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.43ms, fps=4224 images/s, loss=0.1473, top1-acc=95.03%, top5-acc=99.93%, remaining_time=0:00:06.696126, arrival_time=2021-04-10 03:55:51.383833, cost_time=0:00:05.685375 2021-04-10 03:55:45,303 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=2.17ms, fps=4159 images/s, loss=0.1464, top1-acc=95.07%, top5-acc=99.92%, remaining_time=0:00:06.049248, arrival_time=2021-04-10 03:55:51.353133, cost_time=0:00:06.301328 2021-04-10 03:55:45,913 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.54ms, fps=4201 images/s, loss=0.1510, top1-acc=94.94%, top5-acc=99.91%, remaining_time=0:00:05.403466, arrival_time=2021-04-10 03:55:51.317216, cost_time=0:00:06.911413 2021-04-10 03:55:46,521 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.71ms, fps=4212 images/s, loss=0.1508, top1-acc=94.95%, top5-acc=99.90%, remaining_time=0:00:04.762388, arrival_time=2021-04-10 03:55:51.284334, cost_time=0:00:07.519604 2021-04-10 03:55:47,143 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.40ms, fps=4125 images/s, loss=0.1509, top1-acc=94.95%, top5-acc=99.89%, remaining_time=0:00:04.132920, arrival_time=2021-04-10 03:55:51.275943, cost_time=0:00:08.140636 2021-04-10 03:55:47,764 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.39ms, fps=4127 images/s, loss=0.1515, top1-acc=94.97%, top5-acc=99.88%, remaining_time=0:00:03.504592, arrival_time=2021-04-10 03:55:51.268622, cost_time=0:00:08.761525 2021-04-10 03:55:48,387 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=3.27ms, fps=4108 images/s, loss=0.1505, top1-acc=95.01%, top5-acc=99.88%, remaining_time=0:00:02.878174, arrival_time=2021-04-10 03:55:51.265955, cost_time=0:00:09.385387 2021-04-10 03:55:48,998 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.56ms, fps=4197 images/s, loss=0.1507, top1-acc=95.02%, top5-acc=99.88%, remaining_time=0:00:02.249064, arrival_time=2021-04-10 03:55:51.247292, cost_time=0:00:09.995910 2021-04-10 03:55:49,605 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.25ms, fps=4219 images/s, loss=0.1513, top1-acc=95.02%, top5-acc=99.88%, remaining_time=0:00:01.621646, arrival_time=2021-04-10 03:55:51.227118, cost_time=0:00:10.603077 2021-04-10 03:55:50,213 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.35ms, fps=4212 images/s, loss=0.1527, top1-acc=95.00%, top5-acc=99.88%, remaining_time=0:00:00.996576, arrival_time=2021-04-10 03:55:51.210391, cost_time=0:00:11.211403 2021-04-10 03:55:50,821 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.20ms, fps=4215 images/s, loss=0.1532, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:00.373242, arrival_time=2021-04-10 03:55:51.194893, cost_time=0:00:11.819326 2021-04-10 03:55:51,153 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=0.06ms, fps=4102 images/s, loss=0.1528, top1-acc=94.99%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:51.153606, cost_time=0:00:12.151284 2021-04-10 03:55:51,479 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=5.10ms, fps=7879 images/s, loss=0.4160, top1-acc=87.58%, top5-acc=99.26%, remaining_time=0:00:00.974640, arrival_time=2021-04-10 03:55:52.454026, cost_time=0:00:00.324884 2021-04-10 03:55:51,728 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.19ms, fps=10297 images/s, loss=0.4105, top1-acc=87.56%, top5-acc=99.43%, remaining_time=0:00:00.573920, arrival_time=2021-04-10 03:55:52.302345, cost_time=0:00:00.573919 2021-04-10 03:55:51,967 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=4.72ms, fps=10741 images/s, loss=0.4040, top1-acc=87.72%, top5-acc=99.48%, remaining_time=0:00:00.270930, arrival_time=2021-04-10 03:55:52.238178, cost_time=0:00:00.812789 2021-04-10 03:55:52,175 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.05ms, fps=11175 images/s, loss=0.3930, top1-acc=87.81%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:52.175167, cost_time=0:00:01.020744 2021-04-10 03:55:52,670 INFO : Epoch=0111 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:20:30.353266, arrival_time=2021-04-10 04:16:23.024104, cost_time=0:25:34.485488 2021-04-10 03:55:52,671 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 03:55:53,468 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=2.85ms, fps=3212 images/s, loss=0.1213, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:14.823084, arrival_time=2021-04-10 03:56:08.291621, cost_time=0:00:00.796945 2021-04-10 03:55:54,083 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.28ms, fps=4169 images/s, loss=0.1259, top1-acc=95.76%, top5-acc=99.94%, remaining_time=0:00:12.422256, arrival_time=2021-04-10 03:56:06.505396, cost_time=0:00:01.411618 2021-04-10 03:55:54,698 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.98ms, fps=4167 images/s, loss=0.1271, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:11.212968, arrival_time=2021-04-10 03:56:05.910973, cost_time=0:00:02.026444 2021-04-10 03:55:55,311 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.59ms, fps=4177 images/s, loss=0.1268, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:10.295688, arrival_time=2021-04-10 03:56:05.607205, cost_time=0:00:02.639938 2021-04-10 03:55:55,918 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.32ms, fps=4221 images/s, loss=0.1295, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:09.481386, arrival_time=2021-04-10 03:56:05.399949, cost_time=0:00:03.247046 2021-04-10 03:55:56,526 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.41ms, fps=4216 images/s, loss=0.1344, top1-acc=95.62%, top5-acc=99.95%, remaining_time=0:00:08.737184, arrival_time=2021-04-10 03:56:05.263336, cost_time=0:00:03.854648 2021-04-10 03:55:57,139 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.44ms, fps=4180 images/s, loss=0.1397, top1-acc=95.45%, top5-acc=99.92%, remaining_time=0:00:08.041446, arrival_time=2021-04-10 03:56:05.180505, cost_time=0:00:04.467492 2021-04-10 03:55:57,745 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.39ms, fps=4228 images/s, loss=0.1413, top1-acc=95.40%, top5-acc=99.91%, remaining_time=0:00:07.356604, arrival_time=2021-04-10 03:56:05.101624, cost_time=0:00:05.073514 2021-04-10 03:55:58,358 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.51ms, fps=4175 images/s, loss=0.1435, top1-acc=95.30%, top5-acc=99.90%, remaining_time=0:00:06.698140, arrival_time=2021-04-10 03:56:05.056819, cost_time=0:00:05.687094 2021-04-10 03:55:58,967 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.46ms, fps=4211 images/s, loss=0.1424, top1-acc=95.30%, top5-acc=99.89%, remaining_time=0:00:06.043776, arrival_time=2021-04-10 03:56:05.010860, cost_time=0:00:06.295585 2021-04-10 03:55:59,573 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.35ms, fps=4227 images/s, loss=0.1437, top1-acc=95.25%, top5-acc=99.89%, remaining_time=0:00:05.395812, arrival_time=2021-04-10 03:56:04.968878, cost_time=0:00:06.901566 2021-04-10 03:56:00,184 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.67ms, fps=4194 images/s, loss=0.1446, top1-acc=95.22%, top5-acc=99.88%, remaining_time=0:00:04.757828, arrival_time=2021-04-10 03:56:04.941771, cost_time=0:00:07.512368 2021-04-10 03:56:00,802 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.38ms, fps=4144 images/s, loss=0.1439, top1-acc=95.23%, top5-acc=99.89%, remaining_time=0:00:04.127904, arrival_time=2021-04-10 03:56:04.930074, cost_time=0:00:08.130659 2021-04-10 03:56:01,410 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.32ms, fps=4208 images/s, loss=0.1429, top1-acc=95.29%, top5-acc=99.90%, remaining_time=0:00:03.495744, arrival_time=2021-04-10 03:56:04.906645, cost_time=0:00:08.739402 2021-04-10 03:56:02,029 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=5.87ms, fps=4143 images/s, loss=0.1447, top1-acc=95.26%, top5-acc=99.89%, remaining_time=0:00:02.869710, arrival_time=2021-04-10 03:56:04.899025, cost_time=0:00:09.357707 2021-04-10 03:56:02,636 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.34ms, fps=4223 images/s, loss=0.1442, top1-acc=95.27%, top5-acc=99.89%, remaining_time=0:00:02.242044, arrival_time=2021-04-10 03:56:04.878149, cost_time=0:00:09.964592 2021-04-10 03:56:03,244 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.38ms, fps=4208 images/s, loss=0.1453, top1-acc=95.23%, top5-acc=99.89%, remaining_time=0:00:01.617122, arrival_time=2021-04-10 03:56:04.862037, cost_time=0:00:10.573428 2021-04-10 03:56:03,852 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.56ms, fps=4217 images/s, loss=0.1461, top1-acc=95.20%, top5-acc=99.89%, remaining_time=0:00:00.993856, arrival_time=2021-04-10 03:56:04.846232, cost_time=0:00:11.180821 2021-04-10 03:56:04,466 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.12ms, fps=4171 images/s, loss=0.1482, top1-acc=95.15%, top5-acc=99.90%, remaining_time=0:00:00.372474, arrival_time=2021-04-10 03:56:04.839115, cost_time=0:00:11.794961 2021-04-10 03:56:04,800 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=0.06ms, fps=4081 images/s, loss=0.1481, top1-acc=95.14%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:04.800535, cost_time=0:00:12.129037 2021-04-10 03:56:05,112 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=3.47ms, fps=8217 images/s, loss=0.4837, top1-acc=86.91%, top5-acc=99.41%, remaining_time=0:00:00.934650, arrival_time=2021-04-10 03:56:06.047595, cost_time=0:00:00.311551 2021-04-10 03:56:05,346 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.09ms, fps=10968 images/s, loss=0.4798, top1-acc=86.72%, top5-acc=99.45%, remaining_time=0:00:00.545340, arrival_time=2021-04-10 03:56:05.892070, cost_time=0:00:00.545342 2021-04-10 03:56:05,579 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.42ms, fps=10993 images/s, loss=0.4926, top1-acc=86.42%, top5-acc=99.27%, remaining_time=0:00:00.259520, arrival_time=2021-04-10 03:56:05.839457, cost_time=0:00:00.778561 2021-04-10 03:56:05,788 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.05ms, fps=11141 images/s, loss=0.4866, top1-acc=86.67%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:05.788469, cost_time=0:00:00.987110 2021-04-10 03:56:06,727 INFO : Epoch=0112 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:20:16.711584, arrival_time=2021-04-10 04:16:23.438916, cost_time=0:25:48.542002 2021-04-10 03:56:06,727 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 03:56:07,511 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.25ms, fps=3267 images/s, loss=0.1492, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:00:14.572728, arrival_time=2021-04-10 03:56:22.084389, cost_time=0:00:00.783480 2021-04-10 03:56:08,122 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.39ms, fps=4198 images/s, loss=0.1390, top1-acc=95.62%, top5-acc=99.92%, remaining_time=0:00:12.267024, arrival_time=2021-04-10 03:56:20.389083, cost_time=0:00:01.393974 2021-04-10 03:56:08,737 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.71ms, fps=4165 images/s, loss=0.1327, top1-acc=95.85%, top5-acc=99.91%, remaining_time=0:00:11.116356, arrival_time=2021-04-10 03:56:19.853504, cost_time=0:00:02.008992 2021-04-10 03:56:09,347 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=3.37ms, fps=4200 images/s, loss=0.1382, top1-acc=95.58%, top5-acc=99.89%, remaining_time=0:00:10.214568, arrival_time=2021-04-10 03:56:19.561769, cost_time=0:00:02.619131 2021-04-10 03:56:09,955 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.26ms, fps=4212 images/s, loss=0.1410, top1-acc=95.39%, top5-acc=99.91%, remaining_time=0:00:09.423570, arrival_time=2021-04-10 03:56:19.378979, cost_time=0:00:03.227268 2021-04-10 03:56:10,566 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.41ms, fps=4194 images/s, loss=0.1456, top1-acc=95.21%, top5-acc=99.91%, remaining_time=0:00:08.699920, arrival_time=2021-04-10 03:56:19.266210, cost_time=0:00:03.838199 2021-04-10 03:56:11,177 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.38ms, fps=4193 images/s, loss=0.1437, top1-acc=95.28%, top5-acc=99.91%, remaining_time=0:00:08.008560, arrival_time=2021-04-10 03:56:19.185870, cost_time=0:00:04.449227 2021-04-10 03:56:11,795 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.43ms, fps=4143 images/s, loss=0.1451, top1-acc=95.24%, top5-acc=99.91%, remaining_time=0:00:07.348020, arrival_time=2021-04-10 03:56:19.143757, cost_time=0:00:05.067582 2021-04-10 03:56:12,407 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.40ms, fps=4189 images/s, loss=0.1463, top1-acc=95.20%, top5-acc=99.91%, remaining_time=0:00:06.688918, arrival_time=2021-04-10 03:56:19.096279, cost_time=0:00:05.679277 2021-04-10 03:56:13,020 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.44ms, fps=4176 images/s, loss=0.1473, top1-acc=95.22%, top5-acc=99.90%, remaining_time=0:00:06.040896, arrival_time=2021-04-10 03:56:19.061753, cost_time=0:00:06.292639 2021-04-10 03:56:13,636 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.35ms, fps=4165 images/s, loss=0.1448, top1-acc=95.28%, top5-acc=99.90%, remaining_time=0:00:05.400886, arrival_time=2021-04-10 03:56:19.037064, cost_time=0:00:06.908084 2021-04-10 03:56:14,243 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.37ms, fps=4222 images/s, loss=0.1447, top1-acc=95.27%, top5-acc=99.89%, remaining_time=0:00:04.759424, arrival_time=2021-04-10 03:56:19.002391, cost_time=0:00:07.514888 2021-04-10 03:56:14,851 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.47ms, fps=4212 images/s, loss=0.1435, top1-acc=95.31%, top5-acc=99.89%, remaining_time=0:00:04.124076, arrival_time=2021-04-10 03:56:18.975296, cost_time=0:00:08.123137 2021-04-10 03:56:15,460 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.44ms, fps=4202 images/s, loss=0.1432, top1-acc=95.32%, top5-acc=99.89%, remaining_time=0:00:03.493056, arrival_time=2021-04-10 03:56:18.953919, cost_time=0:00:08.732709 2021-04-10 03:56:16,070 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.42ms, fps=4205 images/s, loss=0.1428, top1-acc=95.32%, top5-acc=99.89%, remaining_time=0:00:02.864880, arrival_time=2021-04-10 03:56:18.935025, cost_time=0:00:09.342068 2021-04-10 03:56:16,678 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.52ms, fps=4209 images/s, loss=0.1431, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:00:02.238912, arrival_time=2021-04-10 03:56:18.917700, cost_time=0:00:09.950709 2021-04-10 03:56:17,289 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.49ms, fps=4197 images/s, loss=0.1433, top1-acc=95.34%, top5-acc=99.88%, remaining_time=0:00:01.615224, arrival_time=2021-04-10 03:56:18.904383, cost_time=0:00:10.561087 2021-04-10 03:56:17,898 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.16ms, fps=4207 images/s, loss=0.1432, top1-acc=95.36%, top5-acc=99.88%, remaining_time=0:00:00.992880, arrival_time=2021-04-10 03:56:18.891046, cost_time=0:00:11.169942 2021-04-10 03:56:18,510 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.11ms, fps=4185 images/s, loss=0.1442, top1-acc=95.32%, top5-acc=99.88%, remaining_time=0:00:00.372078, arrival_time=2021-04-10 03:56:18.882553, cost_time=0:00:11.782412 2021-04-10 03:56:18,842 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=0.05ms, fps=4101 images/s, loss=0.1448, top1-acc=95.29%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:18.842410, cost_time=0:00:12.114356 2021-04-10 03:56:19,167 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.28ms, fps=7909 images/s, loss=0.4092, top1-acc=87.81%, top5-acc=99.61%, remaining_time=0:00:00.970920, arrival_time=2021-04-10 03:56:20.137854, cost_time=0:00:00.323640 2021-04-10 03:56:19,401 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.38ms, fps=10939 images/s, loss=0.4264, top1-acc=87.66%, top5-acc=99.45%, remaining_time=0:00:00.558160, arrival_time=2021-04-10 03:56:19.959600, cost_time=0:00:00.558166 2021-04-10 03:56:19,636 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.20ms, fps=10931 images/s, loss=0.4451, top1-acc=86.94%, top5-acc=99.35%, remaining_time=0:00:00.264280, arrival_time=2021-04-10 03:56:19.900349, cost_time=0:00:00.792835 2021-04-10 03:56:19,860 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.05ms, fps=10370 images/s, loss=0.4467, top1-acc=86.80%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:19.860101, cost_time=0:00:01.016890 2021-04-10 03:56:20,339 INFO : Epoch=0113 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:20:02.720712, arrival_time=2021-04-10 04:16:23.060545, cost_time=0:26:02.154504 2021-04-10 03:56:20,340 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 03:56:21,156 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.22ms, fps=3136 images/s, loss=0.1410, top1-acc=95.47%, top5-acc=99.80%, remaining_time=0:00:15.183924, arrival_time=2021-04-10 03:56:36.340792, cost_time=0:00:00.816343 2021-04-10 03:56:21,767 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.50ms, fps=4199 images/s, loss=0.1374, top1-acc=95.37%, top5-acc=99.88%, remaining_time=0:00:12.553552, arrival_time=2021-04-10 03:56:34.320587, cost_time=0:00:01.426535 2021-04-10 03:56:22,376 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.28ms, fps=4203 images/s, loss=0.1352, top1-acc=95.53%, top5-acc=99.88%, remaining_time=0:00:11.266918, arrival_time=2021-04-10 03:56:33.643600, cost_time=0:00:02.036186 2021-04-10 03:56:22,985 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.31ms, fps=4209 images/s, loss=0.1329, top1-acc=95.66%, top5-acc=99.89%, remaining_time=0:00:10.315344, arrival_time=2021-04-10 03:56:33.300781, cost_time=0:00:02.644949 2021-04-10 03:56:23,601 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.39ms, fps=4161 images/s, loss=0.1322, top1-acc=95.57%, top5-acc=99.90%, remaining_time=0:00:09.521244, arrival_time=2021-04-10 03:56:33.122557, cost_time=0:00:03.260709 2021-04-10 03:56:24,220 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=2.04ms, fps=4137 images/s, loss=0.1343, top1-acc=95.53%, top5-acc=99.88%, remaining_time=0:00:08.795664, arrival_time=2021-04-10 03:56:33.016550, cost_time=0:00:03.880430 2021-04-10 03:56:24,845 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.39ms, fps=4103 images/s, loss=0.1350, top1-acc=95.52%, top5-acc=99.89%, remaining_time=0:00:08.108604, arrival_time=2021-04-10 03:56:32.953941, cost_time=0:00:04.504756 2021-04-10 03:56:25,459 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.48ms, fps=4174 images/s, loss=0.1334, top1-acc=95.55%, top5-acc=99.89%, remaining_time=0:00:07.422376, arrival_time=2021-04-10 03:56:32.881700, cost_time=0:00:05.118862 2021-04-10 03:56:26,074 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.49ms, fps=4167 images/s, loss=0.1332, top1-acc=95.59%, top5-acc=99.89%, remaining_time=0:00:06.752942, arrival_time=2021-04-10 03:56:32.827040, cost_time=0:00:05.733651 2021-04-10 03:56:26,690 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.79ms, fps=4157 images/s, loss=0.1326, top1-acc=95.65%, top5-acc=99.89%, remaining_time=0:00:06.095904, arrival_time=2021-04-10 03:56:32.786284, cost_time=0:00:06.349851 2021-04-10 03:56:27,298 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.36ms, fps=4213 images/s, loss=0.1344, top1-acc=95.61%, top5-acc=99.89%, remaining_time=0:00:05.440016, arrival_time=2021-04-10 03:56:32.738589, cost_time=0:00:06.958124 2021-04-10 03:56:27,912 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.43ms, fps=4171 images/s, loss=0.1372, top1-acc=95.56%, top5-acc=99.89%, remaining_time=0:00:04.795752, arrival_time=2021-04-10 03:56:32.708487, cost_time=0:00:07.572285 2021-04-10 03:56:28,522 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.44ms, fps=4200 images/s, loss=0.1384, top1-acc=95.53%, top5-acc=99.90%, remaining_time=0:00:04.154040, arrival_time=2021-04-10 03:56:32.676673, cost_time=0:00:08.182187 2021-04-10 03:56:29,134 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.32ms, fps=4189 images/s, loss=0.1378, top1-acc=95.54%, top5-acc=99.91%, remaining_time=0:00:03.517472, arrival_time=2021-04-10 03:56:32.651721, cost_time=0:00:08.793735 2021-04-10 03:56:29,751 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.82ms, fps=4151 images/s, loss=0.1390, top1-acc=95.52%, top5-acc=99.90%, remaining_time=0:00:02.886040, arrival_time=2021-04-10 03:56:32.637529, cost_time=0:00:09.411041 2021-04-10 03:56:30,359 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.52ms, fps=4213 images/s, loss=0.1395, top1-acc=95.50%, top5-acc=99.91%, remaining_time=0:00:02.254320, arrival_time=2021-04-10 03:56:32.613891, cost_time=0:00:10.019126 2021-04-10 03:56:30,968 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.33ms, fps=4206 images/s, loss=0.1400, top1-acc=95.48%, top5-acc=99.91%, remaining_time=0:00:01.625468, arrival_time=2021-04-10 03:56:32.594073, cost_time=0:00:10.628139 2021-04-10 03:56:31,578 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.51ms, fps=4201 images/s, loss=0.1411, top1-acc=95.45%, top5-acc=99.91%, remaining_time=0:00:00.998928, arrival_time=2021-04-10 03:56:32.577316, cost_time=0:00:11.237865 2021-04-10 03:56:32,189 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.09ms, fps=4191 images/s, loss=0.1426, top1-acc=95.38%, top5-acc=99.91%, remaining_time=0:00:00.374184, arrival_time=2021-04-10 03:56:32.563850, cost_time=0:00:11.849221 2021-04-10 03:56:32,521 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.06ms, fps=4105 images/s, loss=0.1420, top1-acc=95.40%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:32.521346, cost_time=0:00:12.180913 2021-04-10 03:56:32,833 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.19ms, fps=8237 images/s, loss=0.4458, top1-acc=87.03%, top5-acc=99.41%, remaining_time=0:00:00.932370, arrival_time=2021-04-10 03:56:33.765328, cost_time=0:00:00.310790 2021-04-10 03:56:33,064 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.42ms, fps=11079 images/s, loss=0.4477, top1-acc=87.01%, top5-acc=99.32%, remaining_time=0:00:00.542200, arrival_time=2021-04-10 03:56:33.606611, cost_time=0:00:00.542192 2021-04-10 03:56:33,296 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.27ms, fps=11030 images/s, loss=0.4482, top1-acc=87.16%, top5-acc=99.37%, remaining_time=0:00:00.258250, arrival_time=2021-04-10 03:56:33.555178, cost_time=0:00:00.774764 2021-04-10 03:56:33,506 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.05ms, fps=11074 images/s, loss=0.4574, top1-acc=87.29%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:33.506724, cost_time=0:00:00.984579 2021-04-10 03:56:34,004 INFO : Epoch=0114 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:19:48.776108, arrival_time=2021-04-10 04:16:22.780941, cost_time=0:26:15.819496 2021-04-10 03:56:34,005 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 03:56:34,819 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.48ms, fps=3146 images/s, loss=0.1098, top1-acc=96.21%, top5-acc=99.92%, remaining_time=0:00:15.134076, arrival_time=2021-04-10 03:56:49.953263, cost_time=0:00:00.813664 2021-04-10 03:56:35,429 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.31ms, fps=4200 images/s, loss=0.1103, top1-acc=96.31%, top5-acc=99.94%, remaining_time=0:00:12.529440, arrival_time=2021-04-10 03:56:47.958694, cost_time=0:00:01.423798 2021-04-10 03:56:36,040 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.57ms, fps=4190 images/s, loss=0.1161, top1-acc=96.12%, top5-acc=99.96%, remaining_time=0:00:11.261606, arrival_time=2021-04-10 03:56:47.302288, cost_time=0:00:02.035239 2021-04-10 03:56:36,651 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.54ms, fps=4192 images/s, loss=0.1172, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:10.320336, arrival_time=2021-04-10 03:56:46.972039, cost_time=0:00:02.646254 2021-04-10 03:56:37,263 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.31ms, fps=4184 images/s, loss=0.1214, top1-acc=95.95%, top5-acc=99.95%, remaining_time=0:00:09.514820, arrival_time=2021-04-10 03:56:46.778749, cost_time=0:00:03.258476 2021-04-10 03:56:37,875 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.52ms, fps=4187 images/s, loss=0.1283, top1-acc=95.76%, top5-acc=99.93%, remaining_time=0:00:08.772680, arrival_time=2021-04-10 03:56:46.648423, cost_time=0:00:03.870288 2021-04-10 03:56:38,484 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.37ms, fps=4211 images/s, loss=0.1318, top1-acc=95.71%, top5-acc=99.93%, remaining_time=0:00:08.061354, arrival_time=2021-04-10 03:56:46.545504, cost_time=0:00:04.478543 2021-04-10 03:56:39,095 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=4.84ms, fps=4189 images/s, loss=0.1297, top1-acc=95.78%, top5-acc=99.94%, remaining_time=0:00:07.381080, arrival_time=2021-04-10 03:56:46.476935, cost_time=0:00:05.090393 2021-04-10 03:56:39,705 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.48ms, fps=4204 images/s, loss=0.1302, top1-acc=95.75%, top5-acc=99.93%, remaining_time=0:00:06.713086, arrival_time=2021-04-10 03:56:46.418365, cost_time=0:00:05.699828 2021-04-10 03:56:40,320 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.51ms, fps=4166 images/s, loss=0.1331, top1-acc=95.68%, top5-acc=99.92%, remaining_time=0:00:06.062016, arrival_time=2021-04-10 03:56:46.382160, cost_time=0:00:06.314637 2021-04-10 03:56:40,932 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.41ms, fps=4187 images/s, loss=0.1332, top1-acc=95.68%, top5-acc=99.92%, remaining_time=0:00:05.415334, arrival_time=2021-04-10 03:56:46.347333, cost_time=0:00:06.926559 2021-04-10 03:56:41,542 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.52ms, fps=4199 images/s, loss=0.1342, top1-acc=95.64%, top5-acc=99.92%, remaining_time=0:00:04.773256, arrival_time=2021-04-10 03:56:46.315405, cost_time=0:00:07.536695 2021-04-10 03:56:42,154 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=2.00ms, fps=4183 images/s, loss=0.1349, top1-acc=95.58%, top5-acc=99.92%, remaining_time=0:00:04.137210, arrival_time=2021-04-10 03:56:46.291738, cost_time=0:00:08.149072 2021-04-10 03:56:42,769 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.41ms, fps=4167 images/s, loss=0.1366, top1-acc=95.54%, top5-acc=99.93%, remaining_time=0:00:03.505544, arrival_time=2021-04-10 03:56:46.274902, cost_time=0:00:08.763837 2021-04-10 03:56:43,379 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.52ms, fps=4198 images/s, loss=0.1375, top1-acc=95.53%, top5-acc=99.93%, remaining_time=0:00:02.874724, arrival_time=2021-04-10 03:56:46.254344, cost_time=0:00:09.374171 2021-04-10 03:56:43,988 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.41ms, fps=4206 images/s, loss=0.1387, top1-acc=95.47%, top5-acc=99.93%, remaining_time=0:00:02.246220, arrival_time=2021-04-10 03:56:46.234944, cost_time=0:00:09.983268 2021-04-10 03:56:44,594 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.33ms, fps=4232 images/s, loss=0.1403, top1-acc=95.44%, top5-acc=99.93%, remaining_time=0:00:01.619436, arrival_time=2021-04-10 03:56:46.213511, cost_time=0:00:10.588623 2021-04-10 03:56:45,200 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.54ms, fps=4221 images/s, loss=0.1425, top1-acc=95.38%, top5-acc=99.93%, remaining_time=0:00:00.995152, arrival_time=2021-04-10 03:56:46.196085, cost_time=0:00:11.195498 2021-04-10 03:56:45,808 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.11ms, fps=4216 images/s, loss=0.1422, top1-acc=95.38%, top5-acc=99.93%, remaining_time=0:00:00.372732, arrival_time=2021-04-10 03:56:46.181279, cost_time=0:00:11.803098 2021-04-10 03:56:46,138 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=0.05ms, fps=4126 images/s, loss=0.1434, top1-acc=95.36%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:46.138524, cost_time=0:00:12.133088 2021-04-10 03:56:46,455 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.39ms, fps=8105 images/s, loss=0.5282, top1-acc=85.66%, top5-acc=99.45%, remaining_time=0:00:00.947490, arrival_time=2021-04-10 03:56:47.402735, cost_time=0:00:00.315829 2021-04-10 03:56:46,688 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.28ms, fps=11007 images/s, loss=0.5555, top1-acc=84.92%, top5-acc=99.20%, remaining_time=0:00:00.548900, arrival_time=2021-04-10 03:56:47.237159, cost_time=0:00:00.548896 2021-04-10 03:56:46,918 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.74ms, fps=11113 images/s, loss=0.5501, top1-acc=85.10%, top5-acc=99.19%, remaining_time=0:00:00.259860, arrival_time=2021-04-10 03:56:47.178808, cost_time=0:00:00.779572 2021-04-10 03:56:47,128 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.05ms, fps=11064 images/s, loss=0.5237, top1-acc=85.34%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:47.128943, cost_time=0:00:00.989609 2021-04-10 03:56:47,608 INFO : Epoch=0115 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:19:34.791290, arrival_time=2021-04-10 04:16:22.400166, cost_time=0:26:29.423539 2021-04-10 03:56:47,609 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 03:56:48,386 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=2.92ms, fps=3296 images/s, loss=0.1536, top1-acc=94.80%, top5-acc=99.80%, remaining_time=0:00:14.444016, arrival_time=2021-04-10 03:57:02.830155, cost_time=0:00:00.776560 2021-04-10 03:56:48,991 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.52ms, fps=4231 images/s, loss=0.1486, top1-acc=95.16%, top5-acc=99.86%, remaining_time=0:00:12.163184, arrival_time=2021-04-10 03:57:01.154889, cost_time=0:00:01.382180 2021-04-10 03:56:49,600 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.39ms, fps=4206 images/s, loss=0.1412, top1-acc=95.31%, top5-acc=99.87%, remaining_time=0:00:11.018582, arrival_time=2021-04-10 03:57:00.619381, cost_time=0:00:01.991297 2021-04-10 03:56:50,210 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.33ms, fps=4201 images/s, loss=0.1394, top1-acc=95.44%, top5-acc=99.87%, remaining_time=0:00:10.144368, arrival_time=2021-04-10 03:57:00.354969, cost_time=0:00:02.601113 2021-04-10 03:56:50,820 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.41ms, fps=4200 images/s, loss=0.1378, top1-acc=95.42%, top5-acc=99.89%, remaining_time=0:00:09.375974, arrival_time=2021-04-10 03:57:00.196412, cost_time=0:00:03.210937 2021-04-10 03:56:51,431 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.41ms, fps=4195 images/s, loss=0.1351, top1-acc=95.52%, top5-acc=99.90%, remaining_time=0:00:08.662384, arrival_time=2021-04-10 03:57:00.093537, cost_time=0:00:03.821657 2021-04-10 03:56:52,039 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.38ms, fps=4212 images/s, loss=0.1344, top1-acc=95.61%, top5-acc=99.89%, remaining_time=0:00:07.973658, arrival_time=2021-04-10 03:57:00.012946, cost_time=0:00:04.429808 2021-04-10 03:56:52,649 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.28ms, fps=4197 images/s, loss=0.1343, top1-acc=95.64%, top5-acc=99.91%, remaining_time=0:00:07.308232, arrival_time=2021-04-10 03:56:59.957872, cost_time=0:00:05.040149 2021-04-10 03:56:53,255 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.33ms, fps=4226 images/s, loss=0.1340, top1-acc=95.65%, top5-acc=99.91%, remaining_time=0:00:06.650122, arrival_time=2021-04-10 03:56:59.905972, cost_time=0:00:05.646363 2021-04-10 03:56:53,864 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.36ms, fps=4211 images/s, loss=0.1353, top1-acc=95.59%, top5-acc=99.90%, remaining_time=0:00:06.004512, arrival_time=2021-04-10 03:56:59.868683, cost_time=0:00:06.254687 2021-04-10 03:56:54,467 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.23ms, fps=4247 images/s, loss=0.1343, top1-acc=95.61%, top5-acc=99.91%, remaining_time=0:00:05.361498, arrival_time=2021-04-10 03:56:59.828756, cost_time=0:00:06.857763 2021-04-10 03:56:55,073 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.47ms, fps=4223 images/s, loss=0.1341, top1-acc=95.60%, top5-acc=99.92%, remaining_time=0:00:04.727428, arrival_time=2021-04-10 03:56:59.801263, cost_time=0:00:07.464318 2021-04-10 03:56:55,684 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.65ms, fps=4199 images/s, loss=0.1355, top1-acc=95.54%, top5-acc=99.92%, remaining_time=0:00:04.099326, arrival_time=2021-04-10 03:56:59.783306, cost_time=0:00:08.074423 2021-04-10 03:56:56,293 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.34ms, fps=4204 images/s, loss=0.1360, top1-acc=95.56%, top5-acc=99.92%, remaining_time=0:00:03.473568, arrival_time=2021-04-10 03:56:59.767016, cost_time=0:00:08.683947 2021-04-10 03:56:56,907 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.56ms, fps=4174 images/s, loss=0.1368, top1-acc=95.55%, top5-acc=99.91%, remaining_time=0:00:02.851264, arrival_time=2021-04-10 03:56:59.758415, cost_time=0:00:09.297652 2021-04-10 03:56:57,526 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.86ms, fps=4138 images/s, loss=0.1369, top1-acc=95.54%, top5-acc=99.91%, remaining_time=0:00:02.231244, arrival_time=2021-04-10 03:56:59.757426, cost_time=0:00:09.916646 2021-04-10 03:56:58,140 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=2.43ms, fps=4170 images/s, loss=0.1372, top1-acc=95.54%, top5-acc=99.91%, remaining_time=0:00:01.610622, arrival_time=2021-04-10 03:56:59.751178, cost_time=0:00:10.531003 2021-04-10 03:56:58,754 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.37ms, fps=4174 images/s, loss=0.1381, top1-acc=95.55%, top5-acc=99.91%, remaining_time=0:00:00.990688, arrival_time=2021-04-10 03:56:59.745493, cost_time=0:00:11.145260 2021-04-10 03:56:59,364 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.19ms, fps=4203 images/s, loss=0.1377, top1-acc=95.56%, top5-acc=99.92%, remaining_time=0:00:00.371208, arrival_time=2021-04-10 03:56:59.735766, cost_time=0:00:11.754939 2021-04-10 03:56:59,697 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=0.08ms, fps=4097 images/s, loss=0.1367, top1-acc=95.57%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:59.696963, cost_time=0:00:12.087498 2021-04-10 03:57:00,017 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.47ms, fps=8032 images/s, loss=0.5407, top1-acc=85.04%, top5-acc=99.45%, remaining_time=0:00:00.955890, arrival_time=2021-04-10 03:57:00.972825, cost_time=0:00:00.318626 2021-04-10 03:57:00,259 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=6.16ms, fps=10633 images/s, loss=0.5505, top1-acc=85.06%, top5-acc=99.24%, remaining_time=0:00:00.561180, arrival_time=2021-04-10 03:57:00.820155, cost_time=0:00:00.561175 2021-04-10 03:57:00,490 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.43ms, fps=11094 images/s, loss=0.5645, top1-acc=84.86%, top5-acc=99.13%, remaining_time=0:00:00.264130, arrival_time=2021-04-10 03:57:00.754296, cost_time=0:00:00.792389 2021-04-10 03:57:00,701 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.06ms, fps=10977 images/s, loss=0.5747, top1-acc=85.09%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:00.701882, cost_time=0:00:01.004143 2021-04-10 03:57:01,207 INFO : Epoch=0116 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:19:20.809356, arrival_time=2021-04-10 04:16:22.017115, cost_time=0:26:43.022412 2021-04-10 03:57:01,208 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:57:02,009 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=2.47ms, fps=3195 images/s, loss=0.1440, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:14.905110, arrival_time=2021-04-10 03:57:16.914980, cost_time=0:00:00.801348 2021-04-10 03:57:02,623 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.37ms, fps=4174 images/s, loss=0.1320, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:12.455520, arrival_time=2021-04-10 03:57:15.079339, cost_time=0:00:01.415392 2021-04-10 03:57:03,243 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=2.32ms, fps=4133 images/s, loss=0.1310, top1-acc=95.89%, top5-acc=99.93%, remaining_time=0:00:11.261938, arrival_time=2021-04-10 03:57:14.505677, cost_time=0:00:02.035277 2021-04-10 03:57:03,863 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.32ms, fps=4136 images/s, loss=0.1271, top1-acc=96.08%, top5-acc=99.94%, remaining_time=0:00:10.353720, arrival_time=2021-04-10 03:57:14.217019, cost_time=0:00:02.654783 2021-04-10 03:57:04,476 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.41ms, fps=4178 images/s, loss=0.1253, top1-acc=96.15%, top5-acc=99.92%, remaining_time=0:00:09.543144, arrival_time=2021-04-10 03:57:14.019747, cost_time=0:00:03.268194 2021-04-10 03:57:05,083 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.49ms, fps=4219 images/s, loss=0.1220, top1-acc=96.13%, top5-acc=99.93%, remaining_time=0:00:08.784104, arrival_time=2021-04-10 03:57:13.867855, cost_time=0:00:03.875342 2021-04-10 03:57:05,695 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.32ms, fps=4191 images/s, loss=0.1236, top1-acc=96.05%, top5-acc=99.94%, remaining_time=0:00:08.075718, arrival_time=2021-04-10 03:57:13.770776, cost_time=0:00:04.486539 2021-04-10 03:57:06,308 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.32ms, fps=4177 images/s, loss=0.1252, top1-acc=95.96%, top5-acc=99.94%, remaining_time=0:00:07.395232, arrival_time=2021-04-10 03:57:13.703820, cost_time=0:00:05.100178 2021-04-10 03:57:06,914 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.51ms, fps=4229 images/s, loss=0.1286, top1-acc=95.86%, top5-acc=99.93%, remaining_time=0:00:06.720188, arrival_time=2021-04-10 03:57:13.634447, cost_time=0:00:05.705862 2021-04-10 03:57:07,521 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.63ms, fps=4222 images/s, loss=0.1288, top1-acc=95.84%, top5-acc=99.93%, remaining_time=0:00:06.060000, arrival_time=2021-04-10 03:57:13.580987, cost_time=0:00:06.312495 2021-04-10 03:57:08,128 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.47ms, fps=4220 images/s, loss=0.1302, top1-acc=95.76%, top5-acc=99.92%, remaining_time=0:00:05.409916, arrival_time=2021-04-10 03:57:13.538007, cost_time=0:00:06.919674 2021-04-10 03:57:08,734 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.49ms, fps=4224 images/s, loss=0.1299, top1-acc=95.76%, top5-acc=99.93%, remaining_time=0:00:04.766568, arrival_time=2021-04-10 03:57:13.501080, cost_time=0:00:07.526106 2021-04-10 03:57:09,345 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.64ms, fps=4196 images/s, loss=0.1306, top1-acc=95.75%, top5-acc=99.93%, remaining_time=0:00:04.130874, arrival_time=2021-04-10 03:57:13.475927, cost_time=0:00:08.136633 2021-04-10 03:57:09,959 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.85ms, fps=4169 images/s, loss=0.1299, top1-acc=95.76%, top5-acc=99.92%, remaining_time=0:00:03.500448, arrival_time=2021-04-10 03:57:13.460141, cost_time=0:00:08.751157 2021-04-10 03:57:10,576 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.39ms, fps=4161 images/s, loss=0.1319, top1-acc=95.70%, top5-acc=99.92%, remaining_time=0:00:02.872700, arrival_time=2021-04-10 03:57:13.448688, cost_time=0:00:09.367573 2021-04-10 03:57:11,185 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.34ms, fps=4203 images/s, loss=0.1318, top1-acc=95.69%, top5-acc=99.92%, remaining_time=0:00:02.244816, arrival_time=2021-04-10 03:57:13.430233, cost_time=0:00:09.976998 2021-04-10 03:57:11,798 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.70ms, fps=4178 images/s, loss=0.1316, top1-acc=95.69%, top5-acc=99.92%, remaining_time=0:00:01.619670, arrival_time=2021-04-10 03:57:13.418197, cost_time=0:00:10.590066 2021-04-10 03:57:12,411 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.92ms, fps=4183 images/s, loss=0.1323, top1-acc=95.68%, top5-acc=99.93%, remaining_time=0:00:00.995776, arrival_time=2021-04-10 03:57:13.406744, cost_time=0:00:11.202558 2021-04-10 03:57:13,022 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.17ms, fps=4192 images/s, loss=0.1335, top1-acc=95.67%, top5-acc=99.92%, remaining_time=0:00:00.373062, arrival_time=2021-04-10 03:57:13.395132, cost_time=0:00:11.813604 2021-04-10 03:57:13,354 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=0.05ms, fps=4091 images/s, loss=0.1340, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:13.354949, cost_time=0:00:12.146552 2021-04-10 03:57:13,717 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=2.56ms, fps=7079 images/s, loss=0.5279, top1-acc=85.62%, top5-acc=98.98%, remaining_time=0:00:01.084830, arrival_time=2021-04-10 03:57:14.802304, cost_time=0:00:00.361607 2021-04-10 03:57:13,957 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.42ms, fps=10687 images/s, loss=0.5053, top1-acc=86.04%, top5-acc=99.32%, remaining_time=0:00:00.601660, arrival_time=2021-04-10 03:57:14.559179, cost_time=0:00:00.601660 2021-04-10 03:57:14,204 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=0.17ms, fps=10377 images/s, loss=0.5056, top1-acc=86.03%, top5-acc=99.30%, remaining_time=0:00:00.282950, arrival_time=2021-04-10 03:57:14.487623, cost_time=0:00:00.848837 2021-04-10 03:57:14,414 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.05ms, fps=11061 images/s, loss=0.4985, top1-acc=85.93%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:14.414830, cost_time=0:00:01.059048 2021-04-10 03:57:14,920 INFO : Epoch=0117 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:19:06.914750, arrival_time=2021-04-10 04:16:21.835288, cost_time=0:26:56.735193 2021-04-10 03:57:14,921 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:57:15,744 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.24ms, fps=3111 images/s, loss=0.1380, top1-acc=95.27%, top5-acc=99.77%, remaining_time=0:00:15.306126, arrival_time=2021-04-10 03:57:31.050300, cost_time=0:00:00.822909 2021-04-10 03:57:16,352 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.65ms, fps=4215 images/s, loss=0.1290, top1-acc=95.68%, top5-acc=99.80%, remaining_time=0:00:12.592272, arrival_time=2021-04-10 03:57:28.944356, cost_time=0:00:01.430931 2021-04-10 03:57:16,963 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.47ms, fps=4190 images/s, loss=0.1277, top1-acc=95.81%, top5-acc=99.86%, remaining_time=0:00:11.300616, arrival_time=2021-04-10 03:57:28.264121, cost_time=0:00:02.042275 2021-04-10 03:57:17,571 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.41ms, fps=4214 images/s, loss=0.1329, top1-acc=95.67%, top5-acc=99.89%, remaining_time=0:00:10.336560, arrival_time=2021-04-10 03:57:27.908116, cost_time=0:00:02.650396 2021-04-10 03:57:18,180 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.60ms, fps=4208 images/s, loss=0.1309, top1-acc=95.72%, top5-acc=99.90%, remaining_time=0:00:09.516864, arrival_time=2021-04-10 03:57:27.697302, cost_time=0:00:03.259212 2021-04-10 03:57:18,789 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.36ms, fps=4204 images/s, loss=0.1331, top1-acc=95.61%, top5-acc=99.90%, remaining_time=0:00:08.769280, arrival_time=2021-04-10 03:57:27.559234, cost_time=0:00:03.868792 2021-04-10 03:57:19,398 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.96ms, fps=4213 images/s, loss=0.1316, top1-acc=95.66%, top5-acc=99.88%, remaining_time=0:00:08.058330, arrival_time=2021-04-10 03:57:27.456420, cost_time=0:00:04.476878 2021-04-10 03:57:20,007 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.31ms, fps=4206 images/s, loss=0.1301, top1-acc=95.73%, top5-acc=99.87%, remaining_time=0:00:07.374700, arrival_time=2021-04-10 03:57:27.381893, cost_time=0:00:05.086032 2021-04-10 03:57:20,613 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.38ms, fps=4229 images/s, loss=0.1291, top1-acc=95.76%, top5-acc=99.88%, remaining_time=0:00:06.703652, arrival_time=2021-04-10 03:57:27.316619, cost_time=0:00:05.691808 2021-04-10 03:57:21,224 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.34ms, fps=4192 images/s, loss=0.1286, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:06.050688, arrival_time=2021-04-10 03:57:27.274746, cost_time=0:00:06.302823 2021-04-10 03:57:21,833 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.39ms, fps=4202 images/s, loss=0.1304, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:05.404412, arrival_time=2021-04-10 03:57:27.238246, cost_time=0:00:06.912659 2021-04-10 03:57:22,445 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.39ms, fps=4192 images/s, loss=0.1312, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:04.765124, arrival_time=2021-04-10 03:57:27.210111, cost_time=0:00:07.523822 2021-04-10 03:57:23,057 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.93ms, fps=4182 images/s, loss=0.1320, top1-acc=95.74%, top5-acc=99.89%, remaining_time=0:00:04.130808, arrival_time=2021-04-10 03:57:27.188426, cost_time=0:00:08.136396 2021-04-10 03:57:23,669 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.61ms, fps=4189 images/s, loss=0.1329, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:03.499216, arrival_time=2021-04-10 03:57:27.168401, cost_time=0:00:08.748010 2021-04-10 03:57:24,275 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.36ms, fps=4225 images/s, loss=0.1329, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:02.868652, arrival_time=2021-04-10 03:57:27.144176, cost_time=0:00:09.354374 2021-04-10 03:57:24,880 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.42ms, fps=4235 images/s, loss=0.1333, top1-acc=95.70%, top5-acc=99.89%, remaining_time=0:00:02.240820, arrival_time=2021-04-10 03:57:27.121174, cost_time=0:00:09.959200 2021-04-10 03:57:25,488 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.99ms, fps=4212 images/s, loss=0.1325, top1-acc=95.71%, top5-acc=99.89%, remaining_time=0:00:01.616186, arrival_time=2021-04-10 03:57:27.104883, cost_time=0:00:10.567393 2021-04-10 03:57:26,099 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.29ms, fps=4195 images/s, loss=0.1330, top1-acc=95.69%, top5-acc=99.90%, remaining_time=0:00:00.993632, arrival_time=2021-04-10 03:57:27.093140, cost_time=0:00:11.178343 2021-04-10 03:57:26,707 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.08ms, fps=4216 images/s, loss=0.1337, top1-acc=95.67%, top5-acc=99.90%, remaining_time=0:00:00.372192, arrival_time=2021-04-10 03:57:27.079361, cost_time=0:00:11.786011 2021-04-10 03:57:27,038 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.08ms, fps=4108 images/s, loss=0.1336, top1-acc=95.67%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:27.038596, cost_time=0:00:12.117453 2021-04-10 03:57:27,367 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.20ms, fps=7795 images/s, loss=0.4275, top1-acc=87.66%, top5-acc=99.41%, remaining_time=0:00:00.985170, arrival_time=2021-04-10 03:57:28.353095, cost_time=0:00:00.328392 2021-04-10 03:57:27,622 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=0.21ms, fps=10059 images/s, loss=0.4209, top1-acc=87.95%, top5-acc=99.32%, remaining_time=0:00:00.583380, arrival_time=2021-04-10 03:57:28.206238, cost_time=0:00:00.583377 2021-04-10 03:57:27,866 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=0.23ms, fps=10540 images/s, loss=0.4203, top1-acc=87.96%, top5-acc=99.39%, remaining_time=0:00:00.275530, arrival_time=2021-04-10 03:57:28.141583, cost_time=0:00:00.826589 2021-04-10 03:57:28,073 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.05ms, fps=11176 images/s, loss=0.4189, top1-acc=88.19%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:28.073947, cost_time=0:00:01.034490 2021-04-10 03:57:28,584 INFO : Epoch=0118 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:18:52.989080, arrival_time=2021-04-10 04:16:21.573300, cost_time=0:27:10.398886 2021-04-10 03:57:28,589 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:57:29,443 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.21ms, fps=2999 images/s, loss=0.1473, top1-acc=94.92%, top5-acc=99.88%, remaining_time=0:00:15.877518, arrival_time=2021-04-10 03:57:45.320492, cost_time=0:00:00.853633 2021-04-10 03:57:30,055 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.34ms, fps=4186 images/s, loss=0.1535, top1-acc=94.88%, top5-acc=99.90%, remaining_time=0:00:12.897984, arrival_time=2021-04-10 03:57:42.953046, cost_time=0:00:01.465679 2021-04-10 03:57:30,664 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.64ms, fps=4202 images/s, loss=0.1404, top1-acc=95.40%, top5-acc=99.90%, remaining_time=0:00:11.484544, arrival_time=2021-04-10 03:57:42.149393, cost_time=0:00:02.075531 2021-04-10 03:57:31,276 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.59ms, fps=4189 images/s, loss=0.1353, top1-acc=95.58%, top5-acc=99.92%, remaining_time=0:00:10.479144, arrival_time=2021-04-10 03:57:41.755684, cost_time=0:00:02.686942 2021-04-10 03:57:31,889 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.40ms, fps=4180 images/s, loss=0.1346, top1-acc=95.55%, top5-acc=99.93%, remaining_time=0:00:09.637022, arrival_time=2021-04-10 03:57:41.526680, cost_time=0:00:03.300348 2021-04-10 03:57:32,498 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.77ms, fps=4205 images/s, loss=0.1315, top1-acc=95.68%, top5-acc=99.93%, remaining_time=0:00:08.861488, arrival_time=2021-04-10 03:57:41.360350, cost_time=0:00:03.909481 2021-04-10 03:57:33,108 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.39ms, fps=4201 images/s, loss=0.1294, top1-acc=95.78%, top5-acc=99.93%, remaining_time=0:00:08.134938, arrival_time=2021-04-10 03:57:41.243652, cost_time=0:00:04.519401 2021-04-10 03:57:33,714 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.49ms, fps=4229 images/s, loss=0.1265, top1-acc=95.87%, top5-acc=99.94%, remaining_time=0:00:07.431424, arrival_time=2021-04-10 03:57:41.146005, cost_time=0:00:05.125128 2021-04-10 03:57:34,325 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.34ms, fps=4192 images/s, loss=0.1272, top1-acc=95.84%, top5-acc=99.94%, remaining_time=0:00:06.756440, arrival_time=2021-04-10 03:57:41.082328, cost_time=0:00:05.736581 2021-04-10 03:57:34,936 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.45ms, fps=4193 images/s, loss=0.1276, top1-acc=95.84%, top5-acc=99.93%, remaining_time=0:00:06.093696, arrival_time=2021-04-10 03:57:41.030580, cost_time=0:00:06.347584 2021-04-10 03:57:35,549 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.41ms, fps=4185 images/s, loss=0.1309, top1-acc=95.74%, top5-acc=99.92%, remaining_time=0:00:05.441220, arrival_time=2021-04-10 03:57:40.990318, cost_time=0:00:06.959648 2021-04-10 03:57:36,163 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.36ms, fps=4174 images/s, loss=0.1312, top1-acc=95.75%, top5-acc=99.93%, remaining_time=0:00:04.796664, arrival_time=2021-04-10 03:57:40.959728, cost_time=0:00:07.573739 2021-04-10 03:57:36,772 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.29ms, fps=4202 images/s, loss=0.1338, top1-acc=95.64%, top5-acc=99.92%, remaining_time=0:00:04.154634, arrival_time=2021-04-10 03:57:40.927289, cost_time=0:00:08.183347 2021-04-10 03:57:37,384 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.58ms, fps=4185 images/s, loss=0.1337, top1-acc=95.64%, top5-acc=99.93%, remaining_time=0:00:03.518144, arrival_time=2021-04-10 03:57:40.902905, cost_time=0:00:08.795417 2021-04-10 03:57:38,005 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.48ms, fps=4132 images/s, loss=0.1334, top1-acc=95.64%, top5-acc=99.92%, remaining_time=0:00:02.887420, arrival_time=2021-04-10 03:57:40.892347, cost_time=0:00:09.415562 2021-04-10 03:57:38,613 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.36ms, fps=4208 images/s, loss=0.1347, top1-acc=95.60%, top5-acc=99.92%, remaining_time=0:00:02.255472, arrival_time=2021-04-10 03:57:40.869224, cost_time=0:00:10.024398 2021-04-10 03:57:39,224 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.52ms, fps=4195 images/s, loss=0.1349, top1-acc=95.60%, top5-acc=99.91%, remaining_time=0:00:01.626534, arrival_time=2021-04-10 03:57:40.850953, cost_time=0:00:10.635105 2021-04-10 03:57:39,834 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.61ms, fps=4196 images/s, loss=0.1345, top1-acc=95.60%, top5-acc=99.91%, remaining_time=0:00:00.999616, arrival_time=2021-04-10 03:57:40.834553, cost_time=0:00:11.245644 2021-04-10 03:57:40,444 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.17ms, fps=4200 images/s, loss=0.1349, top1-acc=95.57%, top5-acc=99.91%, remaining_time=0:00:00.374388, arrival_time=2021-04-10 03:57:40.819309, cost_time=0:00:11.855559 2021-04-10 03:57:40,781 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.09ms, fps=4052 images/s, loss=0.1339, top1-acc=95.59%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:40.781036, cost_time=0:00:12.191705 2021-04-10 03:57:41,144 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=7073 images/s, loss=0.4094, top1-acc=88.16%, top5-acc=99.30%, remaining_time=0:00:01.085790, arrival_time=2021-04-10 03:57:42.229972, cost_time=0:00:00.361931 2021-04-10 03:57:41,403 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.18ms, fps=9904 images/s, loss=0.4414, top1-acc=87.62%, top5-acc=99.32%, remaining_time=0:00:00.620880, arrival_time=2021-04-10 03:57:42.023965, cost_time=0:00:00.620878 2021-04-10 03:57:41,633 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.32ms, fps=11110 images/s, loss=0.4258, top1-acc=87.96%, top5-acc=99.39%, remaining_time=0:00:00.283870, arrival_time=2021-04-10 03:57:41.917686, cost_time=0:00:00.851603 2021-04-10 03:57:41,843 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=11063 images/s, loss=0.4354, top1-acc=87.82%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:41.843819, cost_time=0:00:01.061633 2021-04-10 03:57:42,320 INFO : Epoch=0119 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:18:39.117303, arrival_time=2021-04-10 04:16:21.437944, cost_time=0:27:24.135281 2021-04-10 03:57:42,321 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:57:43,164 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.22ms, fps=3037 images/s, loss=0.1299, top1-acc=95.35%, top5-acc=99.88%, remaining_time=0:00:15.676824, arrival_time=2021-04-10 03:57:58.841434, cost_time=0:00:00.842838 2021-04-10 03:57:43,782 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.53ms, fps=4148 images/s, loss=0.1300, top1-acc=95.41%, top5-acc=99.94%, remaining_time=0:00:12.855040, arrival_time=2021-04-10 03:57:56.637399, cost_time=0:00:01.460809 2021-04-10 03:57:44,392 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.38ms, fps=4200 images/s, loss=0.1332, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:11.458482, arrival_time=2021-04-10 03:57:55.850849, cost_time=0:00:02.070822 2021-04-10 03:57:45,000 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.31ms, fps=4214 images/s, loss=0.1255, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:10.446852, arrival_time=2021-04-10 03:57:55.447067, cost_time=0:00:02.678685 2021-04-10 03:57:45,607 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.33ms, fps=4215 images/s, loss=0.1239, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:09.596142, arrival_time=2021-04-10 03:57:55.204009, cost_time=0:00:03.286328 2021-04-10 03:57:46,213 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.41ms, fps=4227 images/s, loss=0.1221, top1-acc=95.81%, top5-acc=99.97%, remaining_time=0:00:08.822592, arrival_time=2021-04-10 03:57:55.036466, cost_time=0:00:03.892322 2021-04-10 03:57:46,820 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.37ms, fps=4222 images/s, loss=0.1227, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:08.098272, arrival_time=2021-04-10 03:57:54.918842, cost_time=0:00:04.499028 2021-04-10 03:57:47,428 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.36ms, fps=4211 images/s, loss=0.1235, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:07.405556, arrival_time=2021-04-10 03:57:54.834451, cost_time=0:00:05.107284 2021-04-10 03:57:48,037 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.31ms, fps=4214 images/s, loss=0.1226, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:06.731424, arrival_time=2021-04-10 03:57:54.768372, cost_time=0:00:05.715404 2021-04-10 03:57:48,643 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.33ms, fps=4224 images/s, loss=0.1242, top1-acc=95.79%, top5-acc=99.95%, remaining_time=0:00:06.069024, arrival_time=2021-04-10 03:57:54.712452, cost_time=0:00:06.321890 2021-04-10 03:57:49,249 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.39ms, fps=4229 images/s, loss=0.1241, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:05.416194, arrival_time=2021-04-10 03:57:54.665368, cost_time=0:00:06.927642 2021-04-10 03:57:49,861 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.47ms, fps=4187 images/s, loss=0.1240, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:04.775004, arrival_time=2021-04-10 03:57:54.636043, cost_time=0:00:07.539493 2021-04-10 03:57:50,468 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.42ms, fps=4218 images/s, loss=0.1242, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:04.136022, arrival_time=2021-04-10 03:57:54.604328, cost_time=0:00:08.146770 2021-04-10 03:57:51,078 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.41ms, fps=4200 images/s, loss=0.1261, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:03.502632, arrival_time=2021-04-10 03:57:54.580809, cost_time=0:00:08.756637 2021-04-10 03:57:51,687 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.35ms, fps=4207 images/s, loss=0.1273, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:02.872102, arrival_time=2021-04-10 03:57:54.559292, cost_time=0:00:09.365596 2021-04-10 03:57:52,302 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.34ms, fps=4162 images/s, loss=0.1279, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:02.245752, arrival_time=2021-04-10 03:57:54.548493, cost_time=0:00:09.981173 2021-04-10 03:57:52,912 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.30ms, fps=4202 images/s, loss=0.1276, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:01.619774, arrival_time=2021-04-10 03:57:54.532078, cost_time=0:00:10.590774 2021-04-10 03:57:53,525 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=2.11ms, fps=4176 images/s, loss=0.1290, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:00.995936, arrival_time=2021-04-10 03:57:54.521678, cost_time=0:00:11.204204 2021-04-10 03:57:54,137 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.31ms, fps=4190 images/s, loss=0.1284, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:00.373122, arrival_time=2021-04-10 03:57:54.510265, cost_time=0:00:11.815615 2021-04-10 03:57:54,471 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.07ms, fps=4068 images/s, loss=0.1291, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:54.471812, cost_time=0:00:12.150293 2021-04-10 03:57:54,796 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.30ms, fps=7899 images/s, loss=0.4595, top1-acc=86.80%, top5-acc=99.53%, remaining_time=0:00:00.972300, arrival_time=2021-04-10 03:57:55.769056, cost_time=0:00:00.324095 2021-04-10 03:57:55,051 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.28ms, fps=10083 images/s, loss=0.4536, top1-acc=86.84%, top5-acc=99.51%, remaining_time=0:00:00.578400, arrival_time=2021-04-10 03:57:55.629443, cost_time=0:00:00.578408 2021-04-10 03:57:55,282 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=0.23ms, fps=11093 images/s, loss=0.4480, top1-acc=87.02%, top5-acc=99.49%, remaining_time=0:00:00.269830, arrival_time=2021-04-10 03:57:55.552007, cost_time=0:00:00.809502 2021-04-10 03:57:55,492 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.05ms, fps=11030 images/s, loss=0.4335, top1-acc=87.47%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:55.492898, cost_time=0:00:01.020291 2021-04-10 03:57:56,010 INFO : Epoch=0120 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:18:25.216960, arrival_time=2021-04-10 04:16:21.227726, cost_time=0:27:37.825435 2021-04-10 03:57:56,011 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 03:57:56,807 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.25ms, fps=3216 images/s, loss=0.1234, top1-acc=95.62%, top5-acc=100.00%, remaining_time=0:00:14.805228, arrival_time=2021-04-10 03:58:11.612642, cost_time=0:00:00.795975 2021-04-10 03:57:57,420 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.21ms, fps=4180 images/s, loss=0.1260, top1-acc=95.90%, top5-acc=100.00%, remaining_time=0:00:12.399024, arrival_time=2021-04-10 03:58:09.819475, cost_time=0:00:01.408983 2021-04-10 03:57:58,030 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.33ms, fps=4200 images/s, loss=0.1264, top1-acc=95.82%, top5-acc=99.93%, remaining_time=0:00:11.172630, arrival_time=2021-04-10 03:58:09.203165, cost_time=0:00:02.019157 2021-04-10 03:57:58,642 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.58ms, fps=4186 images/s, loss=0.1241, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:00:10.261524, arrival_time=2021-04-10 03:58:08.904075, cost_time=0:00:02.631161 2021-04-10 03:57:59,254 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.58ms, fps=4184 images/s, loss=0.1200, top1-acc=96.02%, top5-acc=99.91%, remaining_time=0:00:09.470874, arrival_time=2021-04-10 03:58:08.725684, cost_time=0:00:03.243429 2021-04-10 03:57:59,863 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.31ms, fps=4207 images/s, loss=0.1217, top1-acc=96.01%, top5-acc=99.91%, remaining_time=0:00:08.732152, arrival_time=2021-04-10 03:58:08.595931, cost_time=0:00:03.852405 2021-04-10 03:58:00,470 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.30ms, fps=4223 images/s, loss=0.1227, top1-acc=95.99%, top5-acc=99.90%, remaining_time=0:00:08.026200, arrival_time=2021-04-10 03:58:08.496594, cost_time=0:00:04.459012 2021-04-10 03:58:01,078 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.50ms, fps=4211 images/s, loss=0.1229, top1-acc=95.95%, top5-acc=99.91%, remaining_time=0:00:07.347672, arrival_time=2021-04-10 03:58:08.426475, cost_time=0:00:05.067396 2021-04-10 03:58:01,688 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.40ms, fps=4205 images/s, loss=0.1214, top1-acc=96.03%, top5-acc=99.91%, remaining_time=0:00:06.685950, arrival_time=2021-04-10 03:58:08.374054, cost_time=0:00:05.676710 2021-04-10 03:58:02,295 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.49ms, fps=4220 images/s, loss=0.1215, top1-acc=96.03%, top5-acc=99.91%, remaining_time=0:00:06.032448, arrival_time=2021-04-10 03:58:08.327644, cost_time=0:00:06.283828 2021-04-10 03:58:02,908 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.89ms, fps=4177 images/s, loss=0.1227, top1-acc=95.97%, top5-acc=99.91%, remaining_time=0:00:05.392200, arrival_time=2021-04-10 03:58:08.300654, cost_time=0:00:06.897045 2021-04-10 03:58:03,523 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.81ms, fps=4167 images/s, loss=0.1223, top1-acc=96.02%, top5-acc=99.92%, remaining_time=0:00:04.757448, arrival_time=2021-04-10 03:58:08.280687, cost_time=0:00:07.511808 2021-04-10 03:58:04,128 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.36ms, fps=4232 images/s, loss=0.1222, top1-acc=96.04%, top5-acc=99.92%, remaining_time=0:00:04.121040, arrival_time=2021-04-10 03:58:08.249624, cost_time=0:00:08.117202 2021-04-10 03:58:04,738 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.39ms, fps=4198 images/s, loss=0.1224, top1-acc=96.03%, top5-acc=99.92%, remaining_time=0:00:03.490984, arrival_time=2021-04-10 03:58:08.229818, cost_time=0:00:08.727466 2021-04-10 03:58:05,346 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.37ms, fps=4216 images/s, loss=0.1233, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:02.862764, arrival_time=2021-04-10 03:58:08.209226, cost_time=0:00:09.335090 2021-04-10 03:58:05,955 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.46ms, fps=4208 images/s, loss=0.1250, top1-acc=95.93%, top5-acc=99.92%, remaining_time=0:00:02.237364, arrival_time=2021-04-10 03:58:08.192526, cost_time=0:00:09.943794 2021-04-10 03:58:06,565 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.39ms, fps=4194 images/s, loss=0.1242, top1-acc=95.94%, top5-acc=99.92%, remaining_time=0:00:01.614210, arrival_time=2021-04-10 03:58:08.180079, cost_time=0:00:10.554503 2021-04-10 03:58:07,172 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.35ms, fps=4220 images/s, loss=0.1240, top1-acc=95.95%, top5-acc=99.92%, remaining_time=0:00:00.992128, arrival_time=2021-04-10 03:58:08.165015, cost_time=0:00:11.161520 2021-04-10 03:58:07,787 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.37ms, fps=4166 images/s, loss=0.1236, top1-acc=95.97%, top5-acc=99.92%, remaining_time=0:00:00.371886, arrival_time=2021-04-10 03:58:08.159564, cost_time=0:00:11.776297 2021-04-10 03:58:08,118 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.06ms, fps=4118 images/s, loss=0.1241, top1-acc=95.97%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:08.118315, cost_time=0:00:12.106952 2021-04-10 03:58:08,429 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.25ms, fps=8251 images/s, loss=0.5013, top1-acc=86.68%, top5-acc=99.37%, remaining_time=0:00:00.930720, arrival_time=2021-04-10 03:58:09.360135, cost_time=0:00:00.310242 2021-04-10 03:58:08,659 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.42ms, fps=11128 images/s, loss=0.4915, top1-acc=86.80%, top5-acc=99.24%, remaining_time=0:00:00.540640, arrival_time=2021-04-10 03:58:09.200461, cost_time=0:00:00.540647 2021-04-10 03:58:08,890 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.18ms, fps=11124 images/s, loss=0.4727, top1-acc=87.12%, top5-acc=99.30%, remaining_time=0:00:00.257040, arrival_time=2021-04-10 03:58:09.147307, cost_time=0:00:00.771120 2021-04-10 03:58:09,099 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.05ms, fps=11098 images/s, loss=0.4730, top1-acc=86.76%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:09.099616, cost_time=0:00:00.980483 2021-04-10 03:58:09,604 INFO : Epoch=0121 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:18:11.257099, arrival_time=2021-04-10 04:16:20.861592, cost_time=0:27:51.419156 2021-04-10 03:58:09,605 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 03:58:10,377 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.29ms, fps=3316 images/s, loss=0.1477, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:14.361432, arrival_time=2021-04-10 03:58:24.738745, cost_time=0:00:00.772117 2021-04-10 03:58:10,987 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.30ms, fps=4196 images/s, loss=0.1356, top1-acc=95.72%, top5-acc=99.94%, remaining_time=0:00:12.168640, arrival_time=2021-04-10 03:58:23.156586, cost_time=0:00:01.382803 2021-04-10 03:58:11,599 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.60ms, fps=4189 images/s, loss=0.1318, top1-acc=95.66%, top5-acc=99.93%, remaining_time=0:00:11.035680, arrival_time=2021-04-10 03:58:22.635286, cost_time=0:00:01.994388 2021-04-10 03:58:12,209 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.58ms, fps=4198 images/s, loss=0.1297, top1-acc=95.75%, top5-acc=99.94%, remaining_time=0:00:10.158564, arrival_time=2021-04-10 03:58:22.368465, cost_time=0:00:02.604775 2021-04-10 03:58:12,818 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.58ms, fps=4213 images/s, loss=0.1281, top1-acc=95.75%, top5-acc=99.95%, remaining_time=0:00:09.381522, arrival_time=2021-04-10 03:58:22.199591, cost_time=0:00:03.212828 2021-04-10 03:58:13,424 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.33ms, fps=4224 images/s, loss=0.1256, top1-acc=95.83%, top5-acc=99.94%, remaining_time=0:00:08.657896, arrival_time=2021-04-10 03:58:22.082679, cost_time=0:00:03.819650 2021-04-10 03:58:14,031 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.53ms, fps=4223 