2021-04-15 09:03:32,123 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-15 09:03:32,132 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_mobilenetv2_x0_75'), ('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://127.0.0.1:34909', 'modifications': ['model.name=cifar100_mobilenetv2_x0_75'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/mobilenetv2_x0_75'), 'world_size': 1} 2021-04-15 09:03:32,368 INFO : Model details: n_params=1.48M, flops=59.43M. 2021-04-15 09:03:37,986 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 09:03:40,767 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.68ms, fps=921 images/s, loss=4.6661, top1-acc=0.94%, top5-acc=5.47%, remaining_time=0:00:51.723996, arrival_time=2021-04-15 09:04:32.491664, cost_time=0:00:02.780855 2021-04-15 09:03:42,672 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.20ms, fps=1344 images/s, loss=4.6310, top1-acc=1.27%, top5-acc=6.91%, remaining_time=0:00:41.239440, arrival_time=2021-04-15 09:04:23.912341, cost_time=0:00:04.686305 2021-04-15 09:03:44,577 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.18ms, fps=1344 images/s, loss=4.5697, top1-acc=1.84%, top5-acc=8.96%, remaining_time=0:00:36.471694, arrival_time=2021-04-15 09:04:21.049542, cost_time=0:00:06.591264 2021-04-15 09:03:46,484 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=4.5134, top1-acc=2.59%, top5-acc=10.75%, remaining_time=0:00:33.141576, arrival_time=2021-04-15 09:04:19.626066, cost_time=0:00:08.497834 2021-04-15 09:03:48,390 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.19ms, fps=1344 images/s, loss=4.4604, top1-acc=3.15%, top5-acc=12.34%, remaining_time=0:00:30.377928, arrival_time=2021-04-15 09:04:18.767908, cost_time=0:00:10.403392 2021-04-15 09:03:50,295 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.22ms, fps=1344 images/s, loss=4.4086, top1-acc=3.67%, top5-acc=13.96%, remaining_time=0:00:27.900400, arrival_time=2021-04-15 09:04:18.196037, cost_time=0:00:12.309019 2021-04-15 09:03:52,202 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=4.3528, top1-acc=4.28%, top5-acc=15.63%, remaining_time=0:00:25.588458, arrival_time=2021-04-15 09:04:17.790884, cost_time=0:00:14.215805 2021-04-15 09:03:54,108 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=4.3053, top1-acc=4.68%, top5-acc=17.14%, remaining_time=0:00:23.377248, arrival_time=2021-04-15 09:04:17.486114, cost_time=0:00:16.122245 2021-04-15 09:03:56,015 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=4.2557, top1-acc=5.31%, top5-acc=18.65%, remaining_time=0:00:21.233390, arrival_time=2021-04-15 09:04:17.248380, cost_time=0:00:18.028311 2021-04-15 09:03:57,920 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.19ms, fps=1344 images/s, loss=4.2213, top1-acc=5.79%, top5-acc=19.77%, remaining_time=0:00:19.136256, arrival_time=2021-04-15 09:04:17.056477, cost_time=0:00:19.933634 2021-04-15 09:03:59,825 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.22ms, fps=1344 images/s, loss=4.1804, top1-acc=6.30%, top5-acc=21.02%, remaining_time=0:00:17.074010, arrival_time=2021-04-15 09:04:16.899476, cost_time=0:00:21.838882 2021-04-15 09:04:01,731 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=4.1487, top1-acc=6.74%, top5-acc=22.05%, remaining_time=0:00:15.038500, arrival_time=2021-04-15 09:04:16.770159, cost_time=0:00:23.745053 2021-04-15 09:04:03,637 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.29ms, fps=1344 images/s, loss=4.1158, top1-acc=7.14%, top5-acc=23.12%, remaining_time=0:00:13.022526, arrival_time=2021-04-15 09:04:16.659605, cost_time=0:00:25.650487 2021-04-15 