images/s, loss=0.1227, top1-acc=95.97%, top5-acc=99.94%, remaining_time=0:00:07.967232, arrival_time=2021-04-10 03:58:21.998617, cost_time=0:00:04.426267 2021-04-10 03:58:14,644 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.34ms, fps=4179 images/s, loss=0.1222, top1-acc=96.03%, top5-acc=99.94%, remaining_time=0:00:07.306956, arrival_time=2021-04-10 03:58:21.951402, cost_time=0:00:05.039245 2021-04-10 03:58:15,260 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.38ms, fps=4162 images/s, loss=0.1209, top1-acc=96.09%, top5-acc=99.94%, remaining_time=0:00:06.660192, arrival_time=2021-04-10 03:58:21.920177, cost_time=0:00:05.654855 2021-04-10 03:58:15,868 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.42ms, fps=4213 images/s, loss=0.1195, top1-acc=96.12%, top5-acc=99.92%, remaining_time=0:00:06.012288, arrival_time=2021-04-10 03:58:21.880319, cost_time=0:00:06.262832 2021-04-10 03:58:16,480 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.33ms, fps=4184 images/s, loss=0.1200, top1-acc=96.10%, top5-acc=99.92%, remaining_time=0:00:05.375172, arrival_time=2021-04-10 03:58:21.855508, cost_time=0:00:06.875201 2021-04-10 03:58:17,085 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.32ms, fps=4231 images/s, loss=0.1198, top1-acc=96.09%, top5-acc=99.92%, remaining_time=0:00:04.737764, arrival_time=2021-04-10 03:58:21.823539, cost_time=0:00:07.480656 2021-04-10 03:58:17,691 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.36ms, fps=4228 images/s, loss=0.1196, top1-acc=96.10%, top5-acc=99.92%, remaining_time=0:00:04.105464, arrival_time=2021-04-10 03:58:21.797185, cost_time=0:00:08.086527 2021-04-10 03:58:18,310 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=5.12ms, fps=4145 images/s, loss=0.1189, top1-acc=96.13%, top5-acc=99.93%, remaining_time=0:00:03.481912, arrival_time=2021-04-10 03:58:21.791969, cost_time=0:00:08.704786 2021-04-10 03:58:18,932 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.33ms, fps=4114 images/s, loss=0.1202, top1-acc=96.07%, top5-acc=99.92%, remaining_time=0:00:02.860510, arrival_time=2021-04-10 03:58:21.793457, cost_time=0:00:09.327820 2021-04-10 03:58:19,544 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.91ms, fps=4188 images/s, loss=0.1208, top1-acc=96.05%, top5-acc=99.91%, remaining_time=0:00:02.236392, arrival_time=2021-04-10 03:58:21.781101, cost_time=0:00:09.939494 2021-04-10 03:58:20,153 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.49ms, fps=4206 images/s, loss=0.1207, top1-acc=96.06%, top5-acc=99.91%, remaining_time=0:00:01.613352, arrival_time=2021-04-10 03:58:21.767277, cost_time=0:00:10.548791 2021-04-10 03:58:20,772 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.34ms, fps=4141 images/s, loss=0.1217, top1-acc=96.02%, top5-acc=99.91%, remaining_time=0:00:00.992656, arrival_time=2021-04-10 03:58:21.765155, cost_time=0:00:11.167308 2021-04-10 03:58:21,383 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.75ms, fps=4191 images/s, loss=0.1224, top1-acc=96.01%, top5-acc=99.90%, remaining_time=0:00:00.371958, arrival_time=2021-04-10 03:58:21.755772, cost_time=0:00:11.778628 2021-04-10 03:58:21,721 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.09ms, fps=4038 images/s, loss=0.1232, top1-acc=95.99%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:21.721234, cost_time=0:00:12.115986 2021-04-10 03:58:22,068 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=26.43ms, fps=7399 images/s, loss=0.4465, top1-acc=86.45%, top5-acc=99.49%, remaining_time=0:00:01.038000, arrival_time=2021-04-10 03:58:23.106604, cost_time=0:00:00.345998 2021-04-10 03:58:22,306 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.32ms, fps=10793 images/s, loss=0.4444, top1-acc=86.80%, top5-acc=99.51%, remaining_time=0:00:00.583540, arrival_time=2021-04-10 03:58:22.889675, cost_time=0:00:00.583536 2021-04-10 03:58:22,540 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=4.69ms, fps=10918 images/s, loss=0.4459, top1-acc=86.80%, top5-acc=99.48%, remaining_time=0:00:00.272780, arrival_time=2021-04-10 03:58:22.813728, cost_time=0:00:00.818350 2021-04-10 03:58:22,748 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=11201 images/s, loss=0.4273, top1-acc=86.94%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:22.748383, cost_time=0:00:01.025812 2021-04-10 03:58:23,249 INFO : Epoch=0122 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:17:57.335922, arrival_time=2021-04-10 04:16:20.585115, cost_time=0:28:05.063820 2021-04-10 03:58:23,250 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 03:58:24,024 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=2.32ms, fps=3307 images/s, loss=0.1185, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:14.400120, arrival_time=2021-04-10 03:58:38.424511, cost_time=0:00:00.774200 2021-04-10 03:58:24,631 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.62ms, fps=4222 images/s, loss=0.1151, top1-acc=96.25%, top5-acc=99.94%, remaining_time=0:00:12.152272, arrival_time=2021-04-10 03:58:36.783457, cost_time=0:00:01.380947 2021-04-10 03:58:25,236 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.45ms, fps=4234 images/s, loss=0.1075, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:10.989864, arrival_time=2021-04-10 03:58:36.226149, cost_time=0:00:01.986106 2021-04-10 03:58:25,851 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.66ms, fps=4165 images/s, loss=0.1043, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:10.144368, arrival_time=2021-04-10 03:58:35.995719, cost_time=0:00:02.601102 2021-04-10 03:58:26,462 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.33ms, fps=4195 images/s, loss=0.1017, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:09.378894, arrival_time=2021-04-10 03:58:35.841173, cost_time=0:00:03.211941 2021-04-10 03:58:27,075 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.63ms, fps=4177 images/s, loss=0.1061, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:08.671224, arrival_time=2021-04-10 03:58:35.746953, cost_time=0:00:03.825557 2021-04-10 03:58:27,695 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.47ms, fps=4134 images/s, loss=0.1067, top1-acc=96.47%, top5-acc=99.97%, remaining_time=0:00:08.001252, arrival_time=2021-04-10 03:58:35.696581, cost_time=0:00:04.445156 2021-04-10 03:58:28,306 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.51ms, fps=4194 images/s, loss=0.1107, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:07.330968, arrival_time=2021-04-10 03:58:35.637103, cost_time=0:00:05.055878 2021-04-10 03:58:28,914 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.29ms, fps=4213 images/s, loss=0.1128, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:06.671216, arrival_time=2021-04-10 03:58:35.585594, cost_time=0:00:05.664215 2021-04-10 03:58:29,525 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=2.09ms, fps=4193 images/s, loss=0.1150, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:06.024096, arrival_time=2021-04-10 03:58:35.549463, cost_time=0:00:06.275132 2021-04-10 03:58:30,136 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.51ms, fps=4190 images/s, loss=0.1156, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:00:05.384116, arrival_time=2021-04-10 03:58:35.520994, cost_time=0:00:06.886695 2021-04-10 03:58:30,744 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.29ms, fps=4219 images/s, loss=0.1147, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:04.746200, arrival_time=2021-04-10 03:58:35.490353, cost_time=0:00:07.493945 2021-04-10 03:58:31,354 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.47ms, fps=4199 images/s, loss=0.1148, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:04.114374, arrival_time=2021-04-10 03:58:35.468638, cost_time=0:00:08.104053 2021-04-10 03:58:31,974 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.40ms, fps=4129 images/s, loss=0.1153, top1-acc=96.11%, top5-acc=99.95%, remaining_time=0:00:03.489864, arrival_time=2021-04-10 03:58:35.464747, cost_time=0:00:08.724616 2021-04-10 03:58:32,591 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.92ms, fps=4156 images/s, loss=0.1160, top1-acc=96.10%, top5-acc=99.95%, remaining_time=0:00:02.864650, arrival_time=2021-04-10 03:58:35.456060, cost_time=0:00:09.341239 2021-04-10 03:58:33,201 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.38ms, fps=4196 images/s, loss=0.1168, top1-acc=96.08%, top5-acc=99.94%, remaining_time=0:00:02.239128, arrival_time=2021-04-10 03:58:35.441044, cost_time=0:00:09.951758 2021-04-10 03:58:33,810 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.19ms, fps=4209 images/s, loss=0.1175, top1-acc=96.07%, top5-acc=99.94%, remaining_time=0:00:01.615120, arrival_time=2021-04-10 03:58:35.425639, cost_time=0:00:10.560356 2021-04-10 03:58:34,419 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=2.14ms, fps=4210 images/s, loss=0.1176, top1-acc=96.07%, top5-acc=99.93%, remaining_time=0:00:00.992784, arrival_time=2021-04-10 03:58:35.411856, cost_time=0:00:11.168766 2021-04-10 03:58:35,030 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.16ms, fps=4188 images/s, loss=0.1170, top1-acc=96.09%, top5-acc=99.94%, remaining_time=0:00:00.372024, arrival_time=2021-04-10 03:58:35.402975, cost_time=0:00:11.780791 2021-04-10 03:58:35,361 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=0.06ms, fps=4115 images/s, loss=0.1173, top1-acc=96.08%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:35.361808, cost_time=0:00:12.111668 2021-04-10 03:58:35,737 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=2.51ms, fps=6822 images/s, loss=0.5049, top1-acc=86.80%, top5-acc=98.98%, remaining_time=0:00:01.125630, arrival_time=2021-04-10 03:58:36.863506, cost_time=0:00:00.375210 2021-04-10 03:58:35,995 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.19ms, fps=9941 images/s, loss=0.5061, top1-acc=86.60%, top5-acc=98.85%, remaining_time=0:00:00.633180, arrival_time=2021-04-10 03:58:36.628984, cost_time=0:00:00.633189 2021-04-10 03:58:36,242 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.20ms, fps=10409 images/s, loss=0.4945, top1-acc=86.76%, top5-acc=98.95%, remaining_time=0:00:00.293150, arrival_time=2021-04-10 03:58:36.535230, cost_time=0:00:00.879459 2021-04-10 03:58:36,451 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=11097 images/s, loss=0.4967, top1-acc=86.73%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:36.451476, cost_time=0:00:01.088879 2021-04-10 03:58:36,982 INFO : Epoch=0123 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:17:43.474335, arrival_time=2021-04-10 04:16:20.456388, cost_time=0:28:18.796638 2021-04-10 03:58:36,983 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 03:58:37,785 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.47ms, fps=3194 images/s, loss=0.1301, top1-acc=95.47%, top5-acc=99.92%, remaining_time=0:00:14.909388, arrival_time=2021-04-10 03:58:52.694478, cost_time=0:00:00.801581 2021-04-10 03:58:38,396 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.36ms, fps=4194 images/s, loss=0.1271, top1-acc=95.64%, top5-acc=99.94%, remaining_time=0:00:12.428768, arrival_time=2021-04-10 03:58:50.824691, cost_time=0:00:01.412363 2021-04-10 03:58:39,006 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.97ms, fps=4200 images/s, loss=0.1233, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:11.191222, arrival_time=2021-04-10 03:58:50.197268, cost_time=0:00:02.022510 2021-04-10 03:58:39,620 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.28ms, fps=4170 images/s, loss=0.1195, top1-acc=96.03%, top5-acc=99.95%, remaining_time=0:00:10.284300, arrival_time=2021-04-10 03:58:49.904790, cost_time=0:00:02.637003 2021-04-10 03:58:40,232 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.40ms, fps=4185 images/s, loss=0.1183, top1-acc=96.05%, top5-acc=99.95%, remaining_time=0:00:09.487518, arrival_time=2021-04-10 03:58:49.720245, cost_time=0:00:03.249167 2021-04-10 03:58:40,844 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.42ms, fps=4187 images/s, loss=0.1162, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:08.751872, arrival_time=2021-04-10 03:58:49.596490, cost_time=0:00:03.861114 2021-04-10 03:58:41,461 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.41ms, fps=4150 images/s, loss=0.1152, top1-acc=96.08%, top5-acc=99.95%, remaining_time=0:00:08.061102, arrival_time=2021-04-10 03:58:49.523000, cost_time=0:00:04.478415 2021-04-10 03:58:42,075 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.49ms, fps=4179 images/s, loss=0.1147, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:07.382588, arrival_time=2021-04-10 03:58:49.457583, cost_time=0:00:05.091433 2021-04-10 03:58:42,692 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.77ms, fps=4150 images/s, loss=0.1141, top1-acc=96.13%, top5-acc=99.95%, remaining_time=0:00:06.723792, arrival_time=2021-04-10 03:58:49.416183, cost_time=0:00:05.708915 2021-04-10 03:58:43,301 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.47ms, fps=4208 images/s, loss=0.1142, top1-acc=96.16%, top5-acc=99.95%, remaining_time=0:00:06.064992, arrival_time=2021-04-10 03:58:49.366191, cost_time=0:00:06.317713 2021-04-10 03:58:43,923 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.61ms, fps=4120 images/s, loss=0.1141, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:05.425396, arrival_time=2021-04-10 03:58:49.348457, cost_time=0:00:06.939500 2021-04-10 03:58:44,533 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.52ms, fps=4199 images/s, loss=0.1130, top1-acc=96.21%, top5-acc=99.95%, remaining_time=0:00:04.781464, arrival_time=2021-04-10 03:58:49.314657, cost_time=0:00:07.549709 2021-04-10 03:58:45,143 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.47ms, fps=4194 images/s, loss=0.1119, top1-acc=96.25%, top5-acc=99.95%, remaining_time=0:00:04.143018, arrival_time=2021-04-10 03:58:49.286949, cost_time=0:00:08.160443 2021-04-10 03:58:45,751 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.35ms, fps=4220 images/s, loss=0.1132, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:03.506944, arrival_time=2021-04-10 03:58:49.257914, cost_time=0:00:08.767407 2021-04-10 03:58:46,364 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.45ms, fps=4177 images/s, loss=0.1138, top1-acc=96.20%, top5-acc=99.96%, remaining_time=0:00:02.876840, arrival_time=2021-04-10 03:58:49.241295, cost_time=0:00:09.380959 2021-04-10 03:58:46,984 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.44ms, fps=4134 images/s, loss=0.1142, top1-acc=96.18%, top5-acc=99.96%, remaining_time=0:00:02.250144, arrival_time=2021-04-10 03:58:49.234315, cost_time=0:00:10.000687 2021-04-10 03:58:47,600 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=2.18ms, fps=4156 images/s, loss=0.1149, top1-acc=96.16%, top5-acc=99.95%, remaining_time=0:00:01.623778, arrival_time=2021-04-10 03:58:49.224513, cost_time=0:00:10.617083 2021-04-10 03:58:48,213 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.34ms, fps=4180 images/s, loss=0.1145, top1-acc=96.17%, top5-acc=99.95%, remaining_time=0:00:00.998256, arrival_time=2021-04-10 03:58:49.212058, cost_time=0:00:11.230330 2021-04-10 03:58:48,825 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.11ms, fps=4190 images/s, loss=0.1155, top1-acc=96.11%, top5-acc=99.95%, remaining_time=0:00:00.373950, arrival_time=2021-04-10 03:58:49.199206, cost_time=0:00:11.841705 2021-04-10 03:58:49,156 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.06ms, fps=4109 images/s, loss=0.1159, top1-acc=96.10%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:49.156738, cost_time=0:00:12.173285 2021-04-10 03:58:49,490 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=6.45ms, fps=7698 images/s, loss=0.4321, top1-acc=87.70%, top5-acc=99.45%, remaining_time=0:00:00.997620, arrival_time=2021-04-10 03:58:50.487699, cost_time=0:00:00.332539 2021-04-10 03:58:49,721 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.39ms, fps=11067 images/s, loss=0.4280, top1-acc=87.71%, top5-acc=99.45%, remaining_time=0:00:00.564120, arrival_time=2021-04-10 03:58:50.286023, cost_time=0:00:00.564120 2021-04-10 03:58:49,959 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.28ms, fps=10788 images/s, loss=0.4163, top1-acc=88.28%, top5-acc=99.47%, remaining_time=0:00:00.267400, arrival_time=2021-04-10 03:58:50.227190, cost_time=0:00:00.802200 2021-04-10 03:58:50,179 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=10569 images/s, loss=0.4057, top1-acc=88.30%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:50.179740, cost_time=0:00:01.022141 2021-04-10 03:58:50,688 INFO : Epoch=0124 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:17:29.598836, arrival_time=2021-04-10 04:16:20.287601, cost_time=0:28:32.503421 2021-04-10 03:58:50,689 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 03:58:51,488 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.28ms, fps=3204 images/s, loss=0.1113, top1-acc=96.29%, top5-acc=100.00%, remaining_time=0:00:14.859168, arrival_time=2021-04-10 03:59:06.347836, cost_time=0:00:00.798883 2021-04-10 03:58:52,098 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.36ms, fps=4203 images/s, loss=0.1054, top1-acc=96.43%, top5-acc=100.00%, remaining_time=0:00:12.393568, arrival_time=2021-04-10 03:59:04.491769, cost_time=0:00:01.408352 2021-04-10 03:58:52,706 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.95ms, fps=4214 images/s, loss=0.1101, top1-acc=96.32%, top5-acc=100.00%, remaining_time=0:00:11.157690, arrival_time=2021-04-10 03:59:03.863988, cost_time=0:00:02.016454 2021-04-10 03:58:53,316 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.48ms, fps=4202 images/s, loss=0.1125, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:10.242336, arrival_time=2021-04-10 03:59:03.558354, cost_time=0:00:02.626234 2021-04-10 03:58:53,922 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.46ms, fps=4225 images/s, loss=0.1086, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:09.439046, arrival_time=2021-04-10 03:59:03.361456, cost_time=0:00:03.232554 2021-04-10 03:58:54,540 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.40ms, fps=4149 images/s, loss=0.1086, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:08.727120, arrival_time=2021-04-10 03:59:03.267126, cost_time=0:00:03.850177 2021-04-10 03:58:55,156 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.33ms, fps=4156 images/s, loss=0.1060, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:08.040060, arrival_time=2021-04-10 03:59:03.196628, cost_time=0:00:04.466735 2021-04-10 03:58:55,773 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.62ms, fps=4157 images/s, loss=0.1059, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:07.370408, arrival_time=2021-04-10 03:59:03.143357, cost_time=0:00:05.083052 2021-04-10 03:58:56,395 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.45ms, fps=4119 images/s, loss=0.1051, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:06.719658, arrival_time=2021-04-10 03:59:03.114768, cost_time=0:00:05.705345 2021-04-10 03:58:57,008 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.31ms, fps=4176 images/s, loss=0.1080, top1-acc=96.43%, top5-acc=99.97%, remaining_time=0:00:06.065952, arrival_time=2021-04-10 03:59:03.074552, cost_time=0:00:06.318665 2021-04-10 03:58:57,617 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.30ms, fps=4212 images/s, loss=0.1087, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:05.415850, arrival_time=2021-04-10 03:59:03.032888, cost_time=0:00:06.927255 2021-04-10 03:58:58,227 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.52ms, fps=4200 images/s, loss=0.1085, top1-acc=96.46%, top5-acc=99.97%, remaining_time=0:00:04.773560, arrival_time=2021-04-10 03:59:03.000657, cost_time=0:00:07.537245 2021-04-10 03:58:58,836 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.38ms, fps=4202 images/s, loss=0.1088, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:04.136220, arrival_time=2021-04-10 03:59:02.973036, cost_time=0:00:08.147048 2021-04-10 03:58:59,451 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.49ms, fps=4165 images/s, loss=0.1090, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:03.504816, arrival_time=2021-04-10 03:59:02.956671, cost_time=0:00:08.762005 2021-04-10 03:59:00,061 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.42ms, fps=4203 images/s, loss=0.1090, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:02.873988, arrival_time=2021-04-10 03:59:02.935524, cost_time=0:00:09.371762 2021-04-10 03:59:00,673 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.56ms, fps=4186 images/s, loss=0.1090, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:02.246328, arrival_time=2021-04-10 03:59:02.919892, cost_time=0:00:09.983711 2021-04-10 03:59:01,282 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.32ms, fps=4208 images/s, loss=0.1094, top1-acc=96.45%, top5-acc=99.95%, remaining_time=0:00:01.620034, arrival_time=2021-04-10 03:59:02.902421, cost_time=0:00:10.592600 2021-04-10 03:59:01,889 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.56ms, fps=4221 images/s, loss=0.1097, top1-acc=96.43%, top5-acc=99.95%, remaining_time=0:00:00.995504, arrival_time=2021-04-10 03:59:02.884719, cost_time=0:00:11.199438 2021-04-10 03:59:02,499 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.29ms, fps=4200 images/s, loss=0.1105, top1-acc=96.39%, top5-acc=99.95%, remaining_time=0:00:00.372930, arrival_time=2021-04-10 03:59:02.872101, cost_time=0:00:11.809356 2021-04-10 03:59:02,833 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.05ms, fps=4077 images/s, loss=0.1102, top1-acc=96.40%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:02.833184, cost_time=0:00:12.143430 2021-04-10 03:59:03,174 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=7.90ms, fps=7512 images/s, loss=0.4080, top1-acc=88.79%, top5-acc=99.41%, remaining_time=0:00:01.022280, arrival_time=2021-04-10 03:59:04.197064, cost_time=0:00:00.340758 2021-04-10 03:59:03,406 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=2.18ms, fps=11086 images/s, loss=0.4162, top1-acc=88.32%, top5-acc=99.45%, remaining_time=0:00:00.572160, arrival_time=2021-04-10 03:59:03.978313, cost_time=0:00:00.572150 2021-04-10 03:59:03,649 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=0.24ms, fps=10552 images/s, loss=0.4224, top1-acc=88.26%, top5-acc=99.47%, remaining_time=0:00:00.271700, arrival_time=2021-04-10 03:59:03.920807, cost_time=0:00:00.815094 2021-04-10 03:59:03,865 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=10759 images/s, loss=0.4103, top1-acc=88.26%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:03.865200, cost_time=0:00:01.031124 2021-04-10 03:59:04,694 INFO : Epoch=0125 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:17:15.905700, arrival_time=2021-04-10 04:16:20.600588, cost_time=0:28:46.509517 2021-04-10 03:59:04,695 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 03:59:05,483 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.21ms, fps=3249 images/s, loss=0.1006, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:14.654754, arrival_time=2021-04-10 03:59:20.138502, cost_time=0:00:00.787894 2021-04-10 03:59:06,090 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.27ms, fps=4224 images/s, loss=0.0993, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:12.269840, arrival_time=2021-04-10 03:59:18.360107, cost_time=0:00:01.394309 2021-04-10 03:59:06,700 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.32ms, fps=4201 images/s, loss=0.1014, top1-acc=96.50%, top5-acc=99.96%, remaining_time=0:00:11.090958, arrival_time=2021-04-10 03:59:17.791196, cost_time=0:00:02.004386 2021-04-10 03:59:07,311 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.35ms, fps=4195 images/s, loss=0.0995, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:00:10.198656, arrival_time=2021-04-10 03:59:17.509675, cost_time=0:00:02.615056 2021-04-10 03:59:07,933 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.52ms, fps=4116 images/s, loss=0.0986, top1-acc=96.69%, top5-acc=99.95%, remaining_time=0:00:09.454230, arrival_time=2021-04-10 03:59:17.387811, cost_time=0:00:03.237731 2021-04-10 03:59:08,540 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=2.07ms, fps=4224 images/s, loss=0.0991, top1-acc=96.68%, top5-acc=99.95%, remaining_time=0:00:08.713384, arrival_time=2021-04-10 03:59:17.253452, cost_time=0:00:03.844150 2021-04-10 03:59:09,147 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.36ms, fps=4221 images/s, loss=0.0973, top1-acc=96.75%, top5-acc=99.96%, remaining_time=0:00:08.012340, arrival_time=2021-04-10 03:59:17.159479, cost_time=0:00:04.451277 2021-04-10 03:59:09,760 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.48ms, fps=4179 images/s, loss=0.0966, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:00:07.343264, arrival_time=2021-04-10 03:59:17.103583, cost_time=0:00:05.064335 2021-04-10 03:59:10,369 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.53ms, fps=4205 images/s, loss=0.0981, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:00:06.682452, arrival_time=2021-04-10 03:59:17.052059, cost_time=0:00:05.673750 2021-04-10 03:59:10,975 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.34ms, fps=4228 images/s, loss=0.0992, top1-acc=96.71%, top5-acc=99.95%, remaining_time=0:00:06.028416, arrival_time=2021-04-10 03:59:17.003915, cost_time=0:00:06.279648 2021-04-10 03:59:11,584 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.38ms, fps=4205 images/s, loss=0.1007, top1-acc=96.67%, top5-acc=99.95%, remaining_time=0:00:05.385750, arrival_time=2021-04-10 03:59:16.970496, cost_time=0:00:06.888782 2021-04-10 03:59:12,192 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.37ms, fps=4219 images/s, loss=0.1030, top1-acc=96.55%, top5-acc=99.95%, remaining_time=0:00:04.747644, arrival_time=2021-04-10 03:59:16.939754, cost_time=0:00:07.496257 2021-04-10 03:59:12,808 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.31ms, fps=4156 images/s, loss=0.1034, top1-acc=96.58%, top5-acc=99.95%, remaining_time=0:00:04.118730, arrival_time=2021-04-10 03:59:16.927255, cost_time=0:00:08.112661 2021-04-10 03:59:13,418 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.30ms, fps=4200 images/s, loss=0.1049, top1-acc=96.54%, top5-acc=99.95%, remaining_time=0:00:03.489024, arrival_time=2021-04-10 03:59:16.907598, cost_time=0:00:08.722556 2021-04-10 03:59:14,029 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.36ms, fps=4194 images/s, loss=0.1071, top1-acc=96.50%, top5-acc=99.94%, remaining_time=0:00:02.862396, arrival_time=2021-04-10 03:59:16.892087, cost_time=0:00:09.333836 2021-04-10 03:59:14,640 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.62ms, fps=4194 images/s, loss=0.1066, top1-acc=96.54%, top5-acc=99.94%, remaining_time=0:00:02.237544, arrival_time=2021-04-10 03:59:16.878012, cost_time=0:00:09.944623 2021-04-10 03:59:15,250 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=2.02ms, fps=4198 images/s, loss=0.1078, top1-acc=96.51%, top5-acc=99.94%, remaining_time=0:00:01.614262, arrival_time=2021-04-10 03:59:16.864994, cost_time=0:00:10.554750 2021-04-10 03:59:15,864 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.40ms, fps=4177 images/s, loss=0.1078, top1-acc=96.51%, top5-acc=99.94%, remaining_time=0:00:00.992752, arrival_time=2021-04-10 03:59:16.857074, cost_time=0:00:11.168463 2021-04-10 03:59:16,476 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.37ms, fps=4186 images/s, loss=0.1080, top1-acc=96.52%, top5-acc=99.94%, remaining_time=0:00:00.372018, arrival_time=2021-04-10 03:59:16.848376, cost_time=0:00:11.780516 2021-04-10 03:59:16,807 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=0.05ms, fps=4117 images/s, loss=0.1084, top1-acc=96.51%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:16.807028, cost_time=0:00:12.111186 2021-04-10 03:59:17,118 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.28ms, fps=8233 images/s, loss=0.4708, top1-acc=87.15%, top5-acc=99.22%, remaining_time=0:00:00.932850, arrival_time=2021-04-10 03:59:18.051655, cost_time=0:00:00.310947 2021-04-10 03:59:17,350 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.40ms, fps=11057 images/s, loss=0.4676, top1-acc=87.25%, top5-acc=99.41%, remaining_time=0:00:00.542800, arrival_time=2021-04-10 03:59:17.893464, cost_time=0:00:00.542799 2021-04-10 03:59:17,580 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.25ms, fps=11168 images/s, loss=0.4531, top1-acc=87.49%, top5-acc=99.40%, remaining_time=0:00:00.257460, arrival_time=2021-04-10 03:59:17.837688, cost_time=0:00:00.772370 2021-04-10 03:59:17,788 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.05ms, fps=11149 images/s, loss=0.4454, top1-acc=87.53%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:17.788671, cost_time=0:00:00.980781 2021-04-10 03:59:19,204 INFO : Epoch=0126 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:17:02.503510, arrival_time=2021-04-10 04:16:21.708384, cost_time=0:29:01.019523 2021-04-10 03:59:19,205 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 03:59:20,020 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.24ms, fps=3144 images/s, loss=0.1042, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:15.145794, arrival_time=2021-04-10 03:59:35.165754, cost_time=0:00:00.814294 2021-04-10 03:59:20,629 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.32ms, fps=4202 images/s, loss=0.1110, top1-acc=96.46%, top5-acc=99.94%, remaining_time=0:00:12.530848, arrival_time=2021-04-10 03:59:33.160526, cost_time=0:00:01.423957 2021-04-10 03:59:21,236 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.35ms, fps=4219 images/s, loss=0.1102, top1-acc=96.46%, top5-acc=99.95%, remaining_time=0:00:11.239860, arrival_time=2021-04-10 03:59:32.476808, cost_time=0:00:02.031286 2021-04-10 03:59:21,850 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.44ms, fps=4178 images/s, loss=0.1086, top1-acc=96.55%, top5-acc=99.94%, remaining_time=0:00:10.313004, arrival_time=2021-04-10 03:59:32.163107, cost_time=0:00:02.644366 2021-04-10 03:59:22,462 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.40ms, fps=4181 images/s, loss=0.1094, top1-acc=96.55%, top5-acc=99.95%, remaining_time=0:00:09.511316, arrival_time=2021-04-10 03:59:31.974244, cost_time=0:00:03.257275 2021-04-10 03:59:23,073 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.49ms, fps=4196 images/s, loss=0.1092, top1-acc=96.52%, top5-acc=99.95%, remaining_time=0:00:08.766832, arrival_time=2021-04-10 03:59:31.840274, cost_time=0:00:03.867716 2021-04-10 03:59:23,679 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.39ms, fps=4227 images/s, loss=0.1072, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:08.052912, arrival_time=2021-04-10 03:59:31.732441, cost_time=0:00:04.473867 2021-04-10 03:59:24,299 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.27ms, fps=4132 images/s, loss=0.1069, top1-acc=96.65%, top5-acc=99.96%, remaining_time=0:00:07.385952, arrival_time=2021-04-10 03:59:31.685438, cost_time=0:00:05.093744 2021-04-10 03:59:24,912 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.41ms, fps=4182 images/s, loss=0.1076, top1-acc=96.61%, top5-acc=99.96%, remaining_time=0:00:06.720930, arrival_time=2021-04-10 03:59:31.633026, cost_time=0:00:05.706419 2021-04-10 03:59:25,523 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.52ms, fps=4191 images/s, loss=0.1066, top1-acc=96.65%, top5-acc=99.96%, remaining_time=0:00:06.064992, arrival_time=2021-04-10 03:59:31.588311, cost_time=0:00:06.317671 2021-04-10 03:59:26,132 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.36ms, fps=4208 images/s, loss=0.1065, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:05.415162, arrival_time=2021-04-10 03:59:31.547249, cost_time=0:00:06.926342 2021-04-10 03:59:26,747 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.87ms, fps=4164 images/s, loss=0.1073, top1-acc=96.59%, top5-acc=99.95%, remaining_time=0:00:04.776372, arrival_time=2021-04-10 03:59:31.523719, cost_time=0:00:07.541680 2021-04-10 03:59:27,357 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.61ms, fps=4202 images/s, loss=0.1070, top1-acc=96.59%, top5-acc=99.96%, remaining_time=0:00:04.138332, arrival_time=2021-04-10 03:59:31.495312, cost_time=0:00:08.151321 2021-04-10 03:59:27,971 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.59ms, fps=4170 images/s, loss=0.1088, top1-acc=96.53%, top5-acc=99.96%, remaining_time=0:00:03.506216, arrival_time=2021-04-10 03:59:31.477698, cost_time=0:00:08.765582 2021-04-10 03:59:28,586 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.62ms, fps=4169 images/s, loss=0.1094, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:00:02.876702, arrival_time=2021-04-10 03:59:31.462864, cost_time=0:00:09.380498 2021-04-10 03:59:29,204 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.36ms, fps=4162 images/s, loss=0.1093, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:02.249640, arrival_time=2021-04-10 03:59:31.453736, cost_time=0:00:09.998395 2021-04-10 03:59:29,818 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.41ms, fps=4172 images/s, loss=0.1087, top1-acc=96.50%, top5-acc=99.96%, remaining_time=0:00:01.623076, arrival_time=2021-04-10 03:59:31.441201, cost_time=0:00:10.612462 2021-04-10 03:59:30,429 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=2.05ms, fps=4190 images/s, loss=0.1089, top1-acc=96.47%, top5-acc=99.96%, remaining_time=0:00:00.997680, arrival_time=2021-04-10 03:59:31.427274, cost_time=0:00:11.223878 2021-04-10 03:59:31,037 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.10ms, fps=4215 images/s, loss=0.1082, top1-acc=96.50%, top5-acc=99.96%, remaining_time=0:00:00.373638, arrival_time=2021-04-10 03:59:31.411087, cost_time=0:00:11.831794 2021-04-10 03:59:31,368 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=0.05ms, fps=4115 images/s, loss=0.1098, top1-acc=96.47%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:31.368349, cost_time=0:00:12.162707 2021-04-10 03:59:31,725 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.29ms, fps=7195 images/s, loss=0.4451, top1-acc=87.81%, top5-acc=99.06%, remaining_time=0:00:01.067340, arrival_time=2021-04-10 03:59:32.792307, cost_time=0:00:00.355776 2021-04-10 03:59:31,966 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.27ms, fps=10639 images/s, loss=0.4580, top1-acc=87.62%, top5-acc=99.02%, remaining_time=0:00:00.596760, arrival_time=2021-04-10 03:59:32.562718, cost_time=0:00:00.596767 2021-04-10 03:59:32,206 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=4.46ms, fps=10653 images/s, loss=0.4727, top1-acc=87.24%, top5-acc=99.04%, remaining_time=0:00:00.279140, arrival_time=2021-04-10 03:59:32.485788, cost_time=0:00:00.837411 2021-04-10 03:59:32,418 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=10961 images/s, loss=0.4685, top1-acc=87.20%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:32.418721, cost_time=0:00:01.049564 2021-04-10 03:59:33,062 INFO : Epoch=0127 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:16:48.708671, arrival_time=2021-04-10 04:16:21.770779, cost_time=0:29:14.876775 2021-04-10 03:59:33,062 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 03:59:33,835 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=2.02ms, fps=3313 images/s, loss=0.1162, top1-acc=96.21%, top5-acc=99.92%, remaining_time=0:00:14.372220, arrival_time=2021-04-10 03:59:48.207804, cost_time=0:00:00.772702 2021-04-10 03:59:34,453 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.34ms, fps=4145 images/s, loss=0.1163, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:12.242736, arrival_time=2021-04-10 03:59:46.696689, cost_time=0:00:01.391229 2021-04-10 03:59:35,064 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.59ms, fps=4197 images/s, loss=0.1050, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:11.074856, arrival_time=2021-04-10 03:59:46.139131, cost_time=0:00:02.001465 2021-04-10 03:59:35,672 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.28ms, fps=4216 images/s, loss=0.1024, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:10.176036, arrival_time=2021-04-10 03:59:45.848009, cost_time=0:00:02.609246 2021-04-10 03:59:36,287 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.90ms, fps=4164 images/s, loss=0.1013, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:09.415248, arrival_time=2021-04-10 03:59:45.702474, cost_time=0:00:03.224379 2021-04-10 03:59:36,899 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.27ms, fps=4186 images/s, loss=0.1031, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:08.696384, arrival_time=2021-04-10 03:59:45.595784, cost_time=0:00:03.836649 2021-04-10 03:59:37,509 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.35ms, fps=4199 images/s, loss=0.1048, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:08.004150, arrival_time=2021-04-10 03:59:45.513644, cost_time=0:00:04.446769 2021-04-10 03:59:38,118 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.41ms, fps=4208 images/s, loss=0.1055, top1-acc=96.51%, top5-acc=99.96%, remaining_time=0:00:07.330388, arrival_time=2021-04-10 03:59:45.448581, cost_time=0:00:05.055450 2021-04-10 03:59:38,727 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.61ms, fps=4204 images/s, loss=0.1050, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:06.671852, arrival_time=2021-04-10 03:59:45.399385, cost_time=0:00:05.664801 2021-04-10 03:59:39,336 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.43ms, fps=4206 images/s, loss=0.1030, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:06.022848, arrival_time=2021-04-10 03:59:45.359361, cost_time=0:00:06.273751 2021-04-10 03:59:39,943 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.46ms, fps=4220 images/s, loss=0.1029, top1-acc=96.57%, top5-acc=99.96%, remaining_time=0:00:05.379730, arrival_time=2021-04-10 03:59:45.323492, cost_time=0:00:06.881037 2021-04-10 03:59:40,558 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.43ms, fps=4165 images/s, loss=0.1026, top1-acc=96.59%, top5-acc=99.95%, remaining_time=0:00:04.747492, arrival_time=2021-04-10 03:59:45.306324, cost_time=0:00:07.496090 2021-04-10 03:59:41,166 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.47ms, fps=4216 images/s, loss=0.1029, top1-acc=96.56%, top5-acc=99.95%, remaining_time=0:00:04.114242, arrival_time=2021-04-10 03:59:45.280756, cost_time=0:00:08.103773 2021-04-10 03:59:41,775 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.44ms, fps=4204 images/s, loss=0.1034, top1-acc=96.56%, top5-acc=99.94%, remaining_time=0:00:03.485216, arrival_time=2021-04-10 03:59:45.260981, cost_time=0:00:08.713045 2021-04-10 03:59:42,383 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.46ms, fps=4219 images/s, loss=0.1025, top1-acc=96.58%, top5-acc=99.95%, remaining_time=0:00:02.858164, arrival_time=2021-04-10 03:59:45.241106, cost_time=0:00:09.320139 2021-04-10 03:59:42,990 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.36ms, fps=4215 images/s, loss=0.1026, top1-acc=96.56%, top5-acc=99.95%, remaining_time=0:00:02.233836, arrival_time=2021-04-10 03:59:45.224700, cost_time=0:00:09.928118 2021-04-10 03:59:43,600 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.67ms, fps=4205 images/s, loss=0.1028, top1-acc=96.55%, top5-acc=99.95%, remaining_time=0:00:01.611610, arrival_time=2021-04-10 03:59:45.211724, cost_time=0:00:10.537383 2021-04-10 03:59:44,208 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.34ms, fps=4209 images/s, loss=0.1031, top1-acc=96.53%, top5-acc=99.95%, remaining_time=0:00:00.990752, arrival_time=2021-04-10 03:59:45.199553, cost_time=0:00:11.145996 2021-04-10 03:59:44,817 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.36ms, fps=4210 images/s, loss=0.1042, top1-acc=96.49%, top5-acc=99.95%, remaining_time=0:00:00.371196, arrival_time=2021-04-10 03:59:45.188537, cost_time=0:00:11.754600 2021-04-10 03:59:45,149 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=0.06ms, fps=4104 images/s, loss=0.1050, top1-acc=96.48%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:45.149158, cost_time=0:00:12.086446 2021-04-10 03:59:45,455 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.29ms, fps=8393 images/s, loss=0.5114, top1-acc=86.29%, top5-acc=99.30%, remaining_time=0:00:00.915030, arrival_time=2021-04-10 03:59:46.370027, cost_time=0:00:00.305013 2021-04-10 03:59:45,686 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.50ms, fps=11096 images/s, loss=0.5128, top1-acc=86.21%, top5-acc=99.14%, remaining_time=0:00:00.536100, arrival_time=2021-04-10 03:59:46.222180, cost_time=0:00:00.536105 2021-04-10 03:59:45,918 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.29ms, fps=11014 images/s, loss=0.5033, top1-acc=86.60%, top5-acc=99.09%, remaining_time=0:00:00.256290, arrival_time=2021-04-10 03:59:46.175132, cost_time=0:00:00.768857 2021-04-10 03:59:46,129 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.06ms, fps=11043 images/s, loss=0.5139, top1-acc=86.77%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:46.129248, cost_time=0:00:00.979303 2021-04-10 03:59:46,687 INFO : Epoch=0128 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:16:34.782384, arrival_time=2021-04-10 04:16:21.469737, cost_time=0:29:28.501979 2021-04-10 03:59:46,688 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 03:59:47,481 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.23ms, fps=3228 images/s, loss=0.1166, top1-acc=96.52%, top5-acc=99.88%, remaining_time=0:00:14.748684, arrival_time=2021-04-10 04:00:02.230012, cost_time=0:00:00.792936 2021-04-10 03:59:48,094 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.32ms, fps=4180 images/s, loss=0.1103, top1-acc=96.46%, top5-acc=99.88%, remaining_time=0:00:12.372272, arrival_time=2021-04-10 04:00:00.466618, cost_time=0:00:01.405946 2021-04-10 03:59:48,703 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.45ms, fps=4208 images/s, loss=0.1050, top1-acc=96.63%, top5-acc=99.92%, remaining_time=0:00:11.149224, arrival_time=2021-04-10 03:59:59.852650, cost_time=0:00:02.014924 2021-04-10 03:59:49,318 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.29ms, fps=4165 images/s, loss=0.1033, top1-acc=96.65%, top5-acc=99.93%, remaining_time=0:00:10.258716, arrival_time=2021-04-10 03:59:59.577507, cost_time=0:00:02.630454 2021-04-10 03:59:49,925 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.96ms, fps=4225 images/s, loss=0.0994, top1-acc=96.76%, top5-acc=99.95%, remaining_time=0:00:09.451456, arrival_time=2021-04-10 03:59:59.376634, cost_time=0:00:03.236799 2021-04-10 03:59:50,543 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.37ms, fps=4144 images/s, loss=0.0980, top1-acc=96.82%, top5-acc=99.95%, remaining_time=0:00:08.738272, arrival_time=2021-04-10 03:59:59.281735, cost_time=0:00:03.855098 2021-04-10 03:59:51,158 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.94ms, fps=4165 images/s, loss=0.0985, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:08.046486, arrival_time=2021-04-10 03:59:59.205100, cost_time=0:00:04.470238 2021-04-10 03:59:51,777 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.44ms, fps=4142 images/s, loss=0.0982, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:07.378876, arrival_time=2021-04-10 03:59:59.156171, cost_time=0:00:05.088897 2021-04-10 03:59:52,389 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.34ms, fps=4188 images/s, loss=0.0983, top1-acc=96.90%, top5-acc=99.96%, remaining_time=0:00:06.714252, arrival_time=2021-04-10 03:59:59.103303, cost_time=0:00:05.700736 2021-04-10 03:59:52,995 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.35ms, fps=4224 images/s, loss=0.0987, top1-acc=96.87%, top5-acc=99.95%, remaining_time=0:00:06.054912, arrival_time=2021-04-10 03:59:59.050443, cost_time=0:00:06.307219 2021-04-10 03:59:53,604 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.69ms, fps=4208 images/s, loss=0.0996, top1-acc=96.86%, top5-acc=99.95%, remaining_time=0:00:05.406992, arrival_time=2021-04-10 03:59:59.011329, cost_time=0:00:06.915922 2021-04-10 03:59:54,212 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.39ms, fps=4212 images/s, loss=0.0986, top1-acc=96.88%, top5-acc=99.94%, remaining_time=0:00:04.765428, arrival_time=2021-04-10 03:59:58.978135, cost_time=0:00:07.524394 2021-04-10 03:59:54,821 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.35ms, fps=4208 images/s, loss=0.0988, top1-acc=96.87%, top5-acc=99.95%, remaining_time=0:00:04.129092, arrival_time=2021-04-10 03:59:58.950525, cost_time=0:00:08.133123 2021-04-10 03:59:55,429 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.66ms, fps=4215 images/s, loss=0.0992, top1-acc=96.85%, top5-acc=99.95%, remaining_time=0:00:03.496360, arrival_time=2021-04-10 03:59:58.925625, cost_time=0:00:08.740873 2021-04-10 03:59:56,038 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.37ms, fps=4209 images/s, loss=0.0984, top1-acc=96.89%, top5-acc=99.95%, remaining_time=0:00:02.867226, arrival_time=2021-04-10 03:59:58.905179, cost_time=0:00:09.349635 2021-04-10 03:59:56,650 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.48ms, fps=4181 images/s, loss=0.0997, top1-acc=96.86%, top5-acc=99.95%, remaining_time=0:00:02.241504, arrival_time=2021-04-10 03:59:58.892124, cost_time=0:00:09.962301 2021-04-10 03:59:57,257 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.43ms, fps=4218 images/s, loss=0.1006, top1-acc=96.82%, top5-acc=99.95%, remaining_time=0:00:01.616524, arrival_time=2021-04-10 03:59:58.874396, cost_time=0:00:10.569559 2021-04-10 03:59:57,874 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.42ms, fps=4157 images/s, loss=0.1013, top1-acc=96.80%, top5-acc=99.95%, remaining_time=0:00:00.994288, arrival_time=2021-04-10 03:59:58.868557, cost_time=0:00:11.185806 2021-04-10 03:59:58,492 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.41ms, fps=4149 images/s, loss=0.1009, top1-acc=96.81%, top5-acc=99.95%, remaining_time=0:00:00.372744, arrival_time=2021-04-10 03:59:58.864698, cost_time=0:00:11.803648 2021-04-10 03:59:58,823 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=0.05ms, fps=4111 images/s, loss=0.1010, top1-acc=96.82%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:58.823146, cost_time=0:00:12.134838 2021-04-10 03:59:59,134 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.53ms, fps=8245 images/s, loss=0.4710, top1-acc=86.99%, top5-acc=99.26%, remaining_time=0:00:00.931470, arrival_time=2021-04-10 04:00:00.065972, cost_time=0:00:00.310491 2021-04-10 03:59:59,370 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.29ms, fps=10873 images/s, loss=0.4554, top1-acc=87.44%, top5-acc=99.37%, remaining_time=0:00:00.546260, arrival_time=2021-04-10 03:59:59.916545, cost_time=0:00:00.546264 2021-04-10 03:59:59,606 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=2.41ms, fps=10854 images/s, loss=0.4626, top1-acc=87.24%, top5-acc=99.35%, remaining_time=0:00:00.260820, arrival_time=2021-04-10 03:59:59.867293, cost_time=0:00:00.782466 2021-04-10 03:59:59,816 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.05ms, fps=11067 images/s, loss=0.4733, top1-acc=87.38%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:59.816404, cost_time=0:00:00.992422 2021-04-10 04:00:00,331 INFO : Epoch=0129 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:16:20.870893, arrival_time=2021-04-10 04:16:21.201891, cost_time=0:29:42.145669 2021-04-10 04:00:00,331 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 04:00:01,142 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.34ms, fps=3157 images/s, loss=0.0859, top1-acc=96.91%, top5-acc=99.92%, remaining_time=0:00:15.081252, arrival_time=2021-04-10 04:00:16.223741, cost_time=0:00:00.810816 2021-04-10 04:00:01,754 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.62ms, fps=4185 images/s, loss=0.0890, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:12.523280, arrival_time=2021-04-10 04:00:14.278035, cost_time=0:00:01.423106 2021-04-10 04:00:02,375 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.57ms, fps=4130 images/s, loss=0.0933, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:11.307754, arrival_time=2021-04-10 04:00:13.683024, cost_time=0:00:02.043584 2021-04-10 04:00:02,995 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.43ms, fps=4129 images/s, loss=0.0919, top1-acc=96.89%, top5-acc=99.97%, remaining_time=0:00:10.390692, arrival_time=2021-04-10 04:00:13.386565, cost_time=0:00:02.664284 2021-04-10 04:00:03,619 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.46ms, fps=4106 images/s, loss=0.0950, top1-acc=96.82%, top5-acc=99.97%, remaining_time=0:00:09.601252, arrival_time=2021-04-10 04:00:13.221060, cost_time=0:00:03.288123 2021-04-10 04:00:04,234 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.81ms, fps=4173 images/s, loss=0.0950, top1-acc=96.87%, top5-acc=99.97%, remaining_time=0:00:08.845032, arrival_time=2021-04-10 04:00:13.078984, cost_time=0:00:03.902204 2021-04-10 04:00:04,846 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.43ms, fps=4181 images/s, loss=0.0961, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:08.127504, arrival_time=2021-04-10 04:00:12.974364, cost_time=0:00:04.515265 2021-04-10 04:00:05,459 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.49ms, fps=4182 images/s, loss=0.0952, top1-acc=96.86%, top5-acc=99.95%, remaining_time=0:00:07.435252, arrival_time=2021-04-10 04:00:12.894685, cost_time=0:00:05.127755 2021-04-10 04:00:06,072 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.50ms, fps=4176 images/s, loss=0.0957, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:06.761952, arrival_time=2021-04-10 04:00:12.834877, cost_time=0:00:05.741314 2021-04-10 04:00:06,683 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.49ms, fps=4199 images/s, loss=0.0955, top1-acc=96.78%, top5-acc=99.95%, remaining_time=0:00:06.097344, arrival_time=2021-04-10 04:00:12.780379, cost_time=0:00:06.351357 2021-04-10 04:00:07,292 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.53ms, fps=4206 images/s, loss=0.0955, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:00:05.441908, arrival_time=2021-04-10 04:00:12.734123, cost_time=0:00:06.960548 2021-04-10 04:00:07,900 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.29ms, fps=4211 images/s, loss=0.0966, top1-acc=96.75%, top5-acc=99.95%, remaining_time=0:00:04.793776, arrival_time=2021-04-10 04:00:12.694502, cost_time=0:00:07.569128 2021-04-10 04:00:08,505 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.37ms, fps=4236 images/s, loss=0.0969, top1-acc=96.76%, top5-acc=99.95%, remaining_time=0:00:04.149816, arrival_time=2021-04-10 04:00:12.655380, cost_time=0:00:08.173898 2021-04-10 04:00:09,111 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.39ms, fps=4231 images/s, loss=0.0981, top1-acc=96.71%, top5-acc=99.95%, remaining_time=0:00:03.511816, arrival_time=2021-04-10 04:00:12.622995, cost_time=0:00:08.779585 2021-04-10 04:00:09,726 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.48ms, fps=4166 images/s, loss=0.0987, top1-acc=96.72%, top5-acc=99.94%, remaining_time=0:00:02.880980, arrival_time=2021-04-10 04:00:12.607024, cost_time=0:00:09.394432 2021-04-10 04:00:10,350 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.99ms, fps=4103 images/s, loss=0.0997, top1-acc=96.69%, top5-acc=99.94%, remaining_time=0:00:02.254248, arrival_time=2021-04-10 04:00:12.604774, cost_time=0:00:10.018852 2021-04-10 04:00:10,959 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.46ms, fps=4205 images/s, loss=0.1004, top1-acc=96.69%, top5-acc=99.94%, remaining_time=0:00:01.625494, arrival_time=2021-04-10 04:00:12.585333, cost_time=0:00:10.628221 2021-04-10 04:00:11,581 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.44ms, fps=4120 images/s, loss=0.1011, top1-acc=96.67%, top5-acc=99.94%, remaining_time=0:00:01, arrival_time=2021-04-10 04:00:12.581681, cost_time=0:00:11.250011 2021-04-10 04:00:12,205 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.25ms, fps=4109 images/s, loss=0.1011, top1-acc=96.69%, top5-acc=99.94%, remaining_time=0:00:00.374952, arrival_time=2021-04-10 04:00:12.580101, cost_time=0:00:11.873533 2021-04-10 04:00:12,536 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=0.06ms, fps=4116 images/s, loss=0.1012, top1-acc=96.68%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:12.535981, cost_time=0:00:12.204406 2021-04-10 04:00:12,866 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.28ms, fps=7765 images/s, loss=0.4708, top1-acc=86.84%, top5-acc=99.37%, remaining_time=0:00:00.988980, arrival_time=2021-04-10 04:00:13.855489, cost_time=0:00:00.329657 2021-04-10 04:00:13,096 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.64ms, fps=11175 images/s, loss=0.4674, top1-acc=86.99%, top5-acc=99.34%, remaining_time=0:00:00.559180, arrival_time=2021-04-10 04:00:13.655175, cost_time=0:00:00.559178 2021-04-10 04:00:13,328 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.31ms, fps=11020 images/s, loss=0.4696, top1-acc=86.86%, top5-acc=99.36%, remaining_time=0:00:00.263980, arrival_time=2021-04-10 04:00:13.592710, cost_time=0:00:00.791928 2021-04-10 04:00:13,536 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=11179 images/s, loss=0.4794, top1-acc=86.76%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:13.536572, cost_time=0:00:00.999797 2021-04-10 04:00:14,532 INFO : Epoch=0130 complete, best val top1-acc=88.48%, top5-acc=99.58% (epoch=108), remaining_time=0:16:07.263500, arrival_time=2021-04-10 04:16:21.795423, cost_time=0:29:56.346504 2021-04-10 04:00:14,533 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 04:00:15,332 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=3.25ms, fps=3203 images/s, loss=0.1021, top1-acc=96.76%, top5-acc=99.88%, remaining_time=0:00:14.867910, arrival_time=2021-04-10 04:00:30.200644, cost_time=0:00:00.799354 2021-04-10 04:00:15,943 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.60ms, fps=4196 images/s, loss=0.0937, top1-acc=97.01%, top5-acc=99.92%, remaining_time=0:00:12.406768, arrival_time=2021-04-10 04:00:28.350081, cost_time=0:00:01.409853 2021-04-10 04:00:16,551 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.36ms, fps=4211 images/s, loss=0.0929, top1-acc=97.03%, top5-acc=99.95%, remaining_time=0:00:11.168480, arrival_time=2021-04-10 04:00:27.720230, cost_time=0:00:02.018393 2021-04-10 04:00:17,161 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.38ms, fps=4202 images/s, loss=0.0883, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:10.249356, arrival_time=2021-04-10 04:00:27.410814, cost_time=0:00:02.628028 2021-04-10 04:00:17,770 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.31ms, fps=4205 images/s, loss=0.0890, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:09.453354, arrival_time=2021-04-10 04:00:27.224187, cost_time=0:00:03.237467 2021-04-10 04:00:18,378 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.40ms, fps=4215 images/s, loss=0.0892, top1-acc=97.17%, top5-acc=99.95%, remaining_time=0:00:08.715832, arrival_time=2021-04-10 04:00:27.094514, cost_time=0:00:03.845248 2021-04-10 04:00:18,989 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.28ms, fps=4197 images/s, loss=0.0904, top1-acc=97.11%, top5-acc=99.96%, remaining_time=0:00:08.020404, arrival_time=2021-04-10 04:00:27.009549, cost_time=0:00:04.455778 2021-04-10 04:00:19,597 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.31ms, fps=4210 images/s, loss=0.0904, top1-acc=97.09%, top5-acc=99.97%, remaining_time=0:00:07.343148, arrival_time=2021-04-10 04:00:26.940855, cost_time=0:00:05.064277 2021-04-10 04:00:20,206 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.39ms, fps=4211 images/s, loss=0.0905, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:00:06.681286, arrival_time=2021-04-10 04:00:26.887471, cost_time=0:00:05.672823 2021-04-10 04:00:20,813 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.26ms, fps=4219 images/s, loss=0.0912, top1-acc=97.02%, top5-acc=99.96%, remaining_time=0:00:06.028800, arrival_time=2021-04-10 04:00:26.842173, cost_time=0:00:06.280010 2021-04-10 04:00:21,422 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.26ms, fps=4203 images/s, loss=0.0920, top1-acc=96.99%, top5-acc=99.96%, remaining_time=0:00:05.386352, arrival_time=2021-04-10 04:00:26.809267, cost_time=0:00:06.889483 2021-04-10 04:00:22,032 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.34ms, fps=4206 images/s, loss=0.0920, top1-acc=96.96%, top5-acc=99.96%, remaining_time=0:00:04.749240, arrival_time=2021-04-10 04:00:26.781394, cost_time=0:00:07.498791 2021-04-10 04:00:22,640 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.78ms, fps=4214 images/s, loss=0.0934, top1-acc=96.90%, top5-acc=99.96%, remaining_time=0:00:04.115694, arrival_time=2021-04-10 04:00:26.755749, cost_time=0:00:08.106639 2021-04-10 04:00:23,253 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.41ms, fps=4181 images/s, loss=0.0946, top1-acc=96.85%, top5-acc=99.97%, remaining_time=0:00:03.487792, arrival_time=2021-04-10 04:00:26.740736, cost_time=0:00:08.719506 2021-04-10 04:00:23,865 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.93ms, fps=4185 images/s, loss=0.0948, top1-acc=96.85%, top5-acc=99.97%, remaining_time=0:00:02.861752, arrival_time=2021-04-10 04:00:26.726931, cost_time=0:00:09.331822 2021-04-10 04:00:24,473 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.48ms, fps=4214 images/s, loss=0.0956, top1-acc=96.82%, top5-acc=99.97%, remaining_time=0:00:02.236428, arrival_time=2021-04-10 04:00:26.709456, cost_time=0:00:09.939669 2021-04-10 04:00:25,082 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.67ms, fps=4202 images/s, loss=0.0949, top1-acc=96.84%, top5-acc=99.97%, remaining_time=0:00:01.613404, arrival_time=2021-04-10 04:00:26.696027, cost_time=0:00:10.549207 2021-04-10 04:00:25,695 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.43ms, fps=4181 images/s, loss=0.0955, top1-acc=96.82%, top5-acc=99.96%, remaining_time=0:00:00.992192, arrival_time=2021-04-10 04:00:26.687740, cost_time=0:00:11.162100 2021-04-10 04:00:26,306 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.22ms, fps=4196 images/s, loss=0.0956, top1-acc=96.83%, top5-acc=99.96%, remaining_time=0:00:00.371772, arrival_time=2021-04-10 04:00:26.677995, cost_time=0:00:11.772874 2021-04-10 04:00:26,638 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.39ms, fps=4094 images/s, loss=0.0965, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:26.638736, cost_time=0:00:12.105399 2021-04-10 04:00:26,973 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.41ms, fps=7672 images/s, loss=0.3941, top1-acc=89.37%, top5-acc=99.49%, remaining_time=0:00:01.000980, arrival_time=2021-04-10 04:00:27.974264, cost_time=0:00:00.333660 2021-04-10 04:00:27,223 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.18ms, fps=10271 images/s, loss=0.4106, top1-acc=89.16%, top5-acc=99.49%, remaining_time=0:00:00.583440, arrival_time=2021-04-10 04:00:27.806441, cost_time=0:00:00.583444 2021-04-10 04:00:27,455 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.93ms, fps=11024 images/s, loss=0.4100, top1-acc=89.19%, top5-acc=99.53%, remaining_time=0:00:00.272010, arrival_time=2021-04-10 04:00:27.727590, cost_time=0:00:00.816024 2021-04-10 04:00:27,666 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.06ms, fps=11001 images/s, loss=0.4188, top1-acc=88.98%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:27.666780, cost_time=0:00:01.027242 2021-04-10 04:00:28,670 INFO : Epoch=0131 complete, best val top1-acc=88.98%, top5-acc=99.50% (epoch=131), remaining_time=0:15:53.614293, arrival_time=2021-04-10 04:16:22.284791, cost_time=0:30:10.485105 2021-04-10 04:00:28,671 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 04:00:29,485 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.32ms, fps=3147 images/s, loss=0.0904, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:15.130914, arrival_time=2021-04-10 04:00:44.615939, cost_time=0:00:00.813488 2021-04-10 04:00:30,095 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.40ms, fps=4199 images/s, loss=0.0906, top1-acc=96.86%, top5-acc=100.00%, remaining_time=0:00:12.527328, arrival_time=2021-04-10 04:00:42.622463, cost_time=0:00:01.423550 2021-04-10 04:00:30,704 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.43ms, fps=4203 images/s, loss=0.0920, top1-acc=96.93%, top5-acc=100.00%, remaining_time=0:00:11.250318, arrival_time=2021-04-10 04:00:41.955007, cost_time=0:00:02.033181 2021-04-10 04:00:31,319 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.57ms, fps=4165 images/s, loss=0.0898, top1-acc=97.06%, top5-acc=100.00%, remaining_time=0:00:10.328136, arrival_time=2021-04-10 04:00:41.647958, cost_time=0:00:02.648245 2021-04-10 04:00:31,930 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.41ms, fps=4193 images/s, loss=0.0898, top1-acc=97.09%, top5-acc=100.00%, remaining_time=0:00:09.517594, arrival_time=2021-04-10 04:00:41.448534, cost_time=0:00:03.259431 2021-04-10 04:00:32,541 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.39ms, fps=4200 images/s, loss=0.0893, top1-acc=97.10%, top5-acc=100.00%, remaining_time=0:00:08.770504, arrival_time=2021-04-10 04:00:41.311435, cost_time=0:00:03.869343 2021-04-10 04:00:33,148 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.23ms, fps=4215 images/s, loss=0.0867, top1-acc=97.21%, top5-acc=100.00%, remaining_time=0:00:08.059212, arrival_time=2021-04-10 04:00:41.208084, cost_time=0:00:04.477371 2021-04-10 04:00:33,757 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.51ms, fps=4211 images/s, loss=0.0890, top1-acc=97.12%, top5-acc=100.00%, remaining_time=0:00:07.374120, arrival_time=2021-04-10 04:00:41.131356, cost_time=0:00:05.085616 2021-04-10 04:00:34,364 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.37ms, fps=4223 images/s, loss=0.0891, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:06.704394, arrival_time=2021-04-10 04:00:41.068357, cost_time=0:00:05.692443 2021-04-10 04:00:34,972 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.38ms, fps=4210 images/s, loss=0.0881, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:06.048960, arrival_time=2021-04-10 04:00:41.021459, cost_time=0:00:06.300985 2021-04-10 04:00:35,585 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.52ms, fps=4179 images/s, loss=0.0887, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:05.405530, arrival_time=2021-04-10 04:00:40.991156, cost_time=0:00:06.913998 2021-04-10 04:00:36,193 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.44ms, fps=4219 images/s, loss=0.0886, top1-acc=97.10%, top5-acc=99.98%, remaining_time=0:00:04.763604, arrival_time=2021-04-10 04:00:40.956573, cost_time=0:00:07.521456 2021-04-10 04:00:36,798 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.31ms, fps=4232 images/s, loss=0.0892, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:04.125924, arrival_time=2021-04-10 04:00:40.924256, cost_time=0:00:08.126827 2021-04-10 04:00:37,412 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=2.14ms, fps=4174 images/s, loss=0.0894, top1-acc=97.08%, top5-acc=99.97%, remaining_time=0:00:03.496192, arrival_time=2021-04-10 04:00:40.908283, cost_time=0:00:08.740512 2021-04-10 04:00:38,021 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.84ms, fps=4208 images/s, loss=0.0885, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:02.867180, arrival_time=2021-04-10 04:00:40.888142, cost_time=0:00:09.349448 2021-04-10 04:00:38,626 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.37ms, fps=4231 images/s, loss=0.0886, top1-acc=97.12%, top5-acc=99.97%, remaining_time=0:00:02.239848, arrival_time=2021-04-10 04:00:40.866327, cost_time=0:00:09.954923 2021-04-10 04:00:39,241 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.46ms, fps=4168 images/s, loss=0.0881, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:01.616524, arrival_time=2021-04-10 04:00:40.857698, cost_time=0:00:10.569662 2021-04-10 04:00:39,851 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.35ms, fps=4201 images/s, loss=0.0879, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:00.993728, arrival_time=2021-04-10 04:00:40.844690, cost_time=0:00:11.179395 2021-04-10 04:00:40,455 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.17ms, fps=4236 images/s, loss=0.0884, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:00.372132, arrival_time=2021-04-10 04:00:40.827908, cost_time=0:00:11.784271 2021-04-10 04:00:40,788 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.07ms, fps=4087 images/s, loss=0.0880, top1-acc=97.12%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:40.788885, cost_time=0:00:12.117387 2021-04-10 04:00:41,095 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.74ms, fps=8371 images/s, loss=0.3550, top1-acc=90.39%, top5-acc=99.57%, remaining_time=0:00:00.917460, arrival_time=2021-04-10 04:00:42.013036, cost_time=0:00:00.305815 2021-04-10 04:00:41,329 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=3.10ms, fps=10979 images/s, loss=0.3891, top1-acc=89.80%, top5-acc=99.47%, remaining_time=0:00:00.539360, arrival_time=2021-04-10 04:00:41.868470, cost_time=0:00:00.539359 2021-04-10 04:00:41,563 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.79ms, fps=10959 images/s, loss=0.4020, top1-acc=89.28%, top5-acc=99.51%, remaining_time=0:00:00.257760, arrival_time=2021-04-10 04:00:41.820815, cost_time=0:00:00.773278 2021-04-10 04:00:41,774 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.06ms, fps=10996 images/s, loss=0.4096, top1-acc=89.15%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:41.774413, cost_time=0:00:00.984683 2021-04-10 04:00:43,528 INFO : Epoch=0132 complete, best val top1-acc=89.15%, top5-acc=99.55% (epoch=132), remaining_time=0:15:40.328140, arrival_time=2021-04-10 04:16:23.856308, cost_time=0:30:25.342828 2021-04-10 04:00:43,528 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 04:00:44,338 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.49ms, fps=3163 images/s, loss=0.0715, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:15.055584, arrival_time=2021-04-10 04:00:59.394082, cost_time=0:00:00.809438 2021-04-10 04:00:44,958 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.43ms, fps=4136 images/s, loss=0.0727, top1-acc=97.68%, top5-acc=100.00%, remaining_time=0:00:12.576960, arrival_time=2021-04-10 04:00:57.535095, cost_time=0:00:01.429210 2021-04-10 04:00:45,575 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.09ms, fps=4151 images/s, loss=0.0720, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:11.323026, arrival_time=2021-04-10 04:00:56.898410, cost_time=0:00:02.046337 2021-04-10 04:00:46,184 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.56ms, fps=4205 images/s, loss=0.0735, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:10.358400, arrival_time=2021-04-10 04:00:56.543316, cost_time=0:00:02.656013 2021-04-10 04:00:46,796 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.33ms, fps=4189 images/s, loss=0.0751, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:09.541100, arrival_time=2021-04-10 04:00:56.337730, cost_time=0:00:03.267508 2021-04-10 04:00:47,413 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.43ms, fps=4153 images/s, loss=0.0748, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:08.805456, arrival_time=2021-04-10 04:00:56.219203, cost_time=0:00:03.884771 2021-04-10 04:00:48,032 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.44ms, fps=4142 images/s, loss=0.0759, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:08.106210, arrival_time=2021-04-10 04:00:56.138612, cost_time=0:00:04.503480 2021-04-10 04:00:48,649 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.45ms, fps=4154 images/s, loss=0.0758, top1-acc=97.56%, top5-acc=100.00%, remaining_time=0:00:07.424348, arrival_time=2021-04-10 04:00:56.073545, cost_time=0:00:05.120211 2021-04-10 04:00:49,289 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.31ms, fps=4000 images/s, loss=0.0764, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:06.784954, arrival_time=2021-04-10 04:00:56.074674, cost_time=0:00:05.760799 2021-04-10 04:00:49,901 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.44ms, fps=4187 images/s, loss=0.0775, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:06.117792, arrival_time=2021-04-10 04:00:56.019454, cost_time=0:00:06.372677 2021-04-10 04:00:50,512 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.50ms, fps=4193 images/s, loss=0.0790, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:05.460054, arrival_time=2021-04-10 04:00:55.972785, cost_time=0:00:06.983821 2021-04-10 04:00:51,124 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.70ms, fps=4189 images/s, loss=0.0807, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:00:04.810420, arrival_time=2021-04-10 04:00:55.934783, cost_time=0:00:07.595376 2021-04-10 04:00:51,731 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.34ms, fps=4220 images/s, loss=0.0817, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:04.164402, arrival_time=2021-04-10 04:00:55.895910, cost_time=0:00:08.202610 2021-04-10 04:00:52,336 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.54ms, fps=4231 images/s, loss=0.0829, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:03.523184, arrival_time=2021-04-10 04:00:55.860107, cost_time=0:00:08.808011 2021-04-10 04:00:52,945 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.26ms, fps=4211 images/s, loss=0.0847, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:02.887696, arrival_time=2021-04-10 04:00:55.833053, cost_time=0:00:09.416374 2021-04-10 04:00:53,554 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.88ms, fps=4208 images/s, loss=0.0860, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:00:02.255724, arrival_time=2021-04-10 04:00:55.810009, cost_time=0:00:10.025371 2021-04-10 04:00:54,161 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.41ms, fps=4220 images/s, loss=0.0858, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:00:01.626144, arrival_time=2021-04-10 04:00:55.787563, cost_time=0:00:10.632450 2021-04-10 04:00:54,775 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.37ms, fps=4174 images/s, loss=0.0862, top1-acc=97.18%, top5-acc=99.97%, remaining_time=0:00:00.999664, arrival_time=2021-04-10 04:00:55.774853, cost_time=0:00:11.246272 2021-04-10 04:00:55,382 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.15ms, fps=4221 images/s, loss=0.0871, top1-acc=97.14%, top5-acc=99.97%, remaining_time=0:00:00.374310, arrival_time=2021-04-10 04:00:55.756373, cost_time=0:00:11.853158 2021-04-10 04:00:55,714 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=0.06ms, fps=4098 images/s, loss=0.0872, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:55.714271, cost_time=0:00:12.185384 2021-04-10 04:00:56,043 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=5.41ms, fps=7805 images/s, loss=0.3795, top1-acc=89.02%, top5-acc=99.69%, remaining_time=0:00:00.983940, arrival_time=2021-04-10 04:00:57.026999, cost_time=0:00:00.327977 2021-04-10 04:00:56,278 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=0.31ms, fps=10874 images/s, loss=0.3931, top1-acc=88.93%, top5-acc=99.43%, remaining_time=0:00:00.563740, arrival_time=2021-04-10 04:00:56.842617, cost_time=0:00:00.563743 2021-04-10 04:00:56,529 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.76ms, fps=10257 images/s, loss=0.4083, top1-acc=88.84%, top5-acc=99.37%, remaining_time=0:00:00.271250, arrival_time=2021-04-10 04:00:56.800160, cost_time=0:00:00.813754 2021-04-10 04:00:56,741 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.05ms, fps=10944 images/s, loss=0.3972, top1-acc=89.01%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:56.741432, cost_time=0:00:01.026383 2021-04-10 04:00:57,368 INFO : Epoch=0133 complete, best val top1-acc=89.15%, top5-acc=99.55% (epoch=132), remaining_time=0:15:26.505882, arrival_time=2021-04-10 04:16:23.874598, cost_time=0:30:39.183365 2021-04-10 04:00:57,369 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 04:00:58,162 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.25ms, fps=3228 images/s, loss=0.0840, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:14.748684, arrival_time=2021-04-10 04:01:12.911006, cost_time=0:00:00.792937 2021-04-10 04:00:58,772 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.29ms, fps=4200 images/s, loss=0.0790, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:12.345168, arrival_time=2021-04-10 04:01:11.117577, cost_time=0:00:01.402856 2021-04-10 04:00:59,384 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.33ms, fps=4190 images/s, loss=0.0784, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:11.147564, arrival_time=2021-04-10 04:01:10.531586, cost_time=0:00:02.014606 2021-04-10 04:00:59,997 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.33ms, fps=4177 images/s, loss=0.0791, top1-acc=97.47%, top5-acc=99.98%, remaining_time=0:00:10.249044, arrival_time=2021-04-10 04:01:10.246391, cost_time=0:00:02.627947 2021-04-10 04:01:00,610 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.35ms, fps=4177 images/s, loss=0.0791, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:09.464450, arrival_time=2021-04-10 04:01:10.075149, cost_time=0:00:03.241228 2021-04-10 04:01:01,219 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.37ms, fps=4212 images/s, loss=0.0814, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:08.725760, arrival_time=2021-04-10 04:01:09.944753, cost_time=0:00:03.849601 2021-04-10 04:01:01,826 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.42ms, fps=4217 images/s, loss=0.0815, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:08.022798, arrival_time=2021-04-10 04:01:09.849286, cost_time=0:00:04.457101 2021-04-10 04:01:02,435 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.37ms, fps=4209 images/s, loss=0.0830, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:07.345236, arrival_time=2021-04-10 04:01:09.780379, cost_time=0:00:05.065689 2021-04-10 04:01:03,042 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.35ms, fps=4218 images/s, loss=0.0845, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:06.681816, arrival_time=2021-04-10 04:01:09.724431, cost_time=0:00:05.673216 2021-04-10 04:01:03,650 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.36ms, fps=4213 images/s, loss=0.0853, top1-acc=97.23%, top5-acc=99.96%, remaining_time=0:00:06.030048, arrival_time=2021-04-10 04:01:09.680772, cost_time=0:00:06.281324 2021-04-10 04:01:04,257 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.94ms, fps=4225 images/s, loss=0.0840, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:00:05.384890, arrival_time=2021-04-10 04:01:09.641975, cost_time=0:00:06.887631 2021-04-10 04:01:04,864 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.33ms, fps=4218 images/s, loss=0.0839, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:04.746884, arrival_time=2021-04-10 04:01:09.611404, cost_time=0:00:07.495123 2021-04-10 04:01:05,472 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.43ms, fps=4214 images/s, loss=0.0846, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:04.113846, arrival_time=2021-04-10 04:01:09.586239, cost_time=0:00:08.102999 2021-04-10 04:01:06,080 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.36ms, fps=4217 images/s, loss=0.0847, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:03.484208, arrival_time=2021-04-10 04:01:09.564156, cost_time=0:00:08.710512 2021-04-10 04:01:06,689 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.71ms, fps=4205 images/s, loss=0.0843, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:02.858072, arrival_time=2021-04-10 04:01:09.547396, cost_time=0:00:09.319863 2021-04-10 04:01:07,295 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.37ms, fps=4225 images/s, loss=0.0843, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:00:02.233440, arrival_time=2021-04-10 04:01:09.529237, cost_time=0:00:09.926387 2021-04-10 04:01:07,908 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.37ms, fps=4185 images/s, loss=0.0849, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:01.611792, arrival_time=2021-04-10 04:01:09.519812, cost_time=0:00:10.538583 2021-04-10 04:01:08,516 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.51ms, fps=4212 images/s, loss=0.0855, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:00.990832, arrival_time=2021-04-10 04:01:09.507164, cost_time=0:00:11.146941 2021-04-10 04:01:09,121 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.22ms, fps=4230 images/s, loss=0.0864, top1-acc=97.20%, top5-acc=99.95%, remaining_time=0:00:00.371130, arrival_time=2021-04-10 04:01:09.493043, cost_time=0:00:11.752535 2021-04-10 04:01:09,452 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=0.05ms, fps=4119 images/s, loss=0.0867, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:09.452409, cost_time=0:00:12.083047 2021-04-10 04:01:09,766 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.45ms, fps=8171 images/s, loss=0.5491, top1-acc=85.90%, top5-acc=99.34%, remaining_time=0:00:00.939780, arrival_time=2021-04-10 04:01:10.706386, cost_time=0:00:00.313258 2021-04-10 04:01:10,012 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.22ms, fps=10455 images/s, loss=0.4986, top1-acc=86.95%, top5-acc=99.32%, remaining_time=0:00:00.558780, arrival_time=2021-04-10 04:01:10.570798, cost_time=0:00:00.558784 2021-04-10 04:01:10,240 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.82ms, fps=11204 images/s, loss=0.5093, top1-acc=86.84%, top5-acc=99.39%, remaining_time=0:00:00.262570, arrival_time=2021-04-10 04:01:10.503469, cost_time=0:00:00.787697 2021-04-10 04:01:10,453 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=10934 images/s, loss=0.5017, top1-acc=86.92%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:10.453405, cost_time=0:00:01.000219 2021-04-10 04:01:11,289 INFO : Epoch=0134 complete, best val top1-acc=89.15%, top5-acc=99.55% (epoch=132), remaining_time=0:15:12.723108, arrival_time=2021-04-10 04:16:24.012947, cost_time=0:30:53.104459 2021-04-10 04:01:11,290 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 04:01:12,089 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.20ms, fps=3204 images/s, loss=0.1016, top1-acc=96.87%, top5-acc=99.88%, remaining_time=0:00:14.859726, arrival_time=2021-04-10 04:01:26.949331, cost_time=0:00:00.798911 2021-04-10 04:01:12,697 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.48ms, fps=4216 images/s, loss=0.0901, top1-acc=97.17%, top5-acc=99.92%, remaining_time=0:00:12.376496, arrival_time=2021-04-10 04:01:25.073609, cost_time=0:00:01.406417 2021-04-10 04:01:13,306 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.59ms, fps=4202 images/s, loss=0.0920, top1-acc=97.01%, top5-acc=99.93%, remaining_time=0:00:11.155200, arrival_time=2021-04-10 04:01:24.461920, cost_time=0:00:02.016012 2021-04-10 04:01:13,915 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.56ms, fps=4209 images/s, loss=0.0883, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:10.236252, arrival_time=2021-04-10 04:01:24.151631, cost_time=0:00:02.624674 2021-04-10 04:01:14,522 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.42ms, fps=4222 images/s, loss=0.0857, top1-acc=97.27%, top5-acc=99.92%, remaining_time=0:00:09.435688, arrival_time=2021-04-10 04:01:23.957866, cost_time=0:00:03.231421 2021-04-10 04:01:15,129 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.66ms, fps=4220 images/s, loss=0.0829, top1-acc=97.36%, top5-acc=99.93%, remaining_time=0:00:08.700736, arrival_time=2021-04-10 04:01:23.830012, cost_time=0:00:03.838546 2021-04-10 04:01:15,736 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.27ms, fps=4219 images/s, loss=0.0816, top1-acc=97.37%, top5-acc=99.94%, remaining_time=0:00:08.002638, arrival_time=2021-04-10 04:01:23.739229, cost_time=0:00:04.445876 2021-04-10 04:01:16,345 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.35ms, fps=4204 images/s, loss=0.0797, top1-acc=97.42%, top5-acc=99.94%, remaining_time=0:00:07.330040, arrival_time=2021-04-10 04:01:23.675950, cost_time=0:00:05.055211 2021-04-10 04:01:16,950 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.32ms, fps=4238 images/s, loss=0.0805, top1-acc=97.36%, top5-acc=99.95%, remaining_time=0:00:06.665704, arrival_time=2021-04-10 04:01:23.615983, cost_time=0:00:05.659588 2021-04-10 04:01:17,565 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.42ms, fps=4162 images/s, loss=0.0792, top1-acc=97.41%, top5-acc=99.95%, remaining_time=0:00:06.024000, arrival_time=2021-04-10 04:01:23.589684, cost_time=0:00:06.274993 2021-04-10 04:01:18,177 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.53ms, fps=4190 images/s, loss=0.0814, top1-acc=97.36%, top5-acc=99.95%, remaining_time=0:00:05.383858, arrival_time=2021-04-10 04:01:23.560926, cost_time=0:00:06.886290 2021-04-10 04:01:18,785 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.56ms, fps=4213 images/s, loss=0.0822, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:04.746580, arrival_time=2021-04-10 04:01:23.531860, cost_time=0:00:07.494570 2021-04-10 04:01:19,396 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.49ms, fps=4195 images/s, loss=0.0816, top1-acc=97.34%, top5-acc=99.95%, remaining_time=0:00:04.114968, arrival_time=2021-04-10 04:01:23.510997, cost_time=0:00:08.105263 2021-04-10 04:01:20,003 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.35ms, fps=4216 images/s, loss=0.0818, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:03.485216, arrival_time=2021-04-10 04:01:23.489021, cost_time=0:00:08.713101 2021-04-10 04:01:20,615 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.44ms, fps=4189 images/s, loss=0.0822, top1-acc=97.32%, top5-acc=99.96%, remaining_time=0:00:02.859544, arrival_time=2021-04-10 04:01:23.474953, cost_time=0:00:09.324621 2021-04-10 04:01:21,221 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.31ms, fps=4227 images/s, loss=0.0822, top1-acc=97.32%, top5-acc=99.96%, remaining_time=0:00:02.234448, arrival_time=2021-04-10 04:01:23.456090, cost_time=0:00:09.930937 2021-04-10 04:01:21,829 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.30ms, fps=4218 images/s, loss=0.0825, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:01.611740, arrival_time=2021-04-10 04:01:23.440803, cost_time=0:00:10.538216 2021-04-10 04:01:22,439 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.46ms, fps=4202 images/s, loss=0.0833, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:00:00.990960, arrival_time=2021-04-10 04:01:23.429937, cost_time=0:00:11.148270 2021-04-10 04:01:23,049 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.05ms, fps=4194 images/s, loss=0.0840, top1-acc=97.26%, top5-acc=99.96%, remaining_time=0:00:00.371340, arrival_time=2021-04-10 04:01:23.421095, cost_time=0:00:11.759065 2021-04-10 04:01:23,385 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=0.09ms, fps=4055 images/s, loss=0.0838, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:23.385524, cost_time=0:00:12.094770 2021-04-10 04:01:23,699 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.26ms, fps=8185 images/s, loss=0.4040, top1-acc=89.45%, top5-acc=99.57%, remaining_time=0:00:00.938220, arrival_time=2021-04-10 04:01:24.637430, cost_time=0:00:00.312745 2021-04-10 04:01:23,929 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.37ms, fps=11125 images/s, loss=0.3932, top1-acc=89.61%, top5-acc=99.61%, remaining_time=0:00:00.543200, arrival_time=2021-04-10 04:01:24.472879, cost_time=0:00:00.543202 2021-04-10 04:01:24,164 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=2.31ms, fps=10939 images/s, loss=0.3936, top1-acc=89.77%, top5-acc=99.61%, remaining_time=0:00:00.259200, arrival_time=2021-04-10 04:01:24.423243, cost_time=0:00:00.777599 2021-04-10 04:01:24,371 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=11179 images/s, loss=0.3954, top1-acc=89.38%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:24.371908, cost_time=0:00:00.985433 2021-04-10 04:01:25,579 INFO : Epoch=0135 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:14:59.115425, arrival_time=2021-04-10 04:16:24.694401, cost_time=0:31:07.393611 2021-04-10 04:01:25,579 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 04:01:26,378 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=2.15ms, fps=3206 images/s, loss=0.0827, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:14.852472, arrival_time=2021-04-10 04:01:41.230972, cost_time=0:00:00.798522 2021-04-10 04:01:27,004 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.02ms, fps=4098 images/s, loss=0.0831, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:12.532256, arrival_time=2021-04-10 04:01:39.536263, cost_time=0:00:01.424125 2021-04-10 04:01:27,617 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.67ms, fps=4174 images/s, loss=0.0797, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:11.276546, arrival_time=2021-04-10 04:01:38.894381, cost_time=0:00:02.037928 2021-04-10 04:01:28,228 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.49ms, fps=4193 images/s, loss=0.0755, top1-acc=97.51%, top5-acc=99.98%, remaining_time=0:00:10.331568, arrival_time=2021-04-10 04:01:38.560485, cost_time=0:00:02.649103 2021-04-10 04:01:28,839 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=2.07ms, fps=4199 images/s, loss=0.0734, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:09.516718, arrival_time=2021-04-10 04:01:38.355753, cost_time=0:00:03.259134 2021-04-10 04:01:29,450 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.53ms, fps=4193 images/s, loss=0.0745, top1-acc=97.47%, top5-acc=99.98%, remaining_time=0:00:08.772544, arrival_time=2021-04-10 04:01:38.222610, cost_time=0:00:03.870242 2021-04-10 04:01:30,064 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.49ms, fps=4167 images/s, loss=0.0782, top1-acc=97.38%, top5-acc=99.97%, remaining_time=0:00:08.072820, arrival_time=2021-04-10 04:01:38.137616, cost_time=0:00:04.484903 2021-04-10 04:01:30,674 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=3.47ms, fps=4200 images/s, loss=0.0813, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:07.387808, arrival_time=2021-04-10 04:01:38.062649, cost_time=0:00:05.095010 2021-04-10 04:01:31,286 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=2.04ms, fps=4191 images/s, loss=0.0813, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:06.720612, arrival_time=2021-04-10 04:01:38.006720, cost_time=0:00:05.706208 2021-04-10 04:01:31,896 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.40ms, fps=4198 images/s, loss=0.0810, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:06.064032, arrival_time=2021-04-10 04:01:37.960549, cost_time=0:00:06.316672 2021-04-10 04:01:32,514 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.91ms, fps=4144 images/s, loss=0.0800, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:05.421784, arrival_time=2021-04-10 04:01:37.936477, cost_time=0:00:06.934868 2021-04-10 04:01:33,126 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.46ms, fps=4188 images/s, loss=0.0809, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:04.779488, arrival_time=2021-04-10 04:01:37.905965, cost_time=0:00:07.546570 2021-04-10 04:01:33,733 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.29ms, fps=4220 images/s, loss=0.0808, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:04.139652, arrival_time=2021-04-10 04:01:37.873304, cost_time=0:00:08.153806 2021-04-10 04:01:34,339 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.29ms, fps=4228 images/s, loss=0.0808, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:03.503920, arrival_time=2021-04-10 04:01:37.843531, cost_time=0:00:08.759785 2021-04-10 04:01:34,947 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.35ms, fps=4217 images/s, loss=0.0804, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:02.872608, arrival_time=2021-04-10 04:01:37.819825, cost_time=0:00:09.367194 2021-04-10 04:01:35,555 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.50ms, fps=4216 images/s, loss=0.0806, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:02.244456, arrival_time=2021-04-10 04:01:37.799573, cost_time=0:00:09.975297 2021-04-10 04:01:36,161 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.46ms, fps=4228 images/s, loss=0.0807, top1-acc=97.34%, top5-acc=99.97%, remaining_time=0:00:01.618292, arrival_time=2021-04-10 04:01:37.779275, cost_time=0:00:10.581153 2021-04-10 04:01:36,769 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.35ms, fps=4211 images/s, loss=0.0814, top1-acc=97.33%, top5-acc=99.97%, remaining_time=0:00:00.994608, arrival_time=2021-04-10 04:01:37.763882, cost_time=0:00:11.189404 2021-04-10 04:01:37,380 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.84ms, fps=4191 images/s, loss=0.0816, top1-acc=97.32%, top5-acc=99.96%, remaining_time=0:00:00.372654, arrival_time=2021-04-10 04:01:37.753331, cost_time=0:00:11.800737 2021-04-10 04:01:37,713 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=0.06ms, fps=4096 images/s, loss=0.0821, top1-acc=97.31%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:37.713279, cost_time=0:00:12.133444 2021-04-10 04:01:38,034 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.16ms, fps=7981 images/s, loss=0.5315, top1-acc=86.52%, top5-acc=99.30%, remaining_time=0:00:00.962250, arrival_time=2021-04-10 04:01:38.997179, cost_time=0:00:00.320751 2021-04-10 04:01:38,278 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=3.57ms, fps=10509 images/s, loss=0.5153, top1-acc=86.80%, top5-acc=99.26%, remaining_time=0:00:00.564660, arrival_time=2021-04-10 04:01:38.843551, cost_time=0:00:00.564666 2021-04-10 04:01:38,518 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=0.38ms, fps=10703 images/s, loss=0.5148, top1-acc=86.76%, top5-acc=99.26%, remaining_time=0:00:00.268090, arrival_time=2021-04-10 04:01:38.786625, cost_time=0:00:00.804284 2021-04-10 04:01:38,732 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.05ms, fps=10886 images/s, loss=0.5004, top1-acc=86.94%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:38.732066, cost_time=0:00:01.017903 2021-04-10 04:01:39,265 INFO : Epoch=0136 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:14:45.213952, arrival_time=2021-04-10 04:16:24.478919, cost_time=0:31:21.079631 2021-04-10 04:01:39,265 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 04:01:40,069 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.45ms, fps=3184 images/s, loss=0.1171, top1-acc=96.60%, top5-acc=99.88%, remaining_time=0:00:14.954214, arrival_time=2021-04-10 04:01:55.023974, cost_time=0:00:00.803988 2021-04-10 04:01:40,678 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.34ms, fps=4207 images/s, loss=0.1016, top1-acc=96.97%, top5-acc=99.90%, remaining_time=0:00:12.436864, arrival_time=2021-04-10 04:01:53.115799, cost_time=0:00:01.413288 2021-04-10 04:01:41,287 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.47ms, fps=4214 images/s, loss=0.0933, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:11.183918, arrival_time=2021-04-10 04:01:52.470849, cost_time=0:00:02.021192 2021-04-10 04:01:41,893 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.59ms, fps=4226 images/s, loss=0.0873, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:00:10.247484, arrival_time=2021-04-10 04:01:52.140685, cost_time=0:00:02.627558 2021-04-10 04:01:42,503 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.38ms, fps=4197 images/s, loss=0.0833, top1-acc=97.42%, top5-acc=99.95%, remaining_time=0:00:09.454668, arrival_time=2021-04-10 04:01:51.958290, cost_time=0:00:03.237904 2021-04-10 04:01:43,112 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.32ms, fps=4209 images/s, loss=0.0840, top1-acc=97.40%, top5-acc=99.96%, remaining_time=0:00:08.719368, arrival_time=2021-04-10 04:01:51.831776, cost_time=0:00:03.846756 2021-04-10 04:01:43,720 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.35ms, fps=4213 images/s, loss=0.0821, top1-acc=97.44%, top5-acc=99.96%, remaining_time=0:00:08.018766, arrival_time=2021-04-10 04:01:51.739290, cost_time=0:00:04.454877 2021-04-10 04:01:44,335 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.27ms, fps=4168 images/s, loss=0.0807, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:07.350804, arrival_time=2021-04-10 04:01:51.686002, cost_time=0:00:05.069485 2021-04-10 04:01:44,946 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.83ms, fps=4192 images/s, loss=0.0805, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:06.690614, arrival_time=2021-04-10 04:01:51.636984, cost_time=0:00:05.680737 2021-04-10 04:01:45,558 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.94ms, fps=4185 images/s, loss=0.0783, top1-acc=97.49%, top5-acc=99.96%, remaining_time=0:00:06.041088, arrival_time=2021-04-10 04:01:51.599577, cost_time=0:00:06.292796 2021-04-10 04:01:46,170 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.45ms, fps=4185 images/s, loss=0.0795, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:05.398564, arrival_time=2021-04-10 04:01:51.569305, cost_time=0:00:06.905091 2021-04-10 04:01:46,782 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.62ms, fps=4188 images/s, loss=0.0803, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:04.760640, arrival_time=2021-04-10 04:01:51.543031, cost_time=0:00:07.516760 2021-04-10 04:01:47,393 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.36ms, fps=4192 images/s, loss=0.0821, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:04.126452, arrival_time=2021-04-10 04:01:51.519961, cost_time=0:00:08.127870 2021-04-10 04:01:48,001 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.32ms, fps=4214 images/s, loss=0.0814, top1-acc=97.36%, top5-acc=99.96%, remaining_time=0:00:03.494288, arrival_time=2021-04-10 04:01:51.495777, cost_time=0:00:08.735769 2021-04-10 04:01:48,607 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.49ms, fps=4228 images/s, loss=0.0824, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:02.864834, arrival_time=2021-04-10 04:01:51.472287, cost_time=0:00:09.341818 2021-04-10 04:01:49,220 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.29ms, fps=4180 images/s, loss=0.0815, top1-acc=97.37%, top5-acc=99.96%, remaining_time=0:00:02.239812, arrival_time=2021-04-10 04:01:51.460102, cost_time=0:00:09.954644 2021-04-10 04:01:49,828 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.60ms, fps=4211 images/s, loss=0.0816, top1-acc=97.37%, top5-acc=99.96%, remaining_time=0:00:01.615510, arrival_time=2021-04-10 04:01:51.444114, cost_time=0:00:10.562950 2021-04-10 04:01:50,442 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.76ms, fps=4174 images/s, loss=0.0814, top1-acc=97.35%, top5-acc=99.96%, remaining_time=0:00:00.993488, arrival_time=2021-04-10 04:01:51.435923, cost_time=0:00:11.176682 2021-04-10 04:01:51,057 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.23ms, fps=4170 images/s, loss=0.0819, top1-acc=97.33%, top5-acc=99.96%, remaining_time=0:00:00.372360, arrival_time=2021-04-10 04:01:51.429345, cost_time=0:00:11.791342 2021-04-10 04:01:51,389 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=0.06ms, fps=4100 images/s, loss=0.0824, top1-acc=97.32%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:51.389089, cost_time=0:00:12.123471 2021-04-10 04:01:51,731 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.21ms, fps=7497 images/s, loss=0.4221, top1-acc=89.06%, top5-acc=99.53%, remaining_time=0:00:01.024410, arrival_time=2021-04-10 04:01:52.755793, cost_time=0:00:00.341467 2021-04-10 04:01:51,960 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.48ms, fps=11205 images/s, loss=0.4225, top1-acc=88.65%, top5-acc=99.51%, remaining_time=0:00:00.570260, arrival_time=2021-04-10 04:01:52.530451, cost_time=0:00:00.570266 2021-04-10 04:01:52,195 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=0.37ms, fps=10889 images/s, loss=0.4345, top1-acc=88.44%, top5-acc=99.49%, remaining_time=0:00:00.268570, arrival_time=2021-04-10 04:01:52.464218, cost_time=0:00:00.805723 2021-04-10 04:01:52,403 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=11180 images/s, loss=0.4425, top1-acc=88.10%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:52.403478, cost_time=0:00:01.013591 2021-04-10 04:01:52,924 INFO : Epoch=0137 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:14:31.303293, arrival_time=2021-04-10 04:16:24.227585, cost_time=0:31:34.738956 2021-04-10 04:01:52,924 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 04:01:53,732 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.23ms, fps=3169 images/s, loss=0.0883, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:15.024894, arrival_time=2021-04-10 04:02:08.757673, cost_time=0:00:00.807788 2021-04-10 04:01:54,338 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.30ms, fps=4234 images/s, loss=0.0821, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:12.434928, arrival_time=2021-04-10 04:02:06.772916, cost_time=0:00:01.413060 2021-04-10 04:01:54,951 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.43ms, fps=4175 images/s, loss=0.0761, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:11.214296, arrival_time=2021-04-10 04:02:06.165972, cost_time=0:00:02.026687 2021-04-10 04:01:55,567 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.39ms, fps=4162 images/s, loss=0.0746, top1-acc=97.76%, top5-acc=99.98%, remaining_time=0:00:10.305360, arrival_time=2021-04-10 04:02:05.872676, cost_time=0:00:02.642391 2021-04-10 04:01:56,187 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.26ms, fps=4129 images/s, loss=0.0756, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:09.527376, arrival_time=2021-04-10 04:02:05.715191, cost_time=0:00:03.262820 2021-04-10 04:01:56,804 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=2.06ms, fps=4153 images/s, loss=0.0738, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:08.794440, arrival_time=2021-04-10 04:02:05.599248, cost_time=0:00:03.879886 2021-04-10 04:01:57,411 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.34ms, fps=4221 images/s, loss=0.0750, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:08.076096, arrival_time=2021-04-10 04:02:05.487705, cost_time=0:00:04.486694 2021-04-10 04:01:58,028 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.72ms, fps=4156 images/s, loss=0.0740, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:07.399292, arrival_time=2021-04-10 04:02:05.427335, cost_time=0:00:05.102990 2021-04-10 04:01:58,640 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.52ms, fps=4185 images/s, loss=0.0742, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:06.731636, arrival_time=2021-04-10 04:02:05.372109, cost_time=0:00:05.715549 2021-04-10 04:01:59,247 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.07ms, fps=4220 images/s, loss=0.0735, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:06.069696, arrival_time=2021-04-10 04:02:05.317314, cost_time=0:00:06.322631 2021-04-10 04:01:59,855 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.36ms, fps=4217 images/s, loss=0.0745, top1-acc=97.63%, top5-acc=99.98%, remaining_time=0:00:05.418172, arrival_time=2021-04-10 04:02:05.273374, cost_time=0:00:06.930251 2021-04-10 04:02:00,466 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.43ms, fps=4194 images/s, loss=0.0746, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:04.776068, arrival_time=2021-04-10 04:02:05.242138, cost_time=0:00:07.541150 2021-04-10 04:02:01,070 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.38ms, fps=4238 images/s, loss=0.0751, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:04.135494, arrival_time=2021-04-10 04:02:05.206069, cost_time=0:00:08.145653 2021-04-10 04:02:01,677 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.55ms, fps=4219 images/s, loss=0.0745, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:03.501176, arrival_time=2021-04-10 04:02:05.179026, cost_time=0:00:08.752875 2021-04-10 04:02:02,286 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=2.18ms, fps=4213 images/s, loss=0.0748, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:02.870768, arrival_time=2021-04-10 04:02:05.156823, cost_time=0:00:09.361135 2021-04-10 04:02:02,908 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.97ms, fps=4116 images/s, loss=0.0747, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:02.246292, arrival_time=2021-04-10 04:02:05.154696, cost_time=0:00:09.983473 2021-04-10 04:02:03,526 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.31ms, fps=4144 images/s, loss=0.0759, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:01.621438, arrival_time=2021-04-10 04:02:05.148018, cost_time=0:00:10.601663 2021-04-10 04:02:04,151 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.50ms, fps=4102 images/s, loss=0.0756, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:00.997888, arrival_time=2021-04-10 04:02:05.149059, cost_time=0:00:11.226161 2021-04-10 04:02:04,765 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.13ms, fps=4174 images/s, loss=0.0756, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:00.373902, arrival_time=2021-04-10 04:02:05.139138, cost_time=0:00:11.840180 2021-04-10 04:02:05,097 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=0.05ms, fps=4106 images/s, loss=0.0765, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:05.096999, cost_time=0:00:12.172061 2021-04-10 04:02:05,403 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.31ms, fps=8372 images/s, loss=0.4566, top1-acc=88.01%, top5-acc=99.57%, remaining_time=0:00:00.917280, arrival_time=2021-04-10 04:02:06.321132, cost_time=0:00:00.305763 2021-04-10 04:02:05,638 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.20ms, fps=10909 images/s, loss=0.4599, top1-acc=88.03%, top5-acc=99.49%, remaining_time=0:00:00.540760, arrival_time=2021-04-10 04:02:06.179620, cost_time=0:00:00.540760 2021-04-10 04:02:05,869 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.35ms, fps=11143 images/s, loss=0.4646, top1-acc=87.99%, top5-acc=99.47%, remaining_time=0:00:00.256940, arrival_time=2021-04-10 04:02:06.125936, cost_time=0:00:00.770828 2021-04-10 04:02:06,077 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.06ms, fps=11160 images/s, loss=0.4635, top1-acc=87.97%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:06.077327, cost_time=0:00:00.979254 2021-04-10 04:02:07,047 INFO : Epoch=0138 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:14:17.604770, arrival_time=2021-04-10 04:16:24.652353, cost_time=0:31:48.862244 2021-04-10 04:02:07,048 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 04:02:07,839 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.37ms, fps=3235 images/s, loss=0.0943, top1-acc=97.15%, top5-acc=99.92%, remaining_time=0:00:14.719110, arrival_time=2021-04-10 04:02:22.558716, cost_time=0:00:00.791351 2021-04-10 04:02:08,447 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.42ms, fps=4215 images/s, loss=0.0934, top1-acc=97.01%, top5-acc=99.90%, remaining_time=0:00:12.312432, arrival_time=2021-04-10 04:02:20.759798, cost_time=0:00:01.399146 2021-04-10 04:02:09,056 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.37ms, fps=4206 images/s, loss=0.0875, top1-acc=97.17%, top5-acc=99.90%, remaining_time=0:00:11.112870, arrival_time=2021-04-10 04:02:20.169449, cost_time=0:00:02.008357 2021-04-10 04:02:09,668 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.69ms, fps=4188 images/s, loss=0.0859, top1-acc=97.17%, top5-acc=99.90%, remaining_time=0:00:10.218000, arrival_time=2021-04-10 04:02:19.886275, cost_time=0:00:02.619996 2021-04-10 04:02:10,275 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.42ms, fps=4220 images/s, loss=0.0859, top1-acc=97.12%, top5-acc=99.92%, remaining_time=0:00:09.423716, arrival_time=2021-04-10 04:02:19.699208, cost_time=0:00:03.227291 2021-04-10 04:02:10,887 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.43ms, fps=4187 images/s, loss=0.0852, top1-acc=97.17%, top5-acc=99.93%, remaining_time=0:00:08.701824, arrival_time=2021-04-10 04:02:19.589262, cost_time=0:00:03.839069 2021-04-10 04:02:11,503 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.62ms, fps=4163 images/s, loss=0.0833, top1-acc=97.26%, top5-acc=99.94%, remaining_time=0:00:08.018892, arrival_time=2021-04-10 04:02:19.522051, cost_time=0:00:04.454952 2021-04-10 04:02:12,117 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.34ms, fps=4170 images/s, loss=0.0811, top1-acc=97.34%, top5-acc=99.95%, remaining_time=0:00:07.350340, arrival_time=2021-04-10 04:02:19.467912, cost_time=0:00:05.069177 2021-04-10 04:02:12,731 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.40ms, fps=4177 images/s, loss=0.0795, top1-acc=97.41%, top5-acc=99.95%, remaining_time=0:00:06.693158, arrival_time=2021-04-10 04:02:19.424221, cost_time=0:00:05.682840 2021-04-10 04:02:13,351 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.77ms, fps=4130 images/s, loss=0.0782, top1-acc=97.45%, top5-acc=99.96%, remaining_time=0:00:06.050976, arrival_time=2021-04-10 04:02:19.402287, cost_time=0:00:06.303105 2021-04-10 04:02:13,961 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.43ms, fps=4202 images/s, loss=0.0765, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:05.404498, arrival_time=2021-04-10 04:02:19.365513, cost_time=0:00:06.912745 2021-04-10 04:02:14,570 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.33ms, fps=4204 images/s, loss=0.0756, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:04.764136, arrival_time=2021-04-10 04:02:19.334674, cost_time=0:00:07.522328 2021-04-10 04:02:15,181 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.48ms, fps=4192 images/s, loss=0.0744, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:04.129224, arrival_time=2021-04-10 04:02:19.310781, cost_time=0:00:08.133349 2021-04-10 04:02:15,792 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.42ms, fps=4193 images/s, loss=0.0737, top1-acc=97.60%, top5-acc=99.96%, remaining_time=0:00:03.497704, arrival_time=2021-04-10 04:02:19.290184, cost_time=0:00:08.744276 2021-04-10 04:02:16,405 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.54ms, fps=4177 images/s, loss=0.0731, top1-acc=97.63%, top5-acc=99.96%, remaining_time=0:00:02.869618, arrival_time=2021-04-10 04:02:19.275462, cost_time=0:00:09.357479 2021-04-10 04:02:17,016 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.43ms, fps=4197 images/s, loss=0.0742, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:02.242872, arrival_time=2021-04-10 04:02:19.259413, cost_time=0:00:09.968324 2021-04-10 04:02:17,630 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.37ms, fps=4169 images/s, loss=0.0748, top1-acc=97.57%, top5-acc=99.96%, remaining_time=0:00:01.618526, arrival_time=2021-04-10 04:02:19.249462, cost_time=0:00:10.582740 2021-04-10 04:02:18,245 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.90ms, fps=4168 images/s, loss=0.0748, top1-acc=97.59%, top5-acc=99.96%, remaining_time=0:00:00.995312, arrival_time=2021-04-10 04:02:19.240780, cost_time=0:00:11.197262 2021-04-10 04:02:18,856 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.23ms, fps=4190 images/s, loss=0.0742, top1-acc=97.61%, top5-acc=99.97%, remaining_time=0:00:00.372906, arrival_time=2021-04-10 04:02:19.229789, cost_time=0:00:11.808625 2021-04-10 04:02:19,187 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.12ms, fps=4120 images/s, loss=0.0745, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:19.187412, cost_time=0:00:12.139228 2021-04-10 04:02:19,522 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.21ms, fps=7652 images/s, loss=0.3971, top1-acc=89.34%, top5-acc=99.53%, remaining_time=0:00:01.003560, arrival_time=2021-04-10 04:02:20.526302, cost_time=0:00:00.334522 2021-04-10 04:02:19,752 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.41ms, fps=11171 images/s, loss=0.3851, top1-acc=89.96%, top5-acc=99.47%, remaining_time=0:00:00.564040, arrival_time=2021-04-10 04:02:20.316281, cost_time=0:00:00.564040 2021-04-10 04:02:19,979 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.20ms, fps=11282 images/s, loss=0.3932, top1-acc=89.70%, top5-acc=99.53%, remaining_time=0:00:00.263750, arrival_time=2021-04-10 04:02:20.243212, cost_time=0:00:00.791249 2021-04-10 04:02:20,186 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.05ms, fps=11250 images/s, loss=0.3980, top1-acc=89.35%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:20.185991, cost_time=0:00:00.997809 2021-04-10 04:02:20,700 INFO : Epoch=0139 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:14:03.693806, arrival_time=2021-04-10 04:16:24.394503, cost_time=0:32:02.515364 2021-04-10 04:02:20,701 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 04:02:21,504 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.34ms, fps=3189 images/s, loss=0.0723, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:14.929848, arrival_time=2021-04-10 04:02:36.433887, cost_time=0:00:00.802683 2021-04-10 04:02:22,116 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.51ms, fps=4186 images/s, loss=0.0712, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:00:12.450240, arrival_time=2021-04-10 04:02:34.566380, cost_time=0:00:01.414801 2021-04-10 04:02:22,727 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.39ms, fps=4191 images/s, loss=0.0777, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:11.211308, arrival_time=2021-04-10 04:02:33.938759, cost_time=0:00:02.026146 2021-04-10 04:02:23,341 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.38ms, fps=4173 images/s, loss=0.0754, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:10.296000, arrival_time=2021-04-10 04:02:33.637396, cost_time=0:00:02.639980 2021-04-10 04:02:23,953 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.43ms, fps=4185 images/s, loss=0.0765, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:09.496862, arrival_time=2021-04-10 04:02:33.450515, cost_time=0:00:03.252337 2021-04-10 04:02:24,565 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.36ms, fps=4188 images/s, loss=0.0739, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:08.758264, arrival_time=2021-04-10 04:02:33.323590, cost_time=0:00:03.863969 2021-04-10 04:02:25,186 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.38ms, fps=4126 images/s, loss=0.0750, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:08.072946, arrival_time=2021-04-10 04:02:33.259274, cost_time=0:00:04.484951 2021-04-10 04:02:25,793 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.32ms, fps=4218 images/s, loss=0.0748, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:07.384212, arrival_time=2021-04-10 04:02:33.178038, cost_time=0:00:05.092523 2021-04-10 04:02:26,407 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.44ms, fps=4175 images/s, loss=0.0735, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:06.720506, arrival_time=2021-04-10 04:02:33.127911, cost_time=0:00:05.706089 2021-04-10 04:02:27,018 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.46ms, fps=4191 images/s, loss=0.0726, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:06.064608, arrival_time=2021-04-10 04:02:33.083256, cost_time=0:00:06.317275 2021-04-10 04:02:27,628 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.37ms, fps=4203 images/s, loss=0.0733, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:05.415592, arrival_time=2021-04-10 04:02:33.043844, cost_time=0:00:06.926966 2021-04-10 04:02:28,239 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.24ms, fps=4194 images/s, loss=0.0728, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:04.773864, arrival_time=2021-04-10 04:02:33.012893, cost_time=0:00:07.537720 2021-04-10 04:02:28,849 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.40ms, fps=4199 images/s, loss=0.0723, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:04.136616, arrival_time=2021-04-10 04:02:32.985775, cost_time=0:00:08.147849 2021-04-10 04:02:29,466 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.59ms, fps=4151 images/s, loss=0.0714, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:03.505992, arrival_time=2021-04-10 04:02:32.972350, cost_time=0:00:08.764944 2021-04-10 04:02:30,078 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.36ms, fps=4184 images/s, loss=0.0710, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:02.875782, arrival_time=2021-04-10 04:02:32.954596, cost_time=0:00:09.377510 2021-04-10 04:02:30,693 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=2.15ms, fps=4170 images/s, loss=0.0716, top1-acc=97.72%, top5-acc=99.98%, remaining_time=0:00:02.248164, arrival_time=2021-04-10 04:02:32.941347, cost_time=0:00:09.991824 2021-04-10 04:02:31,305 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.98ms, fps=4187 images/s, loss=0.0711, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:01.621750, arrival_time=2021-04-10 04:02:32.926880, cost_time=0:00:10.603753 2021-04-10 04:02:31,918 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.74ms, fps=4178 images/s, loss=0.0712, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:00.997072, arrival_time=2021-04-10 04:02:32.915452, cost_time=0:00:11.217015 2021-04-10 04:02:32,533 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.37ms, fps=4168 images/s, loss=0.0715, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:00.373638, arrival_time=2021-04-10 04:02:32.906824, cost_time=0:00:11.831831 2021-04-10 04:02:32,863 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.06ms, fps=4123 images/s, loss=0.0716, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:32.863515, cost_time=0:00:12.162226 2021-04-10 04:02:33,185 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=2.39ms, fps=7970 images/s, loss=0.3695, top1-acc=89.80%, top5-acc=99.53%, remaining_time=0:00:00.963600, arrival_time=2021-04-10 04:02:34.149141, cost_time=0:00:00.321197 2021-04-10 04:02:33,416 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.19ms, fps=11115 images/s, loss=0.3921, top1-acc=89.30%, top5-acc=99.51%, remaining_time=0:00:00.551880, arrival_time=2021-04-10 04:02:33.968150, cost_time=0:00:00.551875 2021-04-10 04:02:33,647 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=0.41ms, fps=11086 images/s, loss=0.4104, top1-acc=89.04%, top5-acc=99.58%, remaining_time=0:00:00.261120, arrival_time=2021-04-10 04:02:33.908816, cost_time=0:00:00.783356 2021-04-10 04:02:33,859 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.05ms, fps=10991 images/s, loss=0.4055, top1-acc=89.13%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:33.859140, cost_time=0:00:00.994762 2021-04-10 04:02:34,372 INFO : Epoch=0140 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:13:49.794600, arrival_time=2021-04-10 04:16:24.167354, cost_time=0:32:16.187411 2021-04-10 04:02:34,373 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 04:02:35,138 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=2.22ms, fps=3347 images/s, loss=0.0615, top1-acc=97.97%, top5-acc=99.96%, remaining_time=0:00:14.228070, arrival_time=2021-04-10 04:02:49.366445, cost_time=0:00:00.764948 2021-04-10 04:02:35,758 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.54ms, fps=4134 images/s, loss=0.0659, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:12.183952, arrival_time=2021-04-10 04:02:47.942006, cost_time=0:00:01.384540 2021-04-10 04:02:36,377 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.48ms, fps=4134 images/s, loss=0.0629, top1-acc=97.93%, top5-acc=99.97%, remaining_time=0:00:11.090792, arrival_time=2021-04-10 04:02:47.468582, cost_time=0:00:02.004363 2021-04-10 04:02:36,992 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.49ms, fps=4170 images/s, loss=0.0606, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:10.212852, arrival_time=2021-04-10 04:02:47.205028, cost_time=0:00:02.618665 2021-04-10 04:02:37,601 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.54ms, fps=4209 images/s, loss=0.0606, top1-acc=97.99%, top5-acc=99.97%, remaining_time=0:00:09.424592, arrival_time=2021-04-10 04:02:47.025596, cost_time=0:00:03.227579 2021-04-10 04:02:38,213 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.36ms, fps=4183 images/s, loss=0.0607, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:08.703864, arrival_time=2021-04-10 04:02:46.917265, cost_time=0:00:03.839916 2021-04-10 04:02:38,821 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.49ms, fps=4211 images/s, loss=0.0597, top1-acc=98.04%, top5-acc=99.98%, remaining_time=0:00:08.007300, arrival_time=2021-04-10 04:02:46.829199, cost_time=0:00:04.448467 2021-04-10 04:02:39,428 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.29ms, fps=4224 images/s, loss=0.0602, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:00:07.329692, arrival_time=2021-04-10 04:02:46.758114, cost_time=0:00:05.054924 2021-04-10 04:02:40,041 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.79ms, fps=4177 images/s, loss=0.0607, top1-acc=97.98%, top5-acc=99.98%, remaining_time=0:00:06.676092, arrival_time=2021-04-10 04:02:46.717878, cost_time=0:00:05.668377 2021-04-10 04:02:40,661 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=2.05ms, fps=4132 images/s, loss=0.0619, top1-acc=97.96%, top5-acc=99.97%, remaining_time=0:00:06.036672, arrival_time=2021-04-10 04:02:46.698437, cost_time=0:00:06.288197 2021-04-10 04:02:41,283 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=5.99ms, fps=4121 images/s, loss=0.0625, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:05.402520, arrival_time=2021-04-10 04:02:46.686188, cost_time=0:00:06.910178 2021-04-10 04:02:41,906 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.50ms, fps=4113 images/s, loss=0.0626, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:04.771052, arrival_time=2021-04-10 04:02:46.677745, cost_time=0:00:07.533185 2021-04-10 04:02:42,515 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.29ms, fps=4210 images/s, loss=0.0644, top1-acc=97.88%, top5-acc=99.97%, remaining_time=0:00:04.133580, arrival_time=2021-04-10 04:02:46.648937, cost_time=0:00:08.141933 2021-04-10 04:02:43,124 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.32ms, fps=4206 images/s, loss=0.0650, top1-acc=97.86%, top5-acc=99.97%, remaining_time=0:00:03.500392, arrival_time=2021-04-10 04:02:46.624916, cost_time=0:00:08.751019 2021-04-10 04:02:43,730 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.48ms, fps=4228 images/s, loss=0.0664, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:02.869480, arrival_time=2021-04-10 04:02:46.599936, cost_time=0:00:09.357035 2021-04-10 04:02:44,339 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.40ms, fps=4210 images/s, loss=0.0673, top1-acc=97.77%, top5-acc=99.97%, remaining_time=0:00:02.242260, arrival_time=2021-04-10 04:02:46.581296, cost_time=0:00:09.965532 2021-04-10 04:02:44,948 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.47ms, fps=4207 images/s, loss=0.0677, top1-acc=97.75%, top5-acc=99.97%, remaining_time=0:00:01.617304, arrival_time=2021-04-10 04:02:46.565425, cost_time=0:00:10.574679 2021-04-10 04:02:45,555 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.32ms, fps=4221 images/s, loss=0.0675, top1-acc=97.76%, top5-acc=99.97%, remaining_time=0:00:00.993920, arrival_time=2021-04-10 04:02:46.548985, cost_time=0:00:11.181647 2021-04-10 04:02:46,163 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.14ms, fps=4209 images/s, loss=0.0680, top1-acc=97.76%, top5-acc=99.97%, remaining_time=0:00:00.372324, arrival_time=2021-04-10 04:02:46.536039, cost_time=0:00:11.790225 2021-04-10 04:02:46,498 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=0.08ms, fps=4069 images/s, loss=0.0687, top1-acc=97.74%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:46.498417, cost_time=0:00:12.125009 2021-04-10 04:02:46,872 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.19ms, fps=6858 images/s, loss=0.3710, top1-acc=90.12%, top5-acc=99.53%, remaining_time=0:00:01.119780, arrival_time=2021-04-10 04:02:47.992298, cost_time=0:00:00.373257 2021-04-10 04:02:47,105 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.36ms, fps=11011 images/s, loss=0.4208, top1-acc=89.10%, top5-acc=99.51%, remaining_time=0:00:00.606200, arrival_time=2021-04-10 04:02:47.711631, cost_time=0:00:00.606207 2021-04-10 04:02:47,337 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.36ms, fps=11037 images/s, loss=0.4127, top1-acc=89.13%, top5-acc=99.57%, remaining_time=0:00:00.279490, arrival_time=2021-04-10 04:02:47.617191, cost_time=0:00:00.838469 2021-04-10 04:02:47,545 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.05ms, fps=11176 images/s, loss=0.4211, top1-acc=88.94%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:47.545605, cost_time=0:00:01.046406 2021-04-10 04:02:48,092 INFO : Epoch=0141 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:13:35.918670, arrival_time=2021-04-10 04:16:24.011356, cost_time=0:32:29.907356 2021-04-10 04:02:48,093 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 04:02:48,888 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=0.30ms, fps=3218 images/s, loss=0.0789, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:14.795556, arrival_time=2021-04-10 04:03:03.684292, cost_time=0:00:00.795459 2021-04-10 04:02:49,503 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.54ms, fps=4165 images/s, loss=0.0882, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:12.411696, arrival_time=2021-04-10 04:03:01.915477, cost_time=0:00:01.410414 2021-04-10 04:02:50,111 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.61ms, fps=4217 images/s, loss=0.0866, top1-acc=97.16%, top5-acc=99.96%, remaining_time=0:00:11.166986, arrival_time=2021-04-10 04:03:01.278426, cost_time=0:00:02.018139 2021-04-10 04:02:50,725 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.40ms, fps=4175 images/s, loss=0.0832, top1-acc=97.27%, top5-acc=99.97%, remaining_time=0:00:10.263708, arrival_time=2021-04-10 04:03:00.988776, cost_time=0:00:02.631713 2021-04-10 04:02:51,334 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.36ms, fps=4206 images/s, loss=0.0788, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:09.463428, arrival_time=2021-04-10 04:03:00.797633, cost_time=0:00:03.240918 2021-04-10 04:02:51,941 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.38ms, fps=4219 images/s, loss=0.0790, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:08.722360, arrival_time=2021-04-10 04:03:00.663869, cost_time=0:00:03.848087 2021-04-10 04:02:52,558 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.37ms, fps=4156 images/s, loss=0.0781, top1-acc=97.48%, top5-acc=99.97%, remaining_time=0:00:08.036658, arrival_time=2021-04-10 04:03:00.594780, cost_time=0:00:04.464829 2021-04-10 04:02:53,177 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.46ms, fps=4137 images/s, loss=0.0783, top1-acc=97.47%, top5-acc=99.97%, remaining_time=0:00:07.371916, arrival_time=2021-04-10 04:03:00.549376, cost_time=0:00:05.084064 2021-04-10 04:02:53,785 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.58ms, fps=4215 images/s, loss=0.0771, top1-acc=97.53%, top5-acc=99.97%, remaining_time=0:00:06.704076, arrival_time=2021-04-10 04:03:00.489503, cost_time=0:00:05.692125 2021-04-10 04:02:54,392 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.52ms, fps=4221 images/s, loss=0.0775, top1-acc=97.52%, top5-acc=99.97%, remaining_time=0:00:06.047040, arrival_time=2021-04-10 04:03:00.439372, cost_time=0:00:06.299039 2021-04-10 04:02:55,006 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.70ms, fps=4174 images/s, loss=0.0767, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:05.404498, arrival_time=2021-04-10 04:03:00.410637, cost_time=0:00:06.912760 2021-04-10 04:02:55,615 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.41ms, fps=4207 images/s, loss=0.0770, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:04.763908, arrival_time=2021-04-10 04:03:00.379122, cost_time=0:00:07.521920 2021-04-10 04:02:56,222 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.46ms, fps=4220 images/s, loss=0.0763, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:04.127046, arrival_time=2021-04-10 04:03:00.349314, cost_time=0:00:08.128969 2021-04-10 04:02:56,832 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.33ms, fps=4196 images/s, loss=0.0755, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:03.495800, arrival_time=2021-04-10 04:03:00.328624, cost_time=0:00:08.739456 2021-04-10 04:02:57,445 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.36ms, fps=4180 images/s, loss=0.0748, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:02.868100, arrival_time=2021-04-10 04:03:00.313854, cost_time=0:00:09.352442 2021-04-10 04:02:58,063 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.38ms, fps=4146 images/s, loss=0.0745, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:02.243340, arrival_time=2021-04-10 04:03:00.306971, cost_time=0:00:09.970336 2021-04-10 04:02:58,671 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.40ms, fps=4211 images/s, loss=0.0750, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:01.617902, arrival_time=2021-04-10 04:03:00.289770, cost_time=0:00:10.578568 2021-04-10 04:02:59,281 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.46ms, fps=4206 images/s, loss=0.0750, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:00.994448, arrival_time=2021-04-10 04:03:00.275418, cost_time=0:00:11.187591 2021-04-10 04:02:59,891 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.21ms, fps=4198 images/s, loss=0.0747, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:00.372570, arrival_time=2021-04-10 04:03:00.263921, cost_time=0:00:11.798029 2021-04-10 04:03:00,228 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=0.06ms, fps=4038 images/s, loss=0.0742, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:00.228586, cost_time=0:00:12.135290 2021-04-10 04:03:00,538 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.21ms, fps=8272 images/s, loss=0.4548, top1-acc=88.32%, top5-acc=99.41%, remaining_time=0:00:00.928320, arrival_time=2021-04-10 04:03:01.467245, cost_time=0:00:00.309441 2021-04-10 04:03:00,775 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=6.43ms, fps=10834 images/s, loss=0.4516, top1-acc=88.22%, top5-acc=99.51%, remaining_time=0:00:00.546200, arrival_time=2021-04-10 04:03:01.321838, cost_time=0:00:00.546204 2021-04-10 04:03:01,002 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=0.27ms, fps=11306 images/s, loss=0.4457, top1-acc=88.35%, top5-acc=99.57%, remaining_time=0:00:00.257650, arrival_time=2021-04-10 04:03:01.260035, cost_time=0:00:00.772951 2021-04-10 04:03:01,213 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.05ms, fps=11007 images/s, loss=0.4439, top1-acc=88.55%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:01.213503, cost_time=0:00:00.984059 2021-04-10 04:03:01,958 INFO : Epoch=0142 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:13:22.104330, arrival_time=2021-04-10 04:16:24.062283, cost_time=0:32:43.772614 2021-04-10 04:03:01,958 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 04:03:02,726 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=2.17ms, fps=3335 images/s, loss=0.0592, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:14.276430, arrival_time=2021-04-10 04:03:17.002631, cost_time=0:00:00.767549 2021-04-10 04:03:03,338 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.40ms, fps=4188 images/s, loss=0.0505, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:12.138544, arrival_time=2021-04-10 04:03:15.476526, cost_time=0:00:01.379387 2021-04-10 04:03:03,948 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.45ms, fps=4196 images/s, loss=0.0528, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:11.010614, arrival_time=2021-04-10 04:03:14.959221, cost_time=0:00:01.989856 2021-04-10 04:03:04,566 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.68ms, fps=4149 images/s, loss=0.0520, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:10.170264, arrival_time=2021-04-10 04:03:14.736610, cost_time=0:00:02.607775 2021-04-10 04:03:05,178 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.60ms, fps=4185 images/s, loss=0.0527, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:09.401962, arrival_time=2021-04-10 04:03:14.580443, cost_time=0:00:03.219840 2021-04-10 04:03:05,785 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.51ms, fps=4219 images/s, loss=0.0536, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:08.674896, arrival_time=2021-04-10 04:03:14.460654, cost_time=0:00:03.827177 2021-04-10 04:03:06,395 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.99ms, fps=4205 images/s, loss=0.0543, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:07.985250, arrival_time=2021-04-10 04:03:14.380179, cost_time=0:00:04.436281 2021-04-10 04:03:07,005 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.66ms, fps=4196 images/s, loss=0.0550, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:07.318092, arrival_time=2021-04-10 04:03:14.323694, cost_time=0:00:05.046990 2021-04-10 04:03:07,614 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.64ms, fps=4210 images/s, loss=0.0549, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:06.660934, arrival_time=2021-04-10 04:03:14.274995, cost_time=0:00:05.655472 2021-04-10 04:03:08,226 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.79ms, fps=4182 images/s, loss=0.0552, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:06.017280, arrival_time=2021-04-10 04:03:14.244022, cost_time=0:00:06.268049 2021-04-10 04:03:08,831 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.34ms, fps=4234 images/s, loss=0.0560, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:05.373710, arrival_time=2021-04-10 04:03:14.205575, cost_time=0:00:06.873296 2021-04-10 04:03:09,435 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.27ms, fps=4241 images/s, loss=0.0564, top1-acc=98.15%, top5-acc=99.99%, remaining_time=0:00:04.735560, arrival_time=2021-04-10 04:03:14.171362, cost_time=0:00:07.477225 2021-04-10 04:03:10,049 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.30ms, fps=4177 images/s, loss=0.0569, top1-acc=98.15%, top5-acc=99.99%, remaining_time=0:00:04.107510, arrival_time=2021-04-10 04:03:14.156615, cost_time=0:00:08.090521 2021-04-10 04:03:10,662 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.45ms, fps=4175 images/s, loss=0.0577, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:03.481632, arrival_time=2021-04-10 04:03:14.144388, cost_time=0:00:08.704114 2021-04-10 04:03:11,268 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.28ms, fps=4232 images/s, loss=0.0587, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:02.854944, arrival_time=2021-04-10 04:03:14.123098, cost_time=0:00:09.309567 2021-04-10 04:03:11,877 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.49ms, fps=4204 images/s, loss=0.0593, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:02.231748, arrival_time=2021-04-10 04:03:14.109244, cost_time=0:00:09.918911 2021-04-10 04:03:12,483 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.46ms, fps=4230 images/s, loss=0.0591, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:01.609634, arrival_time=2021-04-10 04:03:14.092710, cost_time=0:00:10.524491 2021-04-10 04:03:13,093 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.47ms, fps=4196 images/s, loss=0.0595, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:00.989776, arrival_time=2021-04-10 04:03:14.083499, cost_time=0:00:11.134995 2021-04-10 04:03:13,705 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.20ms, fps=4192 images/s, loss=0.0593, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:00.370938, arrival_time=2021-04-10 04:03:14.075961, cost_time=0:00:11.746450 2021-04-10 04:03:14,036 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.06ms, fps=4106 images/s, loss=0.0596, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:14.036605, cost_time=0:00:12.078039 2021-04-10 04:03:14,365 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=3.62ms, fps=7811 images/s, loss=0.3802, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:00.983190, arrival_time=2021-04-10 04:03:15.348384, cost_time=0:00:00.327727 2021-04-10 04:03:14,594 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.21ms, fps=11186 images/s, loss=0.3979, top1-acc=89.32%, top5-acc=99.71%, remaining_time=0:00:00.557080, arrival_time=2021-04-10 04:03:15.151564, cost_time=0:00:00.557080 2021-04-10 04:03:14,834 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.73ms, fps=10695 images/s, loss=0.4054, top1-acc=89.24%, top5-acc=99.73%, remaining_time=0:00:00.265580, arrival_time=2021-04-10 04:03:15.099787, cost_time=0:00:00.796750 2021-04-10 04:03:15,043 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.05ms, fps=11089 images/s, loss=0.4148, top1-acc=89.29%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:15.043825, cost_time=0:00:01.006440 2021-04-10 04:03:15,537 INFO : Epoch=0143 complete, best val top1-acc=89.38%, top5-acc=99.53% (epoch=135), remaining_time=0:13:08.175138, arrival_time=2021-04-10 04:16:23.712118, cost_time=0:32:57.351640 2021-04-10 04:03:15,537 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 04:03:16,357 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=0.23ms, fps=3121 images/s, loss=0.0640, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:15.254418, arrival_time=2021-04-10 04:03:31.612211, cost_time=0:00:00.820126 2021-04-10 04:03:16,966 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.87ms, fps=4210 images/s, loss=0.0576, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:12.573440, arrival_time=2021-04-10 04:03:29.539854, cost_time=0:00:01.428793 2021-04-10 04:03:17,577 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.38ms, fps=4190 images/s, loss=0.0557, top1-acc=98.16%, top5-acc=99.97%, remaining_time=0:00:11.288996, arrival_time=2021-04-10 04:03:28.866841, cost_time=0:00:02.040185 