09:04:05,542 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=4.0853, top1-acc=7.59%, top5-acc=24.12%, remaining_time=0:00:11.022312, arrival_time=2021-04-15 09:04:16.564614, cost_time=0:00:27.555715 2021-04-15 09:04:07,447 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.26ms, fps=1344 images/s, loss=4.0538, top1-acc=8.08%, top5-acc=25.13%, remaining_time=0:00:09.034584, arrival_time=2021-04-15 09:04:16.481821, cost_time=0:00:29.460653 2021-04-15 09:04:09,353 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.64ms, fps=1343 images/s, loss=4.0247, top1-acc=8.55%, top5-acc=26.02%, remaining_time=0:00:07.057512, arrival_time=2021-04-15 09:04:16.410791, cost_time=0:00:31.366668 2021-04-15 09:04:11,257 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.17ms, fps=1344 images/s, loss=3.9979, top1-acc=8.90%, top5-acc=26.84%, remaining_time=0:00:05.088538, arrival_time=2021-04-15 09:04:16.346400, cost_time=0:00:33.271279 2021-04-15 09:04:13,162 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.37ms, fps=1344 images/s, loss=3.9755, top1-acc=9.14%, top5-acc=27.56%, remaining_time=0:00:03.126768, arrival_time=2021-04-15 09:04:16.289441, cost_time=0:00:35.176084 2021-04-15 09:04:15,068 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.13ms, fps=1343 images/s, loss=3.9534, top1-acc=9.48%, top5-acc=28.21%, remaining_time=0:00:01.171008, arrival_time=2021-04-15 09:04:16.239570, cost_time=0:00:37.081966 2021-04-15 09:04:16,104 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.03ms, fps=1313 images/s, loss=3.9411, top1-acc=9.66%, top5-acc=28.55%, remaining_time=0:00:00, arrival_time=2021-04-15 09:04:16.104764, cost_time=0:00:38.118192 2021-04-15 09:04:17,038 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.15ms, fps=2748 images/s, loss=3.6170, top1-acc=13.44%, top5-acc=39.34%, remaining_time=0:00:02.794590, arrival_time=2021-04-15 09:04:19.832955, cost_time=0:00:00.931527 2021-04-15 09:04:17,635 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=3.51ms, fps=4290 images/s, loss=3.6184, top1-acc=13.98%, top5-acc=39.92%, remaining_time=0:00:01.528900, arrival_time=2021-04-15 09:04:19.164603, cost_time=0:00:01.528897 2021-04-15 09:04:18,230 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.18ms, fps=4306 images/s, loss=3.6035, top1-acc=14.13%, top5-acc=40.25%, remaining_time=0:00:00.708050, arrival_time=2021-04-15 09:04:18.938917, cost_time=0:00:02.124158 2021-04-15 09:04:18,775 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.06ms, fps=4264 images/s, loss=3.5805, top1-acc=14.33%, top5-acc=40.09%, remaining_time=0:00:00, arrival_time=2021-04-15 09:04:18.775225, cost_time=0:00:02.668517 2021-04-15 09:04:18,926 INFO : Epoch=0001 complete, best val top1-acc=14.33%, top5-acc=40.09% (epoch=1), remaining_time=2:15:47.289049, arrival_time=2021-04-15 11:20:06.215748, cost_time=0:00:40.941151 2021-04-15 09:04:18,928 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 09:04:20,995 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.27ms, fps=1238 images/s, loss=3.5122, top1-acc=15.82%, top5-acc=42.85%, remaining_time=0:00:38.450478, arrival_time=2021-04-15 09:04:59.446377, cost_time=0:00:02.067233 2021-04-15 09:04:22,900 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.25ms, fps=1345 images/s, loss=3.4874, top1-acc=16.07%, top5-acc=42.83%, remaining_time=0:00:34.947616, arrival_time=2021-04-15 09:04:57.847598, cost_time=0:00:03.971318 2021-04-15 09:04:24,809 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=3.4593, top1-acc=16.54%, top5-acc=43.63%, remaining_time=0:00:32.538822, arrival_time=2021-04-15 