2021-04-10 04:03:18,188 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.85ms, fps=4197 images/s, loss=0.0545, top1-acc=98.18%, top5-acc=99.98%, remaining_time=0:00:10.337652, arrival_time=2021-04-10 04:03:28.525920, cost_time=0:00:02.650668 2021-04-10 04:03:18,807 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=2.39ms, fps=4141 images/s, loss=0.0536, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:09.546210, arrival_time=2021-04-10 04:03:28.353221, cost_time=0:00:03.269266 2021-04-10 04:03:19,439 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.40ms, fps=4049 images/s, loss=0.0510, top1-acc=98.35%, top5-acc=99.98%, remaining_time=0:00:08.845304, arrival_time=2021-04-10 04:03:28.285257, cost_time=0:00:03.902367 2021-04-10 04:03:20,045 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.26ms, fps=4228 images/s, loss=0.0506, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:08.114778, arrival_time=2021-04-10 04:03:28.160608, cost_time=0:00:04.508236 2021-04-10 04:03:20,656 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.76ms, fps=4193 images/s, loss=0.0520, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:07.422724, arrival_time=2021-04-10 04:03:28.079574, cost_time=0:00:05.119111 2021-04-10 04:03:21,271 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.50ms, fps=4173 images/s, loss=0.0528, top1-acc=98.30%, top5-acc=99.98%, remaining_time=0:00:06.752730, arrival_time=2021-04-10 04:03:28.023806, cost_time=0:00:05.733477 2021-04-10 04:03:21,890 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.40ms, fps=4135 images/s, loss=0.0525, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:06.098880, arrival_time=2021-04-10 04:03:27.989539, cost_time=0:00:06.352980 2021-04-10 04:03:22,506 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.52ms, fps=4160 images/s, loss=0.0520, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:05.448530, arrival_time=2021-04-10 04:03:27.955139, cost_time=0:00:06.969000 2021-04-10 04:03:23,114 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.30ms, fps=4217 images/s, loss=0.0517, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:04.798412, arrival_time=2021-04-10 04:03:27.912484, cost_time=0:00:07.576417 2021-04-10 04:03:23,725 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=2.10ms, fps=4192 images/s, loss=0.0516, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:04.156812, arrival_time=2021-04-10 04:03:27.882116, cost_time=0:00:08.187648 2021-04-10 04:03:24,346 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.49ms, fps=4131 images/s, loss=0.0520, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:03.523352, arrival_time=2021-04-10 04:03:27.869359, cost_time=0:00:08.808327 2021-04-10 04:03:24,953 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.39ms, fps=4215 images/s, loss=0.0526, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:02.887650, arrival_time=2021-04-10 04:03:27.841479, cost_time=0:00:09.416232 2021-04-10 04:03:25,561 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.31ms, fps=4219 images/s, loss=0.0530, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:02.255256, arrival_time=2021-04-10 04:03:27.816386, cost_time=0:00:10.023377 2021-04-10 04:03:26,176 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.40ms, fps=4167 images/s, loss=0.0531, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:01.627080, arrival_time=2021-04-10 04:03:27.803244, cost_time=0:00:10.638554 2021-04-10 04:03:26,785 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.99ms, fps=4202 images/s, loss=0.0537, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:00.999840, arrival_time=2021-04-10 04:03:27.785655, cost_time=0:00:11.248218 2021-04-10 04:03:27,396 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.14ms, fps=4193 images/s, loss=0.0553, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:00.374502, arrival_time=2021-04-10 04:03:27.771344, cost_time=0:00:11.859189 2021-04-10 04:03:27,733 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.06ms, fps=4050 images/s, loss=0.0553, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:27.733087, cost_time=0:00:12.195507 2021-04-10 04:03:28,072 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=6.46ms, fps=7561 images/s, loss=0.4021, top1-acc=89.41%, top5-acc=99.45%, remaining_time=0:00:01.015680, arrival_time=2021-04-10 04:03:29.088164, cost_time=0:00:00.338558 2021-04-10 04:03:28,300 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=0.26ms, fps=11228 images/s, loss=0.3866, top1-acc=90.16%, top5-acc=99.47%, remaining_time=0:00:00.566920, arrival_time=2021-04-10 04:03:28.867761, cost_time=0:00:00.566916 2021-04-10 04:03:28,536 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.94ms, fps=10897 images/s, loss=0.4017, top1-acc=89.64%, top5-acc=99.53%, remaining_time=0:00:00.267400, arrival_time=2021-04-10 04:03:28.803543, cost_time=0:00:00.802199 2021-04-10 04:03:28,749 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.06ms, fps=10890 images/s, loss=0.4080, top1-acc=89.39%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:28.749552, cost_time=0:00:01.015663 2021-04-10 04:03:29,713 INFO : Epoch=0144 complete, best val top1-acc=89.39%, top5-acc=99.55% (epoch=144), remaining_time=0:12:54.483192, arrival_time=2021-04-10 04:16:24.196708, cost_time=0:33:11.528176 2021-04-10 04:03:29,714 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 04:03:30,480 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.33ms, fps=3341 images/s, loss=0.0521, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:14.252064, arrival_time=2021-04-10 04:03:44.732602, cost_time=0:00:00.766243 2021-04-10 04:03:31,091 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.33ms, fps=4192 images/s, loss=0.0505, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:12.123232, arrival_time=2021-04-10 04:03:43.215009, cost_time=0:00:01.377643 2021-04-10 04:03:31,701 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.33ms, fps=4201 images/s, loss=0.0558, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:10.996836, arrival_time=2021-04-10 04:03:42.698427, cost_time=0:00:01.987386 2021-04-10 04:03:32,316 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.40ms, fps=4168 images/s, loss=0.0533, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:10.148580, arrival_time=2021-04-10 04:03:42.464910, cost_time=0:00:02.602193 2021-04-10 04:03:32,926 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.39ms, fps=4205 images/s, loss=0.0558, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:09.381084, arrival_time=2021-04-10 04:03:42.307990, cost_time=0:00:03.212703 2021-04-10 04:03:33,539 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.46ms, fps=4180 images/s, loss=0.0550, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:08.671632, arrival_time=2021-04-10 04:03:42.211494, cost_time=0:00:03.825739 2021-04-10 04:03:34,148 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.54ms, fps=4210 images/s, loss=0.0561, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:07.981596, arrival_time=2021-04-10 04:03:42.130132, cost_time=0:00:04.434221 2021-04-10 04:03:34,774 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.39ms, fps=4096 images/s, loss=0.0564, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:07.337116, arrival_time=2021-04-10 04:03:42.111422, cost_time=0:00:05.060101 2021-04-10 04:03:35,387 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.39ms, fps=4179 images/s, loss=0.0573, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:06.681816, arrival_time=2021-04-10 04:03:42.069183, cost_time=0:00:05.673246 2021-04-10 04:03:35,993 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.35ms, fps=4230 images/s, loss=0.0580, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:06.027648, arrival_time=2021-04-10 04:03:42.020668, cost_time=0:00:06.278810 2021-04-10 04:03:36,612 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.46ms, fps=4137 images/s, loss=0.0582, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:05.393146, arrival_time=2021-04-10 04:03:42.005453, cost_time=0:00:06.898162 2021-04-10 04:03:37,225 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.71ms, fps=4181 images/s, loss=0.0588, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:04.756916, arrival_time=2021-04-10 04:03:41.982047, cost_time=0:00:07.510950 2021-04-10 04:03:37,838 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.58ms, fps=4177 images/s, loss=0.0586, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:04.124736, arrival_time=2021-04-10 04:03:41.963285, cost_time=0:00:08.124421 2021-04-10 04:03:38,455 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=2.16ms, fps=4150 images/s, loss=0.0595, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:03.496696, arrival_time=2021-04-10 04:03:41.952595, cost_time=0:00:08.741690 2021-04-10 04:03:39,068 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.39ms, fps=4183 images/s, loss=0.0589, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:02.868652, arrival_time=2021-04-10 04:03:41.937063, cost_time=0:00:09.354266 2021-04-10 04:03:39,675 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.50ms, fps=4217 images/s, loss=0.0590, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:02.241396, arrival_time=2021-04-10 04:03:41.917321, cost_time=0:00:09.961788 2021-04-10 04:03:40,282 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.66ms, fps=4224 images/s, loss=0.0599, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:01.616316, arrival_time=2021-04-10 04:03:41.898661, cost_time=0:00:10.568172 2021-04-10 04:03:40,895 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.87ms, fps=4183 images/s, loss=0.0598, top1-acc=98.10%, top5-acc=99.99%, remaining_time=0:00:00.993840, arrival_time=2021-04-10 04:03:41.888778, cost_time=0:00:11.180732 2021-04-10 04:03:41,502 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.19ms, fps=4220 images/s, loss=0.0588, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:00.372252, arrival_time=2021-04-10 04:03:41.874355, cost_time=0:00:11.787984 2021-04-10 04:03:41,833 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=0.07ms, fps=4109 images/s, loss=0.0585, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:41.833420, cost_time=0:00:12.119314 2021-04-10 04:03:42,141 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.18ms, fps=8340 images/s, loss=0.4122, top1-acc=89.41%, top5-acc=99.65%, remaining_time=0:00:00.920760, arrival_time=2021-04-10 04:03:43.061920, cost_time=0:00:00.306921 2021-04-10 04:03:42,372 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.20ms, fps=11073 images/s, loss=0.4166, top1-acc=89.39%, top5-acc=99.61%, remaining_time=0:00:00.538480, arrival_time=2021-04-10 04:03:42.911175, cost_time=0:00:00.538475 2021-04-10 04:03:42,604 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.88ms, fps=11080 images/s, loss=0.4204, top1-acc=89.51%, top5-acc=99.53%, remaining_time=0:00:00.256620, arrival_time=2021-04-10 04:03:42.860735, cost_time=0:00:00.769849 2021-04-10 04:03:42,817 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.07ms, fps=10883 images/s, loss=0.4271, top1-acc=89.43%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:42.817679, cost_time=0:00:00.983482 2021-04-10 04:03:43,837 INFO : Epoch=0145 complete, best val top1-acc=89.43%, top5-acc=99.52% (epoch=145), remaining_time=0:12:40.764620, arrival_time=2021-04-10 04:16:24.602079, cost_time=0:33:25.652114 2021-04-10 04:03:43,837 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 04:03:44,674 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.27ms, fps=3061 images/s, loss=0.0531, top1-acc=98.36%, top5-acc=99.96%, remaining_time=0:00:15.556668, arrival_time=2021-04-10 04:04:00.231197, cost_time=0:00:00.836375 2021-04-10 04:03:45,284 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.71ms, fps=4198 images/s, loss=0.0473, top1-acc=98.44%, top5-acc=99.98%, remaining_time=0:00:12.731136, arrival_time=2021-04-10 04:03:58.016017, cost_time=0:00:01.446729 2021-04-10 04:03:45,893 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.48ms, fps=4208 images/s, loss=0.0464, top1-acc=98.44%, top5-acc=99.97%, remaining_time=0:00:11.374984, arrival_time=2021-04-10 04:03:57.268801, cost_time=0:00:02.055716 2021-04-10 04:03:46,500 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.38ms, fps=4221 images/s, loss=0.0481, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:10.384140, arrival_time=2021-04-10 04:03:56.884897, cost_time=0:00:02.662601 2021-04-10 04:03:47,106 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.36ms, fps=4229 images/s, loss=0.0471, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:09.544166, arrival_time=2021-04-10 04:03:56.650813, cost_time=0:00:03.268570 2021-04-10 04:03:47,714 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.37ms, fps=4217 images/s, loss=0.0460, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:08.785464, arrival_time=2021-04-10 04:03:56.499681, cost_time=0:00:03.875954 2021-04-10 04:03:48,330 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.93ms, fps=4162 images/s, loss=0.0461, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:08.085420, arrival_time=2021-04-10 04:03:56.415455, cost_time=0:00:04.491935 2021-04-10 04:03:48,941 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.51ms, fps=4188 images/s, loss=0.0466, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:07.400452, arrival_time=2021-04-10 04:03:56.342269, cost_time=0:00:05.103738 2021-04-10 04:03:49,550 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.84ms, fps=4208 images/s, loss=0.0471, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:06.728138, arrival_time=2021-04-10 04:03:56.278821, cost_time=0:00:05.712532 2021-04-10 04:03:50,172 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.65ms, fps=4119 images/s, loss=0.0477, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:06.081216, arrival_time=2021-04-10 04:03:56.253900, cost_time=0:00:06.334597 2021-04-10 04:03:50,777 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.32ms, fps=4235 images/s, loss=0.0492, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:05.425482, arrival_time=2021-04-10 04:03:56.203101, cost_time=0:00:06.939531 2021-04-10 04:03:51,388 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.95ms, fps=4195 images/s, loss=0.0491, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:04.781844, arrival_time=2021-04-10 04:03:56.170176, cost_time=0:00:07.550252 2021-04-10 04:03:52,001 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.40ms, fps=4181 images/s, loss=0.0505, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:04.144272, arrival_time=2021-04-10 04:03:56.145317, cost_time=0:00:08.162908 2021-04-10 04:03:52,616 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.83ms, fps=4163 images/s, loss=0.0501, top1-acc=98.35%, top5-acc=99.98%, remaining_time=0:00:03.511312, arrival_time=2021-04-10 04:03:56.127767, cost_time=0:00:08.778306 2021-04-10 04:03:53,227 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.31ms, fps=4197 images/s, loss=0.0498, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:02.879278, arrival_time=2021-04-10 04:03:56.106286, cost_time=0:00:09.388915 2021-04-10 04:03:53,841 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.57ms, fps=4170 images/s, loss=0.0502, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:02.250720, arrival_time=2021-04-10 04:03:56.091991, cost_time=0:00:10.003190 2021-04-10 04:03:54,449 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.46ms, fps=4210 images/s, loss=0.0500, top1-acc=98.39%, top5-acc=99.98%, remaining_time=0:00:01.622972, arrival_time=2021-04-10 04:03:56.072795, cost_time=0:00:10.611665 2021-04-10 04:03:55,058 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.36ms, fps=4210 images/s, loss=0.0500, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:00.997360, arrival_time=2021-04-10 04:03:56.055826, cost_time=0:00:11.220383 2021-04-10 04:03:55,667 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=2.04ms, fps=4207 images/s, loss=0.0506, top1-acc=98.38%, top5-acc=99.98%, remaining_time=0:00:00.373554, arrival_time=2021-04-10 04:03:56.040939, cost_time=0:00:11.829302 2021-04-10 04:03:55,995 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.05ms, fps=4144 images/s, loss=0.0509, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:55.995955, cost_time=0:00:12.157903 2021-04-10 04:03:56,303 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.21ms, fps=8343 images/s, loss=0.4112, top1-acc=89.02%, top5-acc=99.45%, remaining_time=0:00:00.920460, arrival_time=2021-04-10 04:03:57.224047, cost_time=0:00:00.306815 2021-04-10 04:03:56,551 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=2.28ms, fps=10326 images/s, loss=0.4277, top1-acc=89.12%, top5-acc=99.43%, remaining_time=0:00:00.555140, arrival_time=2021-04-10 04:03:57.107067, cost_time=0:00:00.555133 2021-04-10 04:03:56,817 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=0.29ms, fps=9663 images/s, loss=0.4174, top1-acc=89.45%, top5-acc=99.49%, remaining_time=0:00:00.273500, arrival_time=2021-04-10 04:03:57.090768, cost_time=0:00:00.820509 2021-04-10 04:03:57,033 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.05ms, fps=10742 images/s, loss=0.4125, top1-acc=89.51%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:57.033662, cost_time=0:00:01.036829 2021-04-10 04:03:58,062 INFO : Epoch=0146 complete, best val top1-acc=89.51%, top5-acc=99.53% (epoch=146), remaining_time=0:12:27.077796, arrival_time=2021-04-10 04:16:25.140176, cost_time=0:33:39.877024 2021-04-10 04:03:58,062 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 04:03:58,844 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.23ms, fps=3277 images/s, loss=0.0530, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:14.528088, arrival_time=2021-04-10 04:04:13.372396, cost_time=0:00:00.781075 2021-04-10 04:03:59,455 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.50ms, fps=4192 images/s, loss=0.0545, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:12.254352, arrival_time=2021-04-10 04:04:11.709958, cost_time=0:00:01.392541 2021-04-10 04:04:00,078 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=8.94ms, fps=4115 images/s, loss=0.0519, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:11.150220, arrival_time=2021-04-10 04:04:11.228368, cost_time=0:00:02.015091 2021-04-10 04:04:00,696 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.60ms, fps=4146 images/s, loss=0.0520, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:10.268388, arrival_time=2021-04-10 04:04:10.964442, cost_time=0:00:02.632933 2021-04-10 04:04:01,305 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.47ms, fps=4203 images/s, loss=0.0492, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:09.468392, arrival_time=2021-04-10 04:04:10.774057, cost_time=0:00:03.242607 2021-04-10 04:04:01,919 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.69ms, fps=4173 images/s, loss=0.0479, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:08.741400, arrival_time=2021-04-10 04:04:10.661037, cost_time=0:00:03.856505 2021-04-10 04:04:02,530 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.53ms, fps=4192 images/s, loss=0.0473, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:08.042076, arrival_time=2021-04-10 04:04:10.572921, cost_time=0:00:04.467795 2021-04-10 04:04:03,139 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.61ms, fps=4208 images/s, loss=0.0507, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:07.361012, arrival_time=2021-04-10 04:04:10.500650, cost_time=0:00:05.076575 2021-04-10 04:04:03,750 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.40ms, fps=4192 images/s, loss=0.0512, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:06.698882, arrival_time=2021-04-10 04:04:10.449727, cost_time=0:00:05.687704 2021-04-10 04:04:04,361 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.59ms, fps=4199 images/s, loss=0.0522, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:06.046080, arrival_time=2021-04-10 04:04:10.407165, cost_time=0:00:06.298020 2021-04-10 04:04:04,971 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.30ms, fps=4194 images/s, loss=0.0529, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:05.401402, arrival_time=2021-04-10 04:04:10.373221, cost_time=0:00:06.908757 2021-04-10 04:04:05,583 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.43ms, fps=4186 images/s, loss=0.0533, top1-acc=98.27%, top5-acc=100.00%, remaining_time=0:00:04.763072, arrival_time=2021-04-10 04:04:10.346898, cost_time=0:00:07.520659 2021-04-10 04:04:06,195 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.45ms, fps=4191 images/s, loss=0.0537, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:04.128630, arrival_time=2021-04-10 04:04:10.323872, cost_time=0:00:08.132174 2021-04-10 04:04:06,810 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.49ms, fps=4162 images/s, loss=0.0537, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:03.499048, arrival_time=2021-04-10 04:04:10.309766, cost_time=0:00:08.747648 2021-04-10 04:04:07,432 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.49ms, fps=4120 images/s, loss=0.0539, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:02.873298, arrival_time=2021-04-10 04:04:10.305793, cost_time=0:00:09.369384 2021-04-10 04:04:08,045 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.53ms, fps=4179 images/s, loss=0.0543, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:02.246040, arrival_time=2021-04-10 04:04:10.291626, cost_time=0:00:09.982465 2021-04-10 04:04:08,657 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.45ms, fps=4187 images/s, loss=0.0543, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:01.620320, arrival_time=2021-04-10 04:04:10.277840, cost_time=0:00:10.594444 2021-04-10 04:04:09,264 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.64ms, fps=4222 images/s, loss=0.0539, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:00.995664, arrival_time=2021-04-10 04:04:10.259944, cost_time=0:00:11.201233 2021-04-10 04:04:09,874 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.25ms, fps=4201 images/s, loss=0.0533, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:00.372978, arrival_time=2021-04-10 04:04:10.246948, cost_time=0:00:11.810923 2021-04-10 04:04:10,206 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.06ms, fps=4097 images/s, loss=0.0536, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:10.206276, cost_time=0:00:12.143221 2021-04-10 04:04:10,527 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.32ms, fps=7982 images/s, loss=0.4240, top1-acc=89.26%, top5-acc=99.49%, remaining_time=0:00:00.962100, arrival_time=2021-04-10 04:04:11.490022, cost_time=0:00:00.320696 2021-04-10 04:04:10,769 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.21ms, fps=10635 images/s, loss=0.4080, top1-acc=89.63%, top5-acc=99.53%, remaining_time=0:00:00.561920, arrival_time=2021-04-10 04:04:11.331089, cost_time=0:00:00.561920 2021-04-10 04:04:11,001 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.58ms, fps=11049 images/s, loss=0.4147, top1-acc=89.40%, top5-acc=99.60%, remaining_time=0:00:00.264730, arrival_time=2021-04-10 04:04:11.266128, cost_time=0:00:00.794183 2021-04-10 04:04:11,210 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.06ms, fps=11098 images/s, loss=0.4050, top1-acc=89.53%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:11.210853, cost_time=0:00:01.003709 2021-04-10 04:04:12,276 INFO : Epoch=0147 complete, best val top1-acc=89.53%, top5-acc=99.59% (epoch=147), remaining_time=0:12:13.379603, arrival_time=2021-04-10 04:16:25.655542, cost_time=0:33:54.090532 2021-04-10 04:04:12,277 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 04:04:13,082 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.24ms, fps=3180 images/s, loss=0.0619, top1-acc=97.93%, top5-acc=99.84%, remaining_time=0:00:14.971326, arrival_time=2021-04-10 04:04:28.053448, cost_time=0:00:00.804909 2021-04-10 04:04:13,694 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.59ms, fps=4186 images/s, loss=0.0614, top1-acc=97.93%, top5-acc=99.88%, remaining_time=0:00:12.469424, arrival_time=2021-04-10 04:04:26.163659, cost_time=0:00:01.416988 2021-04-10 04:04:14,307 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.36ms, fps=4180 images/s, loss=0.0540, top1-acc=98.22%, top5-acc=99.92%, remaining_time=0:00:11.233386, arrival_time=2021-04-10 04:04:25.540765, cost_time=0:00:02.030124 2021-04-10 04:04:14,916 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.45ms, fps=4209 images/s, loss=0.0499, top1-acc=98.38%, top5-acc=99.94%, remaining_time=0:00:10.291632, arrival_time=2021-04-10 04:04:25.207709, cost_time=0:00:02.638878 2021-04-10 04:04:15,532 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.56ms, fps=4158 images/s, loss=0.0486, top1-acc=98.46%, top5-acc=99.95%, remaining_time=0:00:09.504454, arrival_time=2021-04-10 04:04:25.036779, cost_time=0:00:03.254969 2021-04-10 04:04:16,145 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=0.23ms, fps=4182 images/s, loss=0.0485, top1-acc=98.44%, top5-acc=99.96%, remaining_time=0:00:08.767376, arrival_time=2021-04-10 04:04:24.912540, cost_time=0:00:03.867980 2021-04-10 04:04:16,756 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.40ms, fps=4190 images/s, loss=0.0478, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:00:08.062740, arrival_time=2021-04-10 04:04:24.819250, cost_time=0:00:04.479321 2021-04-10 04:04:17,368 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.56ms, fps=4185 images/s, loss=0.0465, top1-acc=98.54%, top5-acc=99.97%, remaining_time=0:00:07.382588, arrival_time=2021-04-10 04:04:24.751274, cost_time=0:00:05.091425 2021-04-10 04:04:17,978 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.31ms, fps=4204 images/s, loss=0.0467, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:06.714464, arrival_time=2021-04-10 04:04:24.692599, cost_time=0:00:05.700953 2021-04-10 04:04:18,585 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.75ms, fps=4219 images/s, loss=0.0463, top1-acc=98.51%, top5-acc=99.97%, remaining_time=0:00:06.055776, arrival_time=2021-04-10 04:04:24.641339, cost_time=0:00:06.308143 2021-04-10 04:04:19,209 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.37ms, fps=4109 images/s, loss=0.0463, top1-acc=98.53%, top5-acc=99.97%, remaining_time=0:00:05.419634, arrival_time=2021-04-10 04:04:24.628937, cost_time=0:00:06.932117 2021-04-10 04:04:19,816 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.26ms, fps=4216 images/s, loss=0.0469, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:04.775156, arrival_time=2021-04-10 04:04:24.592095, cost_time=0:00:07.539755 2021-04-10 04:04:20,422 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.51ms, fps=4231 images/s, loss=0.0469, top1-acc=98.53%, top5-acc=99.97%, remaining_time=0:00:04.135230, arrival_time=2021-04-10 04:04:24.557585, cost_time=0:00:08.145174 2021-04-10 04:04:21,028 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.34ms, fps=4229 images/s, loss=0.0476, top1-acc=98.48%, top5-acc=99.97%, remaining_time=0:00:03.500392, arrival_time=2021-04-10 04:04:24.528619, cost_time=0:00:08.750969 2021-04-10 04:04:21,635 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.33ms, fps=4220 images/s, loss=0.0479, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:02.869848, arrival_time=2021-04-10 04:04:24.505173, cost_time=0:00:09.358133 2021-04-10 04:04:22,249 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.44ms, fps=4173 images/s, loss=0.0476, top1-acc=98.48%, top5-acc=99.97%, remaining_time=0:00:02.243700, arrival_time=2021-04-10 04:04:24.492911, cost_time=0:00:09.972028 2021-04-10 04:04:22,858 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.29ms, fps=4205 images/s, loss=0.0476, top1-acc=98.49%, top5-acc=99.97%, remaining_time=0:00:01.618318, arrival_time=2021-04-10 04:04:24.476774, cost_time=0:00:10.581290 2021-04-10 04:04:23,464 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.35ms, fps=4227 images/s, loss=0.0475, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:00:00.994416, arrival_time=2021-04-10 04:04:24.458942, cost_time=0:00:11.187266 2021-04-10 04:04:24,074 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.18ms, fps=4204 images/s, loss=0.0472, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:00:00.372534, arrival_time=2021-04-10 04:04:24.446536, cost_time=0:00:11.796826 2021-04-10 04:04:24,403 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=0.05ms, fps=4126 images/s, loss=0.0474, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:24.403922, cost_time=0:00:12.126782 2021-04-10 04:04:24,748 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=2.02ms, fps=7458 images/s, loss=0.4226, top1-acc=89.45%, top5-acc=99.53%, remaining_time=0:00:01.029720, arrival_time=2021-04-10 04:04:25.777689, cost_time=0:00:00.343242 2021-04-10 04:04:24,980 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=2.60ms, fps=11025 images/s, loss=0.4060, top1-acc=89.92%, top5-acc=99.57%, remaining_time=0:00:00.575800, arrival_time=2021-04-10 04:04:25.556326, cost_time=0:00:00.575809 2021-04-10 04:04:25,211 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.36ms, fps=11128 images/s, loss=0.4135, top1-acc=89.82%, top5-acc=99.57%, remaining_time=0:00:00.268730, arrival_time=2021-04-10 04:04:25.479671, cost_time=0:00:00.806190 2021-04-10 04:04:25,430 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=10597 images/s, loss=0.4223, top1-acc=89.73%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:25.430254, cost_time=0:00:01.025569 2021-04-10 04:04:26,432 INFO : Epoch=0148 complete, best val top1-acc=89.73%, top5-acc=99.53% (epoch=148), remaining_time=0:11:59.654260, arrival_time=2021-04-10 04:16:26.086419, cost_time=0:34:08.246810 2021-04-10 04:04:26,432 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 04:04:27,238 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=2.51ms, fps=3179 images/s, loss=0.0384, top1-acc=98.91%, top5-acc=99.96%, remaining_time=0:00:14.975790, arrival_time=2021-04-10 04:04:42.213802, cost_time=0:00:00.805154 2021-04-10 04:04:27,844 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.54ms, fps=4228 images/s, loss=0.0427, top1-acc=98.67%, top5-acc=99.96%, remaining_time=0:00:12.418912, arrival_time=2021-04-10 04:04:40.262937, cost_time=0:00:01.411238 2021-04-10 04:04:28,453 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.62ms, fps=4201 images/s, loss=0.0414, top1-acc=98.74%, top5-acc=99.97%, remaining_time=0:00:11.182922, arrival_time=2021-04-10 04:04:39.636721, cost_time=0:00:02.021016 2021-04-10 04:04:29,059 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.58ms, fps=4230 images/s, loss=0.0417, top1-acc=98.70%, top5-acc=99.98%, remaining_time=0:00:10.243584, arrival_time=2021-04-10 04:04:39.302942, cost_time=0:00:02.626574 2021-04-10 04:04:29,672 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=2.47ms, fps=4180 images/s, loss=0.0406, top1-acc=98.75%, top5-acc=99.98%, remaining_time=0:00:09.459194, arrival_time=2021-04-10 04:04:39.131475, cost_time=0:00:03.239444 2021-04-10 04:04:30,288 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.41ms, fps=4159 images/s, loss=0.0401, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:08.739088, arrival_time=2021-04-10 04:04:39.027369, cost_time=0:00:03.855500 2021-04-10 04:04:30,899 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.21ms, fps=4191 images/s, loss=0.0399, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:08.040060, arrival_time=2021-04-10 04:04:38.939585, cost_time=0:00:04.466732 2021-04-10 04:04:31,510 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.34ms, fps=4193 images/s, loss=0.0401, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:07.362636, arrival_time=2021-04-10 04:04:38.873173, cost_time=0:00:05.077698 2021-04-10 04:04:32,125 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.29ms, fps=4168 images/s, loss=0.0403, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:06.704500, arrival_time=2021-04-10 04:04:38.829817, cost_time=0:00:05.692540 2021-04-10 04:04:32,739 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=2.28ms, fps=4174 images/s, loss=0.0409, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:06.054048, arrival_time=2021-04-10 04:04:38.793160, cost_time=0:00:06.306290 2021-04-10 04:04:33,361 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.52ms, fps=4119 images/s, loss=0.0407, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:05.416710, arrival_time=2021-04-10 04:04:38.777860, cost_time=0:00:06.928376 2021-04-10 04:04:33,976 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=2.44ms, fps=4161 images/s, loss=0.0407, top1-acc=98.68%, top5-acc=99.98%, remaining_time=0:00:04.777892, arrival_time=2021-04-10 04:04:38.754768, cost_time=0:00:07.544067 2021-04-10 04:04:34,596 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.51ms, fps=4137 images/s, loss=0.0418, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:04.144668, arrival_time=2021-04-10 04:04:38.741136, cost_time=0:00:08.163692 2021-04-10 04:04:35,207 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.29ms, fps=4195 images/s, loss=0.0417, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:03.509744, arrival_time=2021-04-10 04:04:38.717092, cost_time=0:00:08.774420 2021-04-10 04:04:35,826 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.66ms, fps=4139 images/s, loss=0.0416, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:02.880750, arrival_time=2021-04-10 04:04:38.707318, cost_time=0:00:09.393716 2021-04-10 04:04:36,433 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.49ms, fps=4221 images/s, loss=0.0416, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:02.250180, arrival_time=2021-04-10 04:04:38.683771, cost_time=0:00:10.000817 2021-04-10 04:04:37,042 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.37ms, fps=4208 images/s, loss=0.0422, top1-acc=98.64%, top5-acc=99.98%, remaining_time=0:00:01.622634, arrival_time=2021-04-10 04:04:38.665053, cost_time=0:00:10.609564 2021-04-10 04:04:37,652 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.55ms, fps=4198 images/s, loss=0.0418, top1-acc=98.65%, top5-acc=99.98%, remaining_time=0:00:00.997328, arrival_time=2021-04-10 04:04:38.650090, cost_time=0:00:11.219972 2021-04-10 04:04:38,258 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.15ms, fps=4229 images/s, loss=0.0426, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:00.373446, arrival_time=2021-04-10 04:04:38.632117, cost_time=0:00:11.825723 2021-04-10 04:04:38,590 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=0.05ms, fps=4111 images/s, loss=0.0425, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:38.590091, cost_time=0:00:12.157315 2021-04-10 04:04:38,925 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=3.97ms, fps=7649 images/s, loss=0.4248, top1-acc=89.22%, top5-acc=99.49%, remaining_time=0:00:01.003980, arrival_time=2021-04-10 04:04:39.929640, cost_time=0:00:00.334660 2021-04-10 04:04:39,165 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.27ms, fps=10718 images/s, loss=0.4134, top1-acc=89.41%, top5-acc=99.63%, remaining_time=0:00:00.574000, arrival_time=2021-04-10 04:04:39.739016, cost_time=0:00:00.574009 2021-04-10 04:04:39,397 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.39ms, fps=11037 images/s, loss=0.4102, top1-acc=89.66%, top5-acc=99.65%, remaining_time=0:00:00.268810, arrival_time=2021-04-10 04:04:39.666205, cost_time=0:00:00.806440 2021-04-10 04:04:39,609 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=10938 images/s, loss=0.4256, top1-acc=89.58%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:39.609841, cost_time=0:00:01.018876 2021-04-10 04:04:40,151 INFO : Epoch=0149 complete, best val top1-acc=89.73%, top5-acc=99.53% (epoch=148), remaining_time=0:11:45.773598, arrival_time=2021-04-10 04:16:25.924959, cost_time=0:34:21.965991 2021-04-10 04:04:40,152 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 04:04:40,973 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=2.29ms, fps=3119 images/s, loss=0.0494, top1-acc=98.40%, top5-acc=99.96%, remaining_time=0:00:15.265206, arrival_time=2021-04-10 04:04:56.238208, cost_time=0:00:00.820708 2021-04-10 04:04:41,577 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.32ms, fps=4239 images/s, loss=0.0476, top1-acc=98.40%, top5-acc=99.96%, remaining_time=0:00:12.542464, arrival_time=2021-04-10 04:04:54.119954, cost_time=0:00:01.425272 2021-04-10 04:04:42,188 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.66ms, fps=4192 images/s, loss=0.0457, top1-acc=98.40%, top5-acc=99.97%, remaining_time=0:00:11.267914, arrival_time=2021-04-10 04:04:53.456505, cost_time=0:00:02.036383 2021-04-10 04:04:42,796 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.34ms, fps=4215 images/s, loss=0.0449, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:10.312068, arrival_time=2021-04-10 04:04:53.108409, cost_time=0:00:02.644137 2021-04-10 04:04:43,406 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.57ms, fps=4197 images/s, loss=0.0472, top1-acc=98.39%, top5-acc=99.98%, remaining_time=0:00:09.503140, arrival_time=2021-04-10 04:04:52.909888, cost_time=0:00:03.254500 2021-04-10 04:04:44,015 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.59ms, fps=4212 images/s, loss=0.0502, top1-acc=98.29%, top5-acc=99.97%, remaining_time=0:00:08.755816, arrival_time=2021-04-10 04:04:52.770889, cost_time=0:00:03.862886 2021-04-10 04:04:44,625 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.33ms, fps=4196 images/s, loss=0.0501, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:08.052156, arrival_time=2021-04-10 04:04:52.677751, cost_time=0:00:04.473410 2021-04-10 04:04:45,241 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.76ms, fps=4157 images/s, loss=0.0513, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:07.379920, arrival_time=2021-04-10 04:04:52.621699, cost_time=0:00:05.089590 2021-04-10 04:04:45,861 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.50ms, fps=4134 images/s, loss=0.0499, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:06.724216, arrival_time=2021-04-10 04:04:52.585724, cost_time=0:00:05.709247 2021-04-10 04:04:46,471 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.25ms, fps=4199 images/s, loss=0.0484, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:06.066720, arrival_time=2021-04-10 04:04:52.538435, cost_time=0:00:06.319529 2021-04-10 04:04:47,089 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.56ms, fps=4144 images/s, loss=0.0481, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:05.424020, arrival_time=2021-04-10 04:04:52.513884, cost_time=0:00:06.937691 2021-04-10 04:04:47,699 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.74ms, fps=4204 images/s, loss=0.0472, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:04.779716, arrival_time=2021-04-10 04:04:52.478840, cost_time=0:00:07.546928 2021-04-10 04:04:48,310 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.44ms, fps=4190 images/s, loss=0.0470, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:04.141962, arrival_time=2021-04-10 04:04:52.452505, cost_time=0:00:08.158350 2021-04-10 04:04:48,921 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.65ms, fps=4196 images/s, loss=0.0469, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:03.507560, arrival_time=2021-04-10 04:04:52.428700, cost_time=0:00:08.768878 2021-04-10 04:04:49,531 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.29ms, fps=4198 images/s, loss=0.0474, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:02.876334, arrival_time=2021-04-10 04:04:52.407863, cost_time=0:00:09.379338 2021-04-10 04:04:50,139 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.44ms, fps=4212 images/s, loss=0.0470, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:02.247192, arrival_time=2021-04-10 04:04:52.386950, cost_time=0:00:09.987570 2021-04-10 04:04:50,751 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.51ms, fps=4185 images/s, loss=0.0470, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:01.621126, arrival_time=2021-04-10 04:04:52.372919, cost_time=0:00:10.599604 2021-04-10 04:04:51,360 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.35ms, fps=4206 images/s, loss=0.0465, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:00.996320, arrival_time=2021-04-10 04:04:52.357156, cost_time=0:00:11.208645 2021-04-10 04:04:51,974 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.18ms, fps=4175 images/s, loss=0.0462, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:00.373332, arrival_time=2021-04-10 04:04:52.347825, cost_time=0:00:11.822252 2021-04-10 04:04:52,305 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.05ms, fps=4113 images/s, loss=0.0465, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:52.305655, cost_time=0:00:12.153434 2021-04-10 04:04:52,624 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.68ms, fps=8053 images/s, loss=0.3563, top1-acc=91.41%, top5-acc=99.57%, remaining_time=0:00:00.953610, arrival_time=2021-04-10 04:04:53.578382, cost_time=0:00:00.317870 2021-04-10 04:04:52,865 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=2.87ms, fps=10639 images/s, loss=0.3731, top1-acc=90.78%, top5-acc=99.51%, remaining_time=0:00:00.559040, arrival_time=2021-04-10 04:04:53.424953, cost_time=0:00:00.559033 2021-04-10 04:04:53,096 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=2.05ms, fps=11120 images/s, loss=0.3861, top1-acc=90.36%, top5-acc=99.56%, remaining_time=0:00:00.263240, arrival_time=2021-04-10 04:04:53.359805, cost_time=0:00:00.789714 2021-04-10 04:04:53,306 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.07ms, fps=11083 images/s, loss=0.3788, top1-acc=90.28%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:53.306198, cost_time=0:00:00.999389 2021-04-10 04:04:54,294 INFO : Epoch=0150 complete, best val top1-acc=90.28%, top5-acc=99.58% (epoch=150), remaining_time=0:11:32.036350, arrival_time=2021-04-10 04:16:26.330782, cost_time=0:34:36.109079 2021-04-10 04:04:54,294 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 04:04:55,088 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.27ms, fps=3225 images/s, loss=0.0452, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:14.763564, arrival_time=2021-04-10 04:05:09.852472, cost_time=0:00:00.793737 2021-04-10 04:04:55,695 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.36ms, fps=4224 images/s, loss=0.0445, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:12.323168, arrival_time=2021-04-10 04:05:08.018615, cost_time=0:00:01.400360 2021-04-10 04:04:56,310 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.60ms, fps=4166 images/s, loss=0.0414, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:11.151548, arrival_time=2021-04-10 04:05:07.462050, cost_time=0:00:02.015347 2021-04-10 04:04:56,917 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.36ms, fps=4221 images/s, loss=0.0397, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:10.227672, arrival_time=2021-04-10 04:05:07.145245, cost_time=0:00:02.622497 2021-04-10 04:04:57,524 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.51ms, fps=4224 images/s, loss=0.0385, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:09.428534, arrival_time=2021-04-10 04:05:06.952553, cost_time=0:00:03.228947 2021-04-10 04:04:58,131 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.39ms, fps=4220 images/s, loss=0.0384, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:08.694752, arrival_time=2021-04-10 04:05:06.825827, cost_time=0:00:03.835933 2021-04-10 04:04:58,747 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.32ms, fps=4157 images/s, loss=0.0376, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:08.014356, arrival_time=2021-04-10 04:05:06.761825, cost_time=0:00:04.452393 2021-04-10 04:04:59,365 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.42ms, fps=4146 images/s, loss=0.0366, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:07.351964, arrival_time=2021-04-10 04:05:06.717437, cost_time=0:00:05.070324 2021-04-10 04:04:59,978 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.35ms, fps=4183 images/s, loss=0.0358, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:06.693264, arrival_time=2021-04-10 04:05:06.671300, cost_time=0:00:05.682953 2021-04-10 04:05:00,594 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.77ms, fps=4156 images/s, loss=0.0377, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:06.047424, arrival_time=2021-04-10 04:05:06.641913, cost_time=0:00:06.299422 2021-04-10 04:05:01,201 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.52ms, fps=4221 images/s, loss=0.0376, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:05.399424, arrival_time=2021-04-10 04:05:06.600842, cost_time=0:00:06.906250 2021-04-10 04:05:01,808 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.54ms, fps=4220 images/s, loss=0.0377, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:04.758588, arrival_time=2021-04-10 04:05:06.567188, cost_time=0:00:07.513522 2021-04-10 04:05:02,427 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.70ms, fps=4142 images/s, loss=0.0375, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:04.128564, arrival_time=2021-04-10 04:05:06.555790, cost_time=0:00:08.132009 2021-04-10 04:05:03,040 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.71ms, fps=4180 images/s, loss=0.0376, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:03.498096, arrival_time=2021-04-10 04:05:06.538441, cost_time=0:00:08.745262 2021-04-10 04:05:03,648 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.38ms, fps=4210 images/s, loss=0.0377, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:02.868514, arrival_time=2021-04-10 04:05:06.517354, cost_time=0:00:09.353777 2021-04-10 04:05:04,257 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.54ms, fps=4212 images/s, loss=0.0383, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:02.241432, arrival_time=2021-04-10 04:05:06.498473, cost_time=0:00:09.961964 2021-04-10 04:05:04,867 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.44ms, fps=4198 images/s, loss=0.0395, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:01.616914, arrival_time=2021-04-10 04:05:06.484159, cost_time=0:00:10.572180 2021-04-10 04:05:05,477 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.43ms, fps=4201 images/s, loss=0.0396, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:00.993952, arrival_time=2021-04-10 04:05:06.471076, cost_time=0:00:11.181994 2021-04-10 04:05:06,092 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.17ms, fps=4165 images/s, loss=0.0405, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:00.372540, arrival_time=2021-04-10 04:05:06.464856, cost_time=0:00:11.797182 2021-04-10 04:05:06,423 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=0.06ms, fps=4109 images/s, loss=0.0412, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:06.423815, cost_time=0:00:12.128750 2021-04-10 04:05:06,738 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=3.10ms, fps=8153 images/s, loss=0.3428, top1-acc=91.25%, top5-acc=99.53%, remaining_time=0:00:00.941940, arrival_time=2021-04-10 04:05:07.680613, cost_time=0:00:00.313984 2021-04-10 04:05:06,974 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.38ms, fps=10871 images/s, loss=0.3573, top1-acc=90.98%, top5-acc=99.59%, remaining_time=0:00:00.549800, arrival_time=2021-04-10 04:05:07.524344, cost_time=0:00:00.549810 2021-04-10 04:05:07,209 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=0.22ms, fps=10915 images/s, loss=0.3774, top1-acc=90.68%, top5-acc=99.67%, remaining_time=0:00:00.261610, arrival_time=2021-04-10 04:05:07.471125, cost_time=0:00:00.784821 2021-04-10 04:05:07,428 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.06ms, fps=10630 images/s, loss=0.3824, top1-acc=90.56%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:07.428072, cost_time=0:00:01.003413 2021-04-10 04:05:08,413 INFO : Epoch=0151 complete, best val top1-acc=90.56%, top5-acc=99.62% (epoch=151), remaining_time=0:11:18.285979, arrival_time=2021-04-10 04:16:26.699514, cost_time=0:34:50.228181 2021-04-10 04:05:08,414 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 04:05:09,193 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.34ms, fps=3286 images/s, loss=0.0524, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:14.490702, arrival_time=2021-04-10 04:05:23.684048, cost_time=0:00:00.779074 2021-04-10 04:05:09,801 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.54ms, fps=4216 images/s, loss=0.0487, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:12.205600, arrival_time=2021-04-10 04:05:22.006765, cost_time=0:00:01.386991 2021-04-10 04:05:10,420 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.82ms, fps=4135 images/s, loss=0.0477, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:11.102412, arrival_time=2021-04-10 04:05:21.523050, cost_time=0:00:02.006459 2021-04-10 04:05:11,041 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.91ms, fps=4123 images/s, loss=0.0446, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:10.247952, arrival_time=2021-04-10 04:05:21.289824, cost_time=0:00:02.627700 2021-04-10 04:05:11,663 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=2.10ms, fps=4122 images/s, loss=0.0422, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:09.487664, arrival_time=2021-04-10 04:05:21.151070, cost_time=0:00:03.249180 2021-04-10 04:05:12,300 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.47ms, fps=4026 images/s, loss=0.0426, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:08.807496, arrival_time=2021-04-10 04:05:21.107451, cost_time=0:00:03.885686 2021-04-10 04:05:12,912 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.42ms, fps=4181 images/s, loss=0.0428, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:08.097642, arrival_time=2021-04-10 04:05:21.010553, cost_time=0:00:04.498692 2021-04-10 04:05:13,531 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.58ms, fps=4142 images/s, loss=0.0429, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:07.420056, arrival_time=2021-04-10 04:05:20.951575, cost_time=0:00:05.117276 2021-04-10 04:05:14,141 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.50ms, fps=4201 images/s, loss=0.0438, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:06.745416, arrival_time=2021-04-10 04:05:20.886918, cost_time=0:00:05.727238 2021-04-10 04:05:14,806 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.40ms, fps=4237 images/s, loss=0.0445, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:06.136224, arrival_time=2021-04-10 04:05:20.942302, cost_time=0:00:06.391923 2021-04-10 04:05:15,426 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.61ms, fps=4133 images/s, loss=0.0439, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:05.481898, arrival_time=2021-04-10 04:05:20.907857, cost_time=0:00:07.011729 2021-04-10 04:05:16,038 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.50ms, fps=4185 images/s, loss=0.0436, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:04.828584, arrival_time=2021-04-10 04:05:20.866801, cost_time=0:00:07.624054 2021-04-10 04:05:16,645 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.50ms, fps=4219 images/s, loss=0.0437, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:04.178922, arrival_time=2021-04-10 04:05:20.824326, cost_time=0:00:08.231240 2021-04-10 04:05:17,256 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.46ms, fps=4191 images/s, loss=0.0433, top1-acc=98.60%, top5-acc=99.99%, remaining_time=0:00:03.536960, arrival_time=2021-04-10 04:05:20.793707, cost_time=0:00:08.842449 2021-04-10 04:05:17,863 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.38ms, fps=4224 images/s, loss=0.0440, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:02.897770, arrival_time=2021-04-10 04:05:20.761277, cost_time=0:00:09.449301 2021-04-10 04:05:18,476 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.34ms, fps=4181 images/s, loss=0.0437, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:02.264004, arrival_time=2021-04-10 04:05:20.740611, cost_time=0:00:10.062164 2021-04-10 04:05:19,088 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.34ms, fps=4191 images/s, loss=0.0431, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:01.632514, arrival_time=2021-04-10 04:05:20.720792, cost_time=0:00:10.674098 2021-04-10 04:05:19,694 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.35ms, fps=4224 images/s, loss=0.0427, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:01.002720, arrival_time=2021-04-10 04:05:20.697539, cost_time=0:00:11.280658 2021-04-10 04:05:20,300 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.16ms, fps=4227 images/s, loss=0.0422, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:00.375366, arrival_time=2021-04-10 04:05:20.676187, cost_time=0:00:11.886670 2021-04-10 04:05:20,632 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.09ms, fps=4108 images/s, loss=0.0421, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:20.632309, cost_time=0:00:12.218092 2021-04-10 04:05:20,945 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=2.58ms, fps=8214 images/s, loss=0.3716, top1-acc=91.02%, top5-acc=99.65%, remaining_time=0:00:00.934890, arrival_time=2021-04-10 04:05:21.879865, cost_time=0:00:00.311629 2021-04-10 04:05:21,173 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.24ms, fps=11227 images/s, loss=0.3859, top1-acc=90.27%, top5-acc=99.59%, remaining_time=0:00:00.540040, arrival_time=2021-04-10 04:05:21.713389, cost_time=0:00:00.540043 2021-04-10 04:05:21,403 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.32ms, fps=11164 images/s, loss=0.3975, top1-acc=90.23%, top5-acc=99.60%, remaining_time=0:00:00.256560, arrival_time=2021-04-10 04:05:21.659539, cost_time=0:00:00.769667 2021-04-10 04:05:21,613 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.06ms, fps=11051 images/s, loss=0.3790, top1-acc=90.41%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:21.613220, cost_time=0:00:00.979941 2021-04-10 04:05:22,094 INFO : Epoch=0152 complete, best val top1-acc=90.56%, top5-acc=99.62% (epoch=151), remaining_time=0:11:04.392288, arrival_time=2021-04-10 04:16:26.486567, cost_time=0:35:03.908946 2021-04-10 04:05:22,094 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 04:05:22,880 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.25ms, fps=3261 images/s, loss=0.0313, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:14.602116, arrival_time=2021-04-10 04:05:37.482199, cost_time=0:00:00.785062 2021-04-10 04:05:23,488 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.28ms, fps=4214 images/s, loss=0.0299, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:12.259456, arrival_time=2021-04-10 04:05:35.747487, cost_time=0:00:01.393113 2021-04-10 04:05:24,105 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.41ms, fps=4152 images/s, loss=0.0312, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:11.123162, arrival_time=2021-04-10 04:05:35.228378, cost_time=0:00:02.010223 2021-04-10 04:05:24,720 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.33ms, fps=4166 images/s, loss=0.0301, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:10.238904, arrival_time=2021-04-10 04:05:34.959161, cost_time=0:00:02.625369 2021-04-10 04:05:25,329 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=2.50ms, fps=4205 images/s, loss=0.0297, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:09.444740, arrival_time=2021-04-10 04:05:34.774190, cost_time=0:00:03.234498 2021-04-10 04:05:25,936 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.30ms, fps=4222 images/s, loss=0.0300, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:08.707400, arrival_time=2021-04-10 04:05:34.643761, cost_time=0:00:03.841476 2021-04-10 04:05:26,542 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.30ms, fps=4226 images/s, loss=0.0281, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:08.005662, arrival_time=2021-04-10 04:05:34.548161, cost_time=0:00:04.447613 2021-04-10 04:05:27,151 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.76ms, fps=4210 images/s, loss=0.0283, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:07.331432, arrival_time=2021-04-10 04:05:34.482539, cost_time=0:00:05.056143 2021-04-10 04:05:27,762 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.40ms, fps=4189 images/s, loss=0.0278, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:06.675456, arrival_time=2021-04-10 04:05:34.438212, cost_time=0:00:05.667826 2021-04-10 04:05:28,372 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.34ms, fps=4199 images/s, loss=0.0289, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:06.026880, arrival_time=2021-04-10 04:05:34.399736, cost_time=0:00:06.277962 2021-04-10 04:05:28,984 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.81ms, fps=4189 images/s, loss=0.0298, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:05.386352, arrival_time=2021-04-10 04:05:34.370835, cost_time=0:00:06.889495 2021-04-10 04:05:29,593 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.38ms, fps=4207 images/s, loss=0.0295, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:04.749164, arrival_time=2021-04-10 04:05:34.342767, cost_time=0:00:07.498712 2021-04-10 04:05:30,201 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.28ms, fps=4211 images/s, loss=0.0307, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:04.115892, arrival_time=2021-04-10 04:05:34.317788, cost_time=0:00:08.107006 2021-04-10 04:05:30,810 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.33ms, fps=4207 images/s, loss=0.0312, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:03.486392, arrival_time=2021-04-10 04:05:34.297286, cost_time=0:00:08.715937 2021-04-10 04:05:31,434 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=2.54ms, fps=4108 images/s, loss=0.0315, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:02.864190, arrival_time=2021-04-10 04:05:34.298894, cost_time=0:00:09.339729 2021-04-10 04:05:32,062 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.98ms, fps=4085 images/s, loss=0.0332, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:02.242584, arrival_time=2021-04-10 04:05:34.304615, cost_time=0:00:09.967075 2021-04-10 04:05:32,681 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.31ms, fps=4135 images/s, loss=0.0333, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:01.619150, arrival_time=2021-04-10 04:05:34.300776, cost_time=0:00:10.586725 2021-04-10 04:05:33,292 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=2.21ms, fps=4196 images/s, loss=0.0337, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:00.995312, arrival_time=2021-04-10 04:05:34.287515, cost_time=0:00:11.197256 2021-04-10 04:05:33,900 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.17ms, fps=4213 images/s, loss=0.0345, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:00.372804, arrival_time=2021-04-10 04:05:34.273184, cost_time=0:00:11.805437 2021-04-10 04:05:34,238 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=0.07ms, fps=4031 images/s, loss=0.0350, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:34.238241, cost_time=0:00:12.143365 2021-04-10 04:05:34,546 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.47ms, fps=8328 images/s, loss=0.4157, top1-acc=90.27%, top5-acc=99.53%, remaining_time=0:00:00.922140, arrival_time=2021-04-10 04:05:35.468591, cost_time=0:00:00.307378 2021-04-10 04:05:34,782 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.39ms, fps=10881 images/s, loss=0.4260, top1-acc=89.94%, top5-acc=99.53%, remaining_time=0:00:00.542980, arrival_time=2021-04-10 04:05:35.325138, cost_time=0:00:00.542980 2021-04-10 04:05:35,020 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=3.78ms, fps=10752 images/s, loss=0.4104, top1-acc=89.93%, top5-acc=99.51%, remaining_time=0:00:00.260560, arrival_time=2021-04-10 04:05:35.281305, cost_time=0:00:00.781670 2021-04-10 04:05:35,229 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=11144 images/s, loss=0.3878, top1-acc=90.27%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:35.229247, cost_time=0:00:00.990197 2021-04-10 04:05:35,724 INFO : Epoch=0153 complete, best val top1-acc=90.56%, top5-acc=99.62% (epoch=151), remaining_time=0:10:50.485875, arrival_time=2021-04-10 04:16:26.210325, cost_time=0:35:17.539099 2021-04-10 04:05:35,724 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 04:05:36,517 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.90ms, fps=3232 images/s, loss=0.0353, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:14.733060, arrival_time=2021-04-10 04:05:51.250308, cost_time=0:00:00.792098 2021-04-10 04:05:37,127 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.38ms, fps=4198 images/s, loss=0.0495, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:12.341472, arrival_time=2021-04-10 04:05:49.469028, cost_time=0:00:01.402430 2021-04-10 04:05:37,737 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.45ms, fps=4197 images/s, loss=0.0449, top1-acc=98.65%, top5-acc=99.96%, remaining_time=0:00:11.137770, arrival_time=2021-04-10 04:05:48.875715, cost_time=0:00:02.012848 2021-04-10 04:05:38,345 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.95ms, fps=4220 images/s, loss=0.0453, top1-acc=98.62%, top5-acc=99.97%, remaining_time=0:00:10.217220, arrival_time=2021-04-10 04:05:48.562187, cost_time=0:00:02.619811 2021-04-10 04:05:38,954 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.40ms, fps=4203 images/s, loss=0.0431, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:09.429848, arrival_time=2021-04-10 04:05:48.384370, cost_time=0:00:03.229415 2021-04-10 04:05:39,563 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.32ms, fps=4206 images/s, loss=0.0439, top1-acc=98.63%, top5-acc=99.98%, remaining_time=0:00:08.700600, arrival_time=2021-04-10 04:05:48.264199, cost_time=0:00:03.838503 2021-04-10 04:05:40,171 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.54ms, fps=4211 images/s, loss=0.0426, top1-acc=98.64%, top5-acc=99.98%, remaining_time=0:00:08.004276, arrival_time=2021-04-10 04:05:48.176177, cost_time=0:00:04.446799 2021-04-10 04:05:40,781 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.50ms, fps=4201 images/s, loss=0.0425, top1-acc=98.64%, top5-acc=99.98%, remaining_time=0:00:07.332128, arrival_time=2021-04-10 04:05:48.113920, cost_time=0:00:05.056624 2021-04-10 04:05:41,392 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.60ms, fps=4198 images/s, loss=0.0420, top1-acc=98.63%, top5-acc=99.98%, remaining_time=0:00:06.674502, arrival_time=2021-04-10 04:05:48.066656, cost_time=0:00:05.667045 2021-04-10 04:05:42,001 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.52ms, fps=4201 images/s, loss=0.0407, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:06.025728, arrival_time=2021-04-10 04:05:48.027670, cost_time=0:00:06.276848 2021-04-10 04:05:42,614 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.82ms, fps=4184 images/s, loss=0.0400, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:05.386008, arrival_time=2021-04-10 04:05:48.000181, cost_time=0:00:06.889026 2021-04-10 04:05:43,231 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.32ms, fps=4153 images/s, loss=0.0399, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:04.753800, arrival_time=2021-04-10 04:05:47.984991, cost_time=0:00:07.505982 2021-04-10 04:05:43,850 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.58ms, fps=4135 images/s, loss=0.0394, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:04.125396, arrival_time=2021-04-10 04:05:47.976265, cost_time=0:00:08.125757 2021-04-10 04:05:44,458 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.36ms, fps=4216 images/s, loss=0.0385, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:03.493392, arrival_time=2021-04-10 04:05:47.951913, cost_time=0:00:08.733427 2021-04-10 04:05:45,069 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.79ms, fps=4193 images/s, loss=0.0378, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:02.865616, arrival_time=2021-04-10 04:05:47.935120, cost_time=0:00:09.344402 2021-04-10 04:05:45,677 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.38ms, fps=4211 images/s, loss=0.0374, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:02.239344, arrival_time=2021-04-10 04:05:47.917122, cost_time=0:00:09.952680 2021-04-10 04:05:46,288 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.61ms, fps=4197 images/s, loss=0.0373, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:01.615510, arrival_time=2021-04-10 04:05:47.903688, cost_time=0:00:10.563011 2021-04-10 04:05:46,896 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.49ms, fps=4214 images/s, loss=0.0371, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:00.992992, arrival_time=2021-04-10 04:05:47.889199, cost_time=0:00:11.171100 2021-04-10 04:05:47,503 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.25ms, fps=4221 images/s, loss=0.0374, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:00.371934, arrival_time=2021-04-10 04:05:47.875034, cost_time=0:00:11.777990 2021-04-10 04:05:47,837 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.33ms, fps=4076 images/s, loss=0.0373, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:47.837174, cost_time=0:00:12.112080 2021-04-10 04:05:48,187 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.20ms, fps=7327 images/s, loss=0.4371, top1-acc=90.04%, top5-acc=99.49%, remaining_time=0:00:01.048140, arrival_time=2021-04-10 04:05:49.235544, cost_time=0:00:00.349384 2021-04-10 04:05:48,424 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.40ms, fps=10821 images/s, loss=0.4040, top1-acc=90.23%, top5-acc=99.59%, remaining_time=0:00:00.586300, arrival_time=2021-04-10 04:05:49.010624, cost_time=0:00:00.586299 2021-04-10 04:05:48,664 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=0.20ms, fps=10654 images/s, loss=0.4084, top1-acc=90.07%, top5-acc=99.64%, remaining_time=0:00:00.275640, arrival_time=2021-04-10 04:05:48.940581, cost_time=0:00:00.826928 2021-04-10 04:05:48,873 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=11145 images/s, loss=0.4107, top1-acc=90.28%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:48.873429, cost_time=0:00:01.035442 2021-04-10 04:05:49,393 INFO : Epoch=0154 complete, best val top1-acc=90.56%, top5-acc=99.62% (epoch=151), remaining_time=0:10:36.594598, arrival_time=2021-04-10 04:16:25.987888, cost_time=0:35:31.207954 2021-04-10 04:05:49,393 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 04:05:50,164 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.59ms, fps=3322 images/s, loss=0.0400, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:14.333532, arrival_time=2021-04-10 04:06:04.498173, cost_time=0:00:00.770620 2021-04-10 04:05:50,770 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.46ms, fps=4226 images/s, loss=0.0368, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:12.117776, arrival_time=2021-04-10 04:06:02.888718, cost_time=0:00:01.377020 2021-04-10 04:05:51,378 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.58ms, fps=4214 images/s, loss=0.0368, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:10.983224, arrival_time=2021-04-10 04:06:02.362126, cost_time=0:00:01.984925 2021-04-10 04:05:51,988 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.53ms, fps=4203 images/s, loss=0.0362, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:10.118940, arrival_time=2021-04-10 04:06:02.107513, cost_time=0:00:02.594582 2021-04-10 04:05:52,604 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.34ms, fps=4162 images/s, loss=0.0364, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:09.373930, arrival_time=2021-04-10 04:06:01.978152, cost_time=0:00:03.210241 2021-04-10 04:05:53,211 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.37ms, fps=4217 images/s, loss=0.0374, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:08.653680, arrival_time=2021-04-10 04:06:01.865422, cost_time=0:00:03.817823 2021-04-10 04:05:53,819 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.44ms, fps=4213 images/s, loss=0.0394, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:07.966602, arrival_time=2021-04-10 04:06:01.786373, cost_time=0:00:04.425866 2021-04-10 04:05:54,432 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.45ms, fps=4183 images/s, loss=0.0381, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:07.305448, arrival_time=2021-04-10 04:06:01.737711, cost_time=0:00:05.038277 2021-04-10 04:05:55,042 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.29ms, fps=4198 images/s, loss=0.0372, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:06.652984, arrival_time=2021-04-10 04:06:01.695651, cost_time=0:00:05.648748 2021-04-10 04:05:55,649 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.36ms, fps=4222 images/s, loss=0.0359, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:06.005376, arrival_time=2021-04-10 04:06:01.654857, cost_time=0:00:06.255567 2021-04-10 04:05:56,263 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.46ms, fps=4170 images/s, loss=0.0353, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:05.370958, arrival_time=2021-04-10 04:06:01.634750, cost_time=0:00:06.869813 2021-04-10 04:05:56,875 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.37ms, fps=4189 images/s, loss=0.0351, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:04.738296, arrival_time=2021-04-10 04:06:01.613690, cost_time=0:00:07.481473 2021-04-10 04:05:57,485 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.46ms, fps=4197 images/s, loss=0.0357, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:04.108170, arrival_time=2021-04-10 04:06:01.593912, cost_time=0:00:08.091800 2021-04-10 04:05:58,094 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.48ms, fps=4209 images/s, loss=0.0352, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:03.480176, arrival_time=2021-04-10 04:06:01.574517, cost_time=0:00:08.700430 2021-04-10 04:05:58,703 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.54ms, fps=4203 images/s, loss=0.0360, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:02.855036, arrival_time=2021-04-10 04:06:01.558938, cost_time=0:00:09.309923 2021-04-10 04:05:59,311 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.55ms, fps=4215 images/s, loss=0.0355, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:02.231496, arrival_time=2021-04-10 04:06:01.543254, cost_time=0:00:09.917839 2021-04-10 04:05:59,920 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.36ms, fps=4208 images/s, loss=0.0362, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:01.609946, arrival_time=2021-04-10 04:06:01.530420, cost_time=0:00:10.526560 2021-04-10 04:06:00,525 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.30ms, fps=4236 images/s, loss=0.0360, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:00.989456, arrival_time=2021-04-10 04:06:01.514676, cost_time=0:00:11.131309 2021-04-10 04:06:01,132 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.27ms, fps=4218 images/s, loss=0.0361, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:00.370698, arrival_time=2021-04-10 04:06:01.503292, cost_time=0:00:11.738679 2021-04-10 04:06:01,465 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.09ms, fps=4091 images/s, loss=0.0360, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:01.465441, cost_time=0:00:12.071485 2021-04-10 04:06:01,778 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=2.05ms, fps=8191 images/s, loss=0.4193, top1-acc=90.74%, top5-acc=99.49%, remaining_time=0:00:00.937560, arrival_time=2021-04-10 04:06:02.716450, cost_time=0:00:00.312524 2021-04-10 04:06:02,010 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.30ms, fps=11074 images/s, loss=0.3889, top1-acc=90.96%, top5-acc=99.61%, remaining_time=0:00:00.544040, arrival_time=2021-04-10 04:06:02.554448, cost_time=0:00:00.544048 2021-04-10 04:06:02,244 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=4.69ms, fps=10944 images/s, loss=0.3868, top1-acc=90.95%, top5-acc=99.56%, remaining_time=0:00:00.259430, arrival_time=2021-04-10 04:06:02.504107, cost_time=0:00:00.778285 2021-04-10 04:06:02,449 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=11327 images/s, loss=0.3793, top1-acc=90.82%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:02.449813, cost_time=0:00:00.983479 2021-04-10 04:06:03,431 INFO : Epoch=0155 complete, best val top1-acc=90.82%, top5-acc=99.61% (epoch=155), remaining_time=0:10:22.813275, arrival_time=2021-04-10 04:16:26.244458, cost_time=0:35:45.245802 2021-04-10 04:06:03,431 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 04:06:04,225 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.23ms, fps=3226 images/s, loss=0.0310, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:14.757798, arrival_time=2021-04-10 04:06:18.983305, cost_time=0:00:00.793434 2021-04-10 04:06:04,835 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.57ms, fps=4197 images/s, loss=0.0296, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:12.352912, arrival_time=2021-04-10 04:06:17.188745, cost_time=0:00:01.403743 2021-04-10 04:06:05,442 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.26ms, fps=4223 images/s, loss=0.0307, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:11.123992, arrival_time=2021-04-10 04:06:16.566429, cost_time=0:00:02.010359 2021-04-10 04:06:06,062 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.62ms, fps=4132 images/s, loss=0.0315, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:10.258404, arrival_time=2021-04-10 04:06:16.320896, cost_time=0:00:02.630352 2021-04-10 04:06:06,679 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.47ms, fps=4155 images/s, loss=0.0311, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:09.481240, arrival_time=2021-04-10 04:06:16.160346, cost_time=0:00:03.247016 2021-04-10 04:06:07,289 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.86ms, fps=4199 images/s, loss=0.0293, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:08.742488, arrival_time=2021-04-10 04:06:16.031769, cost_time=0:00:03.857009 2021-04-10 04:06:07,897 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.42ms, fps=4217 images/s, loss=0.0290, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:08.036910, arrival_time=2021-04-10 04:06:15.933945, cost_time=0:00:04.464938 2021-04-10 04:06:08,512 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.22ms, fps=4162 images/s, loss=0.0296, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:07.366812, arrival_time=2021-04-10 04:06:15.879504, cost_time=0:00:05.080544 2021-04-10 04:06:09,120 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.53ms, fps=4219 images/s, loss=0.0307, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:06.699094, arrival_time=2021-04-10 04:06:15.819111, cost_time=0:00:05.687936 2021-04-10 04:06:09,730 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.35ms, fps=4196 images/s, loss=0.0300, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:06.046560, arrival_time=2021-04-10 04:06:15.777193, cost_time=0:00:06.298483 2021-04-10 04:06:10,337 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.70ms, fps=4219 images/s, loss=0.0296, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:05.399080, arrival_time=2021-04-10 04:06:15.737014, cost_time=0:00:06.905840 2021-04-10 04:06:10,951 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.39ms, fps=4175 images/s, loss=0.0290, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:04.762312, arrival_time=2021-04-10 04:06:15.713854, cost_time=0:00:07.519466 2021-04-10 04:06:11,564 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.41ms, fps=4180 images/s, loss=0.0291, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:04.128696, arrival_time=2021-04-10 04:06:15.693116, cost_time=0:00:08.132221 2021-04-10 04:06:12,186 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.59ms, fps=4122 images/s, loss=0.0293, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:03.501568, arrival_time=2021-04-10 04:06:15.687626, cost_time=0:00:08.753979 2021-04-10 04:06:12,796 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.67ms, fps=4195 images/s, loss=0.0294, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:02.871826, arrival_time=2021-04-10 04:06:15.668530, cost_time=0:00:09.364624 2021-04-10 04:06:13,406 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.35ms, fps=4205 images/s, loss=0.0287, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:02.244096, arrival_time=2021-04-10 04:06:15.650051, cost_time=0:00:09.973803 2021-04-10 04:06:14,012 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.46ms, fps=4226 images/s, loss=0.0285, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:01.618136, arrival_time=2021-04-10 04:06:15.630308, cost_time=0:00:10.580090 2021-04-10 04:06:14,621 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.89ms, fps=4206 images/s, loss=0.0287, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:00.994592, arrival_time=2021-04-10 04:06:15.615849, cost_time=0:00:11.189112 2021-04-10 04:06:15,236 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.43ms, fps=4168 images/s, loss=0.0288, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:00.372756, arrival_time=2021-04-10 04:06:15.608824, cost_time=0:00:11.803919 2021-04-10 04:06:15,570 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=0.07ms, fps=4076 images/s, loss=0.0293, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:15.570215, cost_time=0:00:12.138148 2021-04-10 04:06:15,918 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=4.07ms, fps=7365 images/s, loss=0.4238, top1-acc=89.96%, top5-acc=99.41%, remaining_time=0:00:01.042650, arrival_time=2021-04-10 04:06:16.961333, cost_time=0:00:00.347547 2021-04-10 04:06:16,148 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.29ms, fps=11154 images/s, loss=0.4096, top1-acc=90.08%, top5-acc=99.49%, remaining_time=0:00:00.577580, arrival_time=2021-04-10 04:06:16.726230, cost_time=0:00:00.577583 2021-04-10 04:06:16,380 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=2.27ms, fps=11043 images/s, loss=0.4018, top1-acc=90.14%, top5-acc=99.60%, remaining_time=0:00:00.269900, arrival_time=2021-04-10 04:06:16.650675, cost_time=0:00:00.809715 2021-04-10 04:06:16,588 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=11165 images/s, loss=0.3963, top1-acc=90.27%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:16.588861, cost_time=0:00:01.017825 2021-04-10 04:06:17,086 INFO : Epoch=0156 complete, best val top1-acc=90.82%, top5-acc=99.61% (epoch=155), remaining_time=0:10:08.920796, arrival_time=2021-04-10 04:16:26.007185, cost_time=0:35:58.901053 2021-04-10 04:06:17,086 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 04:06:17,869 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=2.38ms, fps=3271 images/s, loss=0.0280, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:14.555430, arrival_time=2021-04-10 04:06:32.425131, cost_time=0:00:00.782552 2021-04-10 04:06:18,475 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.46ms, fps=4232 images/s, loss=0.0268, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:12.215984, arrival_time=2021-04-10 04:06:30.691188, cost_time=0:00:01.388179 2021-04-10 04:06:19,081 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.29ms, fps=4225 images/s, loss=0.0264, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:11.036178, arrival_time=2021-04-10 04:06:30.117759, cost_time=0:00:01.994500 2021-04-10 04:06:19,700 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.55ms, fps=4139 images/s, loss=0.0277, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:10.192728, arrival_time=2021-04-10 04:06:29.893275, cost_time=0:00:02.613518 2021-04-10 04:06:20,314 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.32ms, fps=4172 images/s, loss=0.0274, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:09.424446, arrival_time=2021-04-10 04:06:29.739063, cost_time=0:00:03.227546 2021-04-10 04:06:20,931 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.46ms, fps=4153 images/s, loss=0.0283, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:08.714472, arrival_time=2021-04-10 04:06:29.646093, cost_time=0:00:03.844597 2021-04-10 04:06:21,544 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.23ms, fps=4183 images/s, loss=0.0288, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:08.022546, arrival_time=2021-04-10 04:06:29.566520, cost_time=0:00:04.456963 2021-04-10 04:06:22,157 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.57ms, fps=4179 images/s, loss=0.0277, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:07.351268, arrival_time=2021-04-10 04:06:29.508295, cost_time=0:00:05.069846 2021-04-10 04:06:22,772 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.33ms, fps=4161 images/s, loss=0.0284, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:06.696762, arrival_time=2021-04-10 04:06:29.469654, cost_time=0:00:05.685889 2021-04-10 04:06:23,383 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.41ms, fps=4195 images/s, loss=0.0275, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:06.044736, arrival_time=2021-04-10 04:06:29.428303, cost_time=0:00:06.296552 2021-04-10 04:06:23,997 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.30ms, fps=4173 images/s, loss=0.0287, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:05.402606, arrival_time=2021-04-10 04:06:29.400115, cost_time=0:00:06.910351 2021-04-10 04:06:24,607 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.29ms, fps=4201 images/s, loss=0.0284, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:04.762996, arrival_time=2021-04-10 04:06:29.370573, cost_time=0:00:07.520557 2021-04-10 04:06:25,222 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.86ms, fps=4168 images/s, loss=0.0284, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:04.130214, arrival_time=2021-04-10 04:06:29.352498, cost_time=0:00:08.135225 2021-04-10 04:06:25,838 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.40ms, fps=4156 images/s, loss=0.0281, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:03.500728, arrival_time=2021-04-10 04:06:29.339553, cost_time=0:00:08.751776 2021-04-10 04:06:26,450 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.53ms, fps=4189 images/s, loss=0.0280, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:02.871458, arrival_time=2021-04-10 04:06:29.321979, cost_time=0:00:09.363442 2021-04-10 04:06:27,073 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.66ms, fps=4110 images/s, loss=0.0282, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:02.247048, arrival_time=2021-04-10 04:06:29.320934, cost_time=0:00:09.986860 2021-04-10 04:06:27,688 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.33ms, fps=4171 images/s, loss=0.0285, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:01.621334, arrival_time=2021-04-10 04:06:29.309571, cost_time=0:00:10.601062 2021-04-10 04:06:28,300 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.38ms, fps=4187 images/s, loss=0.0281, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:00.996752, arrival_time=2021-04-10 04:06:29.297159, cost_time=0:00:11.213408 2021-04-10 04:06:28,915 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.62ms, fps=4167 images/s, loss=0.0286, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:00.373524, arrival_time=2021-04-10 04:06:29.288801, cost_time=0:00:11.828199 2021-04-10 04:06:29,248 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=0.07ms, fps=4094 images/s, loss=0.0290, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:29.247960, cost_time=0:00:12.160960 2021-04-10 04:06:29,570 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=2.01ms, fps=7949 images/s, loss=0.3995, top1-acc=90.39%, top5-acc=99.77%, remaining_time=0:00:00.966090, arrival_time=2021-04-10 04:06:30.536944, cost_time=0:00:00.322030 2021-04-10 04:06:29,808 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.70ms, fps=10806 images/s, loss=0.3908, top1-acc=90.45%, top5-acc=99.69%, remaining_time=0:00:00.559280, arrival_time=2021-04-10 04:06:30.367421, cost_time=0:00:00.559275 2021-04-10 04:06:30,038 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.33ms, fps=11142 images/s, loss=0.3615, top1-acc=90.99%, top5-acc=99.71%, remaining_time=0:00:00.263140, arrival_time=2021-04-10 04:06:30.301469, cost_time=0:00:00.789429 2021-04-10 04:06:30,253 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.05ms, fps=10794 images/s, loss=0.3736, top1-acc=90.90%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:30.253796, cost_time=0:00:01.004993 2021-04-10 04:06:31,240 INFO : Epoch=0157 complete, best val top1-acc=90.90%, top5-acc=99.69% (epoch=157), remaining_time=0:09:55.167945, arrival_time=2021-04-10 04:16:26.408373, cost_time=0:36:13.055073 2021-04-10 04:06:31,240 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 04:06:32,033 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.21ms, fps=3231 images/s, loss=0.0259, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:14.739198, arrival_time=2021-04-10 04:06:46.772717, cost_time=0:00:00.792433 2021-04-10 04:06:32,641 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.38ms, fps=4215 images/s, loss=0.0272, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:12.322112, arrival_time=2021-04-10 04:06:44.963517, cost_time=0:00:01.400239 2021-04-10 04:06:33,252 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.34ms, fps=4192 images/s, loss=0.0294, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:11.130632, arrival_time=2021-04-10 04:06:44.383291, cost_time=0:00:02.011575 2021-04-10 04:06:33,865 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=0.25ms, fps=4184 images/s, loss=0.0300, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:10.232820, arrival_time=2021-04-10 04:06:44.097815, cost_time=0:00:02.623796 2021-04-10 04:06:34,472 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.34ms, fps=4216 images/s, loss=0.0288, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:09.436418, arrival_time=2021-04-10 04:06:43.909168, cost_time=0:00:03.231655 2021-04-10 04:06:35,088 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.81ms, fps=4161 images/s, loss=0.0292, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:08.720728, arrival_time=2021-04-10 04:06:43.809197, cost_time=0:00:03.847364 2021-04-10 04:06:35,704 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=0.25ms, fps=4159 images/s, loss=0.0283, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:08.034012, arrival_time=2021-04-10 04:06:43.738492, cost_time=0:00:04.463321 2021-04-10 04:06:36,319 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.38ms, fps=4166 images/s, loss=0.0271, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:07.363796, arrival_time=2021-04-10 04:06:43.683346, cost_time=0:00:05.078452 2021-04-10 04:06:36,925 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.35ms, fps=4225 images/s, loss=0.0280, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:06.695384, arrival_time=2021-04-10 04:06:43.621222, cost_time=0:00:05.684758 2021-04-10 04:06:37,539 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=2.00ms, fps=4175 images/s, loss=0.0275, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:06.046272, arrival_time=2021-04-10 04:06:43.585663, cost_time=0:00:06.298226 2021-04-10 04:06:38,149 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.46ms, fps=4202 images/s, loss=0.0279, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:05.400886, arrival_time=2021-04-10 04:06:43.550104, cost_time=0:00:06.908117 2021-04-10 04:06:38,758 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.40ms, fps=4208 images/s, loss=0.0283, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:04.760716, arrival_time=2021-04-10 04:06:43.518734, cost_time=0:00:07.516901 2021-04-10 04:06:39,365 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.35ms, fps=4216 images/s, loss=0.0285, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:04.124736, arrival_time=2021-04-10 04:06:43.490343, cost_time=0:00:08.124532 2021-04-10 04:06:39,985 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.44ms, fps=4135 images/s, loss=0.0284, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:03.497592, arrival_time=2021-04-10 04:06:43.482736, cost_time=0:00:08.743974 2021-04-10 04:06:40,599 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.47ms, fps=4169 images/s, loss=0.0280, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:02.869986, arrival_time=2021-04-10 04:06:43.469690, cost_time=0:00:09.358606 2021-04-10 04:06:41,207 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.53ms, fps=4216 images/s, loss=0.0276, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:02.242404, arrival_time=2021-04-10 04:06:43.449808, cost_time=0:00:09.966318 2021-04-10 04:06:41,819 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=3.50ms, fps=4187 images/s, loss=0.0271, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:01.617824, arrival_time=2021-04-10 04:06:43.436974, cost_time=0:00:10.578067 2021-04-10 04:06:42,426 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.38ms, fps=4221 images/s, loss=0.0268, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:00.994208, arrival_time=2021-04-10 04:06:43.420183, cost_time=0:00:11.184862 2021-04-10 04:06:43,036 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.24ms, fps=4195 images/s, loss=0.0267, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:00.372492, arrival_time=2021-04-10 04:06:43.409171, cost_time=0:00:11.795516 2021-04-10 04:06:43,371 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.19ms, fps=4069 images/s, loss=0.0263, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:43.371419, cost_time=0:00:12.130353 2021-04-10 04:06:43,687 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=5.31ms, fps=8135 images/s, loss=0.4040, top1-acc=90.94%, top5-acc=99.65%, remaining_time=0:00:00.944010, arrival_time=2021-04-10 04:06:44.630962, cost_time=0:00:00.314670 2021-04-10 04:06:43,924 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=0.29ms, fps=10812 images/s, loss=0.3741, top1-acc=91.62%, top5-acc=99.67%, remaining_time=0:00:00.551920, arrival_time=2021-04-10 04:06:44.476109, cost_time=0:00:00.551917 2021-04-10 04:06:44,161 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=3.67ms, fps=10824 images/s, loss=0.3750, top1-acc=91.46%, top5-acc=99.69%, remaining_time=0:00:00.262960, arrival_time=2021-04-10 04:06:44.424135, cost_time=0:00:00.788894 2021-04-10 04:06:44,369 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=11164 images/s, loss=0.3640, top1-acc=91.45%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:44.369376, cost_time=0:00:00.997179 2021-04-10 04:06:45,359 INFO : Epoch=0158 complete, best val top1-acc=91.45%, top5-acc=99.67% (epoch=158), remaining_time=0:09:41.400834, arrival_time=2021-04-10 04:16:26.760714, cost_time=0:36:27.174492 2021-04-10 04:06:45,360 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 04:06:46,125 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.19ms, fps=3348 images/s, loss=0.0249, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:14.220258, arrival_time=2021-04-10 04:07:00.345607, cost_time=0:00:00.764533 2021-04-10 04:06:46,739 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.39ms, fps=4171 images/s, loss=0.0184, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:12.134496, arrival_time=2021-04-10 04:06:58.874162, cost_time=0:00:01.378925 2021-04-10 04:06:47,356 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.52ms, fps=4156 images/s, loss=0.0204, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:11.040494, arrival_time=2021-04-10 04:06:58.396480, cost_time=0:00:01.995265 2021-04-10 04:06:47,963 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.32ms, fps=4214 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:10.152168, arrival_time=2021-04-10 04:06:58.116061, cost_time=0:00:02.603107 2021-04-10 04:06:48,571 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.51ms, fps=4217 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:09.375536, arrival_time=2021-04-10 04:06:57.947039, cost_time=0:00:03.210781 2021-04-10 04:06:49,185 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.91ms, fps=4177 images/s, loss=0.0206, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:08.667824, arrival_time=2021-04-10 04:06:57.852741, cost_time=0:00:03.824044 2021-04-10 04:06:49,799 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.49ms, fps=4173 images/s, loss=0.0199, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:07.989030, arrival_time=2021-04-10 04:06:57.788083, cost_time=0:00:04.438326 2021-04-10 04:06:50,408 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.54ms, fps=4201 images/s, loss=0.0199, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:07.319716, arrival_time=2021-04-10 04:06:57.728573, cost_time=0:00:05.048063 2021-04-10 04:06:51,022 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.43ms, fps=4174 images/s, loss=0.0196, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:06.668566, arrival_time=2021-04-10 04:06:57.691309, cost_time=0:00:05.662001 2021-04-10 04:06:51,635 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.36ms, fps=4181 images/s, loss=0.0205, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:06.023808, arrival_time=2021-04-10 04:06:57.659320, cost_time=0:00:06.274781 2021-04-10 04:06:52,246 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.33ms, fps=4192 images/s, loss=0.0211, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:05.383514, arrival_time=2021-04-10 04:06:57.630150, cost_time=0:00:06.885839 2021-04-10 04:06:52,854 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.33ms, fps=4219 images/s, loss=0.0212, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:04.745744, arrival_time=2021-04-10 04:06:57.599718, cost_time=0:00:07.493241 2021-04-10 04:06:53,461 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.37ms, fps=4217 images/s, loss=0.0216, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:04.112658, arrival_time=2021-04-10 04:06:57.574040, cost_time=0:00:08.100654 2021-04-10 04:06:54,068 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.57ms, fps=4221 images/s, loss=0.0219, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:03.483032, arrival_time=2021-04-10 04:06:57.551296, cost_time=0:00:08.707532 2021-04-10 04:06:54,676 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.51ms, fps=4212 images/s, loss=0.0224, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:02.856830, arrival_time=2021-04-10 04:06:57.533354, cost_time=0:00:09.315710 2021-04-10 04:06:55,285 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.41ms, fps=4208 images/s, loss=0.0223, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:02.233044, arrival_time=2021-04-10 04:06:57.518448, cost_time=0:00:09.924683 2021-04-10 04:06:55,892 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.24ms, fps=4221 images/s, loss=0.0224, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:01.610674, arrival_time=2021-04-10 04:06:57.502912, cost_time=0:00:10.531403 2021-04-10 04:06:56,500 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.30ms, fps=4211 images/s, loss=0.0226, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:00.990208, arrival_time=2021-04-10 04:06:57.490778, cost_time=0:00:11.139836 2021-04-10 04:06:57,109 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.26ms, fps=4205 images/s, loss=0.0226, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:00.371022, arrival_time=2021-04-10 04:06:57.480799, cost_time=0:00:11.748959 2021-04-10 04:06:57,441 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=0.05ms, fps=4111 images/s, loss=0.0231, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:57.441151, cost_time=0:00:12.080445 2021-04-10 04:06:57,758 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=2.78ms, fps=8098 images/s, loss=0.4147, top1-acc=90.51%, top5-acc=99.69%, remaining_time=0:00:00.948360, arrival_time=2021-04-10 04:06:58.706445, cost_time=0:00:00.316121 2021-04-10 04:06:57,986 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.33ms, fps=11248 images/s, loss=0.4097, top1-acc=90.39%, top5-acc=99.67%, remaining_time=0:00:00.544060, arrival_time=2021-04-10 04:06:58.530085, cost_time=0:00:00.544069 2021-04-10 04:06:58,224 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.71ms, fps=10761 images/s, loss=0.3908, top1-acc=90.94%, top5-acc=99.70%, remaining_time=0:00:00.260760, arrival_time=2021-04-10 04:06:58.485023, cost_time=0:00:00.782292 2021-04-10 04:06:58,433 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.05ms, fps=11115 images/s, loss=0.3820, top1-acc=90.88%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:58.433322, cost_time=0:00:00.991388 2021-04-10 04:06:58,936 INFO : Epoch=0159 complete, best val top1-acc=91.45%, top5-acc=99.67% (epoch=158), remaining_time=0:09:27.489282, arrival_time=2021-04-10 04:16:26.425776, cost_time=0:36:40.751132 2021-04-10 04:06:58,937 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 04:06:59,731 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=3.40ms, fps=3224 images/s, loss=0.0254, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:14.767284, arrival_time=2021-04-10 04:07:14.498558, cost_time=0:00:00.793939 2021-04-10 04:07:00,339 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.37ms, fps=4211 images/s, loss=0.0307, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:12.340592, arrival_time=2021-04-10 04:07:12.680335, cost_time=0:00:01.402334 2021-04-10 04:07:00,950 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.37ms, fps=4194 images/s, loss=0.0279, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:11.139928, arrival_time=2021-04-10 04:07:12.090699, cost_time=0:00:02.013250 2021-04-10 04:07:01,558 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.34ms, fps=4216 images/s, loss=0.0286, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:10.222992, arrival_time=2021-04-10 04:07:11.781636, cost_time=0:00:02.621293 2021-04-10 04:07:02,165 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.32ms, fps=4222 images/s, loss=0.0262, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:09.425760, arrival_time=2021-04-10 04:07:11.591100, cost_time=0:00:03.228022 2021-04-10 04:07:02,777 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=2.12ms, fps=4185 images/s, loss=0.0256, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:08.704272, arrival_time=2021-04-10 04:07:11.481806, cost_time=0:00:03.840124 2021-04-10 04:07:03,393 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.46ms, fps=4161 images/s, loss=0.0247, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:08.020782, arrival_time=2021-04-10 04:07:11.414164, cost_time=0:00:04.455988 2021-04-10 04:07:04,006 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=2.11ms, fps=4178 images/s, loss=0.0240, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:07.350456, arrival_time=2021-04-10 04:07:11.357151, cost_time=0:00:05.069299 2021-04-10 04:07:04,629 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.34ms, fps=4114 images/s, loss=0.0237, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:06.703970, arrival_time=2021-04-10 04:07:11.333375, cost_time=0:00:05.692054 2021-04-10 04:07:05,240 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.48ms, fps=4193 images/s, loss=0.0241, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:06.050880, arrival_time=2021-04-10 04:07:11.291166, cost_time=0:00:06.302961 2021-04-10 04:07:05,846 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.30ms, fps=4225 images/s, loss=0.0237, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:05.401832, arrival_time=2021-04-10 04:07:11.248534, cost_time=0:00:06.909299 2021-04-10 04:07:06,459 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.54ms, fps=4180 images/s, loss=0.0232, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:04.764060, arrival_time=2021-04-10 04:07:11.223669, cost_time=0:00:07.522259 2021-04-10 04:07:07,071 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.52ms, fps=4188 images/s, loss=0.0233, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:04.129620, arrival_time=2021-04-10 04:07:11.201000, cost_time=0:00:08.134035 2021-04-10 04:07:07,683 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.34ms, fps=4183 images/s, loss=0.0231, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:03.498600, arrival_time=2021-04-10 04:07:11.182370, cost_time=0:00:08.746437 2021-04-10 04:07:08,299 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.29ms, fps=4163 images/s, loss=0.0230, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:02.870952, arrival_time=2021-04-10 04:07:11.170171, cost_time=0:00:09.361792 2021-04-10 04:07:08,904 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.44ms, fps=4231 images/s, loss=0.0227, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:02.242692, arrival_time=2021-04-10 04:07:11.147547, cost_time=0:00:09.967507 2021-04-10 04:07:09,515 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.27ms, fps=4198 images/s, loss=0.0228, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:01.617772, arrival_time=2021-04-10 04:07:11.132809, cost_time=0:00:10.577710 2021-04-10 04:07:10,135 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=2.33ms, fps=4194 images/s, loss=0.0227, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00.995376, arrival_time=2021-04-10 04:07:11.130763, cost_time=0:00:11.198005 2021-04-10 04:07:10,752 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.18ms, fps=4149 images/s, loss=0.0228, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:00.373122, arrival_time=2021-04-10 04:07:11.125995, cost_time=0:00:11.815488 2021-04-10 04:07:11,088 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=0.08ms, fps=4059 images/s, loss=0.0227, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:11.088351, cost_time=0:00:12.151019 2021-04-10 04:07:11,403 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.57ms, fps=8134 images/s, loss=0.4086, top1-acc=90.59%, top5-acc=99.77%, remaining_time=0:00:00.944100, arrival_time=2021-04-10 04:07:12.348018, cost_time=0:00:00.314705 2021-04-10 04:07:11,635 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.59ms, fps=11082 images/s, loss=0.3839, top1-acc=91.02%, top5-acc=99.77%, remaining_time=0:00:00.546040, arrival_time=2021-04-10 04:07:12.181312, cost_time=0:00:00.546048 2021-04-10 04:07:11,869 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=0.22ms, fps=10960 images/s, loss=0.3851, top1-acc=91.05%, top5-acc=99.73%, remaining_time=0:00:00.259990, arrival_time=2021-04-10 04:07:12.129172, cost_time=0:00:00.779961 2021-04-10 04:07:12,079 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=1.05ms, fps=11066 images/s, loss=0.4206, top1-acc=90.45%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:12.079145, cost_time=0:00:00.989957 2021-04-10 04:07:12,561 INFO : Epoch=0160 complete, best val top1-acc=91.45%, top5-acc=99.67% (epoch=158), remaining_time=0:09:13.594120, arrival_time=2021-04-10 04:16:26.155949, cost_time=0:36:54.376492 2021-04-10 04:07:12,562 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 04:07:13,376 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.52ms, fps=3148 images/s, loss=0.0202, top1-acc=99.37%, top5-acc=99.96%, remaining_time=0:00:15.126822, arrival_time=2021-04-10 04:07:28.502723, cost_time=0:00:00.813271 2021-04-10 04:07:13,988 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.37ms, fps=4181 images/s, loss=0.0203, top1-acc=99.34%, top5-acc=99.98%, remaining_time=0:00:12.553200, arrival_time=2021-04-10 04:07:26.542129, cost_time=0:00:01.426498 2021-04-10 04:07:14,600 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.36ms, fps=4191 images/s, loss=0.0222, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:11.275550, arrival_time=2021-04-10 04:07:25.875825, cost_time=0:00:02.037759 2021-04-10 04:07:15,208 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.40ms, fps=4216 images/s, loss=0.0216, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:10.317840, arrival_time=2021-04-10 04:07:25.525862, cost_time=0:00:02.645580 2021-04-10 04:07:15,817 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.66ms, fps=4202 images/s, loss=0.0216, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:09.505184, arrival_time=2021-04-10 04:07:25.322869, cost_time=0:00:03.255177 2021-04-10 04:07:16,432 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.32ms, fps=4169 images/s, loss=0.0209, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:08.771456, arrival_time=2021-04-10 04:07:25.203638, cost_time=0:00:03.869746 2021-04-10 04:07:17,039 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.34ms, fps=4223 images/s, loss=0.0197, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:08.057196, arrival_time=2021-04-10 04:07:25.096165, cost_time=0:00:04.476236 2021-04-10 04:07:17,652 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.63ms, fps=4176 images/s, loss=0.0190, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:07.381080, arrival_time=2021-04-10 04:07:25.033924, cost_time=0:00:05.090393 2021-04-10 04:07:18,268 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.82ms, fps=4159 images/s, loss=0.0191, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:06.720824, arrival_time=2021-04-10 04:07:24.989648, cost_time=0:00:05.706335 2021-04-10 04:07:18,887 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=2.17ms, fps=4146 images/s, loss=0.0194, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:06.071328, arrival_time=2021-04-10 04:07:24.958220, cost_time=0:00:06.324315 2021-04-10 04:07:19,505 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.50ms, fps=4144 images/s, loss=0.0196, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:05.428062, arrival_time=2021-04-10 04:07:24.933375, cost_time=0:00:06.942868 2021-04-10 04:07:20,112 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.62ms, fps=4220 images/s, loss=0.0191, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:04.781540, arrival_time=2021-04-10 04:07:24.893835, cost_time=0:00:07.549859 2021-04-10 04:07:20,718 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.28ms, fps=4225 images/s, loss=0.0197, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:04.140840, arrival_time=2021-04-10 04:07:24.859496, cost_time=0:00:08.156227 2021-04-10 04:07:21,326 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.48ms, fps=4214 images/s, loss=0.0195, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:03.505600, arrival_time=2021-04-10 04:07:24.832141, cost_time=0:00:08.764020 2021-04-10 04:07:21,936 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.43ms, fps=4204 images/s, loss=0.0196, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:02.874540, arrival_time=2021-04-10 04:07:24.810534, cost_time=0:00:09.373554 2021-04-10 04:07:22,544 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.48ms, fps=4212 images/s, loss=0.0199, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:02.245896, arrival_time=2021-04-10 04:07:24.790082, cost_time=0:00:09.981756 2021-04-10 04:07:23,149 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.26ms, fps=4233 images/s, loss=0.0202, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:01.619176, arrival_time=2021-04-10 04:07:24.768568, cost_time=0:00:10.586958 2021-04-10 04:07:23,757 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.43ms, fps=4213 images/s, loss=0.0203, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00.995104, arrival_time=2021-04-10 04:07:24.752527, cost_time=0:00:11.194914 2021-04-10 04:07:24,364 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.17ms, fps=4224 images/s, loss=0.0204, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00.372678, arrival_time=2021-04-10 04:07:24.736640, cost_time=0:00:11.801538 2021-04-10 04:07:24,694 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.06ms, fps=4124 images/s, loss=0.0205, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:24.694103, cost_time=0:00:12.131678 2021-04-10 04:07:25,013 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=3.01ms, fps=8027 images/s, loss=0.3694, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:00.956730, arrival_time=2021-04-10 04:07:25.970649, cost_time=0:00:00.318909 2021-04-10 04:07:25,244 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.38ms, fps=11104 images/s, loss=0.3733, top1-acc=91.33%, top5-acc=99.61%, remaining_time=0:00:00.549840, arrival_time=2021-04-10 04:07:25.794673, cost_time=0:00:00.549843 2021-04-10 04:07:25,473 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.45ms, fps=11202 images/s, loss=0.3827, top1-acc=91.30%, top5-acc=99.60%, remaining_time=0:00:00.259560, arrival_time=2021-04-10 04:07:25.733246, cost_time=0:00:00.778679 2021-04-10 04:07:25,683 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=11083 images/s, loss=0.3714, top1-acc=91.55%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:25.683343, cost_time=0:00:00.988370 2021-04-10 04:07:26,687 INFO : Epoch=0161 complete, best val top1-acc=91.55%, top5-acc=99.64% (epoch=161), remaining_time=0:08:59.823570, arrival_time=2021-04-10 04:16:26.511332, cost_time=0:37:08.502413 2021-04-10 04:07:26,688 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 04:07:27,485 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.30ms, fps=3213 images/s, loss=0.0184, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:14.818992, arrival_time=2021-04-10 04:07:42.304163, cost_time=0:00:00.796715 2021-04-10 04:07:28,094 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.57ms, fps=4204 images/s, loss=0.0180, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.375088, arrival_time=2021-04-10 04:07:40.469737, cost_time=0:00:01.406267 2021-04-10 04:07:28,705 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.41ms, fps=4193 images/s, loss=0.0187, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:11.162006, arrival_time=2021-04-10 04:07:39.867690, cost_time=0:00:02.017241 2021-04-10 04:07:29,318 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.38ms, fps=4182 images/s, loss=0.0177, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:10.256844, arrival_time=2021-04-10 04:07:39.575185, cost_time=0:00:02.629956 2021-04-10 04:07:29,932 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.37ms, fps=4172 images/s, loss=0.0169, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:09.472188, arrival_time=2021-04-10 04:07:39.404527, cost_time=0:00:03.243900 2021-04-10 04:07:30,544 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.62ms, fps=4188 images/s, loss=0.0173, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:08.739632, arrival_time=2021-04-10 04:07:39.283754, cost_time=0:00:03.855743 2021-04-10 04:07:31,154 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.38ms, fps=4195 images/s, loss=0.0175, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:08.039556, arrival_time=2021-04-10 04:07:39.194424, cost_time=0:00:04.466395 2021-04-10 04:07:31,762 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.37ms, fps=4217 images/s, loss=0.0177, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:07.357416, arrival_time=2021-04-10 04:07:39.119872, cost_time=0:00:05.074075 2021-04-10 04:07:32,367 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.47ms, fps=4236 images/s, loss=0.0170, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:06.688388, arrival_time=2021-04-10 04:07:39.055590, cost_time=0:00:05.678825 2021-04-10 04:07:32,975 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.35ms, fps=4211 images/s, loss=0.0166, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:06.035712, arrival_time=2021-04-10 04:07:39.011356, cost_time=0:00:06.287200 2021-04-10 04:07:33,583 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.58ms, fps=4217 images/s, loss=0.0168, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:05.390566, arrival_time=2021-04-10 04:07:38.973822, cost_time=0:00:06.894874 2021-04-10 04:07:34,193 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.49ms, fps=4199 images/s, loss=0.0170, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:04.753116, arrival_time=2021-04-10 04:07:38.946465, cost_time=0:00:07.504924 2021-04-10 04:07:34,803 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.43ms, fps=4200 images/s, loss=0.0170, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:04.119918, arrival_time=2021-04-10 04:07:38.923417, cost_time=0:00:08.115045 2021-04-10 04:07:35,409 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.34ms, fps=4228 images/s, loss=0.0175, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.488464, arrival_time=2021-04-10 04:07:38.898019, cost_time=0:00:08.721160 2021-04-10 04:07:36,030 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=2.87ms, fps=4126 images/s, loss=0.0179, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:02.864880, arrival_time=2021-04-10 04:07:38.895442, cost_time=0:00:09.342040 2021-04-10 04:07:36,640 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.35ms, fps=4201 images/s, loss=0.0183, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:02.239236, arrival_time=2021-04-10 04:07:38.879778, cost_time=0:00:09.952140 2021-04-10 04:07:37,250 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.40ms, fps=4204 images/s, loss=0.0185, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:01.615302, arrival_time=2021-04-10 04:07:38.865379, cost_time=0:00:10.561568 2021-04-10 04:07:37,860 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.71ms, fps=4198 images/s, loss=0.0182, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00.993072, arrival_time=2021-04-10 04:07:38.853561, cost_time=0:00:11.172116 2021-04-10 04:07:38,470 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.08ms, fps=4199 images/s, loss=0.0182, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00.372066, arrival_time=2021-04-10 04:07:38.842734, cost_time=0:00:11.782120 2021-04-10 04:07:38,804 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.43ms, fps=4077 images/s, loss=0.0180, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:38.804867, cost_time=0:00:12.116489 2021-04-10 04:07:39,126 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.31ms, fps=7988 images/s, loss=0.3333, top1-acc=92.19%, top5-acc=99.65%, remaining_time=0:00:00.961380, arrival_time=2021-04-10 04:07:40.087602, cost_time=0:00:00.320456 2021-04-10 04:07:39,369 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=4.44ms, fps=10526 images/s, loss=0.3482, top1-acc=92.42%, top5-acc=99.75%, remaining_time=0:00:00.564020, arrival_time=2021-04-10 04:07:39.933791, cost_time=0:00:00.564012 2021-04-10 04:07:39,606 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.18ms, fps=10817 images/s, loss=0.3772, top1-acc=91.65%, top5-acc=99.61%, remaining_time=0:00:00.267000, arrival_time=2021-04-10 04:07:39.873803, cost_time=0:00:00.801000 2021-04-10 04:07:39,819 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=10916 images/s, loss=0.3927, top1-acc=91.52%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:39.819740, cost_time=0:00:01.014017 2021-04-10 04:07:40,387 INFO : Epoch=0162 complete, best val top1-acc=91.55%, top5-acc=99.64% (epoch=161), remaining_time=0:08:45.948690, arrival_time=2021-04-10 04:16:26.336355, cost_time=0:37:22.202251 2021-04-10 04:07:40,388 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 04:07:41,181 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.25ms, fps=3233 images/s, loss=0.0122, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:14.729898, arrival_time=2021-04-10 04:07:55.910866, cost_time=0:00:00.791932 2021-04-10 04:07:41,805 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=5.50ms, fps=4106 images/s, loss=0.0180, top1-acc=99.43%, top5-acc=99.98%, remaining_time=0:00:12.459568, arrival_time=2021-04-10 04:07:54.264608, cost_time=0:00:01.415859 2021-04-10 04:07:42,429 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.85ms, fps=4105 images/s, loss=0.0163, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:11.289660, arrival_time=2021-04-10 04:07:53.718969, cost_time=0:00:02.040299 2021-04-10 04:07:43,045 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.53ms, fps=4155 images/s, loss=0.0173, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:10.361676, arrival_time=2021-04-10 04:07:53.407584, cost_time=0:00:02.656821 2021-04-10 04:07:43,659 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.54ms, fps=4176 images/s, loss=0.0169, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:09.549860, arrival_time=2021-04-10 04:07:53.209435, cost_time=0:00:03.270501 2021-04-10 04:07:44,267 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.44ms, fps=4213 images/s, loss=0.0179, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:08.791720, arrival_time=2021-04-10 04:07:53.059455, cost_time=0:00:03.878729 2021-04-10 04:07:44,880 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.83ms, fps=4181 images/s, loss=0.0178, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:08.084412, arrival_time=2021-04-10 04:07:52.964908, cost_time=0:00:04.491352 2021-04-10 04:07:45,498 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.62ms, fps=4147 images/s, loss=0.0171, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:07.408688, arrival_time=2021-04-10 04:07:52.907155, cost_time=0:00:05.109450 2021-04-10 04:07:46,109 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.35ms, fps=4190 images/s, loss=0.0169, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:06.737890, arrival_time=2021-04-10 04:07:52.847711, cost_time=0:00:05.720813 2021-04-10 04:07:46,721 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.30ms, fps=4191 images/s, loss=0.0169, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:06.078816, arrival_time=2021-04-10 04:07:52.799948, cost_time=0:00:06.332051 2021-04-10 04:07:47,330 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.27ms, fps=4206 images/s, loss=0.0173, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:05.426772, arrival_time=2021-04-10 04:07:52.757004, cost_time=0:00:06.941224 2021-04-10 04:07:47,938 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.34ms, fps=4209 images/s, loss=0.0170, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:04.781540, arrival_time=2021-04-10 04:07:52.720363, cost_time=0:00:07.549812 2021-04-10 04:07:48,553 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.96ms, fps=4172 images/s, loss=0.0170, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:04.144734, arrival_time=2021-04-10 04:07:52.697680, cost_time=0:00:08.163856 2021-04-10 04:07:49,162 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.85ms, fps=4201 images/s, loss=0.0171, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:03.509520, arrival_time=2021-04-10 04:07:52.672363, cost_time=0:00:08.773851 2021-04-10 04:07:49,773 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.89ms, fps=4195 images/s, loss=0.0171, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:02.877898, arrival_time=2021-04-10 04:07:52.651286, cost_time=0:00:09.384379 2021-04-10 04:07:50,384 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.39ms, fps=4194 images/s, loss=0.0171, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:02.248920, arrival_time=2021-04-10 04:07:52.633174, cost_time=0:00:09.995168 2021-04-10 04:07:50,995 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.44ms, fps=4193 images/s, loss=0.0171, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:01.622140, arrival_time=2021-04-10 04:07:52.617522, cost_time=0:00:10.606368 2021-04-10 04:07:51,607 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.65ms, fps=4187 images/s, loss=0.0169, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:00.997168, arrival_time=2021-04-10 04:07:52.604341, cost_time=0:00:11.218118 2021-04-10 04:07:52,222 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.30ms, fps=4164 images/s, loss=0.0169, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00.373686, arrival_time=2021-04-10 04:07:52.596126, cost_time=0:00:11.833442 2021-04-10 04:07:52,552 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.05ms, fps=4123 images/s, loss=0.0167, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:52.552636, cost_time=0:00:12.163644 2021-04-10 04:07:52,873 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=2.74ms, fps=7997 images/s, loss=0.3707, top1-acc=91.09%, top5-acc=99.88%, remaining_time=0:00:00.960300, arrival_time=2021-04-10 04:07:53.833979, cost_time=0:00:00.320101 2021-04-10 04:07:53,110 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.30ms, fps=10846 images/s, loss=0.3654, top1-acc=91.41%, top5-acc=99.75%, remaining_time=0:00:00.556740, arrival_time=2021-04-10 04:07:53.666947, cost_time=0:00:00.556731 2021-04-10 04:07:53,341 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=0.20ms, fps=11069 images/s, loss=0.3799, top1-acc=91.12%, top5-acc=99.69%, remaining_time=0:00:00.262780, arrival_time=2021-04-10 04:07:53.604602, cost_time=0:00:00.788333 2021-04-10 04:07:53,551 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=11072 images/s, loss=0.3703, top1-acc=91.28%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:53.551768, cost_time=0:00:00.998327 2021-04-10 04:07:54,032 INFO : Epoch=0163 complete, best val top1-acc=91.55%, top5-acc=99.64% (epoch=161), remaining_time=0:08:32.063461, arrival_time=2021-04-10 04:16:26.095880, cost_time=0:37:35.847069 2021-04-10 04:07:54,032 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 04:07:54,799 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=2.49ms, fps=3342 images/s, loss=0.0121, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.246484, arrival_time=2021-04-10 04:08:09.045538, cost_time=0:00:00.765945 2021-04-10 04:07:55,407 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.36ms, fps=4209 images/s, loss=0.0121, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:12.096656, arrival_time=2021-04-10 04:08:07.504373, cost_time=0:00:01.374628 2021-04-10 04:07:56,015 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.47ms, fps=4216 images/s, loss=0.0121, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:10.968616, arrival_time=2021-04-10 04:08:06.983964, cost_time=0:00:01.982265 2021-04-10 04:07:56,621 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.53ms, fps=4225 images/s, loss=0.0119, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:10.095384, arrival_time=2021-04-10 04:08:06.717110, cost_time=0:00:02.588561 2021-04-10 04:07:57,230 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.35ms, fps=4206 images/s, loss=0.0119, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.337576, arrival_time=2021-04-10 04:08:06.568465, cost_time=0:00:03.197779 2021-04-10 04:07:57,841 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.32ms, fps=4198 images/s, loss=0.0120, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:08.631376, arrival_time=2021-04-10 04:08:06.472443, cost_time=0:00:03.807987 2021-04-10 04:07:58,448 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.45ms, fps=4215 images/s, loss=0.0123, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:07.948206, arrival_time=2021-04-10 04:08:06.396966, cost_time=0:00:04.415671 2021-04-10 04:07:59,063 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.80ms, fps=4170 images/s, loss=0.0130, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:07.293500, arrival_time=2021-04-10 04:08:06.356594, cost_time=0:00:05.030002 2021-04-10 04:07:59,673 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.35ms, fps=4196 images/s, loss=0.0140, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:06.643232, arrival_time=2021-04-10 04:08:06.316833, cost_time=0:00:05.640507 2021-04-10 04:08:00,281 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.49ms, fps=4214 images/s, loss=0.0141, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:05.998368, arrival_time=2021-04-10 04:08:06.279854, cost_time=0:00:06.248330 2021-04-10 04:08:00,892 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.48ms, fps=4192 images/s, loss=0.0143, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:05.362960, arrival_time=2021-04-10 04:08:06.255703, cost_time=0:00:06.859613 2021-04-10 04:08:01,504 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.36ms, fps=4188 images/s, loss=0.0144, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:04.731836, arrival_time=2021-04-10 04:08:06.236263, cost_time=0:00:07.471331 2021-04-10 04:08:02,114 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.27ms, fps=4196 images/s, loss=0.0147, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:04.103088, arrival_time=2021-04-10 04:08:06.218015, cost_time=0:00:08.081833 2021-04-10 04:08:02,725 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.51ms, fps=4194 images/s, loss=0.0147, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:03.477040, arrival_time=2021-04-10 04:08:06.202747, cost_time=0:00:08.692619 2021-04-10 04:08:03,336 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.44ms, fps=4195 images/s, loss=0.0147, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:02.852966, arrival_time=2021-04-10 04:08:06.189240, cost_time=0:00:09.303181 2021-04-10 04:08:03,948 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.92ms, fps=4187 images/s, loss=0.0146, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:02.230884, arrival_time=2021-04-10 04:08:06.179008, cost_time=0:00:09.914975 2021-04-10 04:08:04,561 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.63ms, fps=4179 images/s, loss=0.0143, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.610180, arrival_time=2021-04-10 04:08:06.171478, cost_time=0:00:10.528134 2021-04-10 04:08:05,171 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.41ms, fps=4199 images/s, loss=0.0145, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00.990080, arrival_time=2021-04-10 04:08:06.161504, cost_time=0:00:11.138317 2021-04-10 04:08:05,788 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.45ms, fps=4152 images/s, loss=0.0147, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00.371220, arrival_time=2021-04-10 04:08:06.159707, cost_time=0:00:11.755354 2021-04-10 04:08:06,122 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.07ms, fps=4083 images/s, loss=0.0147, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:06.122015, cost_time=0:00:12.088946 2021-04-10 04:08:06,433 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=4.50ms, fps=8240 images/s, loss=0.3538, top1-acc=92.07%, top5-acc=99.80%, remaining_time=0:00:00.932010, arrival_time=2021-04-10 04:08:07.365515, cost_time=0:00:00.310666 2021-04-10 04:08:06,670 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=2.84ms, fps=10837 images/s, loss=0.3765, top1-acc=91.48%, top5-acc=99.75%, remaining_time=0:00:00.547240, arrival_time=2021-04-10 04:08:07.217303, cost_time=0:00:00.547232 2021-04-10 04:08:06,900 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=0.17ms, fps=11117 images/s, loss=0.3770, top1-acc=91.48%, top5-acc=99.69%, remaining_time=0:00:00.259280, arrival_time=2021-04-10 04:08:07.160006, cost_time=0:00:00.777847 2021-04-10 04:08:07,115 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.05ms, fps=10807 images/s, loss=0.3649, top1-acc=91.58%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:07.115819, cost_time=0:00:00.993015 2021-04-10 04:08:08,114 INFO : Epoch=0164 complete, best val top1-acc=91.58%, top5-acc=99.67% (epoch=164), remaining_time=0:08:18.277188, arrival_time=2021-04-10 04:16:26.391875, cost_time=0:37:49.929342 2021-04-10 04:08:08,115 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 04:08:08,928 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.25ms, fps=3147 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.129984, arrival_time=2021-04-10 04:08:24.058764, cost_time=0:00:00.813438 2021-04-10 04:08:09,540 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.33ms, fps=4190 images/s, loss=0.0112, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.538768, arrival_time=2021-04-10 04:08:22.078943, cost_time=0:00:01.424860 2021-04-10 04:08:10,148 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.32ms, fps=4212 images/s, loss=0.0107, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.250318, arrival_time=2021-04-10 04:08:21.398923, cost_time=0:00:02.033204 2021-04-10 04:08:10,761 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.42ms, fps=4179 images/s, loss=0.0101, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.321272, arrival_time=2021-04-10 04:08:21.083047, cost_time=0:00:02.646478 2021-04-10 04:08:11,371 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=2.05ms, fps=4203 images/s, loss=0.0100, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.507374, arrival_time=2021-04-10 04:08:20.878669, cost_time=0:00:03.255926 2021-04-10 04:08:11,986 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.49ms, fps=4164 images/s, loss=0.0101, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.775128, arrival_time=2021-04-10 04:08:20.761796, cost_time=0:00:03.871368 2021-04-10 04:08:12,598 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.47ms, fps=4186 images/s, loss=0.0106, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.069922, arrival_time=2021-04-10 04:08:20.668497, cost_time=0:00:04.483277 2021-04-10 04:08:13,212 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.36ms, fps=4170 images/s, loss=0.0106, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:07.391404, arrival_time=2021-04-10 04:08:20.604279, cost_time=0:00:05.097498 2021-04-10 04:08:13,840 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.57ms, fps=4084 images/s, loss=0.0109, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:06.742660, arrival_time=2021-04-10 04:08:20.582871, cost_time=0:00:05.724905 2021-04-10 04:08:14,452 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.60ms, fps=4186 images/s, loss=0.0117, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:06.083328, arrival_time=2021-04-10 04:08:20.535434, cost_time=0:00:06.336796 2021-04-10 04:08:15,069 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.43ms, fps=4151 images/s, loss=0.0115, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:05.436748, arrival_time=2021-04-10 04:08:20.506064, cost_time=0:00:06.953926 2021-04-10 04:08:15,679 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.35ms, fps=4196 images/s, loss=0.0122, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.790888, arrival_time=2021-04-10 04:08:20.470806, cost_time=0:00:07.564613 2021-04-10 04:08:16,288 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.35ms, fps=4208 images/s, loss=0.0127, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.149552, arrival_time=2021-04-10 04:08:20.438222, cost_time=0:00:08.173368 2021-04-10 04:08:16,899 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.26ms, fps=4196 images/s, loss=0.0128, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:03.513552, arrival_time=2021-04-10 04:08:20.412784, cost_time=0:00:08.783857 2021-04-10 04:08:17,511 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.39ms, fps=4188 images/s, loss=0.0127, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:02.881348, arrival_time=2021-04-10 04:08:20.392389, cost_time=0:00:09.395748 2021-04-10 04:08:18,120 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.43ms, fps=4203 images/s, loss=0.0123, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:02.251188, arrival_time=2021-04-10 04:08:20.371700, cost_time=0:00:10.005203 2021-04-10 04:08:18,737 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.36ms, fps=4150 images/s, loss=0.0124, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:01.624610, arrival_time=2021-04-10 04:08:20.362393, cost_time=0:00:10.622435 2021-04-10 04:08:19,350 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=2.03ms, fps=4184 images/s, loss=0.0124, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00.998640, arrival_time=2021-04-10 04:08:20.348820, cost_time=0:00:11.234741 2021-04-10 04:08:19,967 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=0.06ms, fps=4156 images/s, loss=0.0122, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00.374274, arrival_time=2021-04-10 04:08:20.341483, cost_time=0:00:11.851925 2021-04-10 04:08:20,297 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=0.07ms, fps=4125 images/s, loss=0.0123, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:20.297254, cost_time=0:00:12.181967 2021-04-10 04:08:20,660 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.20ms, fps=7073 images/s, loss=0.3509, top1-acc=91.87%, top5-acc=99.69%, remaining_time=0:00:01.085790, arrival_time=2021-04-10 04:08:21.745792, cost_time=0:00:00.361927 2021-04-10 04:08:20,888 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.29ms, fps=11207 images/s, loss=0.3667, top1-acc=91.52%, top5-acc=99.63%, remaining_time=0:00:00.590700, arrival_time=2021-04-10 04:08:21.479473, cost_time=0:00:00.590702 2021-04-10 04:08:21,119 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.47ms, fps=11127 images/s, loss=0.3627, top1-acc=91.80%, top5-acc=99.64%, remaining_time=0:00:00.273710, arrival_time=2021-04-10 04:08:21.392878, cost_time=0:00:00.821122 2021-04-10 04:08:21,329 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=11062 images/s, loss=0.3769, top1-acc=91.81%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:21.329252, cost_time=0:00:01.031131 2021-04-10 04:08:22,310 INFO : Epoch=0165 complete, best val top1-acc=91.81%, top5-acc=99.58% (epoch=165), remaining_time=0:08:04.511265, arrival_time=2021-04-10 04:16:26.821244, cost_time=0:38:04.124617 2021-04-10 04:08:22,310 