09:04:57.348169, cost_time=0:00:05.880524 2021-04-15 09:04:26,714 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.26ms, fps=1344 images/s, loss=3.4398, top1-acc=16.78%, top5-acc=44.18%, remaining_time=0:00:30.363528, arrival_time=2021-04-15 09:04:57.077722, cost_time=0:00:07.785520 2021-04-15 09:04:28,618 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.20ms, fps=1345 images/s, loss=3.4264, top1-acc=16.82%, top5-acc=44.41%, remaining_time=0:00:28.294508, arrival_time=2021-04-15 09:04:56.913080, cost_time=0:00:09.689904 2021-04-15 09:04:30,527 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=3.3977, top1-acc=17.34%, top5-acc=45.14%, remaining_time=0:00:26.290432, arrival_time=2021-04-15 09:04:56.817800, cost_time=0:00:11.598693 2021-04-15 09:04:32,440 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=3.3745, top1-acc=17.78%, top5-acc=45.69%, remaining_time=0:00:24.320394, arrival_time=2021-04-15 09:04:56.760589, cost_time=0:00:13.511315 2021-04-15 09:04:34,347 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=3.3580, top1-acc=18.12%, top5-acc=46.18%, remaining_time=0:00:22.357608, arrival_time=2021-04-15 09:04:56.705281, cost_time=0:00:15.419019 2021-04-15 09:04:36,254 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=3.3409, top1-acc=18.46%, top5-acc=46.68%, remaining_time=0:00:20.406272, arrival_time=2021-04-15 09:04:56.661018, cost_time=0:00:17.326088 2021-04-15 09:04:38,162 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=3.3252, top1-acc=18.77%, top5-acc=47.04%, remaining_time=0:00:18.464544, arrival_time=2021-04-15 09:04:56.627091, cost_time=0:00:19.233897 2021-04-15 09:04:40,070 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=3.3141, top1-acc=19.06%, top5-acc=47.36%, remaining_time=0:00:16.528598, arrival_time=2021-04-15 09:04:56.598560, cost_time=0:00:21.141258 2021-04-15 09:04:41,976 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=3.3022, top1-acc=19.35%, top5-acc=47.60%, remaining_time=0:00:14.597168, arrival_time=2021-04-15 09:04:56.573980, cost_time=0:00:23.048165 2021-04-15 09:04:43,883 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=3.2866, top1-acc=19.70%, top5-acc=48.03%, remaining_time=0:00:12.669492, arrival_time=2021-04-15 09:04:56.553190, cost_time=0:00:24.955041 2021-04-15 09:04:45,790 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=3.2754, top1-acc=19.92%, top5-acc=48.30%, remaining_time=0:00:10.744664, arrival_time=2021-04-15 09:04:56.534955, cost_time=0:00:26.861637 2021-04-15 09:04:47,697 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=3.2599, top1-acc=20.22%, top5-acc=48.63%, remaining_time=0:00:08.822524, arrival_time=2021-04-15 09:04:56.520203, cost_time=0:00:28.769030 2021-04-15 09:04:49,606 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=3.2487, top1-acc=20.44%, top5-acc=48.95%, remaining_time=0:00:06.902388, arrival_time=2021-04-15 09:04:56.508392, cost_time=0:00:30.677297 2021-04-15 09:04:51,513 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=3.2356, top1-acc=20.70%, top5-acc=49.24%, remaining_time=0:00:04.983498, arrival_time=2021-04-15 09:04:56.496488, cost_time=0:00:32.584341 2021-04-15 09:04:53,420 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=3.2221, top1-acc=20.92%, top5-acc=49.61%, remaining_time=0:00:03.065904, arrival_time=2021-04-15 09:04:56.485952, cost_time=0:00:34.491394 2021-04-15 09:04:55,328 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.03ms, fps=1342 images/s, loss=3.2132, top1-acc=21.06%, top5-acc=49.89%, remaining_time=0:00:01.149456, arrival_time=2021-04-15 09:04:56.477596, cost_time=0:00:36.399492 