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 04:08:23,100 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.35ms, fps=3244 images/s, loss=0.0106, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.680236, arrival_time=2021-04-10 04:08:37.780269, cost_time=0:00:00.789257 2021-04-10 04:08:23,710 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.38ms, fps=4199 images/s, loss=0.0129, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.314016, arrival_time=2021-04-10 04:08:36.024155, cost_time=0:00:01.399312 2021-04-10 04:08:24,319 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.90ms, fps=4208 images/s, loss=0.0123, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:11.112040, arrival_time=2021-04-10 04:08:35.431087, cost_time=0:00:02.008209 2021-04-10 04:08:24,930 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.64ms, fps=4188 images/s, loss=0.0113, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:10.218468, arrival_time=2021-04-10 04:08:35.149348, cost_time=0:00:02.620105 2021-04-10 04:08:25,540 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.43ms, fps=4205 images/s, loss=0.0109, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:09.429410, arrival_time=2021-04-10 04:08:34.969464, cost_time=0:00:03.229244 2021-04-10 04:08:26,154 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.41ms, fps=4172 images/s, loss=0.0106, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:08.711616, arrival_time=2021-04-10 04:08:34.865874, cost_time=0:00:03.843365 2021-04-10 04:08:26,770 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.36ms, fps=4159 images/s, loss=0.0108, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:08.027334, arrival_time=2021-04-10 04:08:34.797726, cost_time=0:00:04.459619 2021-04-10 04:08:27,382 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.73ms, fps=4186 images/s, loss=0.0110, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:07.353704, arrival_time=2021-04-10 04:08:34.736079, cost_time=0:00:05.071516 2021-04-10 04:08:27,994 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.50ms, fps=4189 images/s, loss=0.0114, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:06.693688, arrival_time=2021-04-10 04:08:34.687801, cost_time=0:00:05.683334 2021-04-10 04:08:28,602 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.33ms, fps=4212 images/s, loss=0.0109, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:06.039840, arrival_time=2021-04-10 04:08:34.642059, cost_time=0:00:06.291451 2021-04-10 04:08:29,218 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.52ms, fps=4159 images/s, loss=0.0107, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:05.400284, arrival_time=2021-04-10 04:08:34.618477, cost_time=0:00:06.907342 2021-04-10 04:08:29,832 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.39ms, fps=4169 images/s, loss=0.0103, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:04.763908, arrival_time=2021-04-10 04:08:34.596694, cost_time=0:00:07.522012 2021-04-10 04:08:30,438 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.36ms, fps=4230 images/s, loss=0.0102, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:04.126320, arrival_time=2021-04-10 04:08:34.564652, cost_time=0:00:08.127565 2021-04-10 04:08:31,050 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.47ms, fps=4187 images/s, loss=0.0101, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:03.495744, arrival_time=2021-04-10 04:08:34.545923, cost_time=0:00:08.739313 2021-04-10 04:08:31,657 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.35ms, fps=4221 images/s, loss=0.0101, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.866260, arrival_time=2021-04-10 04:08:34.523512, cost_time=0:00:09.346486 2021-04-10 04:08:32,274 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.72ms, fps=4152 images/s, loss=0.0100, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.241792, arrival_time=2021-04-10 04:08:34.516042, cost_time=0:00:09.963474 2021-04-10 04:08:32,887 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.41ms, fps=4179 images/s, loss=0.0100, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.617564, arrival_time=2021-04-10 04:08:34.504779, cost_time=0:00:10.576448 2021-04-10 04:08:33,499 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.42ms, fps=4183 images/s, loss=0.0098, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.994560, arrival_time=2021-04-10 04:08:34.494333, cost_time=0:00:11.188875 2021-04-10 04:08:34,110 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.33ms, fps=4197 images/s, loss=0.0099, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.372618, arrival_time=2021-04-10 04:08:34.483018, cost_time=0:00:11.799630 2021-04-10 04:08:34,443 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=0.07ms, fps=4092 images/s, loss=0.0099, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:34.443159, cost_time=0:00:12.132407 2021-04-10 04:08:34,752 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=3.33ms, fps=8297 images/s, loss=0.4043, top1-acc=90.94%, top5-acc=99.61%, remaining_time=0:00:00.925590, arrival_time=2021-04-10 04:08:35.678172, cost_time=0:00:00.308529 2021-04-10 04:08:34,991 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.52ms, fps=10734 images/s, loss=0.3949, top1-acc=91.39%, top5-acc=99.63%, remaining_time=0:00:00.547540, arrival_time=2021-04-10 04:08:35.539060, cost_time=0:00:00.547537 2021-04-10 04:08:35,226 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.72ms, fps=10909 images/s, loss=0.3832, top1-acc=91.54%, top5-acc=99.62%, remaining_time=0:00:00.260840, arrival_time=2021-04-10 04:08:35.487365, cost_time=0:00:00.782535 2021-04-10 04:08:35,438 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=10966 images/s, loss=0.3918, top1-acc=91.50%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:35.438389, cost_time=0:00:00.994441 2021-04-10 04:08:35,967 INFO : Epoch=0166 complete, best val top1-acc=91.81%, top5-acc=99.58% (epoch=165), remaining_time=0:07:50.630074, arrival_time=2021-04-10 04:16:26.597482, cost_time=0:38:17.782064 2021-04-10 04:08:35,967 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 04:08:36,797 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.25ms, fps=3087 images/s, loss=0.0149, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:15.422004, arrival_time=2021-04-10 04:08:52.219289, cost_time=0:00:00.829142 2021-04-10 04:08:37,407 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.39ms, fps=4202 images/s, loss=0.0140, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:12.663552, arrival_time=2021-04-10 04:08:50.070642, cost_time=0:00:01.439045 2021-04-10 04:08:38,017 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.45ms, fps=4195 images/s, loss=0.0134, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:11.341452, arrival_time=2021-04-10 04:08:49.359232, cost_time=0:00:02.049669 2021-04-10 04:08:38,630 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.35ms, fps=4180 images/s, loss=0.0133, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:10.384296, arrival_time=2021-04-10 04:08:49.014991, cost_time=0:00:02.662659 2021-04-10 04:08:39,243 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.85ms, fps=4183 images/s, loss=0.0130, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:09.563000, arrival_time=2021-04-10 04:08:48.806124, cost_time=0:00:03.275011 2021-04-10 04:08:39,863 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.32ms, fps=4133 images/s, loss=0.0122, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:08.828576, arrival_time=2021-04-10 04:08:48.691585, cost_time=0:00:03.894974 2021-04-10 04:08:40,471 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.38ms, fps=4209 images/s, loss=0.0117, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:08.106462, arrival_time=2021-04-10 04:08:48.578173, cost_time=0:00:04.503576 2021-04-10 04:08:41,079 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.40ms, fps=4216 images/s, loss=0.0123, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:07.411588, arrival_time=2021-04-10 04:08:48.491092, cost_time=0:00:05.111476 2021-04-10 04:08:41,697 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.23ms, fps=4146 images/s, loss=0.0124, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:06.747854, arrival_time=2021-04-10 04:08:48.445180, cost_time=0:00:05.729288 2021-04-10 04:08:42,313 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.81ms, fps=4160 images/s, loss=0.0118, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:06.091200, arrival_time=2021-04-10 04:08:48.404448, cost_time=0:00:06.345044 2021-04-10 04:08:42,932 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=3.79ms, fps=4141 images/s, loss=0.0117, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:05.444746, arrival_time=2021-04-10 04:08:48.377003, cost_time=0:00:06.964163 2021-04-10 04:08:43,553 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.63ms, fps=4125 images/s, loss=0.0116, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:04.804036, arrival_time=2021-04-10 04:08:48.357368, cost_time=0:00:07.585284 2021-04-10 04:08:44,171 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=2.02ms, fps=4143 images/s, loss=0.0121, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:04.164930, arrival_time=2021-04-10 04:08:48.336642, cost_time=0:00:08.203589 2021-04-10 04:08:44,783 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.32ms, fps=4187 images/s, loss=0.0117, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:03.526264, arrival_time=2021-04-10 04:08:48.309906, cost_time=0:00:08.815597 2021-04-10 04:08:45,405 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.95ms, fps=4121 images/s, loss=0.0116, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:02.894044, arrival_time=2021-04-10 04:08:48.299241, cost_time=0:00:09.437154 2021-04-10 04:08:46,016 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.37ms, fps=4194 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:02.260800, arrival_time=2021-04-10 04:08:48.276846, cost_time=0:00:10.048008 2021-04-10 04:08:46,626 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.32ms, fps=4200 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:01.630044, arrival_time=2021-04-10 04:08:48.256126, cost_time=0:00:10.657981 2021-04-10 04:08:47,234 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.43ms, fps=4214 images/s, loss=0.0113, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:01.001424, arrival_time=2021-04-10 04:08:48.235534, cost_time=0:00:11.266059 2021-04-10 04:08:47,844 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.17ms, fps=4200 images/s, loss=0.0112, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00.375036, arrival_time=2021-04-10 04:08:48.219123, cost_time=0:00:11.876062 2021-04-10 04:08:48,176 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=0.06ms, fps=4091 images/s, loss=0.0112, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:48.176865, cost_time=0:00:12.208844 2021-04-10 04:08:48,495 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.19ms, fps=8050 images/s, loss=0.3852, top1-acc=91.87%, top5-acc=99.34%, remaining_time=0:00:00.954030, arrival_time=2021-04-10 04:08:49.449755, cost_time=0:00:00.318013 2021-04-10 04:08:48,726 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.33ms, fps=11095 images/s, loss=0.3633, top1-acc=92.05%, top5-acc=99.53%, remaining_time=0:00:00.549080, arrival_time=2021-04-10 04:08:49.275885, cost_time=0:00:00.549087 2021-04-10 04:08:48,960 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.69ms, fps=10964 images/s, loss=0.3658, top1-acc=91.87%, top5-acc=99.60%, remaining_time=0:00:00.260970, arrival_time=2021-04-10 04:08:49.221652, cost_time=0:00:00.782909 2021-04-10 04:08:49,170 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=11058 images/s, loss=0.3559, top1-acc=91.87%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:49.170889, cost_time=0:00:00.993208 2021-04-10 04:08:50,111 INFO : Epoch=0167 complete, best val top1-acc=91.87%, top5-acc=99.61% (epoch=167), remaining_time=0:07:36.847611, arrival_time=2021-04-10 04:16:26.958731, cost_time=0:38:31.925747 2021-04-10 04:08:50,111 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 04:08:50,936 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.23ms, fps=3105 images/s, loss=0.0111, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:15.334956, arrival_time=2021-04-10 04:09:06.271496, cost_time=0:00:00.824461 2021-04-10 04:08:51,550 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.80ms, fps=4175 images/s, loss=0.0102, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.655456, arrival_time=2021-04-10 04:09:04.205684, cost_time=0:00:01.438115 2021-04-10 04:08:52,163 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.27ms, fps=4181 images/s, loss=0.0100, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:11.348424, arrival_time=2021-04-10 04:09:03.511446, cost_time=0:00:02.050931 2021-04-10 04:08:52,771 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.34ms, fps=4209 images/s, loss=0.0086, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.372752, arrival_time=2021-04-10 04:09:03.144565, cost_time=0:00:02.659686 2021-04-10 04:08:53,387 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.53ms, fps=4163 images/s, loss=0.0090, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:09.563438, arrival_time=2021-04-10 04:09:02.950661, cost_time=0:00:03.275171 2021-04-10 04:08:53,996 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.28ms, fps=4206 images/s, loss=0.0086, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.804096, arrival_time=2021-04-10 04:09:02.800399, cost_time=0:00:03.884169 2021-04-10 04:08:54,607 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.52ms, fps=4191 images/s, loss=0.0086, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.092098, arrival_time=2021-04-10 04:09:02.699784, cost_time=0:00:04.495637 2021-04-10 04:08:55,224 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.11ms, fps=4152 images/s, loss=0.0086, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:07.413212, arrival_time=2021-04-10 04:09:02.637994, cost_time=0:00:05.112588 2021-04-10 04:08:55,850 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.85ms, fps=4096 images/s, loss=0.0085, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.758454, arrival_time=2021-04-10 04:09:02.608854, cost_time=0:00:05.738328 2021-04-10 04:08:56,473 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.36ms, fps=4114 images/s, loss=0.0088, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.106560, arrival_time=2021-04-10 04:09:02.579697, cost_time=0:00:06.361041 2021-04-10 04:08:57,092 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.50ms, fps=4137 images/s, loss=0.0084, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.457474, arrival_time=2021-04-10 04:09:02.550068, cost_time=0:00:06.980451 2021-04-10 04:08:57,704 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.57ms, fps=4190 images/s, loss=0.0085, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.808292, arrival_time=2021-04-10 04:09:02.512441, cost_time=0:00:07.592091 2021-04-10 04:08:58,315 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.36ms, fps=4187 images/s, loss=0.0089, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.165062, arrival_time=2021-04-10 04:09:02.481008, cost_time=0:00:08.203898 2021-04-10 04:08:58,927 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.33ms, fps=4190 images/s, loss=0.0090, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:03.526096, arrival_time=2021-04-10 04:09:02.453345, cost_time=0:00:08.815201 2021-04-10 04:08:59,538 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.33ms, fps=4195 images/s, loss=0.0091, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:02.890594, arrival_time=2021-04-10 04:09:02.428547, cost_time=0:00:09.425788 2021-04-10 04:09:00,155 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=2.28ms, fps=4151 images/s, loss=0.0091, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:02.259756, arrival_time=2021-04-10 04:09:02.415141, cost_time=0:00:10.043294 2021-04-10 04:09:00,763 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.38ms, fps=4213 images/s, loss=0.0092, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.629030, arrival_time=2021-04-10 04:09:02.392500, cost_time=0:00:10.651417 2021-04-10 04:09:01,374 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.40ms, fps=4193 images/s, loss=0.0094, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.001088, arrival_time=2021-04-10 04:09:02.375463, cost_time=0:00:11.262320 2021-04-10 04:09:01,989 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.37ms, fps=4167 images/s, loss=0.0097, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.375066, arrival_time=2021-04-10 04:09:02.364219, cost_time=0:00:11.877036 2021-04-10 04:09:02,320 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=0.07ms, fps=4114 images/s, loss=0.0098, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:02.320297, cost_time=0:00:12.208204 2021-04-10 04:09:02,657 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.19ms, fps=7615 images/s, loss=0.3659, top1-acc=92.38%, top5-acc=99.65%, remaining_time=0:00:01.008480, arrival_time=2021-04-10 04:09:03.666178, cost_time=0:00:00.336159 2021-04-10 04:09:02,889 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.21ms, fps=11067 images/s, loss=0.3730, top1-acc=91.99%, top5-acc=99.57%, remaining_time=0:00:00.567800, arrival_time=2021-04-10 04:09:03.457196, cost_time=0:00:00.567808 2021-04-10 04:09:03,128 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.28ms, fps=10747 images/s, loss=0.3768, top1-acc=91.73%, top5-acc=99.53%, remaining_time=0:00:00.268840, arrival_time=2021-04-10 04:09:03.396890, cost_time=0:00:00.806513 2021-04-10 04:09:03,337 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.06ms, fps=11086 images/s, loss=0.3746, top1-acc=91.67%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:03.337627, cost_time=0:00:01.016117 2021-04-10 04:09:03,865 INFO : Epoch=0168 complete, best val top1-acc=91.87%, top5-acc=99.61% (epoch=167), remaining_time=0:07:22.986688, arrival_time=2021-04-10 04:16:26.852159, cost_time=0:38:45.680133 2021-04-10 04:09:03,865 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 04:09:04,667 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.65ms, fps=3196 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.896368, arrival_time=2021-04-10 04:09:19.563389, cost_time=0:00:00.800875 2021-04-10 04:09:05,278 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.37ms, fps=4190 images/s, loss=0.0098, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.429472, arrival_time=2021-04-10 04:09:17.708020, cost_time=0:00:01.412441 2021-04-10 04:09:05,891 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.46ms, fps=4178 images/s, loss=0.0095, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:11.207988, arrival_time=2021-04-10 04:09:17.099691, cost_time=0:00:02.025526 2021-04-10 04:09:06,504 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.48ms, fps=4181 images/s, loss=0.0093, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.289760, arrival_time=2021-04-10 04:09:16.794250, cost_time=0:00:02.638393 2021-04-10 04:09:07,116 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.48ms, fps=4190 images/s, loss=0.0089, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:09.489270, arrival_time=2021-04-10 04:09:16.605225, cost_time=0:00:03.249735 2021-04-10 04:09:07,724 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.27ms, fps=4212 images/s, loss=0.0092, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.745752, arrival_time=2021-04-10 04:09:16.470241, cost_time=0:00:03.858401 2021-04-10 04:09:08,334 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.59ms, fps=4198 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.043462, arrival_time=2021-04-10 04:09:16.378206, cost_time=0:00:04.468575 2021-04-10 04:09:08,947 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.37ms, fps=4181 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:07.368204, arrival_time=2021-04-10 04:09:16.315784, cost_time=0:00:05.081482 2021-04-10 04:09:09,559 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.25ms, fps=4189 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.705136, arrival_time=2021-04-10 04:09:16.264353, cost_time=0:00:05.693080 2021-04-10 04:09:10,185 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.97ms, fps=4090 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.066720, arrival_time=2021-04-10 04:09:16.252353, cost_time=0:00:06.319469 2021-04-10 04:09:10,798 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.92ms, fps=4184 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.419462, arrival_time=2021-04-10 04:09:16.217532, cost_time=0:00:06.931918 2021-04-10 04:09:11,408 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.37ms, fps=4198 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.776752, arrival_time=2021-04-10 04:09:16.185129, cost_time=0:00:07.542273 2021-04-10 04:09:12,021 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.62ms, fps=4178 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.140444, arrival_time=2021-04-10 04:09:16.162009, cost_time=0:00:08.155369 2021-04-10 04:09:12,630 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.39ms, fps=4209 images/s, loss=0.0094, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.505712, arrival_time=2021-04-10 04:09:16.135998, cost_time=0:00:08.764212 2021-04-10 04:09:13,241 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=2.04ms, fps=4189 images/s, loss=0.0093, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.875184, arrival_time=2021-04-10 04:09:16.117010, cost_time=0:00:09.375664 2021-04-10 04:09:13,851 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.41ms, fps=4205 images/s, loss=0.0093, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.246616, arrival_time=2021-04-10 04:09:16.097710, cost_time=0:00:09.985003 2021-04-10 04:09:14,465 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.47ms, fps=4173 images/s, loss=0.0092, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.620996, arrival_time=2021-04-10 04:09:16.086034, cost_time=0:00:10.598905 2021-04-10 04:09:15,079 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.54ms, fps=4171 images/s, loss=0.0093, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00.996720, arrival_time=2021-04-10 04:09:16.076077, cost_time=0:00:11.213183 2021-04-10 04:09:15,686 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.35ms, fps=4218 images/s, loss=0.0094, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.373290, arrival_time=2021-04-10 04:09:16.060175, cost_time=0:00:11.820820 2021-04-10 04:09:16,019 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.10ms, fps=4098 images/s, loss=0.0092, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:16.019049, cost_time=0:00:12.152988 2021-04-10 04:09:16,323 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=4.38ms, fps=8430 images/s, loss=0.3877, top1-acc=91.02%, top5-acc=99.61%, remaining_time=0:00:00.911040, arrival_time=2021-04-10 04:09:17.234548, cost_time=0:00:00.303678 2021-04-10 04:09:16,555 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.23ms, fps=11062 images/s, loss=0.3808, top1-acc=91.50%, top5-acc=99.65%, remaining_time=0:00:00.535440, arrival_time=2021-04-10 04:09:17.090758, cost_time=0:00:00.535445 2021-04-10 04:09:16,786 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.63ms, fps=11116 images/s, loss=0.3849, top1-acc=91.42%, top5-acc=99.65%, remaining_time=0:00:00.255380, arrival_time=2021-04-10 04:09:17.041402, cost_time=0:00:00.766142 2021-04-10 04:09:17,006 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.06ms, fps=10551 images/s, loss=0.3734, top1-acc=91.53%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:17.006377, cost_time=0:00:00.986570 2021-04-10 04:09:17,571 INFO : Epoch=0169 complete, best val top1-acc=91.87%, top5-acc=99.61% (epoch=167), remaining_time=0:07:09.118213, arrival_time=2021-04-10 04:16:26.689938, cost_time=0:38:59.386380 2021-04-10 04:09:17,572 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 04:09:18,386 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.23ms, fps=3143 images/s, loss=0.0102, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:15.149142, arrival_time=2021-04-10 04:09:33.535940, cost_time=0:00:00.814472 2021-04-10 04:09:18,993 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.46ms, fps=4221 images/s, loss=0.0084, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.507792, arrival_time=2021-04-10 04:09:31.501475, cost_time=0:00:01.421342 2021-04-10 04:09:19,603 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.27ms, fps=4201 images/s, loss=0.0080, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.239030, arrival_time=2021-04-10 04:09:30.842611, cost_time=0:00:02.031149 2021-04-10 04:09:20,210 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.47ms, fps=4224 images/s, loss=0.0074, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.287732, arrival_time=2021-04-10 04:09:30.497979, cost_time=0:00:02.637887 2021-04-10 04:09:20,820 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.07ms, fps=4201 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.483430, arrival_time=2021-04-10 04:09:30.303528, cost_time=0:00:03.247755 2021-04-10 04:09:21,428 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.52ms, fps=4212 images/s, loss=0.0073, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.739904, arrival_time=2021-04-10 04:09:30.168100, cost_time=0:00:03.855851 2021-04-10 04:09:22,035 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.86ms, fps=4219 images/s, loss=0.0070, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.033382, arrival_time=2021-04-10 04:09:30.068811, cost_time=0:00:04.463015 2021-04-10 04:09:22,645 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.50ms, fps=4203 images/s, loss=0.0070, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.355444, arrival_time=2021-04-10 04:09:30.000570, cost_time=0:00:05.072717 2021-04-10 04:09:23,258 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.30ms, fps=4177 images/s, loss=0.0076, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.696974, arrival_time=2021-04-10 04:09:29.955458, cost_time=0:00:05.686134 2021-04-10 04:09:23,869 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.93ms, fps=4191 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.045408, arrival_time=2021-04-10 04:09:29.915132, cost_time=0:00:06.297335 2021-04-10 04:09:24,479 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.32ms, fps=4202 images/s, loss=0.0074, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.400112, arrival_time=2021-04-10 04:09:29.879547, cost_time=0:00:06.907089 2021-04-10 04:09:25,093 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.46ms, fps=4170 images/s, loss=0.0074, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:04.763528, arrival_time=2021-04-10 04:09:29.857346, cost_time=0:00:07.521327 2021-04-10 04:09:25,706 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.31ms, fps=4185 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:04.129488, arrival_time=2021-04-10 04:09:29.835726, cost_time=0:00:08.133879 2021-04-10 04:09:26,311 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.33ms, fps=4232 images/s, loss=0.0073, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.495688, arrival_time=2021-04-10 04:09:29.807269, cost_time=0:00:08.739201 2021-04-10 04:09:26,925 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.35ms, fps=4172 images/s, loss=0.0072, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:02.868330, arrival_time=2021-04-10 04:09:29.793977, cost_time=0:00:09.353296 2021-04-10 04:09:27,535 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.29ms, fps=4200 images/s, loss=0.0072, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:02.241720, arrival_time=2021-04-10 04:09:29.777331, cost_time=0:00:09.963261 2021-04-10 04:09:28,148 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.81ms, fps=4178 images/s, loss=0.0072, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.617564, arrival_time=2021-04-10 04:09:29.766306, cost_time=0:00:10.576345 2021-04-10 04:09:28,765 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.45ms, fps=4159 images/s, loss=0.0072, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.994912, arrival_time=2021-04-10 04:09:29.760126, cost_time=0:00:11.192798 2021-04-10 04:09:29,372 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=2.06ms, fps=4216 images/s, loss=0.0075, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00.372648, arrival_time=2021-04-10 04:09:29.745504, cost_time=0:00:11.800505 2021-04-10 04:09:29,703 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.05ms, fps=4120 images/s, loss=0.0074, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:29.703373, cost_time=0:00:12.131043 2021-04-10 04:09:30,027 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.18ms, fps=7919 images/s, loss=0.3729, top1-acc=91.68%, top5-acc=99.61%, remaining_time=0:00:00.969810, arrival_time=2021-04-10 04:09:30.997269, cost_time=0:00:00.323267 2021-04-10 04:09:30,258 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=0.16ms, fps=11095 images/s, loss=0.3453, top1-acc=92.03%, top5-acc=99.65%, remaining_time=0:00:00.554360, arrival_time=2021-04-10 04:09:30.812913, cost_time=0:00:00.554361 2021-04-10 04:09:30,494 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.34ms, fps=10867 images/s, loss=0.3591, top1-acc=91.81%, top5-acc=99.67%, remaining_time=0:00:00.263430, arrival_time=2021-04-10 04:09:30.757926, cost_time=0:00:00.790302 2021-04-10 04:09:30,704 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=11073 images/s, loss=0.3649, top1-acc=91.87%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:30.704350, cost_time=0:00:01.000199 2021-04-10 04:09:31,204 INFO : Epoch=0170 complete, best val top1-acc=91.87%, top5-acc=99.61% (epoch=167), remaining_time=0:06:55.238760, arrival_time=2021-04-10 04:16:26.443656, cost_time=0:39:13.019564 2021-04-10 04:09:31,205 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 04:09:31,980 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=2.50ms, fps=3302 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.419650, arrival_time=2021-04-10 04:09:46.400448, cost_time=0:00:00.775253 2021-04-10 04:09:32,592 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.32ms, fps=4189 images/s, loss=0.0049, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.204720, arrival_time=2021-04-10 04:09:44.797150, cost_time=0:00:01.386906 2021-04-10 04:09:33,210 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.55ms, fps=4146 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.093614, arrival_time=2021-04-10 04:09:44.304052, cost_time=0:00:02.004862 2021-04-10 04:09:33,820 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.56ms, fps=4203 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.196472, arrival_time=2021-04-10 04:09:44.016457, cost_time=0:00:02.614476 2021-04-10 04:09:34,431 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=2.39ms, fps=4188 images/s, loss=0.0048, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.420504, arrival_time=2021-04-10 04:09:43.852340, cost_time=0:00:03.226188 2021-04-10 04:09:35,046 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.49ms, fps=4168 images/s, loss=0.0051, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.706720, arrival_time=2021-04-10 04:09:43.753422, cost_time=0:00:03.841206 2021-04-10 04:09:35,656 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.53ms, fps=4199 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.012340, arrival_time=2021-04-10 04:09:43.669198, cost_time=0:00:04.451293 2021-04-10 04:09:36,268 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.52ms, fps=4191 images/s, loss=0.0055, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.340944, arrival_time=2021-04-10 04:09:43.609230, cost_time=0:00:05.062711 2021-04-10 04:09:36,876 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.54ms, fps=4211 images/s, loss=0.0057, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.679272, arrival_time=2021-04-10 04:09:43.555853, cost_time=0:00:05.671078 2021-04-10 04:09:37,499 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.42ms, fps=4110 images/s, loss=0.0059, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.042528, arrival_time=2021-04-10 04:09:43.542399, cost_time=0:00:06.294298 2021-04-10 04:09:38,109 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.48ms, fps=4204 images/s, loss=0.0062, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.397532, arrival_time=2021-04-10 04:09:43.506849, cost_time=0:00:06.903823 2021-04-10 04:09:38,716 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.48ms, fps=4220 images/s, loss=0.0062, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.756916, arrival_time=2021-04-10 04:09:43.473307, cost_time=0:00:07.510893 2021-04-10 04:09:39,330 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=2.09ms, fps=4171 images/s, loss=0.0062, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.125000, arrival_time=2021-04-10 04:09:43.455705, cost_time=0:00:08.125057 2021-04-10 04:09:39,942 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.54ms, fps=4191 images/s, loss=0.0063, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.494680, arrival_time=2021-04-10 04:09:43.436921, cost_time=0:00:08.736740 2021-04-10 04:09:40,551 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.55ms, fps=4208 images/s, loss=0.0064, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.865938, arrival_time=2021-04-10 04:09:43.416933, cost_time=0:00:09.345502 2021-04-10 04:09:41,160 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=2.02ms, fps=4203 images/s, loss=0.0064, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.239884, arrival_time=2021-04-10 04:09:43.400428, cost_time=0:00:09.954970 2021-04-10 04:09:41,770 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.55ms, fps=4202 images/s, loss=0.0063, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.615770, arrival_time=2021-04-10 04:09:43.386006, cost_time=0:00:10.564725 2021-04-10 04:09:42,378 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.46ms, fps=4210 images/s, loss=0.0066, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.993184, arrival_time=2021-04-10 04:09:43.371988, cost_time=0:00:11.173310 2021-04-10 04:09:42,990 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.01ms, fps=4190 images/s, loss=0.0067, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.372150, arrival_time=2021-04-10 04:09:43.362357, cost_time=0:00:11.784721 2021-04-10 04:09:43,320 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=0.05ms, fps=4118 images/s, loss=0.0068, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:43.320818, cost_time=0:00:12.115334 2021-04-10 04:09:43,659 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.84ms, fps=7580 images/s, loss=0.3087, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:01.013190, arrival_time=2021-04-10 04:09:44.672623, cost_time=0:00:00.337732 2021-04-10 04:09:43,892 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.47ms, fps=11030 images/s, loss=0.3492, top1-acc=92.23%, top5-acc=99.75%, remaining_time=0:00:00.570280, arrival_time=2021-04-10 04:09:44.462220, cost_time=0:00:00.570276 2021-04-10 04:09:44,128 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.82ms, fps=10859 images/s, loss=0.3606, top1-acc=92.06%, top5-acc=99.78%, remaining_time=0:00:00.268830, arrival_time=2021-04-10 04:09:44.396963, cost_time=0:00:00.806489 2021-04-10 04:09:44,341 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.06ms, fps=10908 images/s, loss=0.3699, top1-acc=92.00%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:44.341155, cost_time=0:00:01.019530 2021-04-10 04:09:45,328 INFO : Epoch=0171 complete, best val top1-acc=92.00%, top5-acc=99.68% (epoch=171), remaining_time=0:06:41.445231, arrival_time=2021-04-10 04:16:26.773235, cost_time=0:39:27.142653 2021-04-10 04:09:45,328 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 04:09:46,105 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.24ms, fps=3295 images/s, loss=0.0084, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.450712, arrival_time=2021-04-10 04:10:00.556276, cost_time=0:00:00.776925 2021-04-10 04:09:46,714 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.44ms, fps=4211 images/s, loss=0.0093, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.190112, arrival_time=2021-04-10 04:09:58.904061, cost_time=0:00:01.385240 2021-04-10 04:09:47,324 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.40ms, fps=4200 images/s, loss=0.0085, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.040826, arrival_time=2021-04-10 04:09:58.364782, cost_time=0:00:01.995327 2021-04-10 04:09:47,938 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.33ms, fps=4172 images/s, loss=0.0082, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.176036, arrival_time=2021-04-10 04:09:58.113984, cost_time=0:00:02.609243 2021-04-10 04:09:48,542 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.45ms, fps=4242 images/s, loss=0.0080, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.382836, arrival_time=2021-04-10 04:09:57.924970, cost_time=0:00:03.213322 2021-04-10 04:09:49,153 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.40ms, fps=4193 images/s, loss=0.0075, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.669184, arrival_time=2021-04-10 04:09:57.822475, cost_time=0:00:03.824659 2021-04-10 04:09:49,765 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=2.40ms, fps=4186 images/s, loss=0.0071, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.985754, arrival_time=2021-04-10 04:09:57.751004, cost_time=0:00:04.436552 2021-04-10 04:09:50,379 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.66ms, fps=4173 images/s, loss=0.0068, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.323892, arrival_time=2021-04-10 04:09:57.703576, cost_time=0:00:05.050963 2021-04-10 04:09:50,991 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.36ms, fps=4189 images/s, loss=0.0066, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.669520, arrival_time=2021-04-10 04:09:57.660920, cost_time=0:00:05.662769 2021-04-10 04:09:51,601 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.27ms, fps=4197 images/s, loss=0.0064, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.022176, arrival_time=2021-04-10 04:09:57.623929, cost_time=0:00:06.273107 2021-04-10 04:09:52,215 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.36ms, fps=4177 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.383944, arrival_time=2021-04-10 04:09:57.599088, cost_time=0:00:06.886423 2021-04-10 04:09:52,825 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.33ms, fps=4201 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.747720, arrival_time=2021-04-10 04:09:57.572754, cost_time=0:00:07.496402 2021-04-10 04:09:53,433 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.73ms, fps=4207 images/s, loss=0.0059, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.114968, arrival_time=2021-04-10 04:09:57.548888, cost_time=0:00:08.105287 2021-04-10 04:09:54,044 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.43ms, fps=4200 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.486112, arrival_time=2021-04-10 04:09:57.530033, cost_time=0:00:08.715214 2021-04-10 04:09:54,652 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.32ms, fps=4213 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.859176, arrival_time=2021-04-10 04:09:57.511288, cost_time=0:00:09.323469 2021-04-10 04:09:55,260 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.37ms, fps=4213 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.234592, arrival_time=2021-04-10 04:09:57.494721, cost_time=0:00:09.931484 2021-04-10 04:09:55,868 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.46ms, fps=4211 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.611974, arrival_time=2021-04-10 04:09:57.480375, cost_time=0:00:10.539766 2021-04-10 04:09:56,486 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.33ms, fps=4148 images/s, loss=0.0060, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.991760, arrival_time=2021-04-10 04:09:57.477823, cost_time=0:00:11.157342 2021-04-10 04:09:57,119 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.21ms, fps=4046 images/s, loss=0.0060, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.372336, arrival_time=2021-04-10 04:09:57.491674, cost_time=0:00:11.790654 2021-04-10 04:09:57,458 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=0.13ms, fps=4021 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:57.458178, cost_time=0:00:12.129401 2021-04-10 04:09:57,781 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=2.35ms, fps=7965 images/s, loss=0.3404, top1-acc=92.50%, top5-acc=99.69%, remaining_time=0:00:00.964110, arrival_time=2021-04-10 04:09:58.745171, cost_time=0:00:00.321372 2021-04-10 04:09:58,018 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.38ms, fps=10809 images/s, loss=0.3380, top1-acc=92.34%, top5-acc=99.75%, remaining_time=0:00:00.558600, arrival_time=2021-04-10 04:09:58.576880, cost_time=0:00:00.558600 2021-04-10 04:09:58,262 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=5.48ms, fps=10482 images/s, loss=0.3386, top1-acc=92.43%, top5-acc=99.73%, remaining_time=0:00:00.267730, arrival_time=2021-04-10 04:09:58.530586, cost_time=0:00:00.803182 2021-04-10 04:09:58,471 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.06ms, fps=11142 images/s, loss=0.3354, top1-acc=92.38%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:58.471389, cost_time=0:00:01.011744 2021-04-10 04:09:59,470 INFO : Epoch=0172 complete, best val top1-acc=92.38%, top5-acc=99.72% (epoch=172), remaining_time=0:06:27.650984, arrival_time=2021-04-10 04:16:27.120991, cost_time=0:39:41.284594 2021-04-10 04:09:59,470 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 04:10:00,267 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.25ms, fps=3216 images/s, loss=0.0039, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.807088, arrival_time=2021-04-10 04:10:15.074174, cost_time=0:00:00.796081 2021-04-10 04:10:00,881 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.35ms, fps=4172 images/s, loss=0.0060, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.409056, arrival_time=2021-04-10 04:10:13.290269, cost_time=0:00:01.410129 2021-04-10 04:10:01,493 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.30ms, fps=4187 images/s, loss=0.0048, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.189396, arrival_time=2021-04-10 04:10:12.682766, cost_time=0:00:02.022186 2021-04-10 04:10:02,104 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.40ms, fps=4192 images/s, loss=0.0052, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.271352, arrival_time=2021-04-10 04:10:12.376043, cost_time=0:00:02.633692 2021-04-10 04:10:02,714 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.96ms, fps=4199 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.471750, arrival_time=2021-04-10 04:10:12.186568, cost_time=0:00:03.243754 2021-04-10 04:10:03,325 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.53ms, fps=4199 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.735688, arrival_time=2021-04-10 04:10:12.060689, cost_time=0:00:03.854001 2021-04-10 04:10:03,932 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.51ms, fps=4214 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.031366, arrival_time=2021-04-10 04:10:11.964257, cost_time=0:00:04.461891 2021-04-10 04:10:04,547 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.47ms, fps=4172 images/s, loss=0.0060, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.360084, arrival_time=2021-04-10 04:10:11.907086, cost_time=0:00:05.075940 2021-04-10 04:10:05,158 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.41ms, fps=4193 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.698140, arrival_time=2021-04-10 04:10:11.856222, cost_time=0:00:05.687092 2021-04-10 04:10:05,766 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=2.26ms, fps=4214 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.043104, arrival_time=2021-04-10 04:10:11.809155, cost_time=0:00:06.294947 2021-04-10 04:10:06,381 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.35ms, fps=4167 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.402434, arrival_time=2021-04-10 04:10:11.783527, cost_time=0:00:06.910036 2021-04-10 04:10:06,992 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.43ms, fps=4194 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.763300, arrival_time=2021-04-10 04:10:11.755327, cost_time=0:00:07.520980 2021-04-10 04:10:07,600 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.32ms, fps=4214 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.127046, arrival_time=2021-04-10 04:10:11.727022, cost_time=0:00:08.128986 2021-04-10 04:10:08,215 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=2.02ms, fps=4162 images/s, loss=0.0057, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.497816, arrival_time=2021-04-10 04:10:11.713365, cost_time=0:00:08.744476 2021-04-10 04:10:08,824 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.31ms, fps=4208 images/s, loss=0.0060, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.868376, arrival_time=2021-04-10 04:10:11.692830, cost_time=0:00:09.353455 2021-04-10 04:10:09,429 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.26ms, fps=4235 images/s, loss=0.0059, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.240640, arrival_time=2021-04-10 04:10:11.670001, cost_time=0:00:09.958373 2021-04-10 04:10:10,035 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.22ms, fps=4226 images/s, loss=0.0059, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.615744, arrival_time=2021-04-10 04:10:11.651244, cost_time=0:00:10.564501 2021-04-10 04:10:10,649 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.39ms, fps=4171 images/s, loss=0.0058, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.993648, arrival_time=2021-04-10 04:10:11.643380, cost_time=0:00:11.178591 2021-04-10 04:10:11,261 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.22ms, fps=4190 images/s, loss=0.0058, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.372324, arrival_time=2021-04-10 04:10:11.633658, cost_time=0:00:11.790326 2021-04-10 04:10:11,590 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=0.07ms, fps=4136 images/s, loss=0.0057, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:11.590600, cost_time=0:00:12.119636 2021-04-10 04:10:11,939 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.19ms, fps=7350 images/s, loss=0.3644, top1-acc=92.34%, top5-acc=99.77%, remaining_time=0:00:01.044900, arrival_time=2021-04-10 04:10:12.984586, cost_time=0:00:00.348297 2021-04-10 04:10:12,189 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.23ms, fps=10274 images/s, loss=0.3507, top1-acc=92.38%, top5-acc=99.71%, remaining_time=0:00:00.597840, arrival_time=2021-04-10 04:10:12.787048, cost_time=0:00:00.597850 2021-04-10 04:10:12,440 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=3.34ms, fps=10194 images/s, loss=0.3356, top1-acc=92.55%, top5-acc=99.71%, remaining_time=0:00:00.283080, arrival_time=2021-04-10 04:10:12.723829, cost_time=0:00:00.849241 2021-04-10 04:10:12,649 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=11133 images/s, loss=0.3284, top1-acc=92.40%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:12.649603, cost_time=0:00:01.058251 2021-04-10 04:10:13,647 INFO : Epoch=0173 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:06:13.858254, arrival_time=2021-04-10 04:16:27.505725, cost_time=0:39:55.462107 2021-04-10 04:10:13,648 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 04:10:14,448 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.23ms, fps=3200 images/s, loss=0.0068, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.881674, arrival_time=2021-04-10 04:10:29.329922, cost_time=0:00:00.800091 2021-04-10 04:10:15,062 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.46ms, fps=4174 images/s, loss=0.0048, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.441088, arrival_time=2021-04-10 04:10:27.503093, cost_time=0:00:01.413755 2021-04-10 04:10:15,672 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.45ms, fps=4199 images/s, loss=0.0054, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.199854, arrival_time=2021-04-10 04:10:26.872084, cost_time=0:00:02.024065 2021-04-10 04:10:16,283 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.40ms, fps=4189 images/s, loss=0.0061, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.278840, arrival_time=2021-04-10 04:10:26.562670, cost_time=0:00:02.635588 2021-04-10 04:10:16,892 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.43ms, fps=4212 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.472334, arrival_time=2021-04-10 04:10:26.364440, cost_time=0:00:03.243940 2021-04-10 04:10:17,498 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.37ms, fps=4223 images/s, loss=0.0055, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.727936, arrival_time=2021-04-10 04:10:26.226664, cost_time=0:00:03.850578 2021-04-10 04:10:18,105 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.43ms, fps=4221 images/s, loss=0.0055, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.023302, arrival_time=2021-04-10 04:10:26.128953, cost_time=0:00:04.457412 2021-04-10 04:10:18,717 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.43ms, fps=4186 images/s, loss=0.0051, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:07.350920, arrival_time=2021-04-10 04:10:26.068759, cost_time=0:00:05.069627 2021-04-10 04:10:19,331 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.90ms, fps=4178 images/s, loss=0.0051, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.693264, arrival_time=2021-04-10 04:10:26.024391, cost_time=0:00:05.682979 2021-04-10 04:10:19,944 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=0.25ms, fps=4178 images/s, loss=0.0051, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.044256, arrival_time=2021-04-10 04:10:25.988697, cost_time=0:00:06.296111 2021-04-10 04:10:20,558 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.44ms, fps=4172 images/s, loss=0.0049, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.402864, arrival_time=2021-04-10 04:10:25.961670, cost_time=0:00:06.910625 2021-04-10 04:10:21,163 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.42ms, fps=4234 images/s, loss=0.0052, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.759956, arrival_time=2021-04-10 04:10:25.923777, cost_time=0:00:07.515664 2021-04-10 04:10:21,772 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.32ms, fps=4207 images/s, loss=0.0052, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.124736, arrival_time=2021-04-10 04:10:25.897360, cost_time=0:00:08.124456 2021-04-10 04:10:22,381 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.95ms, fps=4212 images/s, loss=0.0050, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.493056, arrival_time=2021-04-10 04:10:25.873956, cost_time=0:00:08.732577 2021-04-10 04:10:22,997 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.47ms, fps=4158 images/s, loss=0.0050, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.867042, arrival_time=2021-04-10 04:10:25.864210, cost_time=0:00:09.348990 2021-04-10 04:10:23,605 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.40ms, fps=4208 images/s, loss=0.0050, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.240496, arrival_time=2021-04-10 04:10:25.846428, cost_time=0:00:09.957766 2021-04-10 04:10:24,217 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.86ms, fps=4186 images/s, loss=0.0049, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.616550, arrival_time=2021-04-10 04:10:25.834429, cost_time=0:00:10.569717 2021-04-10 04:10:24,827 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.35ms, fps=4205 images/s, loss=0.0049, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.993680, arrival_time=2021-04-10 04:10:25.820673, cost_time=0:00:11.178839 2021-04-10 04:10:25,441 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.40ms, fps=4171 images/s, loss=0.0048, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.372408, arrival_time=2021-04-10 04:10:25.813628, cost_time=0:00:11.793004 2021-04-10 04:10:25,772 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=0.06ms, fps=4117 images/s, loss=0.0048, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:25.772064, cost_time=0:00:12.123912 2021-04-10 04:10:26,125 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.39ms, fps=7270 images/s, loss=0.3341, top1-acc=92.42%, top5-acc=99.61%, remaining_time=0:00:01.056360, arrival_time=2021-04-10 04:10:27.181464, cost_time=0:00:00.352118 2021-04-10 04:10:26,365 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=4.60ms, fps=10651 images/s, loss=0.3576, top1-acc=92.05%, top5-acc=99.65%, remaining_time=0:00:00.592980, arrival_time=2021-04-10 04:10:26.958892, cost_time=0:00:00.592983 2021-04-10 04:10:26,593 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.71ms, fps=11283 images/s, loss=0.3585, top1-acc=91.93%, top5-acc=99.66%, remaining_time=0:00:00.273410, arrival_time=2021-04-10 04:10:26.866553, cost_time=0:00:00.820230 2021-04-10 04:10:26,801 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=11162 images/s, loss=0.3585, top1-acc=92.12%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:26.801295, cost_time=0:00:01.028409 2021-04-10 04:10:27,310 INFO : Epoch=0174 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:05:59.984248, arrival_time=2021-04-10 04:16:27.294962, cost_time=0:40:09.125349 2021-04-10 04:10:27,311 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 04:10:28,081 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.23ms, fps=3327 images/s, loss=0.0053, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.311956, arrival_time=2021-04-10 04:10:42.393079, cost_time=0:00:00.769457 2021-04-10 04:10:28,691 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.80ms, fps=4197 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.142064, arrival_time=2021-04-10 04:10:40.833651, cost_time=0:00:01.379776 2021-04-10 04:10:29,309 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.29ms, fps=4147 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.055434, arrival_time=2021-04-10 04:10:40.365048, cost_time=0:00:01.997962 2021-04-10 04:10:29,919 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.32ms, fps=4203 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.169016, arrival_time=2021-04-10 04:10:40.088183, cost_time=0:00:02.607438 2021-04-10 04:10:30,532 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.31ms, fps=4180 images/s, loss=0.0043, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.403714, arrival_time=2021-04-10 04:10:39.935820, cost_time=0:00:03.220463 2021-04-10 04:10:31,147 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.34ms, fps=4161 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.695024, arrival_time=2021-04-10 04:10:39.842817, cost_time=0:00:03.836061 2021-04-10 04:10:31,754 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.35ms, fps=4226 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.996464, arrival_time=2021-04-10 04:10:39.750579, cost_time=0:00:04.442465 2021-04-10 04:10:32,367 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.84ms, fps=4178 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.330504, arrival_time=2021-04-10 04:10:39.697752, cost_time=0:00:05.055530 2021-04-10 04:10:32,975 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.35ms, fps=4213 images/s, loss=0.0043, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.670580, arrival_time=2021-04-10 04:10:39.645960, cost_time=0:00:05.663726 2021-04-10 04:10:33,584 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.83ms, fps=4206 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.021888, arrival_time=2021-04-10 04:10:39.606400, cost_time=0:00:06.272816 2021-04-10 04:10:34,194 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.37ms, fps=4199 images/s, loss=0.0044, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.381278, arrival_time=2021-04-10 04:10:39.576015, cost_time=0:00:06.883030 2021-04-10 04:10:34,803 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.33ms, fps=4209 images/s, loss=0.0044, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.744832, arrival_time=2021-04-10 04:10:39.548348, cost_time=0:00:07.491863 2021-04-10 04:10:35,414 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.55ms, fps=4190 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.113978, arrival_time=2021-04-10 04:10:39.528860, cost_time=0:00:08.103232 2021-04-10 04:10:36,021 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.58ms, fps=4223 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.483928, arrival_time=2021-04-10 04:10:39.505389, cost_time=0:00:08.709818 2021-04-10 04:10:36,634 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.46ms, fps=4176 images/s, loss=0.0046, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.859084, arrival_time=2021-04-10 04:10:39.493970, cost_time=0:00:09.323160 2021-04-10 04:10:37,242 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.52ms, fps=4217 images/s, loss=0.0047, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.234412, arrival_time=2021-04-10 04:10:39.476887, cost_time=0:00:09.930786 2021-04-10 04:10:37,850 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.36ms, fps=4215 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.611792, arrival_time=2021-04-10 04:10:39.462005, cost_time=0:00:10.538565 2021-04-10 04:10:38,458 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.60ms, fps=4211 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.990832, arrival_time=2021-04-10 04:10:39.449303, cost_time=0:00:11.146818 2021-04-10 04:10:39,070 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.17ms, fps=4188 images/s, loss=0.0045, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.371322, arrival_time=2021-04-10 04:10:39.441562, cost_time=0:00:11.758542 2021-04-10 04:10:39,401 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.10ms, fps=4110 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:39.401543, cost_time=0:00:12.089900 2021-04-10 04:10:39,713 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=3.22ms, fps=8242 images/s, loss=0.3442, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:00:00.931800, arrival_time=2021-04-10 04:10:40.644758, cost_time=0:00:00.310600 2021-04-10 04:10:39,946 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.80ms, fps=10961 images/s, loss=0.3470, top1-acc=91.99%, top5-acc=99.55%, remaining_time=0:00:00.544480, arrival_time=2021-04-10 04:10:40.491307, cost_time=0:00:00.544471 2021-04-10 04:10:40,185 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=5.52ms, fps=10729 images/s, loss=0.3433, top1-acc=92.16%, top5-acc=99.65%, remaining_time=0:00:00.261130, arrival_time=2021-04-10 04:10:40.446868, cost_time=0:00:00.783376 2021-04-10 04:10:40,394 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.06ms, fps=11155 images/s, loss=0.3718, top1-acc=92.01%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:40.394034, cost_time=0:00:00.991694 2021-04-10 04:10:40,888 INFO : Epoch=0175 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:05:46.100425, arrival_time=2021-04-10 04:16:26.988775, cost_time=0:40:22.703009 2021-04-10 04:10:40,888 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 04:10:41,666 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=2.19ms, fps=3296 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.446806, arrival_time=2021-04-10 04:10:56.112686, cost_time=0:00:00.776714 2021-04-10 04:10:42,283 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.34ms, fps=4152 images/s, loss=0.0041, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.269312, arrival_time=2021-04-10 04:10:54.552532, cost_time=0:00:01.394237 2021-04-10 04:10:42,894 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.41ms, fps=4190 images/s, loss=0.0038, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.097930, arrival_time=2021-04-10 04:10:53.992619, cost_time=0:00:02.005650 2021-04-10 04:10:43,501 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.32ms, fps=4224 images/s, loss=0.0040, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.188048, arrival_time=2021-04-10 04:10:53.689359, cost_time=0:00:02.612327 2021-04-10 04:10:44,111 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.40ms, fps=4202 images/s, loss=0.0038, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.408240, arrival_time=2021-04-10 04:10:53.519293, cost_time=0:00:03.221996 2021-04-10 04:10:44,720 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.52ms, fps=4201 images/s, loss=0.0037, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.685776, arrival_time=2021-04-10 04:10:53.406687, cost_time=0:00:03.831953 2021-04-10 04:10:45,333 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=2.14ms, fps=4180 images/s, loss=0.0037, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.000622, arrival_time=2021-04-10 04:10:53.334461, cost_time=0:00:04.444790 2021-04-10 04:10:45,943 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.49ms, fps=4206 images/s, loss=0.0036, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.328416, arrival_time=2021-04-10 04:10:53.271490, cost_time=0:00:05.054075 2021-04-10 04:10:46,551 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.30ms, fps=4213 images/s, loss=0.0038, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.668778, arrival_time=2021-04-10 04:10:53.219911, cost_time=0:00:05.662167 2021-04-10 04:10:47,157 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.48ms, fps=4226 images/s, loss=0.0037, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.017568, arrival_time=2021-04-10 04:10:53.174955, cost_time=0:00:06.268345 2021-04-10 04:10:47,764 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.47ms, fps=4220 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.375430, arrival_time=2021-04-10 04:10:53.139989, cost_time=0:00:06.875501 2021-04-10 04:10:48,384 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.79ms, fps=4130 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.747416, arrival_time=2021-04-10 04:10:53.132349, cost_time=0:00:07.495955 2021-04-10 04:10:49,000 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.92ms, fps=4159 images/s, loss=0.0037, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.118334, arrival_time=2021-04-10 04:10:53.119240, cost_time=0:00:08.111862 2021-04-10 04:10:49,625 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.62ms, fps=4103 images/s, loss=0.0037, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.494512, arrival_time=2021-04-10 04:10:53.119796, cost_time=0:00:08.736301 2021-04-10 04:10:50,233 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.40ms, fps=4214 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.865524, arrival_time=2021-04-10 04:10:53.098640, cost_time=0:00:09.344142 2021-04-10 04:10:50,849 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.81ms, fps=4160 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.241000, arrival_time=2021-04-10 04:10:53.089992, cost_time=0:00:09.959936 2021-04-10 04:10:51,460 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.92ms, fps=4190 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.616836, arrival_time=2021-04-10 04:10:53.077444, cost_time=0:00:10.571560 2021-04-10 04:10:52,081 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.67ms, fps=4129 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.994864, arrival_time=2021-04-10 04:10:53.076096, cost_time=0:00:11.192178 2021-04-10 04:10:52,693 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.57ms, fps=4187 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.372762, arrival_time=2021-04-10 04:10:53.065904, cost_time=0:00:11.804167 2021-04-10 04:10:53,025 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.09ms, fps=4101 images/s, loss=0.0041, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:53.025199, cost_time=0:00:12.136174 2021-04-10 04:10:53,378 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=2.20ms, fps=7276 images/s, loss=0.3908, top1-acc=91.17%, top5-acc=99.73%, remaining_time=0:00:01.055490, arrival_time=2021-04-10 04:10:54.433788, cost_time=0:00:00.351831 2021-04-10 04:10:53,609 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.31ms, fps=11100 images/s, loss=0.3547, top1-acc=92.15%, top5-acc=99.67%, remaining_time=0:00:00.582920, arrival_time=2021-04-10 04:10:54.192257, cost_time=0:00:00.582917 2021-04-10 04:10:53,841 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.22ms, fps=11051 images/s, loss=0.3438, top1-acc=92.32%, top5-acc=99.69%, remaining_time=0:00:00.271660, arrival_time=2021-04-10 04:10:54.113070, cost_time=0:00:00.814992 2021-04-10 04:10:54,051 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=11086 images/s, loss=0.3410, top1-acc=92.24%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:54.051004, cost_time=0:00:01.024631 2021-04-10 04:10:54,688 INFO : Epoch=0176 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:05:32.250480, arrival_time=2021-04-10 04:16:26.939372, cost_time=0:40:36.503542 2021-04-10 04:10:54,689 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 04:10:55,462 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=2.13ms, fps=3314 images/s, loss=0.0041, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.368872, arrival_time=2021-04-10 04:11:09.830905, cost_time=0:00:00.772522 2021-04-10 04:10:56,084 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.48ms, fps=4116 images/s, loss=0.0034, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.274592, arrival_time=2021-04-10 04:11:08.359037, cost_time=0:00:01.394834 2021-04-10 04:10:56,693 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.39ms, fps=4211 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.085646, arrival_time=2021-04-10 04:11:07.778613, cost_time=0:00:02.003422 2021-04-10 04:10:57,307 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.93ms, fps=4167 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.210980, arrival_time=2021-04-10 04:11:07.518781, cost_time=0:00:02.618202 2021-04-10 04:10:57,917 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.38ms, fps=4202 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.426052, arrival_time=2021-04-10 04:11:07.343670, cost_time=0:00:03.228098 2021-04-10 04:10:58,537 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=2.02ms, fps=4130 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.722768, arrival_time=2021-04-10 04:11:07.260621, cost_time=0:00:03.848267 2021-04-10 04:10:59,150 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.34ms, fps=4185 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.029098, arrival_time=2021-04-10 04:11:07.179213, cost_time=0:00:04.460582 2021-04-10 04:10:59,761 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.71ms, fps=4189 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.354632, arrival_time=2021-04-10 04:11:07.116389, cost_time=0:00:05.072164 2021-04-10 04:11:00,388 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.31ms, fps=4085 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.712556, arrival_time=2021-04-10 04:11:07.101465, cost_time=0:00:05.699373 2021-04-10 04:11:00,996 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.49ms, fps=4219 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.054336, arrival_time=2021-04-10 04:11:07.050461, cost_time=0:00:06.306608 2021-04-10 04:11:01,603 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.20ms, fps=4219 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.405272, arrival_time=2021-04-10 04:11:07.008611, cost_time=0:00:06.913714 2021-04-10 04:11:02,226 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.91ms, fps=4112 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.773408, arrival_time=2021-04-10 04:11:06.999958, cost_time=0:00:07.536976 2021-04-10 04:11:02,840 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.38ms, fps=4171 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.138332, arrival_time=2021-04-10 04:11:06.979110, cost_time=0:00:08.151259 2021-04-10 04:11:03,447 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.44ms, fps=4221 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.503248, arrival_time=2021-04-10 04:11:06.950914, cost_time=0:00:08.758135 2021-04-10 04:11:04,055 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.46ms, fps=4218 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.872102, arrival_time=2021-04-10 04:11:06.927184, cost_time=0:00:09.365487 2021-04-10 04:11:04,662 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.36ms, fps=4216 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.243988, arrival_time=2021-04-10 04:11:06.906832, cost_time=0:00:09.973303 2021-04-10 04:11:05,273 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=4.38ms, fps=4194 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.618734, arrival_time=2021-04-10 04:11:06.892330, cost_time=0:00:10.584071 2021-04-10 04:11:05,884 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=2.08ms, fps=4195 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.995088, arrival_time=2021-04-10 04:11:06.879396, cost_time=0:00:11.194711 2021-04-10 04:11:06,492 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.24ms, fps=4211 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.372732, arrival_time=2021-04-10 04:11:06.865473, cost_time=0:00:11.803232 2021-04-10 04:11:06,826 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.09ms, fps=4083 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:06.826196, cost_time=0:00:12.136700 2021-04-10 04:11:07,138 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=4.08ms, fps=8224 images/s, loss=0.3177, top1-acc=92.50%, top5-acc=99.80%, remaining_time=0:00:00.933780, arrival_time=2021-04-10 04:11:08.072033, cost_time=0:00:00.311265 2021-04-10 04:11:07,374 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.44ms, fps=10867 images/s, loss=0.3343, top1-acc=92.34%, top5-acc=99.69%, remaining_time=0:00:00.547200, arrival_time=2021-04-10 04:11:07.921383, cost_time=0:00:00.547201 2021-04-10 04:11:07,606 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.22ms, fps=11041 images/s, loss=0.3472, top1-acc=92.29%, top5-acc=99.67%, remaining_time=0:00:00.259800, arrival_time=2021-04-10 04:11:07.866171, cost_time=0:00:00.779393 2021-04-10 04:11:07,815 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=11133 images/s, loss=0.3443, top1-acc=92.30%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:07.815082, cost_time=0:00:00.988126 2021-04-10 04:11:08,297 INFO : Epoch=0177 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:05:18.376097, arrival_time=2021-04-10 04:16:26.673069, cost_time=0:40:50.111629 2021-04-10 04:11:08,297 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 04:11:09,103 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.48ms, fps=3178 images/s, loss=0.0051, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.984904, arrival_time=2021-04-10 04:11:24.088213, cost_time=0:00:00.805636 2021-04-10 04:11:09,712 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.42ms, fps=4209 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.446544, arrival_time=2021-04-10 04:11:22.158527, cost_time=0:00:01.414372 2021-04-10 04:11:10,318 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.69ms, fps=4221 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.183918, arrival_time=2021-04-10 04:11:21.502780, cost_time=0:00:02.021202 2021-04-10 04:11:10,929 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.41ms, fps=4200 images/s, loss=0.0036, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.261680, arrival_time=2021-04-10 04:11:21.190645, cost_time=0:00:02.631195 2021-04-10 04:11:11,541 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.97ms, fps=4187 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.471020, arrival_time=2021-04-10 04:11:21.012110, cost_time=0:00:03.243491 2021-04-10 04:11:12,154 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.54ms, fps=4177 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.742080, arrival_time=2021-04-10 04:11:20.896548, cost_time=0:00:03.856803 2021-04-10 04:11:12,769 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.87ms, fps=4167 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.049006, arrival_time=2021-04-10 04:11:20.818297, cost_time=0:00:04.471674 2021-04-10 04:11:13,377 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=2.00ms, fps=4210 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.366232, arrival_time=2021-04-10 04:11:20.744096, cost_time=0:00:05.080192 2021-04-10 04:11:13,986 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.39ms, fps=4212 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.699730, arrival_time=2021-04-10 04:11:20.685828, cost_time=0:00:05.688489 2021-04-10 04:11:14,596 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.45ms, fps=4198 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.046752, arrival_time=2021-04-10 04:11:20.643152, cost_time=0:00:06.298728 2021-04-10 04:11:15,202 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.63ms, fps=4226 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.398478, arrival_time=2021-04-10 04:11:20.601122, cost_time=0:00:06.905048 2021-04-10 04:11:15,809 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.39ms, fps=4226 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.757144, arrival_time=2021-04-10 04:11:20.566068, cost_time=0:00:07.511247 2021-04-10 04:11:16,418 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.36ms, fps=4200 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.123152, arrival_time=2021-04-10 04:11:20.542093, cost_time=0:00:08.121340 2021-04-10 04:11:17,028 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.38ms, fps=4206 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.492160, arrival_time=2021-04-10 04:11:20.520192, cost_time=0:00:08.730356 2021-04-10 04:11:17,636 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.36ms, fps=4210 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.863960, arrival_time=2021-04-10 04:11:20.500562, cost_time=0:00:09.338989 2021-04-10 04:11:18,243 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.39ms, fps=4224 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.237724, arrival_time=2021-04-10 04:11:20.480729, cost_time=0:00:09.945399 2021-04-10 04:11:18,850 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.67ms, fps=4218 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.613950, arrival_time=2021-04-10 04:11:20.464339, cost_time=0:00:10.552716 2021-04-10 04:11:19,457 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.28ms, fps=4217 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.992032, arrival_time=2021-04-10 04:11:20.449983, cost_time=0:00:11.160353 2021-04-10 04:11:20,068 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.12ms, fps=4194 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.371718, arrival_time=2021-04-10 04:11:20.440371, cost_time=0:00:11.771071 2021-04-10 04:11:20,400 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.05ms, fps=4106 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:20.400232, cost_time=0:00:12.102648 2021-04-10 04:11:20,712 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.71ms, fps=8213 images/s, loss=0.3341, top1-acc=92.46%, top5-acc=99.57%, remaining_time=0:00:00.935130, arrival_time=2021-04-10 04:11:21.647884, cost_time=0:00:00.311710 2021-04-10 04:11:20,949 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.22ms, fps=10813 images/s, loss=0.3368, top1-acc=92.29%, top5-acc=99.57%, remaining_time=0:00:00.548780, arrival_time=2021-04-10 04:11:21.498672, cost_time=0:00:00.548782 2021-04-10 04:11:21,195 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=3.21ms, fps=10429 images/s, loss=0.3237, top1-acc=92.57%, top5-acc=99.62%, remaining_time=0:00:00.264890, arrival_time=2021-04-10 04:11:21.460688, cost_time=0:00:00.794673 2021-04-10 04:11:21,410 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=10825 images/s, loss=0.3494, top1-acc=92.34%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:21.410842, cost_time=0:00:01.009810 2021-04-10 04:11:21,932 INFO : Epoch=0178 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:05:04.508116, arrival_time=2021-04-10 04:16:26.440952, cost_time=0:41:03.747489 2021-04-10 04:11:21,933 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 04:11:22,736 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.23ms, fps=3188 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.936358, arrival_time=2021-04-10 04:11:37.672844, cost_time=0:00:00.803028 2021-04-10 04:11:23,348 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.32ms, fps=4188 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.450064, arrival_time=2021-04-10 04:11:35.798358, cost_time=0:00:01.414774 2021-04-10 04:11:23,953 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=2.03ms, fps=4234 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.177278, arrival_time=2021-04-10 04:11:35.130764, cost_time=0:00:02.019986 2021-04-10 04:11:24,567 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.41ms, fps=4172 images/s, loss=0.0033, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.273224, arrival_time=2021-04-10 04:11:34.840871, cost_time=0:00:02.634174 2021-04-10 04:11:25,182 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.10ms, fps=4164 images/s, loss=0.0040, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.488102, arrival_time=2021-04-10 04:11:34.670975, cost_time=0:00:03.249345 2021-04-10 04:11:25,797 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.42ms, fps=4166 images/s, loss=0.0039, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.759216, arrival_time=2021-04-10 04:11:34.557068, cost_time=0:00:03.864385 2021-04-10 04:11:26,411 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.66ms, fps=4173 images/s, loss=0.0039, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.060976, arrival_time=2021-04-10 04:11:34.472747, cost_time=0:00:04.478317 2021-04-10 04:11:27,025 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.33ms, fps=4178 images/s, loss=0.0037, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.382472, arrival_time=2021-04-10 04:11:34.407390, cost_time=0:00:05.091382 2021-04-10 04:11:27,640 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.41ms, fps=4162 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.721566, arrival_time=2021-04-10 04:11:34.362038, cost_time=0:00:05.707016 2021-04-10 04:11:28,248 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.45ms, fps=4215 images/s, loss=0.0037, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.062208, arrival_time=2021-04-10 04:11:34.310552, cost_time=0:00:06.314813 2021-04-10 04:11:28,858 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.90ms, fps=4199 images/s, loss=0.0038, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.414130, arrival_time=2021-04-10 04:11:34.272684, cost_time=0:00:06.925031 2021-04-10 04:11:29,472 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.40ms, fps=4173 images/s, loss=0.0037, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.774776, arrival_time=2021-04-10 04:11:34.247314, cost_time=0:00:07.539061 2021-04-10 04:11:30,087 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.56ms, fps=4167 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.139586, arrival_time=2021-04-10 04:11:34.226866, cost_time=0:00:08.153752 2021-04-10 04:11:30,712 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.89ms, fps=4101 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.511368, arrival_time=2021-04-10 04:11:34.223354, cost_time=0:00:08.778470 2021-04-10 04:11:31,323 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.46ms, fps=4191 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.879554, arrival_time=2021-04-10 04:11:34.202903, cost_time=0:00:09.389895 2021-04-10 04:11:31,930 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.44ms, fps=4219 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.249352, arrival_time=2021-04-10 04:11:34.179962, cost_time=0:00:09.997076 2021-04-10 04:11:32,543 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.36ms, fps=4180 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.622738, arrival_time=2021-04-10 04:11:34.166388, cost_time=0:00:10.610140 2021-04-10 04:11:33,160 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=5.68ms, fps=4154 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.997952, arrival_time=2021-04-10 04:11:34.158451, cost_time=0:00:11.226969 2021-04-10 04:11:33,778 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.32ms, fps=4147 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.374046, arrival_time=2021-04-10 04:11:34.152442, cost_time=0:00:11.844862 2021-04-10 04:11:34,115 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.07ms, fps=4043 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:34.115302, cost_time=0:00:12.181869 2021-04-10 04:11:34,473 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=3.73ms, fps=7167 images/s, loss=0.3131, top1-acc=93.01%, top5-acc=99.77%, remaining_time=0:00:01.071480, arrival_time=2021-04-10 04:11:35.544819, cost_time=0:00:00.357161 2021-04-10 04:11:34,703 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.28ms, fps=11169 images/s, loss=0.3569, top1-acc=92.07%, top5-acc=99.77%, remaining_time=0:00:00.586800, arrival_time=2021-04-10 04:11:35.289746, cost_time=0:00:00.586796 2021-04-10 04:11:34,936 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=3.09ms, fps=10994 images/s, loss=0.3454, top1-acc=92.29%, top5-acc=99.71%, remaining_time=0:00:00.273370, arrival_time=2021-04-10 04:11:35.209621, cost_time=0:00:00.820120 2021-04-10 04:11:35,148 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=10963 images/s, loss=0.3435, top1-acc=92.33%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:35.148192, cost_time=0:00:01.032100 2021-04-10 04:11:35,660 INFO : Epoch=0179 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:04:50.653524, arrival_time=2021-04-10 04:16:26.314120, cost_time=0:41:17.475246 2021-04-10 04:11:35,661 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 04:11:36,476 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.23ms, fps=3139 images/s, loss=0.0029, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.169044, arrival_time=2021-04-10 04:11:51.645915, cost_time=0:00:00.815537 2021-04-10 04:11:37,086 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.32ms, fps=4206 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.538768, arrival_time=2021-04-10 04:11:49.624852, cost_time=0:00:01.424855 2021-04-10 04:11:37,697 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.27ms, fps=4189 images/s, loss=0.0032, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.267748, arrival_time=2021-04-10 04:11:48.965395, cost_time=0:00:02.036338 2021-04-10 04:11:38,309 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.37ms, fps=4190 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.327044, arrival_time=2021-04-10 04:11:48.636233, cost_time=0:00:02.647956 2021-04-10 04:11:38,923 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.87ms, fps=4171 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.525186, arrival_time=2021-04-10 04:11:48.448611, cost_time=0:00:03.262062 2021-04-10 04:11:39,541 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.46ms, fps=4150 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.794168, arrival_time=2021-04-10 04:11:48.335167, cost_time=0:00:03.879753 2021-04-10 04:11:40,157 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.88ms, fps=4154 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.093610, arrival_time=2021-04-10 04:11:48.251289, cost_time=0:00:04.496451 2021-04-10 04:11:40,768 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.40ms, fps=4193 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.405672, arrival_time=2021-04-10 04:11:48.174352, cost_time=0:00:05.107358 2021-04-10 04:11:41,377 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.41ms, fps=4209 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.732484, arrival_time=2021-04-10 04:11:48.109970, cost_time=0:00:05.716262 2021-04-10 04:11:41,987 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.45ms, fps=4202 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.072768, arrival_time=2021-04-10 04:11:48.060035, cost_time=0:00:06.325757 2021-04-10 04:11:42,599 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.31ms, fps=4189 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.424192, arrival_time=2021-04-10 04:11:48.023391, cost_time=0:00:06.937955 2021-04-10 04:11:43,211 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.33ms, fps=4183 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.781920, arrival_time=2021-04-10 04:11:47.993549, cost_time=0:00:07.550392 2021-04-10 04:11:43,821 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.30ms, fps=4199 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.143018, arrival_time=2021-04-10 04:11:47.964711, cost_time=0:00:08.160469 2021-04-10 04:11:44,433 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.50ms, fps=4186 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.508960, arrival_time=2021-04-10 04:11:47.942700, cost_time=0:00:08.772428 2021-04-10 04:11:45,041 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.73ms, fps=4213 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.876748, arrival_time=2021-04-10 04:11:47.918678, cost_time=0:00:09.380694 2021-04-10 04:11:45,654 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.38ms, fps=4180 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.248560, arrival_time=2021-04-10 04:11:47.903331, cost_time=0:00:09.993537 2021-04-10 04:11:46,268 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.45ms, fps=4175 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.622270, arrival_time=2021-04-10 04:11:47.890567, cost_time=0:00:10.607071 2021-04-10 04:11:46,879 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.32ms, fps=4190 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.997200, arrival_time=2021-04-10 04:11:47.876952, cost_time=0:00:11.218458 2021-04-10 04:11:47,489 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.26ms, fps=4202 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.373524, arrival_time=2021-04-10 04:11:47.863009, cost_time=0:00:11.828259 2021-04-10 04:11:47,820 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.06ms, fps=4118 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:47.820117, cost_time=0:00:12.158914 2021-04-10 04:11:48,135 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=5.28ms, fps=8139 images/s, loss=0.3657, top1-acc=92.11%, top5-acc=99.61%, remaining_time=0:00:00.943560, arrival_time=2021-04-10 04:11:49.079030, cost_time=0:00:00.314520 2021-04-10 04:11:48,366 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.53ms, fps=11077 images/s, loss=0.3486, top1-acc=92.25%, top5-acc=99.63%, remaining_time=0:00:00.546020, arrival_time=2021-04-10 04:11:48.912973, cost_time=0:00:00.546013 2021-04-10 04:11:48,600 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=2.86ms, fps=10974 images/s, loss=0.3469, top1-acc=92.25%, top5-acc=99.66%, remaining_time=0:00:00.259870, arrival_time=2021-04-10 04:11:48.860445, cost_time=0:00:00.779620 2021-04-10 04:11:48,810 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.06ms, fps=11090 images/s, loss=0.3541, top1-acc=92.37%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:48.810097, cost_time=0:00:00.989187 2021-04-10 04:11:49,597 INFO : Epoch=0180 complete, best val top1-acc=92.40%, top5-acc=99.69% (epoch=173), remaining_time=0:04:36.823520, arrival_time=2021-04-10 04:16:26.420615, cost_time=0:41:31.411757 2021-04-10 04:11:49,597 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 04:11:50,397 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.23ms, fps=3200 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.881674, arrival_time=2021-04-10 04:12:05.279519, cost_time=0:00:00.800089 2021-04-10 04:11:51,004 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.41ms, fps=4224 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.378080, arrival_time=2021-04-10 04:12:03.382441, cost_time=0:00:01.406596 2021-04-10 04:11:51,613 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.31ms, fps=4206 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.154536, arrival_time=2021-04-10 04:12:02.768112, cost_time=0:00:02.015865 2021-04-10 04:11:52,227 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.53ms, fps=4176 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.254192, arrival_time=2021-04-10 04:12:02.481249, cost_time=0:00:02.629281 2021-04-10 04:11:52,837 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.42ms, fps=4199 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.459194, arrival_time=2021-04-10 04:12:02.296363, cost_time=0:00:03.239450 2021-04-10 04:11:53,454 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.39ms, fps=4152 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.741400, arrival_time=2021-04-10 04:12:02.195579, cost_time=0:00:03.856474 2021-04-10 04:11:54,063 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.55ms, fps=4205 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.038296, arrival_time=2021-04-10 04:12:02.101703, cost_time=0:00:04.465685 2021-04-10 04:11:54,677 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.56ms, fps=4172 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.365652, arrival_time=2021-04-10 04:12:02.043132, cost_time=0:00:05.079732 2021-04-10 04:11:55,288 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.41ms, fps=4196 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.702062, arrival_time=2021-04-10 04:12:01.990154, cost_time=0:00:05.690397 2021-04-10 04:11:55,900 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.83ms, fps=4185 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.050400, arrival_time=2021-04-10 04:12:01.950651, cost_time=0:00:06.302495 2021-04-10 04:11:56,515 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=2.01ms, fps=4164 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.408540, arrival_time=2021-04-10 04:12:01.924111, cost_time=0:00:06.917859 2021-04-10 04:11:57,128 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.55ms, fps=4178 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.769684, arrival_time=2021-04-10 04:12:01.898431, cost_time=0:00:07.531049 2021-04-10 04:11:57,735 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.35ms, fps=4221 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.131600, arrival_time=2021-04-10 04:12:01.867272, cost_time=0:00:08.137977 2021-04-10 04:11:58,353 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.21ms, fps=4150 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.502072, arrival_time=2021-04-10 04:12:01.855133, cost_time=0:00:08.755165 2021-04-10 04:11:58,962 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=2.46ms, fps=4205 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.871872, arrival_time=2021-04-10 04:12:01.834355, cost_time=0:00:09.364741 2021-04-10 04:11:59,595 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.48ms, fps=4051 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.249388, arrival_time=2021-04-10 04:12:01.844355, cost_time=0:00:09.997260 2021-04-10 04:12:00,205 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.50ms, fps=4199 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.622296, arrival_time=2021-04-10 04:12:01.827337, cost_time=0:00:10.607340 2021-04-10 04:12:00,818 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.38ms, fps=4179 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.997360, arrival_time=2021-04-10 04:12:01.815402, cost_time=0:00:11.220277 2021-04-10 04:12:01,432 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.16ms, fps=4171 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.373722, arrival_time=2021-04-10 04:12:01.806030, cost_time=0:00:11.834623 2021-04-10 04:12:01,765 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=0.06ms, fps=4092 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:01.764968, cost_time=0:00:12.167291 2021-04-10 04:12:02,097 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.18ms, fps=7714 images/s, loss=0.3577, top1-acc=92.27%, top5-acc=99.53%, remaining_time=0:00:00.995520, arrival_time=2021-04-10 04:12:03.093139, cost_time=0:00:00.331845 2021-04-10 04:12:02,326 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.17ms, fps=11193 images/s, loss=0.3309, top1-acc=92.71%, top5-acc=99.61%, remaining_time=0:00:00.560880, arrival_time=2021-04-10 04:12:02.887550, cost_time=0:00:00.560879 2021-04-10 04:12:02,569 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=2.95ms, fps=10570 images/s, loss=0.3296, top1-acc=92.57%, top5-acc=99.71%, remaining_time=0:00:00.267800, arrival_time=2021-04-10 04:12:02.837054, cost_time=0:00:00.803410 2021-04-10 04:12:02,782 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.08ms, fps=10915 images/s, loss=0.3308, top1-acc=92.53%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:02.782232, cost_time=0:00:01.016482 2021-04-10 04:12:03,789 INFO : Epoch=0181 complete, best val top1-acc=92.53%, top5-acc=99.72% (epoch=181), remaining_time=0:04:23.019242, arrival_time=2021-04-10 04:16:26.809018, cost_time=0:41:45.604393 2021-04-10 04:12:03,790 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 04:12:04,566 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=2.23ms, fps=3299 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.431740, arrival_time=2021-04-10 04:12:18.998397, cost_time=0:00:00.775896 2021-04-10 04:12:05,174 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.46ms, fps=4216 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.174976, arrival_time=2021-04-10 04:12:17.349312, cost_time=0:00:01.383516 2021-04-10 04:12:05,782 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.44ms, fps=4216 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.019080, arrival_time=2021-04-10 04:12:16.801217, cost_time=0:00:01.991407 2021-04-10 04:12:06,391 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.31ms, fps=4202 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.144056, arrival_time=2021-04-10 04:12:16.535900, cost_time=0:00:02.601033 2021-04-10 04:12:07,014 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.64ms, fps=4112 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.414518, arrival_time=2021-04-10 04:12:16.429386, cost_time=0:00:03.224135 2021-04-10 04:12:07,627 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.59ms, fps=4181 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.696928, arrival_time=2021-04-10 04:12:16.324677, cost_time=0:00:03.836875 2021-04-10 04:12:08,240 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.41ms, fps=4185 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.009064, arrival_time=2021-04-10 04:12:16.249281, cost_time=0:00:04.449487 2021-04-10 04:12:08,855 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.50ms, fps=4166 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.343264, arrival_time=2021-04-10 04:12:16.198403, cost_time=0:00:05.064331 2021-04-10 04:12:09,467 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.65ms, fps=4182 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.686374, arrival_time=2021-04-10 04:12:16.154193, cost_time=0:00:05.677083 2021-04-10 04:12:10,079 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.30ms, fps=4188 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.037152, arrival_time=2021-04-10 04:12:16.116572, cost_time=0:00:06.288675 2021-04-10 04:12:10,694 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.36ms, fps=4168 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.397102, arrival_time=2021-04-10 04:12:16.091195, cost_time=0:00:06.903301 2021-04-10 04:12:11,304 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.54ms, fps=4199 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.758512, arrival_time=2021-04-10 04:12:16.062719, cost_time=0:00:07.513483 2021-04-10 04:12:11,915 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.79ms, fps=4191 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.124802, arrival_time=2021-04-10 04:12:16.040203, cost_time=0:00:08.124629 2021-04-10 04:12:12,527 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.38ms, fps=4190 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.494456, arrival_time=2021-04-10 04:12:16.021453, cost_time=0:00:08.736201 2021-04-10 04:12:13,141 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.64ms, fps=4170 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.867548, arrival_time=2021-04-10 04:12:16.008920, cost_time=0:00:09.350628 2021-04-10 04:12:13,754 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.41ms, fps=4181 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.241756, arrival_time=2021-04-10 04:12:15.995774, cost_time=0:00:09.963288 2021-04-10 04:12:14,367 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.46ms, fps=4174 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.617642, arrival_time=2021-04-10 04:12:15.985288, cost_time=0:00:10.576916 2021-04-10 04:12:14,983 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.41ms, fps=4162 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.994880, arrival_time=2021-04-10 04:12:15.978094, cost_time=0:00:11.192421 2021-04-10 04:12:15,598 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.22ms, fps=4164 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.372876, arrival_time=2021-04-10 04:12:15.971446, cost_time=0:00:11.807821 2021-04-10 04:12:15,928 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=0.06ms, fps=4125 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:15.928702, cost_time=0:00:12.137994 2021-04-10 04:12:16,259 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=2.99ms, fps=7749 images/s, loss=0.3564, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:00.991080, arrival_time=2021-04-10 04:12:17.250965, cost_time=0:00:00.330359 2021-04-10 04:12:16,498 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=0.29ms, fps=10727 images/s, loss=0.3397, top1-acc=92.64%, top5-acc=99.77%, remaining_time=0:00:00.569360, arrival_time=2021-04-10 04:12:17.068240, cost_time=0:00:00.569357 2021-04-10 04:12:16,734 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.41ms, fps=10894 images/s, loss=0.3342, top1-acc=92.77%, top5-acc=99.75%, remaining_time=0:00:00.268230, arrival_time=2021-04-10 04:12:17.002436, cost_time=0:00:00.804690 2021-04-10 04:12:16,942 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=11140 images/s, loss=0.3384, top1-acc=92.61%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:16.942782, cost_time=0:00:01.013281 2021-04-10 04:12:18,330 INFO : Epoch=0182 complete, best val top1-acc=92.61%, top5-acc=99.71% (epoch=182), remaining_time=0:04:09.245154, arrival_time=2021-04-10 04:16:27.576028, cost_time=0:42:00.145485 2021-04-10 04:12:18,331 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 04:12:19,096 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=2.43ms, fps=3347 images/s, loss=0.0047, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.226396, arrival_time=2021-04-10 04:12:33.323111, cost_time=0:00:00.764858 2021-04-10 04:12:19,707 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.33ms, fps=4196 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.102640, arrival_time=2021-04-10 04:12:31.809823, cost_time=0:00:01.375293 2021-04-10 04:12:20,314 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.36ms, fps=4220 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.969446, arrival_time=2021-04-10 04:12:31.283718, cost_time=0:00:01.982438 2021-04-10 04:12:20,922 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.42ms, fps=4214 images/s, loss=0.0039, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.102404, arrival_time=2021-04-10 04:12:31.024595, cost_time=0:00:02.590349 2021-04-10 04:12:21,527 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.34ms, fps=4232 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.331298, arrival_time=2021-04-10 04:12:30.858788, cost_time=0:00:03.195649 2021-04-10 04:12:22,136 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.36ms, fps=4204 images/s, loss=0.0035, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.624848, arrival_time=2021-04-10 04:12:30.761735, cost_time=0:00:03.805050 2021-04-10 04:12:22,741 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.42ms, fps=4238 images/s, loss=0.0032, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.936992, arrival_time=2021-04-10 04:12:30.678282, cost_time=0:00:04.409456 2021-04-10 04:12:23,350 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.86ms, fps=4205 images/s, loss=0.0034, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.277144, arrival_time=2021-04-10 04:12:30.627659, cost_time=0:00:05.018686 2021-04-10 04:12:23,961 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=2.06ms, fps=4193 images/s, loss=0.0034, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.630406, arrival_time=2021-04-10 04:12:30.591868, cost_time=0:00:05.629558 2021-04-10 04:12:24,573 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.31ms, fps=4189 images/s, loss=0.0032, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.991552, arrival_time=2021-04-10 04:12:30.564634, cost_time=0:00:06.241230 2021-04-10 04:12:25,186 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.86ms, fps=4178 images/s, loss=0.0031, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.358918, arrival_time=2021-04-10 04:12:30.545210, cost_time=0:00:06.854382 2021-04-10 04:12:25,796 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.91ms, fps=4202 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.727352, arrival_time=2021-04-10 04:12:30.523493, cost_time=0:00:07.464259 2021-04-10 04:12:26,415 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.42ms, fps=4145 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.103946, arrival_time=2021-04-10 04:12:30.519346, cost_time=0:00:08.083483 2021-04-10 04:12:27,024 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.41ms, fps=4208 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.476984, arrival_time=2021-04-10 04:12:30.501313, cost_time=0:00:08.692491 2021-04-10 04:12:27,637 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.84ms, fps=4180 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.853610, arrival_time=2021-04-10 04:12:30.490919, cost_time=0:00:09.305321 2021-04-10 04:12:28,253 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=0.26ms, fps=4157 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.232432, arrival_time=2021-04-10 04:12:30.486308, cost_time=0:00:09.921995 2021-04-10 04:12:28,871 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.91ms, fps=4146 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.612000, arrival_time=2021-04-10 04:12:30.483792, cost_time=0:00:10.539950 2021-04-10 04:12:29,485 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.35ms, fps=4177 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.991392, arrival_time=2021-04-10 04:12:30.476537, cost_time=0:00:11.153226 2021-04-10 04:12:30,094 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.20ms, fps=4207 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.371442, arrival_time=2021-04-10 04:12:30.465554, cost_time=0:00:11.762289 2021-04-10 04:12:30,425 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.05ms, fps=4114 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:30.424990, cost_time=0:00:12.093174 2021-04-10 04:12:30,742 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.40ms, fps=8093 images/s, loss=0.3750, top1-acc=92.27%, top5-acc=99.57%, remaining_time=0:00:00.948870, arrival_time=2021-04-10 04:12:31.691029, cost_time=0:00:00.316293 2021-04-10 04:12:31,033 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.29ms, fps=8802 images/s, loss=0.3418, top1-acc=92.50%, top5-acc=99.71%, remaining_time=0:00:00.607900, arrival_time=2021-04-10 04:12:31.641662, cost_time=0:00:00.607896 2021-04-10 04:12:31,282 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=0.39ms, fps=10313 images/s, loss=0.3323, top1-acc=92.67%, top5-acc=99.73%, remaining_time=0:00:00.285540, arrival_time=2021-04-10 04:12:31.568018, cost_time=0:00:00.856617 2021-04-10 04:12:31,496 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=10859 images/s, loss=0.3379, top1-acc=92.52%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:31.496611, cost_time=0:00:01.070751 2021-04-10 04:12:32,013 INFO : Epoch=0183 complete, best val top1-acc=92.61%, top5-acc=99.71% (epoch=182), remaining_time=0:03:55.382935, arrival_time=2021-04-10 04:16:27.396425, cost_time=0:42:13.828148 2021-04-10 04:12:32,014 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 04:12:32,809 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=2.33ms, fps=3221 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.784024, arrival_time=2021-04-10 04:12:47.593021, cost_time=0:00:00.794840 2021-04-10 04:12:33,422 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.46ms, fps=4180 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.389168, arrival_time=2021-04-10 04:12:45.811222, cost_time=0:00:01.407861 2021-04-10 04:12:34,030 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.30ms, fps=4209 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.159018, arrival_time=2021-04-10 04:12:45.189837, cost_time=0:00:02.016691 2021-04-10 04:12:34,639 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.48ms, fps=4211 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.237656, arrival_time=2021-04-10 04:12:44.876887, cost_time=0:00:02.625026 2021-04-10 04:12:35,247 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.28ms, fps=4214 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.440506, arrival_time=2021-04-10 04:12:44.687874, cost_time=0:00:03.233056 2021-04-10 04:12:35,858 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.43ms, fps=4193 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.714064, arrival_time=2021-04-10 04:12:44.572616, cost_time=0:00:03.844420 2021-04-10 04:12:36,465 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.40ms, fps=4224 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.011584, arrival_time=2021-04-10 04:12:44.476589, cost_time=0:00:04.450878 2021-04-10 04:12:37,075 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.37ms, fps=4195 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.339204, arrival_time=2021-04-10 04:12:44.414900, cost_time=0:00:05.061493 2021-04-10 04:12:37,683 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.53ms, fps=4213 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.677682, arrival_time=2021-04-10 04:12:44.361505, cost_time=0:00:05.669694 2021-04-10 04:12:38,299 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=2.18ms, fps=4161 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.033888, arrival_time=2021-04-10 04:12:44.333542, cost_time=0:00:06.285342 2021-04-10 04:12:38,912 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.47ms, fps=4182 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.393232, arrival_time=2021-04-10 04:12:44.305694, cost_time=0:00:06.898325 2021-04-10 04:12:39,521 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.32ms, fps=4204 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.754864, arrival_time=2021-04-10 04:12:44.276717, cost_time=0:00:07.507732 2021-04-10 04:12:40,132 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.69ms, fps=4196 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.121568, arrival_time=2021-04-10 04:12:44.253871, cost_time=0:00:08.118177 2021-04-10 04:12:40,747 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.83ms, fps=4166 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.493224, arrival_time=2021-04-10 04:12:44.240539, cost_time=0:00:08.733105 2021-04-10 04:12:41,370 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.44ms, fps=4112 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.869250, arrival_time=2021-04-10 04:12:44.239672, cost_time=0:00:09.356293 2021-04-10 04:12:41,981 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.46ms, fps=4192 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.242656, arrival_time=2021-04-10 04:12:44.224211, cost_time=0:00:09.967426 2021-04-10 04:12:42,590 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.30ms, fps=4211 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.617460, arrival_time=2021-04-10 04:12:44.207415, cost_time=0:00:10.575767 2021-04-10 04:12:43,199 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.47ms, fps=4207 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.994208, arrival_time=2021-04-10 04:12:44.193223, cost_time=0:00:11.184885 2021-04-10 04:12:43,806 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.16ms, fps=4218 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.372384, arrival_time=2021-04-10 04:12:44.178701, cost_time=0:00:11.792196 2021-04-10 04:12:44,137 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.07ms, fps=4112 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:44.137423, cost_time=0:00:12.123319 2021-04-10 04:12:44,453 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=2.61ms, fps=8133 images/s, loss=0.3537, top1-acc=92.42%, top5-acc=99.84%, remaining_time=0:00:00.944190, arrival_time=2021-04-10 04:12:45.397213, cost_time=0:00:00.314732 2021-04-10 04:12:44,687 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.20ms, fps=10950 images/s, loss=0.3413, top1-acc=92.75%, top5-acc=99.69%, remaining_time=0:00:00.549020, arrival_time=2021-04-10 04:12:45.236277, cost_time=0:00:00.549023 2021-04-10 04:12:44,919 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.32ms, fps=11050 images/s, loss=0.3378, top1-acc=92.71%, top5-acc=99.62%, remaining_time=0:00:00.260340, arrival_time=2021-04-10 04:12:45.179614, cost_time=0:00:00.781032 2021-04-10 04:12:45,130 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=11011 images/s, loss=0.3498, top1-acc=92.58%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:45.130281, cost_time=0:00:00.992079 2021-04-10 04:12:45,937 INFO : Epoch=0184 complete, best val top1-acc=92.61%, top5-acc=99.71% (epoch=182), remaining_time=0:03:41.543680, arrival_time=2021-04-10 04:16:27.481323, cost_time=0:42:27.752251 2021-04-10 04:12:45,938 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 04:12:46,773 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.39ms, fps=3066 images/s, loss=0.0053, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.532116, arrival_time=2021-04-10 04:13:02.305907, cost_time=0:00:00.835061 2021-04-10 04:12:47,387 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.54ms, fps=4175 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.747680, arrival_time=2021-04-10 04:13:00.135068, cost_time=0:00:01.448600 2021-04-10 04:12:47,999 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.38ms, fps=4186 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.402872, arrival_time=2021-04-10 04:12:59.402337, cost_time=0:00:02.060760 2021-04-10 04:12:48,607 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.32ms, fps=4212 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.408476, arrival_time=2021-04-10 04:12:59.016129, cost_time=0:00:02.668853 2021-04-10 04:12:49,220 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.42ms, fps=4179 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.583586, arrival_time=2021-04-10 04:12:58.804330, cost_time=0:00:03.282029 2021-04-10 04:12:49,834 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=2.54ms, fps=4172 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.831024, arrival_time=2021-04-10 04:12:58.665815, cost_time=0:00:03.896024 2021-04-10 04:12:50,447 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.31ms, fps=4184 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.115156, arrival_time=2021-04-10 04:12:58.562317, cost_time=0:00:04.508452 2021-04-10 04:12:51,053 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.47ms, fps=4225 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.416344, arrival_time=2021-04-10 04:12:58.469770, cost_time=0:00:05.114725 2021-04-10 04:12:51,663 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=2.19ms, fps=4203 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.741812, arrival_time=2021-04-10 04:12:58.404792, cost_time=0:00:05.724148 2021-04-10 04:12:52,272 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.36ms, fps=4204 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.080544, arrival_time=2021-04-10 04:12:58.353131, cost_time=0:00:06.333868 2021-04-10 04:12:52,884 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.30ms, fps=4188 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.430126, arrival_time=2021-04-10 04:12:58.314385, cost_time=0:00:06.945562 2021-04-10 04:12:53,494 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.34ms, fps=4195 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.785568, arrival_time=2021-04-10 04:12:58.280478, cost_time=0:00:07.556201 2021-04-10 04:12:54,114 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.53ms, fps=4133 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.150872, arrival_time=2021-04-10 04:12:58.265597, cost_time=0:00:08.175956 2021-04-10 04:12:54,727 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.36ms, fps=4185 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.515288, arrival_time=2021-04-10 04:12:58.242359, cost_time=0:00:08.788288 2021-04-10 04:12:55,335 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.37ms, fps=4214 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.881578, arrival_time=2021-04-10 04:12:58.216729, cost_time=0:00:09.396450 2021-04-10 04:12:55,941 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.79ms, fps=4225 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.250612, arrival_time=2021-04-10 04:12:58.191992, cost_time=0:00:10.002676 2021-04-10 04:12:56,555 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.42ms, fps=4170 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.623778, arrival_time=2021-04-10 04:12:58.179557, cost_time=0:00:10.616950 2021-04-10 04:12:57,167 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.36ms, fps=4192 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.998064, arrival_time=2021-04-10 04:12:58.165038, cost_time=0:00:11.228264 2021-04-10 04:12:57,776 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.12ms, fps=4202 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.373824, arrival_time=2021-04-10 04:12:58.150365, cost_time=0:00:11.837828 2021-04-10 04:12:58,107 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.07ms, fps=4120 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:58.107010, cost_time=0:00:12.168322 2021-04-10 04:12:58,424 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.29ms, fps=8085 images/s, loss=0.3012, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:00.949830, arrival_time=2021-04-10 04:12:59.374290, cost_time=0:00:00.316613 2021-04-10 04:12:58,653 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.32ms, fps=11177 images/s, loss=0.3282, top1-acc=92.95%, top5-acc=99.75%, remaining_time=0:00:00.546020, arrival_time=2021-04-10 04:12:59.199866, cost_time=0:00:00.546014 2021-04-10 04:12:58,884 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=0.18ms, fps=11139 images/s, loss=0.3371, top1-acc=92.59%, top5-acc=99.69%, remaining_time=0:00:00.258720, arrival_time=2021-04-10 04:12:59.142718, cost_time=0:00:00.776162 2021-04-10 04:12:59,093 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=11079 images/s, loss=0.3272, top1-acc=92.58%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:59.093716, cost_time=0:00:00.985911 2021-04-10 04:12:59,628 INFO : Epoch=0185 complete, best val top1-acc=92.61%, top5-acc=99.71% (epoch=182), remaining_time=0:03:27.684540, arrival_time=2021-04-10 04:16:27.312547, cost_time=0:42:41.442584 2021-04-10 04:12:59,629 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 04:13:00,403 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.31ms, fps=3309 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.388960, arrival_time=2021-04-10 04:13:14.792219, cost_time=0:00:00.773598 2021-04-10 04:13:01,012 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.65ms, fps=4203 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.171808, arrival_time=2021-04-10 04:13:13.184684, cost_time=0:00:01.383168 2021-04-10 04:13:01,621 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.40ms, fps=4209 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.022234, arrival_time=2021-04-10 04:13:12.643852, cost_time=0:00:01.991971 2021-04-10 04:13:02,226 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.49ms, fps=4236 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.127364, arrival_time=2021-04-10 04:13:12.353825, cost_time=0:00:02.596748 2021-04-10 04:13:02,834 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.32ms, fps=4214 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.358016, arrival_time=2021-04-10 04:13:12.192449, cost_time=0:00:03.204808 2021-04-10 04:13:03,444 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.22ms, fps=4202 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.645792, arrival_time=2021-04-10 04:13:12.089798, cost_time=0:00:03.814295 2021-04-10 04:13:04,058 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.39ms, fps=4169 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.971894, arrival_time=2021-04-10 04:13:12.030401, cost_time=0:00:04.428851 2021-04-10 04:13:04,667 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.95ms, fps=4210 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.304172, arrival_time=2021-04-10 04:13:11.971190, cost_time=0:00:05.037322 2021-04-10 04:13:05,280 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.51ms, fps=4178 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.655104, arrival_time=2021-04-10 04:13:11.935299, cost_time=0:00:05.650556 2021-04-10 04:13:05,893 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=2.15ms, fps=4177 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.013344, arrival_time=2021-04-10 04:13:11.906906, cost_time=0:00:06.263856 2021-04-10 04:13:06,500 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.31ms, fps=4224 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.371474, arrival_time=2021-04-10 04:13:11.871618, cost_time=0:00:06.870503 2021-04-10 04:13:07,111 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=0.23ms, fps=4189 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.738676, arrival_time=2021-04-10 04:13:11.850405, cost_time=0:00:07.482103 2021-04-10 04:13:07,723 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.43ms, fps=4190 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.109028, arrival_time=2021-04-10 04:13:11.832231, cost_time=0:00:08.093488 2021-04-10 04:13:08,332 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.33ms, fps=4206 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.481072, arrival_time=2021-04-10 04:13:11.813396, cost_time=0:00:08.702686 2021-04-10 04:13:08,939 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.41ms, fps=4219 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.855036, arrival_time=2021-04-10 04:13:11.794608, cost_time=0:00:09.309862 2021-04-10 04:13:09,547 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.53ms, fps=4215 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.231496, arrival_time=2021-04-10 04:13:11.778939, cost_time=0:00:09.917799 2021-04-10 04:13:10,168 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.62ms, fps=4127 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.611766, arrival_time=2021-04-10 04:13:11.779966, cost_time=0:00:10.538515 2021-04-10 04:13:10,782 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.33ms, fps=4174 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.991328, arrival_time=2021-04-10 04:13:11.773408, cost_time=0:00:11.152440 2021-04-10 04:13:11,395 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.24ms, fps=4180 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.371532, arrival_time=2021-04-10 04:13:11.766492, cost_time=0:00:11.765245 2021-04-10 04:13:11,726 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=0.06ms, fps=4103 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:11.726948, cost_time=0:00:12.097328 2021-04-10 04:13:12,059 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=8.20ms, fps=7719 images/s, loss=0.3381, top1-acc=92.81%, top5-acc=99.84%, remaining_time=0:00:00.994830, arrival_time=2021-04-10 04:13:13.054256, cost_time=0:00:00.331609 2021-04-10 04:13:12,288 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=0.20ms, fps=11208 images/s, loss=0.3220, top1-acc=92.93%, top5-acc=99.79%, remaining_time=0:00:00.560520, arrival_time=2021-04-10 04:13:12.848803, cost_time=0:00:00.560516 2021-04-10 04:13:12,519 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.24ms, fps=11076 images/s, loss=0.3244, top1-acc=92.92%, top5-acc=99.73%, remaining_time=0:00:00.264000, arrival_time=2021-04-10 04:13:12.783759, cost_time=0:00:00.791997 2021-04-10 04:13:12,728 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=11153 images/s, loss=0.3239, top1-acc=92.73%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:12.728079, cost_time=0:00:01.000340 2021-04-10 04:13:13,881 INFO : Epoch=0186 complete, best val top1-acc=92.73%, top5-acc=99.71% (epoch=186), remaining_time=0:03:13.869578, arrival_time=2021-04-10 04:16:27.750751, cost_time=0:42:55.695823 2021-04-10 04:13:13,881 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 04:13:14,671 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.50ms, fps=3240 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.694930, arrival_time=2021-04-10 04:13:29.366847, cost_time=0:00:00.790050 2021-04-10 04:13:15,281 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.35ms, fps=4206 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.314016, arrival_time=2021-04-10 04:13:27.595125, cost_time=0:00:01.399315 2021-04-10 04:13:15,888 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.42ms, fps=4218 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.103242, arrival_time=2021-04-10 04:13:26.991729, cost_time=0:00:02.006620 2021-04-10 04:13:16,496 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.56ms, fps=4213 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.198188, arrival_time=2021-04-10 04:13:26.694898, cost_time=0:00:02.614913 2021-04-10 04:13:17,103 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.43ms, fps=4226 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.405758, arrival_time=2021-04-10 04:13:26.508772, cost_time=0:00:03.221151 2021-04-10 04:13:17,713 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.50ms, fps=4201 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.683872, arrival_time=2021-04-10 04:13:26.396850, cost_time=0:00:03.831127 2021-04-10 04:13:18,332 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.47ms, fps=4136 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.011206, arrival_time=2021-04-10 04:13:26.343887, cost_time=0:00:04.450693 2021-04-10 04:13:18,940 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.47ms, fps=4215 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.335492, arrival_time=2021-04-10 04:13:26.276248, cost_time=0:00:05.058954 2021-04-10 04:13:19,560 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.78ms, fps=4133 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.688388, arrival_time=2021-04-10 04:13:26.249019, cost_time=0:00:05.678784 2021-04-10 04:13:20,173 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.30ms, fps=4181 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.040032, arrival_time=2021-04-10 04:13:26.213560, cost_time=0:00:06.291672 2021-04-10 04:13:20,785 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.31ms, fps=4188 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.397274, arrival_time=2021-04-10 04:13:26.182558, cost_time=0:00:06.903488 2021-04-10 04:13:21,397 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.35ms, fps=4188 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.759652, arrival_time=2021-04-10 04:13:26.156627, cost_time=0:00:07.515185 2021-04-10 04:13:22,008 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.37ms, fps=4186 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.126056, arrival_time=2021-04-10 04:13:26.134916, cost_time=0:00:08.127074 2021-04-10 04:13:22,617 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.78ms, fps=4212 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.494064, arrival_time=2021-04-10 04:13:26.111075, cost_time=0:00:08.735156 2021-04-10 04:13:23,227 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.41ms, fps=4195 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.866122, arrival_time=2021-04-10 04:13:26.093898, cost_time=0:00:09.345986 2021-04-10 04:13:23,837 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.54ms, fps=4204 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.239956, arrival_time=2021-04-10 04:13:26.077041, cost_time=0:00:09.955281 2021-04-10 04:13:24,450 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.34ms, fps=4179 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.616316, arrival_time=2021-04-10 04:13:26.066330, cost_time=0:00:10.568214 2021-04-10 04:13:25,060 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.35ms, fps=4194 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.993696, arrival_time=2021-04-10 04:13:26.054510, cost_time=0:00:11.179022 2021-04-10 04:13:25,671 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.21ms, fps=4196 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.372300, arrival_time=2021-04-10 04:13:26.043772, cost_time=0:00:11.789559 2021-04-10 04:13:26,004 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.06ms, fps=4091 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:26.004555, cost_time=0:00:12.122772 2021-04-10 04:13:26,331 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=3.61ms, fps=7857 images/s, loss=0.3248, top1-acc=92.58%, top5-acc=99.61%, remaining_time=0:00:00.977430, arrival_time=2021-04-10 04:13:27.308675, cost_time=0:00:00.325807 2021-04-10 04:13:26,570 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=2.10ms, fps=10720 images/s, loss=0.3451, top1-acc=92.52%, top5-acc=99.65%, remaining_time=0:00:00.565100, arrival_time=2021-04-10 04:13:27.135595, cost_time=0:00:00.565094 2021-04-10 04:13:26,799 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.20ms, fps=11193 images/s, loss=0.3381, top1-acc=92.47%, top5-acc=99.69%, remaining_time=0:00:00.264710, arrival_time=2021-04-10 04:13:27.064247, cost_time=0:00:00.794137 2021-04-10 04:13:27,009 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=11065 images/s, loss=0.3263, top1-acc=92.62%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:27.009514, cost_time=0:00:01.004153 2021-04-10 04:13:27,530 INFO : Epoch=0187 complete, best val top1-acc=92.73%, top5-acc=99.71% (epoch=186), remaining_time=0:03:00.007971, arrival_time=2021-04-10 04:16:27.538835, cost_time=0:43:09.345522 2021-04-10 04:13:27,531 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 04:13:28,352 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.59ms, fps=3120 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.261672, arrival_time=2021-04-10 04:13:43.613674, cost_time=0:00:00.820521 2021-04-10 04:13:28,956 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.32ms, fps=4238 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.539296, arrival_time=2021-04-10 04:13:41.495684, cost_time=0:00:01.424911 2021-04-10 04:13:29,563 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.39ms, fps=4222 images/s, loss=0.0022, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.241520, arrival_time=2021-04-10 04:13:40.804643, cost_time=0:00:02.031592 2021-04-10 04:13:30,179 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.86ms, fps=4155 images/s, loss=0.0024, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.327980, arrival_time=2021-04-10 04:13:40.507680, cost_time=0:00:02.648197 2021-04-10 04:13:30,786 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.29ms, fps=4219 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.505914, arrival_time=2021-04-10 04:13:40.292860, cost_time=0:00:03.255454 2021-04-10 04:13:31,395 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.21ms, fps=4212 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.757720, arrival_time=2021-04-10 04:13:40.152891, cost_time=0:00:03.863706 2021-04-10 04:13:32,006 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.30ms, fps=4190 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.055054, arrival_time=2021-04-10 04:13:40.061559, cost_time=0:00:04.475032 2021-04-10 04:13:32,624 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.41ms, fps=4148 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:07.384328, arrival_time=2021-04-10 04:13:40.008427, cost_time=0:00:05.092629 2021-04-10 04:13:33,235 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.45ms, fps=4190 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.718068, arrival_time=2021-04-10 04:13:39.953568, cost_time=0:00:05.704016 2021-04-10 04:13:33,852 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.49ms, fps=4154 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.067776, arrival_time=2021-04-10 04:13:39.919920, cost_time=0:00:06.320620 2021-04-10 04:13:34,467 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.55ms, fps=4165 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:05.422558, arrival_time=2021-04-10 04:13:39.889894, cost_time=0:00:06.935842 2021-04-10 04:13:35,071 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.33ms, fps=4239 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.775460, arrival_time=2021-04-10 04:13:39.847153, cost_time=0:00:07.540227 2021-04-10 04:13:35,678 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.30ms, fps=4219 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.136352, arrival_time=2021-04-10 04:13:39.815154, cost_time=0:00:08.147323 2021-04-10 04:13:36,288 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.85ms, fps=4200 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.502856, arrival_time=2021-04-10 04:13:39.791526, cost_time=0:00:08.757139 2021-04-10 04:13:36,902 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.57ms, fps=4172 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.873850, arrival_time=2021-04-10 04:13:39.776560, cost_time=0:00:09.371221 2021-04-10 04:13:37,511 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.40ms, fps=4210 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.245428, arrival_time=2021-04-10 04:13:39.756657, cost_time=0:00:09.979744 2021-04-10 04:13:38,119 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.46ms, fps=4214 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.619280, arrival_time=2021-04-10 04:13:39.738392, cost_time=0:00:10.587631 2021-04-10 04:13:38,729 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.56ms, fps=4195 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.995392, arrival_time=2021-04-10 04:13:39.725174, cost_time=0:00:11.198225 2021-04-10 04:13:39,338 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.30ms, fps=4211 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.372846, arrival_time=2021-04-10 04:13:39.711102, cost_time=0:00:11.806782 2021-04-10 04:13:39,668 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.05ms, fps=4122 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:39.668568, cost_time=0:00:12.137088 2021-04-10 04:13:39,999 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.28ms, fps=7758 images/s, loss=0.3621, top1-acc=92.38%, top5-acc=99.77%, remaining_time=0:00:00.989880, arrival_time=2021-04-10 04:13:40.989313, cost_time=0:00:00.329964 2021-04-10 04:13:40,242 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.20ms, fps=10562 images/s, loss=0.3440, top1-acc=92.30%, top5-acc=99.69%, remaining_time=0:00:00.572820, arrival_time=2021-04-10 04:13:40.815068, cost_time=0:00:00.572823 2021-04-10 04:13:40,477 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.74ms, fps=10903 images/s, loss=0.3283, top1-acc=92.70%, top5-acc=99.70%, remaining_time=0:00:00.269310, arrival_time=2021-04-10 04:13:40.746724, cost_time=0:00:00.807932 2021-04-10 04:13:40,688 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.06ms, fps=11019 images/s, loss=0.3326, top1-acc=92.68%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:40.688356, cost_time=0:00:01.018962 2021-04-10 04:13:41,562 INFO : Epoch=0188 complete, best val top1-acc=92.73%, top5-acc=99.71% (epoch=186), remaining_time=0:02:46.173024, arrival_time=2021-04-10 04:16:27.735730, cost_time=0:43:23.377367 2021-04-10 04:13:41,563 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 04:13:42,380 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=0.24ms, fps=3133 images/s, loss=0.0029, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.197502, arrival_time=2021-04-10 04:13:57.577893, cost_time=0:00:00.817069 2021-04-10 04:13:42,990 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.53ms, fps=4201 images/s, loss=0.0025, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.556016, arrival_time=2021-04-10 04:13:55.546164, cost_time=0:00:01.426823 2021-04-10 04:13:43,600 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.39ms, fps=4200 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.270072, arrival_time=2021-04-10 04:13:54.870180, cost_time=0:00:02.036747 2021-04-10 04:13:44,280 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.63ms, fps=3767 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.595364, arrival_time=2021-04-10 04:13:54.875442, cost_time=0:00:02.716762 2021-04-10 04:13:44,898 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.34ms, fps=4142 images/s, loss=0.0021, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.738492, arrival_time=2021-04-10 04:13:54.637011, cost_time=0:00:03.335110 2021-04-10 04:13:45,511 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.48ms, fps=4183 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.948120, arrival_time=2021-04-10 04:13:54.459140, cost_time=0:00:03.947696 2021-04-10 04:13:46,126 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.39ms, fps=4162 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.213814, arrival_time=2021-04-10 04:13:54.340436, cost_time=0:00:04.563210 2021-04-10 04:13:46,749 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.08ms, fps=4112 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.520396, arrival_time=2021-04-10 04:13:54.270257, cost_time=0:00:05.186468 2021-04-10 04:13:47,369 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.31ms, fps=4139 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.837742, arrival_time=2021-04-10 04:13:54.206688, cost_time=0:00:05.805611 2021-04-10 04:13:47,980 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.33ms, fps=4187 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.160800, arrival_time=2021-04-10 04:13:54.141642, cost_time=0:00:06.417459 2021-04-10 04:13:48,597 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.36ms, fps=4156 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.499270, arrival_time=2021-04-10 04:13:54.096568, cost_time=0:00:07.033974 2021-04-10 04:13:49,206 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.48ms, fps=4207 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.840516, arrival_time=2021-04-10 04:13:54.046827, cost_time=0:00:07.642917 2021-04-10 04:13:49,823 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.42ms, fps=4153 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.193508, arrival_time=2021-04-10 04:13:54.016796, cost_time=0:00:08.259963 2021-04-10 04:13:50,433 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.40ms, fps=4197 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.548160, arrival_time=2021-04-10 04:13:53.981944, cost_time=0:00:08.870380 2021-04-10 04:13:51,051 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.84ms, fps=4149 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.909638, arrival_time=2021-04-10 04:13:53.960954, cost_time=0:00:09.487955 2021-04-10 04:13:51,660 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.98ms, fps=4203 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.271924, arrival_time=2021-04-10 04:13:53.932804, cost_time=0:00:10.097508 2021-04-10 04:13:52,268 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.29ms, fps=4220 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.637194, arrival_time=2021-04-10 04:13:53.905261, cost_time=0:00:10.704724 2021-04-10 04:13:52,875 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.38ms, fps=4219 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.005504, arrival_time=2021-04-10 04:13:53.880807, cost_time=0:00:11.311982 2021-04-10 04:13:53,483 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.11ms, fps=4210 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.376434, arrival_time=2021-04-10 04:13:53.860281, cost_time=0:00:11.920465 2021-04-10 04:13:53,815 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.05ms, fps=4112 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:53.815074, cost_time=0:00:12.251747 2021-04-10 04:13:54,155 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.20ms, fps=7544 images/s, loss=0.3549, top1-acc=91.99%, top5-acc=99.73%, remaining_time=0:00:01.017990, arrival_time=2021-04-10 04:13:55.173229, cost_time=0:00:00.339330 2021-04-10 04:13:54,386 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.54ms, fps=11078 images/s, loss=0.3343, top1-acc=92.68%, top5-acc=99.69%, remaining_time=0:00:00.570740, arrival_time=2021-04-10 04:13:54.957454, cost_time=0:00:00.570734 2021-04-10 04:13:54,616 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.19ms, fps=11178 images/s, loss=0.3405, top1-acc=92.51%, top5-acc=99.67%, remaining_time=0:00:00.266730, arrival_time=2021-04-10 04:13:54.882853, cost_time=0:00:00.800189 2021-04-10 04:13:54,823 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.06ms, fps=11232 images/s, loss=0.3248, top1-acc=92.67%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:54.823065, cost_time=0:00:01.007172 2021-04-10 04:13:55,316 INFO : Epoch=0189 complete, best val top1-acc=92.73%, top5-acc=99.71% (epoch=186), remaining_time=0:02:32.319827, arrival_time=2021-04-10 04:16:27.636718, cost_time=0:43:37.131536 2021-04-10 04:13:55,317 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 04:13:56,087 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=3.29ms, fps=3327 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.312328, arrival_time=2021-04-10 04:14:10.399442, cost_time=0:00:00.769483 2021-04-10 04:13:56,706 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=4.28ms, fps=4135 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.224608, arrival_time=2021-04-10 04:14:08.931490, cost_time=0:00:01.389162 2021-04-10 04:13:57,332 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.49ms, fps=4099 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.148892, arrival_time=2021-04-10 04:14:08.481562, cost_time=0:00:02.014875 2021-04-10 04:13:57,943 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.33ms, fps=4196 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.241088, arrival_time=2021-04-10 04:14:08.184596, cost_time=0:00:02.625926 2021-04-10 04:13:58,553 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.46ms, fps=4203 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.447514, arrival_time=2021-04-10 04:14:08.000613, cost_time=0:00:03.235442 2021-04-10 04:13:59,162 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.50ms, fps=4202 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.715832, arrival_time=2021-04-10 04:14:07.878623, cost_time=0:00:03.845206 2021-04-10 04:13:59,778 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.41ms, fps=4161 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.029602, arrival_time=2021-04-10 04:14:07.808174, cost_time=0:00:04.460895 2021-04-10 04:14:00,478 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.44ms, fps=3660 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.483624, arrival_time=2021-04-10 04:14:07.962282, cost_time=0:00:05.161081 2021-04-10 04:14:01,087 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.40ms, fps=4211 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.795130, arrival_time=2021-04-10 04:14:07.882261, cost_time=0:00:05.769476 2021-04-10 04:14:01,698 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.96ms, fps=4191 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.125664, arrival_time=2021-04-10 04:14:07.824185, cost_time=0:00:06.380949 2021-04-10 04:14:02,309 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.33ms, fps=4194 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.466332, arrival_time=2021-04-10 04:14:07.775764, cost_time=0:00:06.991794 2021-04-10 04:14:02,919 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.39ms, fps=4201 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.814448, arrival_time=2021-04-10 04:14:07.733784, cost_time=0:00:07.601756 2021-04-10 04:14:03,531 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.54ms, fps=4188 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.169880, arrival_time=2021-04-10 04:14:07.700962, cost_time=0:00:08.213416 2021-04-10 04:14:04,143 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.39ms, fps=4185 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.530296, arrival_time=2021-04-10 04:14:07.673605, cost_time=0:00:08.825747 2021-04-10 04:14:04,751 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.35ms, fps=4211 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.893124, arrival_time=2021-04-10 04:14:07.644924, cost_time=0:00:09.434036 2021-04-10 04:14:05,362 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.55ms, fps=4199 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.260044, arrival_time=2021-04-10 04:14:07.622229, cost_time=0:00:10.044589 2021-04-10 04:14:05,971 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.41ms, fps=4203 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.629446, arrival_time=2021-04-10 04:14:07.601119, cost_time=0:00:10.654092 2021-04-10 04:14:06,583 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.35ms, fps=4188 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.001408, arrival_time=2021-04-10 04:14:07.584822, cost_time=0:00:11.265765 2021-04-10 04:14:07,194 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.38ms, fps=4191 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.375072, arrival_time=2021-04-10 04:14:07.569873, cost_time=0:00:11.877222 2021-04-10 04:14:07,523 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.05ms, fps=4139 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:07.523759, cost_time=0:00:12.206206 2021-04-10 04:14:07,846 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.18ms, fps=7956 images/s, loss=0.3203, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:00:00.965280, arrival_time=2021-04-10 04:14:08.811595, cost_time=0:00:00.321756 2021-04-10 04:14:08,092 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.74ms, fps=10425 images/s, loss=0.3405, top1-acc=92.52%, top5-acc=99.79%, remaining_time=0:00:00.567640, arrival_time=2021-04-10 04:14:08.659864, cost_time=0:00:00.567641 2021-04-10 04:14:08,332 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=0.32ms, fps=10665 images/s, loss=0.3391, top1-acc=92.58%, top5-acc=99.71%, remaining_time=0:00:00.269380, arrival_time=2021-04-10 04:14:08.602104, cost_time=0:00:00.808128 2021-04-10 04:14:08,542 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=11081 images/s, loss=0.3366, top1-acc=92.78%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:08.542483, cost_time=0:00:01.017943 2021-04-10 04:14:09,505 INFO : Epoch=0190 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:02:18.490540, arrival_time=2021-04-10 04:16:27.996160, cost_time=0:43:51.320248 2021-04-10 04:14:09,506 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 04:14:10,301 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.36ms, fps=3221 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.784024, arrival_time=2021-04-10 04:14:25.085312, cost_time=0:00:00.794839 2021-04-10 04:14:10,912 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.36ms, fps=4192 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.373856, arrival_time=2021-04-10 04:14:23.286423, cost_time=0:00:01.406120 2021-04-10 04:14:11,521 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.60ms, fps=4210 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.147730, arrival_time=2021-04-10 04:14:22.668816, cost_time=0:00:02.014639 2021-04-10 04:14:12,132 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.39ms, fps=4191 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.241712, arrival_time=2021-04-10 04:14:22.374165, cost_time=0:00:02.626074 2021-04-10 04:14:12,740 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.29ms, fps=4214 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.443134, arrival_time=2021-04-10 04:14:22.183579, cost_time=0:00:03.233965 2021-04-10 04:14:13,348 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.34ms, fps=4216 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.708080, arrival_time=2021-04-10 04:14:22.056268, cost_time=0:00:03.841809 2021-04-10 04:14:13,970 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.85ms, fps=4119 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.034642, arrival_time=2021-04-10 04:14:22.004896, cost_time=0:00:04.463681 2021-04-10 04:14:14,581 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.35ms, fps=4194 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.358576, arrival_time=2021-04-10 04:14:21.939866, cost_time=0:00:05.074896 2021-04-10 04:14:15,187 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.41ms, fps=4224 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.691356, arrival_time=2021-04-10 04:14:21.879092, cost_time=0:00:05.681356 2021-04-10 04:14:15,794 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.37ms, fps=4224 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.036288, arrival_time=2021-04-10 04:14:21.830576, cost_time=0:00:06.287845 2021-04-10 04:14:16,408 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.70ms, fps=4174 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.395812, arrival_time=2021-04-10 04:14:21.803843, cost_time=0:00:06.901654 2021-04-10 04:14:17,016 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.37ms, fps=4209 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.756536, arrival_time=2021-04-10 04:14:21.773194, cost_time=0:00:07.510282 2021-04-10 04:14:17,629 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.48ms, fps=4177 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.124208, arrival_time=2021-04-10 04:14:21.754067, cost_time=0:00:08.123470 2021-04-10 04:14:18,242 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.26ms, fps=4180 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.494512, arrival_time=2021-04-10 04:14:21.737285, cost_time=0:00:08.736282 2021-04-10 04:14:18,853 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.63ms, fps=4195 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.866490, arrival_time=2021-04-10 04:14:21.720094, cost_time=0:00:09.347224 2021-04-10 04:14:19,469 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.53ms, fps=4162 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.241612, arrival_time=2021-04-10 04:14:21.710806, cost_time=0:00:09.962749 2021-04-10 04:14:20,077 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.92ms, fps=4214 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.616706, arrival_time=2021-04-10 04:14:21.693963, cost_time=0:00:10.570813 2021-04-10 04:14:20,687 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.52ms, fps=4198 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.993888, arrival_time=2021-04-10 04:14:21.681531, cost_time=0:00:11.181241 2021-04-10 04:14:21,300 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.21ms, fps=4182 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.372438, arrival_time=2021-04-10 04:14:21.672723, cost_time=0:00:11.793852 2021-04-10 04:14:21,631 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.06ms, fps=4116 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:21.631192, cost_time=0:00:12.124828 2021-04-10 04:14:21,948 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=2.98ms, fps=8091 images/s, loss=0.2911, top1-acc=93.28%, top5-acc=99.65%, remaining_time=0:00:00.949140, arrival_time=2021-04-10 04:14:22.897532, cost_time=0:00:00.316377 2021-04-10 04:14:22,180 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.24ms, fps=11068 images/s, loss=0.3405, top1-acc=92.50%, top5-acc=99.67%, remaining_time=0:00:00.548000, arrival_time=2021-04-10 04:14:22.728031, cost_time=0:00:00.548007 2021-04-10 04:14:22,413 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.27ms, fps=11008 images/s, loss=0.3351, top1-acc=92.72%, top5-acc=99.69%, remaining_time=0:00:00.260300, arrival_time=2021-04-10 04:14:22.673274, cost_time=0:00:00.780889 2021-04-10 04:14:22,625 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.06ms, fps=10929 images/s, loss=0.3472, top1-acc=92.69%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:22.625678, cost_time=0:00:00.993670 2021-04-10 04:14:23,109 INFO : Epoch=0191 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:02:04.629912, arrival_time=2021-04-10 04:16:27.739017, cost_time=0:44:04.923757 2021-04-10 04:14:23,109 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 04:14:23,884 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=2.48ms, fps=3306 images/s, loss=0.0022, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.401980, arrival_time=2021-04-10 04:14:38.286066, cost_time=0:00:00.774297 2021-04-10 04:14:24,493 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=2.04ms, fps=4202 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.179376, arrival_time=2021-04-10 04:14:36.673204, cost_time=0:00:01.384018 2021-04-10 04:14:25,103 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.48ms, fps=4201 images/s, loss=0.0028, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.034352, arrival_time=2021-04-10 04:14:36.138241, cost_time=0:00:01.994161 2021-04-10 04:14:25,712 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.34ms, fps=4209 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.150920, arrival_time=2021-04-10 04:14:35.863585, cost_time=0:00:02.602786 2021-04-10 04:14:26,327 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.42ms, fps=4167 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.396414, arrival_time=2021-04-10 04:14:35.724088, cost_time=0:00:03.217943 2021-04-10 04:14:26,937 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.36ms, fps=4201 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.675984, arrival_time=2021-04-10 04:14:35.613472, cost_time=0:00:03.827663 2021-04-10 04:14:27,546 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.54ms, fps=4206 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.986510, arrival_time=2021-04-10 04:14:35.533205, cost_time=0:00:04.436968 2021-04-10 04:14:28,153 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.39ms, fps=4220 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.313800, arrival_time=2021-04-10 04:14:35.467504, cost_time=0:00:05.043971 2021-04-10 04:14:28,760 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.42ms, fps=4226 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.654680, arrival_time=2021-04-10 04:14:35.414639, cost_time=0:00:05.650156 2021-04-10 04:14:29,366 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=2.07ms, fps=4224 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.006624, arrival_time=2021-04-10 04:14:35.373207, cost_time=0:00:06.256858 2021-04-10 04:14:29,978 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.62ms, fps=4184 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.370356, arrival_time=2021-04-10 04:14:35.349202, cost_time=0:00:06.869115 2021-04-10 04:14:30,590 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.85ms, fps=4186 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.737992, arrival_time=2021-04-10 04:14:35.328814, cost_time=0:00:07.481022 2021-04-10 04:14:31,200 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.36ms, fps=4201 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.107708, arrival_time=2021-04-10 04:14:35.308416, cost_time=0:00:08.090970 2021-04-10 04:14:31,807 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.35ms, fps=4219 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.479280, arrival_time=2021-04-10 04:14:35.287189, cost_time=0:00:08.698139 2021-04-10 04:14:32,416 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.44ms, fps=4210 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.854070, arrival_time=2021-04-10 04:14:35.270517, cost_time=0:00:09.306730 2021-04-10 04:14:33,028 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.89ms, fps=4183 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.231784, arrival_time=2021-04-10 04:14:35.260650, cost_time=0:00:09.919059 2021-04-10 04:14:33,648 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.65ms, fps=4137 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.611766, arrival_time=2021-04-10 04:14:35.259890, cost_time=0:00:10.538392 2021-04-10 04:14:34,263 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=2.05ms, fps=4165 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.991424, arrival_time=2021-04-10 04:14:35.254655, cost_time=0:00:11.153503 2021-04-10 04:14:34,881 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.86ms, fps=4143 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.371742, arrival_time=2021-04-10 04:14:35.253394, cost_time=0:00:11.771880 2021-04-10 04:14:35,212 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.06ms, fps=4122 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:35.212039, cost_time=0:00:12.102323 2021-04-10 04:14:35,521 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.69ms, fps=8288 images/s, loss=0.3373, top1-acc=92.73%, top5-acc=99.73%, remaining_time=0:00:00.926550, arrival_time=2021-04-10 04:14:36.448334, cost_time=0:00:00.308854 2021-04-10 04:14:35,752 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.32ms, fps=11112 images/s, loss=0.3208, top1-acc=92.91%, top5-acc=99.79%, remaining_time=0:00:00.539600, arrival_time=2021-04-10 04:14:36.292121, cost_time=0:00:00.539593 2021-04-10 04:14:35,984 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.30ms, fps=11065 images/s, loss=0.3278, top1-acc=92.81%, top5-acc=99.70%, remaining_time=0:00:00.257090, arrival_time=2021-04-10 04:14:36.241474, cost_time=0:00:00.771259 2021-04-10 04:14:36,194 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.05ms, fps=11079 images/s, loss=0.3218, top1-acc=92.73%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:36.194328, cost_time=0:00:00.981435 2021-04-10 04:14:36,766 INFO : Epoch=0192 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:01:50.774200, arrival_time=2021-04-10 04:16:27.540359, cost_time=0:44:18.580799 2021-04-10 04:14:36,766 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 04:14:37,562 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.24ms, fps=3218 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.796858, arrival_time=2021-04-10 04:14:52.359282, cost_time=0:00:00.795527 2021-04-10 04:14:38,178 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.34ms, fps=4163 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.417504, arrival_time=2021-04-10 04:14:50.595503, cost_time=0:00:01.411080 2021-04-10 04:14:38,790 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.42ms, fps=4183 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.197530, arrival_time=2021-04-10 04:14:49.988033, cost_time=0:00:02.023647 2021-04-10 04:14:39,402 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.25ms, fps=4186 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.279152, arrival_time=2021-04-10 04:14:49.681753, cost_time=0:00:02.635688 2021-04-10 04:14:40,016 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.54ms, fps=4173 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.489270, arrival_time=2021-04-10 04:14:49.505864, cost_time=0:00:03.249730 2021-04-10 04:14:40,628 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.43ms, fps=4185 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.753776, arrival_time=2021-04-10 04:14:49.382626, cost_time=0:00:03.861939 2021-04-10 04:14:41,254 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.39ms, fps=4093 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.078364, arrival_time=2021-04-10 04:14:49.333214, cost_time=0:00:04.488006 2021-04-10 04:14:41,863 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.50ms, fps=4207 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.390592, arrival_time=2021-04-10 04:14:49.254445, cost_time=0:00:05.096933 2021-04-10 04:14:42,472 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.43ms, fps=4210 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.719870, arrival_time=2021-04-10 04:14:49.192322, cost_time=0:00:05.705573 2021-04-10 04:14:43,081 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.75ms, fps=4206 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.062112, arrival_time=2021-04-10 04:14:49.143731, cost_time=0:00:06.314718 2021-04-10 04:14:43,694 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.62ms, fps=4178 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.416280, arrival_time=2021-04-10 04:14:49.111012, cost_time=0:00:06.927798 2021-04-10 04:14:44,310 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.46ms, fps=4165 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.777284, arrival_time=2021-04-10 04:14:49.087239, cost_time=0:00:07.543107 2021-04-10 04:14:44,923 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.78ms, fps=4174 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.141170, arrival_time=2021-04-10 04:14:49.064867, cost_time=0:00:08.156843 2021-04-10 04:14:45,554 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=3.32ms, fps=4064 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.514896, arrival_time=2021-04-10 04:14:49.069140, cost_time=0:00:08.787257 2021-04-10 04:14:46,176 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.52ms, fps=4116 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.885718, arrival_time=2021-04-10 04:14:49.062552, cost_time=0:00:09.409993 2021-04-10 04:14:46,785 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.65ms, fps=4213 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.254068, arrival_time=2021-04-10 04:14:49.039053, cost_time=0:00:10.018013 2021-04-10 04:14:47,395 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.47ms, fps=4198 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.625546, arrival_time=2021-04-10 04:14:49.020951, cost_time=0:00:10.628556 2021-04-10 04:14:48,006 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.25ms, fps=4190 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.999104, arrival_time=2021-04-10 04:14:49.006000, cost_time=0:00:11.239946 2021-04-10 04:14:48,630 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.29ms, fps=4112 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.374628, arrival_time=2021-04-10 04:14:49.004763, cost_time=0:00:11.863273 2021-04-10 04:14:48,965 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.05ms, fps=4058 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:48.965785, cost_time=0:00:12.198893 2021-04-10 04:14:49,280 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=3.19ms, fps=8165 images/s, loss=0.3549, top1-acc=91.68%, top5-acc=99.61%, remaining_time=0:00:00.940530, arrival_time=2021-04-10 04:14:50.220760, cost_time=0:00:00.313506 2021-04-10 04:14:49,517 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.76ms, fps=10788 images/s, loss=0.3212, top1-acc=92.62%, top5-acc=99.65%, remaining_time=0:00:00.551180, arrival_time=2021-04-10 04:14:50.069078, cost_time=0:00:00.551173 2021-04-10 04:14:49,757 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=3.06ms, fps=10688 images/s, loss=0.3311, top1-acc=92.71%, top5-acc=99.66%, remaining_time=0:00:00.263700, arrival_time=2021-04-10 04:14:50.021508, cost_time=0:00:00.791090 2021-04-10 04:14:49,977 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.06ms, fps=10596 images/s, loss=0.3240, top1-acc=92.64%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:49.977095, cost_time=0:00:01.010408 2021-04-10 04:14:50,480 INFO : Epoch=0193 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:01:36.922630, arrival_time=2021-04-10 04:16:27.403435, cost_time=0:44:32.295432 2021-04-10 04:14:50,481 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 04:14:51,281 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.23ms, fps=3202 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.868654, arrival_time=2021-04-10 04:15:06.149851, cost_time=0:00:00.799392 2021-04-10 04:14:51,892 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.39ms, fps=4192 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.411872, arrival_time=2021-04-10 04:15:04.304258, cost_time=0:00:01.410436 2021-04-10 04:14:52,502 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.38ms, fps=4202 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.179602, arrival_time=2021-04-10 04:15:03.681798, cost_time=0:00:02.020398 2021-04-10 04:14:53,115 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.51ms, fps=4182 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.269168, arrival_time=2021-04-10 04:15:03.384137, cost_time=0:00:02.633114 2021-04-10 04:14:53,728 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=2.07ms, fps=4174 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.481386, arrival_time=2021-04-10 04:15:03.210203, cost_time=0:00:03.247033 2021-04-10 04:14:54,344 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.39ms, fps=4162 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.755136, arrival_time=2021-04-10 04:15:03.099551, cost_time=0:00:03.862558 2021-04-10 04:14:54,955 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.59ms, fps=4197 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.051652, arrival_time=2021-04-10 04:15:03.006621, cost_time=0:00:04.473172 2021-04-10 04:14:55,568 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.56ms, fps=4179 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.375048, arrival_time=2021-04-10 04:15:02.943219, cost_time=0:00:05.086219 2021-04-10 04:14:56,180 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.67ms, fps=4189 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.711284, arrival_time=2021-04-10 04:15:02.891308, cost_time=0:00:05.698226 2021-04-10 04:14:56,792 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.38ms, fps=4185 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.057984, arrival_time=2021-04-10 04:15:02.850194, cost_time=0:00:06.310417 2021-04-10 04:14:57,404 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.83ms, fps=4182 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.412496, arrival_time=2021-04-10 04:15:02.817300, cost_time=0:00:06.922942 2021-04-10 04:14:58,011 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.38ms, fps=4221 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.769000, arrival_time=2021-04-10 04:15:02.780782, cost_time=0:00:07.529999 2021-04-10 04:14:58,623 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.47ms, fps=4186 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.133580, arrival_time=2021-04-10 04:15:02.757244, cost_time=0:00:08.141877 2021-04-10 04:14:59,231 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.52ms, fps=4218 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.499664, arrival_time=2021-04-10 04:15:02.730769, cost_time=0:00:08.749137 2021-04-10 04:14:59,838 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.44ms, fps=4219 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.869434, arrival_time=2021-04-10 04:15:02.708019, cost_time=0:00:09.356821 2021-04-10 04:15:00,445 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.46ms, fps=4218 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.241936, arrival_time=2021-04-10 04:15:02.687796, cost_time=0:00:09.964083 2021-04-10 04:15:01,052 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.54ms, fps=4224 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.616654, arrival_time=2021-04-10 04:15:02.668946, cost_time=0:00:10.570509 2021-04-10 04:15:01,660 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.38ms, fps=4212 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.993664, arrival_time=2021-04-10 04:15:02.654136, cost_time=0:00:11.178708 2021-04-10 04:15:02,268 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.06ms, fps=4213 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.372210, arrival_time=2021-04-10 04:15:02.640699, cost_time=0:00:11.786654 2021-04-10 04:15:02,604 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.51ms, fps=4053 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:02.604534, cost_time=0:00:12.122722 2021-04-10 04:15:02,933 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=8.85ms, fps=7801 images/s, loss=0.3490, top1-acc=92.07%, top5-acc=99.61%, remaining_time=0:00:00.984420, arrival_time=2021-04-10 04:15:03.918245, cost_time=0:00:00.328141 2021-04-10 04:15:03,165 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=2.81ms, fps=11070 images/s, loss=0.3353, top1-acc=92.44%, top5-acc=99.65%, remaining_time=0:00:00.559740, arrival_time=2021-04-10 04:15:03.725193, cost_time=0:00:00.559738 2021-04-10 04:15:03,396 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.30ms, fps=11081 images/s, loss=0.3292, top1-acc=92.58%, top5-acc=99.69%, remaining_time=0:00:00.263740, arrival_time=2021-04-10 04:15:03.660646, cost_time=0:00:00.791234 2021-04-10 04:15:03,604 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=11184 images/s, loss=0.3327, top1-acc=92.67%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:03.604652, cost_time=0:00:00.999004 2021-04-10 04:15:04,083 INFO : Epoch=0194 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:01:23.068998, arrival_time=2021-04-10 04:16:27.152041, cost_time=0:44:45.897678 2021-04-10 04:15:04,083 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 04:15:04,866 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.20ms, fps=3271 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.558592, arrival_time=2021-04-10 04:15:19.425238, cost_time=0:00:00.782715 2021-04-10 04:15:05,476 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.67ms, fps=4202 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.254704, arrival_time=2021-04-10 04:15:17.731112, cost_time=0:00:01.392572 2021-04-10 04:15:06,088 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.53ms, fps=4188 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.090128, arrival_time=2021-04-10 04:15:17.178266, cost_time=0:00:02.004229 2021-04-10 04:15:06,695 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.44ms, fps=4220 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.184460, arrival_time=2021-04-10 04:15:16.879708, cost_time=0:00:02.611408 2021-04-10 04:15:07,308 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.51ms, fps=4177 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.416270, arrival_time=2021-04-10 04:15:16.724934, cost_time=0:00:03.224734 2021-04-10 04:15:07,916 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.50ms, fps=4213 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.688088, arrival_time=2021-04-10 04:15:16.604891, cost_time=0:00:03.832971 2021-04-10 04:15:08,530 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.27ms, fps=4178 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.002890, arrival_time=2021-04-10 04:15:16.532865, cost_time=0:00:04.446078 2021-04-10 04:15:09,135 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.34ms, fps=4230 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.325168, arrival_time=2021-04-10 04:15:16.460888, cost_time=0:00:05.051871 2021-04-10 04:15:09,749 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.50ms, fps=4173 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.672912, arrival_time=2021-04-10 04:15:16.422473, cost_time=0:00:05.665717 2021-04-10 04:15:10,368 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=2.39ms, fps=4140 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.033216, arrival_time=2021-04-10 04:15:16.401654, cost_time=0:00:06.284551 2021-04-10 04:15:10,990 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.50ms, fps=4116 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.400112, arrival_time=2021-04-10 04:15:16.391034, cost_time=0:00:06.907081 2021-04-10 04:15:11,603 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.93ms, fps=4182 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.762464, arrival_time=2021-04-10 04:15:16.366118, cost_time=0:00:07.519679 2021-04-10 04:15:12,220 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.28ms, fps=4155 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.130874, arrival_time=2021-04-10 04:15:16.351326, cost_time=0:00:08.136613 2021-04-10 04:15:12,828 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.44ms, fps=4216 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.497704, arrival_time=2021-04-10 04:15:16.325779, cost_time=0:00:08.744245 2021-04-10 04:15:13,437 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.15ms, fps=4201 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.868560, arrival_time=2021-04-10 04:15:16.306402, cost_time=0:00:09.353953 2021-04-10 04:15:14,044 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.22ms, fps=4223 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.241180, arrival_time=2021-04-10 04:15:16.285740, cost_time=0:00:09.960729 2021-04-10 04:15:14,651 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.88ms, fps=4224 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.616160, arrival_time=2021-04-10 04:15:16.267201, cost_time=0:00:10.567160 2021-04-10 04:15:15,282 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.79ms, fps=4059 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.995408, arrival_time=2021-04-10 04:15:16.277643, cost_time=0:00:11.198396 2021-04-10 04:15:15,894 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.23ms, fps=4186 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.372960, arrival_time=2021-04-10 04:15:16.267131, cost_time=0:00:11.810337 2021-04-10 04:15:16,226 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=0.05ms, fps=4095 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:16.226642, cost_time=0:00:12.142822 2021-04-10 04:15:16,541 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.75ms, fps=8163 images/s, loss=0.3218, top1-acc=93.12%, top5-acc=99.65%, remaining_time=0:00:00.940740, arrival_time=2021-04-10 04:15:17.481818, cost_time=0:00:00.313582 2021-04-10 04:15:16,783 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.75ms, fps=10603 images/s, loss=0.3227, top1-acc=93.03%, top5-acc=99.71%, remaining_time=0:00:00.555460, arrival_time=2021-04-10 04:15:17.338415, cost_time=0:00:00.555455 2021-04-10 04:15:17,017 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.21ms, fps=10963 images/s, loss=0.3226, top1-acc=92.94%, top5-acc=99.74%, remaining_time=0:00:00.263120, arrival_time=2021-04-10 04:15:17.280028, cost_time=0:00:00.789375 2021-04-10 04:15:17,228 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=10996 images/s, loss=0.3272, top1-acc=92.77%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:17.228430, cost_time=0:00:01.000989 2021-04-10 04:15:17,797 INFO : Epoch=0195 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:01:09.220815, arrival_time=2021-04-10 04:16:27.018002, cost_time=0:44:59.611843 2021-04-10 04:15:17,797 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 04:15:18,591 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=2.65ms, fps=3227 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.756310, arrival_time=2021-04-10 04:15:33.347534, cost_time=0:00:00.793352 2021-04-10 04:15:19,197 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.38ms, fps=4227 images/s, loss=0.0021, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.315776, arrival_time=2021-04-10 04:15:31.513143, cost_time=0:00:01.399522 2021-04-10 04:15:19,808 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.38ms, fps=4193 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.125154, arrival_time=2021-04-10 04:15:30.933634, cost_time=0:00:02.010559 2021-04-10 04:15:20,416 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.52ms, fps=4215 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.212696, arrival_time=2021-04-10 04:15:30.629151, cost_time=0:00:02.618645 2021-04-10 04:15:21,026 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.54ms, fps=4202 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.426490, arrival_time=2021-04-10 04:15:30.452674, cost_time=0:00:03.228259 2021-04-10 04:15:21,632 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.38ms, fps=4225 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.692168, arrival_time=2021-04-10 04:15:30.324794, cost_time=0:00:03.834793 2021-04-10 04:15:22,240 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.43ms, fps=4217 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.996086, arrival_time=2021-04-10 04:15:30.236336, cost_time=0:00:04.442275 2021-04-10 04:15:22,853 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.28ms, fps=4180 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.330504, arrival_time=2021-04-10 04:15:30.183884, cost_time=0:00:05.055508 2021-04-10 04:15:23,465 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.46ms, fps=4189 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.674608, arrival_time=2021-04-10 04:15:30.139566, cost_time=0:00:05.667139 2021-04-10 04:15:24,071 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.41ms, fps=4221 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.023040, arrival_time=2021-04-10 04:15:30.094943, cost_time=0:00:06.274014 2021-04-10 04:15:24,677 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.42ms, fps=4229 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.378870, arrival_time=2021-04-10 04:15:30.056600, cost_time=0:00:06.879901 2021-04-10 04:15:25,288 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.56ms, fps=4198 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.743768, arrival_time=2021-04-10 04:15:30.031791, cost_time=0:00:07.490207 2021-04-10 04:15:25,898 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=2.08ms, fps=4195 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.112724, arrival_time=2021-04-10 04:15:30.011408, cost_time=0:00:08.100801 2021-04-10 04:15:26,507 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.47ms, fps=4209 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.483816, arrival_time=2021-04-10 04:15:29.991260, cost_time=0:00:08.709609 2021-04-10 04:15:27,114 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.83ms, fps=4218 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.857198, arrival_time=2021-04-10 04:15:29.971910, cost_time=0:00:09.316895 2021-04-10 04:15:27,724 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.39ms, fps=4203 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.233440, arrival_time=2021-04-10 04:15:29.957641, cost_time=0:00:09.926375 2021-04-10 04:15:28,331 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.34ms, fps=4215 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.611090, arrival_time=2021-04-10 04:15:29.943004, cost_time=0:00:10.534087 2021-04-10 04:15:28,940 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.45ms, fps=4209 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.990464, arrival_time=2021-04-10 04:15:29.931087, cost_time=0:00:11.142727 2021-04-10 04:15:29,547 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.16ms, fps=4224 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.371034, arrival_time=2021-04-10 04:15:29.918177, cost_time=0:00:11.749334 2021-04-10 04:15:29,878 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.05ms, fps=4115 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:29.877964, cost_time=0:00:12.080147 2021-04-10 04:15:30,184 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=2.33ms, fps=8365 images/s, loss=0.3323, top1-acc=92.46%, top5-acc=99.73%, remaining_time=0:00:00.918030, arrival_time=2021-04-10 04:15:31.102856, cost_time=0:00:00.306014 2021-04-10 04:15:30,417 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=0.30ms, fps=11006 images/s, loss=0.3209, top1-acc=92.83%, top5-acc=99.75%, remaining_time=0:00:00.538920, arrival_time=2021-04-10 04:15:30.956669, cost_time=0:00:00.538926 2021-04-10 04:15:30,658 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=2.20ms, fps=10656 images/s, loss=0.3325, top1-acc=92.66%, top5-acc=99.67%, remaining_time=0:00:00.259830, arrival_time=2021-04-10 04:15:30.918152, cost_time=0:00:00.779487 2021-04-10 04:15:30,865 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.06ms, fps=11230 images/s, loss=0.3312, top1-acc=92.74%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:30.865234, cost_time=0:00:00.986439 2021-04-10 04:15:31,391 INFO : Epoch=0196 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:00:55.371544, arrival_time=2021-04-10 04:16:26.762500, cost_time=0:45:13.205584 2021-04-10 04:15:31,391 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 04:15:32,177 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.22ms, fps=3257 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.618298, arrival_time=2021-04-10 04:15:46.796161, cost_time=0:00:00.785929 2021-04-10 04:15:32,789 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.34ms, fps=4188 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.299760, arrival_time=2021-04-10 04:15:45.089446, cost_time=0:00:01.397701 2021-04-10 04:15:33,398 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.52ms, fps=4206 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.105234, arrival_time=2021-04-10 04:15:44.504108, cost_time=0:00:02.006970 2021-04-10 04:15:34,011 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.51ms, fps=4181 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.216284, arrival_time=2021-04-10 04:15:44.227849, cost_time=0:00:02.619574 2021-04-10 04:15:34,622 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=2.41ms, fps=4193 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.433790, arrival_time=2021-04-10 04:15:44.056463, cost_time=0:00:03.230768 2021-04-10 04:15:35,233 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.33ms, fps=4192 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.708080, arrival_time=2021-04-10 04:15:43.941897, cost_time=0:00:03.841813 2021-04-10 04:15:35,840 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.50ms, fps=4226 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.006922, arrival_time=2021-04-10 04:15:43.847129, cost_time=0:00:04.448290 2021-04-10 04:15:36,452 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=5.24ms, fps=4182 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.338276, arrival_time=2021-04-10 04:15:43.791149, cost_time=0:00:05.060895 2021-04-10 04:15:37,067 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.35ms, fps=4169 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.684466, arrival_time=2021-04-10 04:15:43.751834, cost_time=0:00:05.675454 2021-04-10 04:15:37,677 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.48ms, fps=4200 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.033984, arrival_time=2021-04-10 04:15:43.711351, cost_time=0:00:06.285351 2021-04-10 04:15:38,288 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.65ms, fps=4193 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.391942, arrival_time=2021-04-10 04:15:43.680498, cost_time=0:00:06.896631 2021-04-10 04:15:38,899 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.54ms, fps=4196 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.754560, arrival_time=2021-04-10 04:15:43.653677, cost_time=0:00:07.507207 2021-04-10 04:15:39,506 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.30ms, fps=4221 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.119456, arrival_time=2021-04-10 04:15:43.625474, cost_time=0:00:08.114033 2021-04-10 04:15:40,115 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.31ms, fps=4202 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.489584, arrival_time=2021-04-10 04:15:43.605376, cost_time=0:00:08.723897 2021-04-10 04:15:40,722 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.84ms, fps=4220 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.861476, arrival_time=2021-04-10 04:15:43.584285, cost_time=0:00:09.330847 2021-04-10 04:15:41,332 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.30ms, fps=4205 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.236536, arrival_time=2021-04-10 04:15:43.568638, cost_time=0:00:09.940183 2021-04-10 04:15:41,939 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.47ms, fps=4218 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.613170, arrival_time=2021-04-10 04:15:43.552641, cost_time=0:00:10.547571 2021-04-10 04:15:42,544 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.29ms, fps=4233 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.991344, arrival_time=2021-04-10 04:15:43.535890, cost_time=0:00:11.152635 2021-04-10 04:15:43,159 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.09ms, fps=4166 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.371604, arrival_time=2021-04-10 04:15:43.531115, cost_time=0:00:11.767549 2021-04-10 04:15:43,491 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.07ms, fps=4106 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:43.491254, cost_time=0:00:12.099355 2021-04-10 04:15:43,808 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=2.57ms, fps=8106 images/s, loss=0.3507, top1-acc=91.99%, top5-acc=99.57%, remaining_time=0:00:00.947460, arrival_time=2021-04-10 04:15:44.755439, cost_time=0:00:00.315821 2021-04-10 04:15:44,062 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.87ms, fps=10073 images/s, loss=0.3268, top1-acc=92.64%, top5-acc=99.71%, remaining_time=0:00:00.570460, arrival_time=2021-04-10 04:15:44.633051, cost_time=0:00:00.570468 2021-04-10 04:15:44,301 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.63ms, fps=10751 images/s, loss=0.3322, top1-acc=92.62%, top5-acc=99.69%, remaining_time=0:00:00.269640, arrival_time=2021-04-10 04:15:44.570716, cost_time=0:00:00.808928 2021-04-10 04:15:44,518 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=10710 images/s, loss=0.3315, top1-acc=92.73%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:44.518099, cost_time=0:00:01.026009 2021-04-10 04:15:45,022 INFO : Epoch=0197 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:00:41.525436, arrival_time=2021-04-10 04:16:26.547711, cost_time=0:45:26.836931 2021-04-10 04:15:45,022 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 04:15:45,803 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.20ms, fps=3280 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.514882, arrival_time=2021-04-10 04:16:00.318232, cost_time=0:00:00.780373 2021-04-10 04:15:46,410 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.20ms, fps=4223 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.207360, arrival_time=2021-04-10 04:15:58.617561, cost_time=0:00:01.387207 2021-04-10 04:15:47,033 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.45ms, fps=4113 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.123660, arrival_time=2021-04-10 04:15:58.156933, cost_time=0:00:02.010306 2021-04-10 04:15:47,637 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.48ms, fps=4238 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.198032, arrival_time=2021-04-10 04:15:57.835808, cost_time=0:00:02.614873 2021-04-10 04:15:48,252 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.24ms, fps=4169 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.429556, arrival_time=2021-04-10 04:15:57.681855, cost_time=0:00:03.229317 2021-04-10 04:15:48,869 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.24ms, fps=4154 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.718280, arrival_time=2021-04-10 04:15:57.587459, cost_time=0:00:03.846275 2021-04-10 04:15:49,483 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.80ms, fps=4168 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.029602, arrival_time=2021-04-10 04:15:57.513476, cost_time=0:00:04.460901 2021-04-10 04:15:50,092 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.52ms, fps=4213 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.350224, arrival_time=2021-04-10 04:15:57.442468, cost_time=0:00:05.069159 2021-04-10 04:15:50,702 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.42ms, fps=4201 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.689024, arrival_time=2021-04-10 04:15:57.391275, cost_time=0:00:05.679334 2021-04-10 04:15:51,307 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.59ms, fps=4233 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.033120, arrival_time=2021-04-10 04:15:57.340567, cost_time=0:00:06.284540 2021-04-10 04:15:51,917 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.48ms, fps=4203 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.389878, arrival_time=2021-04-10 04:15:57.306830, cost_time=0:00:06.893986 2021-04-10 04:15:52,525 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.37ms, fps=4209 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.751748, arrival_time=2021-04-10 04:15:57.277360, cost_time=0:00:07.502711 2021-04-10 04:15:53,134 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.30ms, fps=4208 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.118136, arrival_time=2021-04-10 04:15:57.252581, cost_time=0:00:08.111439 2021-04-10 04:15:53,744 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.41ms, fps=4201 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.488632, arrival_time=2021-04-10 04:15:57.233082, cost_time=0:00:08.721542 2021-04-10 04:15:54,351 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.31ms, fps=4217 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.860878, arrival_time=2021-04-10 04:15:57.212742, cost_time=0:00:09.328956 2021-04-10 04:15:54,965 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.44ms, fps=4178 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.236968, arrival_time=2021-04-10 04:15:57.202052, cost_time=0:00:09.942110 2021-04-10 04:15:55,578 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.51ms, fps=4180 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.614314, arrival_time=2021-04-10 04:15:57.192361, cost_time=0:00:10.555143 2021-04-10 04:15:56,185 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.25ms, fps=4217 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.992224, arrival_time=2021-04-10 04:15:57.177674, cost_time=0:00:11.162540 2021-04-10 04:15:56,794 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.13ms, fps=4206 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.371736, arrival_time=2021-04-10 04:15:57.166235, cost_time=0:00:11.771557 2021-04-10 04:15:57,129 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.06ms, fps=4065 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:57.129563, cost_time=0:00:12.106665 2021-04-10 04:15:57,450 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.72ms, fps=7992 images/s, loss=0.3211, top1-acc=92.93%, top5-acc=99.73%, remaining_time=0:00:00.960930, arrival_time=2021-04-10 04:15:58.411712, cost_time=0:00:00.320308 2021-04-10 04:15:57,687 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.20ms, fps=10846 images/s, loss=0.3435, top1-acc=92.71%, top5-acc=99.61%, remaining_time=0:00:00.556840, arrival_time=2021-04-10 04:15:58.244082, cost_time=0:00:00.556833 2021-04-10 04:15:57,923 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=0.26ms, fps=10855 images/s, loss=0.3274, top1-acc=92.80%, top5-acc=99.67%, remaining_time=0:00:00.264320, arrival_time=2021-04-10 04:15:58.187701, cost_time=0:00:00.792963 2021-04-10 04:15:58,130 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=11228 images/s, loss=0.3532, top1-acc=92.78%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:58.130317, cost_time=0:00:00.999920 2021-04-10 04:15:58,660 INFO : Epoch=0198 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:00:27.681564, arrival_time=2021-04-10 04:16:26.341830, cost_time=0:45:40.474923 2021-04-10 04:15:58,660 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 04:15:59,423 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.26ms, fps=3358 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.180826, arrival_time=2021-04-10 04:16:13.604250, cost_time=0:00:00.762411 2021-04-10 04:16:00,029 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.36ms, fps=4229 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.042272, arrival_time=2021-04-10 04:16:12.071643, cost_time=0:00:01.368436 2021-04-10 04:16:00,642 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.49ms, fps=4179 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.964300, arrival_time=2021-04-10 04:16:11.606766, cost_time=0:00:01.981508 2021-04-10 04:16:01,255 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.51ms, fps=4178 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.120032, arrival_time=2021-04-10 04:16:11.375790, cost_time=0:00:02.594862 2021-04-10 04:16:01,868 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.42ms, fps=4184 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.364586, arrival_time=2021-04-10 04:16:11.232609, cost_time=0:00:03.207053 2021-04-10 04:16:02,478 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.36ms, fps=4196 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.653680, arrival_time=2021-04-10 04:16:11.132396, cost_time=0:00:03.817821 2021-04-10 04:16:03,090 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.54ms, fps=4189 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.972776, arrival_time=2021-04-10 04:16:11.063068, cost_time=0:00:04.429306 2021-04-10 04:16:03,702 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.41ms, fps=4188 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.309740, arrival_time=2021-04-10 04:16:11.011810, cost_time=0:00:05.041177 2021-04-10 04:16:04,315 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.54ms, fps=4178 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.659556, arrival_time=2021-04-10 04:16:10.974790, cost_time=0:00:05.654338 2021-04-10 04:16:04,926 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.49ms, fps=4190 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.015072, arrival_time=2021-04-10 04:16:10.941747, cost_time=0:00:06.265715 2021-04-10 04:16:05,538 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.58ms, fps=4187 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.377150, arrival_time=2021-04-10 04:16:10.915739, cost_time=0:00:06.877697 2021-04-10 04:16:06,151 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.62ms, fps=4180 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.743996, arrival_time=2021-04-10 04:16:10.895374, cost_time=0:00:07.490488 2021-04-10 04:16:06,763 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.36ms, fps=4187 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.113516, arrival_time=2021-04-10 04:16:10.876851, cost_time=0:00:08.102350 2021-04-10 04:16:07,377 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.31ms, fps=4174 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.486560, arrival_time=2021-04-10 04:16:10.863801, cost_time=0:00:08.716337 2021-04-10 04:16:07,988 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.45ms, fps=4191 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.860464, arrival_time=2021-04-10 04:16:10.848913, cost_time=0:00:09.327556 2021-04-10 04:16:08,600 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.44ms, fps=4185 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.236428, arrival_time=2021-04-10 04:16:10.836977, cost_time=0:00:09.939648 2021-04-10 04:16:09,213 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.50ms, fps=4179 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.613924, arrival_time=2021-04-10 04:16:10.827474, cost_time=0:00:10.552584 2021-04-10 04:16:09,829 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=2.00ms, fps=4158 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.992784, arrival_time=2021-04-10 04:16:10.822448, cost_time=0:00:11.168768 2021-04-10 04:16:10,446 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.09ms, fps=4154 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.372174, arrival_time=2021-04-10 04:16:10.818482, cost_time=0:00:11.785430 2021-04-10 04:16:10,780 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=0.07ms, fps=4077 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:10.780214, cost_time=0:00:12.119342 2021-04-10 04:16:11,121 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=3.46ms, fps=7511 images/s, loss=0.3400, top1-acc=92.19%, top5-acc=99.80%, remaining_time=0:00:01.022460, arrival_time=2021-04-10 04:16:12.144335, cost_time=0:00:00.340815 2021-04-10 04:16:11,362 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.66ms, fps=10663 images/s, loss=0.3551, top1-acc=92.07%, top5-acc=99.65%, remaining_time=0:00:00.581240, arrival_time=2021-04-10 04:16:11.943531, cost_time=0:00:00.581239 2021-04-10 04:16:11,592 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=2.02ms, fps=11128 images/s, loss=0.3406, top1-acc=92.51%, top5-acc=99.65%, remaining_time=0:00:00.270540, arrival_time=2021-04-10 04:16:11.863209, cost_time=0:00:00.811620 2021-04-10 04:16:11,800 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=11168 images/s, loss=0.3259, top1-acc=92.73%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:11.800745, cost_time=0:00:01.019676 2021-04-10 04:16:12,282 INFO : Epoch=0199 complete, best val top1-acc=92.78%, top5-acc=99.69% (epoch=190), remaining_time=0:00:13.839682, arrival_time=2021-04-10 04:16:26.121721, cost_time=0:45:54.096691 2021-04-10 04:16:12,282 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 04:16:13,082 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.32ms, fps=3202 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.872374, arrival_time=2021-04-10 04:16:27.954651, cost_time=0:00:00.799587 2021-04-10 04:16:13,690 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.29ms, fps=4213 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.387936, arrival_time=2021-04-10 04:16:26.078345, cost_time=0:00:01.407729 2021-04-10 04:16:14,295 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.31ms, fps=4234 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.137438, arrival_time=2021-04-10 04:16:25.432907, cost_time=0:00:02.012787 2021-04-10 04:16:14,903 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.47ms, fps=4213 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.221432, arrival_time=2021-04-10 04:16:25.124974, cost_time=0:00:02.620864 2021-04-10 04:16:15,518 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.37ms, fps=4168 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.447514, arrival_time=2021-04-10 04:16:24.965675, cost_time=0:00:03.235459 2021-04-10 04:16:16,128 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.42ms, fps=4197 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.717328, arrival_time=2021-04-10 04:16:24.845987, cost_time=0:00:03.845910 2021-04-10 04:16:16,739 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.34ms, fps=4193 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.022546, arrival_time=2021-04-10 04:16:24.762215, cost_time=0:00:04.456981 2021-04-10 04:16:17,347 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.51ms, fps=4215 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:07.343844, arrival_time=2021-04-10 04:16:24.691235, cost_time=0:00:05.064718 2021-04-10 04:16:17,952 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.33ms, fps=4237 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.677152, arrival_time=2021-04-10 04:16:24.629141, cost_time=0:00:05.669317 2021-04-10 04:16:18,558 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.29ms, fps=4226 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.024480, arrival_time=2021-04-10 04:16:24.582610, cost_time=0:00:06.275453 2021-04-10 04:16:19,164 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.54ms, fps=4223 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.380504, arrival_time=2021-04-10 04:16:24.545252, cost_time=0:00:06.882073 2021-04-10 04:16:19,778 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.76ms, fps=4172 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.747492, arrival_time=2021-04-10 04:16:24.526301, cost_time=0:00:07.496065 2021-04-10 04:16:20,393 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.54ms, fps=4165 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.118004, arrival_time=2021-04-10 04:16:24.511928, cost_time=0:00:08.111233 2021-04-10 04:16:21,006 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.41ms, fps=4185 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:03.489360, arrival_time=2021-04-10 04:16:24.495415, cost_time=0:00:08.723376 2021-04-10 04:16:21,614 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.26ms, fps=4214 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.861614, arrival_time=2021-04-10 04:16:24.475672, cost_time=0:00:09.331310 2021-04-10 04:16:22,221 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.36ms, fps=4218 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.236212, arrival_time=2021-04-10 04:16:24.457651, cost_time=0:00:09.938756 2021-04-10 04:16:22,828 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.40ms, fps=4219 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.612910, arrival_time=2021-04-10 04:16:24.441509, cost_time=0:00:10.545901 2021-04-10 04:16:23,436 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.43ms, fps=4212 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.991472, arrival_time=2021-04-10 04:16:24.428176, cost_time=0:00:11.154032 2021-04-10 04:16:24,045 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.06ms, fps=4207 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.371460, arrival_time=2021-04-10 04:16:24.417061, cost_time=0:00:11.762937 2021-04-10 04:16:24,378 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.10ms, fps=4090 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:24.378492, cost_time=0:00:12.095834 2021-04-10 04:16:24,701 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.17ms, fps=7953 images/s, loss=0.3249, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:00.965640, arrival_time=2021-04-10 04:16:25.666830, cost_time=0:00:00.321883 2021-04-10 04:16:24,929 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.34ms, fps=11231 images/s, loss=0.3281, top1-acc=93.07%, top5-acc=99.71%, remaining_time=0:00:00.550140, arrival_time=2021-04-10 04:16:25.479582, cost_time=0:00:00.550147 2021-04-10 04:16:25,158 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.26ms, fps=11181 images/s, loss=0.3326, top1-acc=92.80%, top5-acc=99.74%, remaining_time=0:00:00.259810, arrival_time=2021-04-10 04:16:25.418544, cost_time=0:00:00.779429 2021-04-10 04:16:25,375 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=10741 images/s, loss=0.3226, top1-acc=92.79%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:25.375048, cost_time=0:00:00.995752 2021-04-10 04:16:26,485 INFO : Epoch=0200 complete, best val top1-acc=92.79%, top5-acc=99.72% (epoch=200), remaining_time=0:00:00, arrival_time=2021-04-10 04:16:26.485666, cost_time=0:46:08.300313