2021-04-15 09:04:56,354 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.00ms, fps=1325 images/s, loss=3.2071, top1-acc=21.19%, top5-acc=50.03%, remaining_time=0:00:00, arrival_time=2021-04-15 09:04:56.354792, cost_time=0:00:37.426150 2021-04-15 09:04:57,078 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.41ms, fps=3547 images/s, loss=3.2593, top1-acc=19.37%, top5-acc=48.55%, remaining_time=0:00:02.165010, arrival_time=2021-04-15 09:04:59.243142, cost_time=0:00:00.721669 2021-04-15 09:04:57,674 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.13ms, fps=4294 images/s, loss=3.2462, top1-acc=19.34%, top5-acc=49.24%, remaining_time=0:00:01.318120, arrival_time=2021-04-15 09:04:58.992710, cost_time=0:00:01.318129 2021-04-15 09:04:58,271 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.52ms, fps=4296 images/s, loss=3.2406, top1-acc=19.62%, top5-acc=49.58%, remaining_time=0:00:00.638150, arrival_time=2021-04-15 09:04:58.909144, cost_time=0:00:01.914436 2021-04-15 09:04:58,813 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.06ms, fps=4279 images/s, loss=3.2437, top1-acc=19.82%, top5-acc=49.56%, remaining_time=0:00:00, arrival_time=2021-04-15 09:04:58.813670, cost_time=0:00:02.457235 2021-04-15 09:04:59,089 INFO : Epoch=0002 complete, best val top1-acc=19.82%, top5-acc=49.56% (epoch=2), remaining_time=2:13:49.271448, arrival_time=2021-04-15 11:18:48.360760, cost_time=0:01:21.103751 2021-04-15 09:04:59,090 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 09:05:01,154 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.24ms, fps=1240 images/s, loss=2.8757, top1-acc=26.48%, top5-acc=57.62%, remaining_time=0:00:38.386680, arrival_time=2021-04-15 09:05:39.541556, cost_time=0:00:02.063800 2021-04-15 09:05:03,051 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=2.9030, top1-acc=26.43%, top5-acc=56.86%, remaining_time=0:00:34.855744, arrival_time=2021-04-15 09:05:37.907684, cost_time=0:00:03.960876 2021-04-15 09:05:04,954 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=2.9025, top1-acc=26.43%, top5-acc=56.74%, remaining_time=0:00:32.445364, arrival_time=2021-04-15 09:05:37.400139, cost_time=0:00:05.863628 2021-04-15 09:05:06,851 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=2.8768, top1-acc=26.94%, top5-acc=57.45%, remaining_time=0:00:30.267432, arrival_time=2021-04-15 09:05:37.119374, cost_time=0:00:07.760876 2021-04-15 09:05:08,749 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=2.8622, top1-acc=27.24%, top5-acc=58.15%, remaining_time=0:00:28.202090, arrival_time=2021-04-15 09:05:36.951412, cost_time=0:00:09.658252 2021-04-15 09:05:10,646 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=2.8596, top1-acc=27.27%, top5-acc=58.22%, remaining_time=0:00:26.193328, arrival_time=2021-04-15 09:05:36.840253, cost_time=0:00:11.555861 2021-04-15 09:05:12,545 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=2.8579, top1-acc=27.29%, top5-acc=58.39%, remaining_time=0:00:24.216948, arrival_time=2021-04-15 09:05:36.761927, cost_time=0:00:13.453859 2021-04-15 09:05:14,442 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=2.8443, top1-acc=27.63%, top5-acc=58.80%, remaining_time=0:00:22.258776, arrival_time=2021-04-15 09:05:36.700743, cost_time=0:00:15.350913 2021-04-15 09:05:16,339 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=2.8336, top1-acc=27.91%, top5-acc=59.14%, remaining_time=0:00:20.314900, arrival_time=2021-04-15 09:05:36.654485, cost_time=0:00:17.248514 2021-04-15 09:05:18,237 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=2.8246, top1-acc=28.21%, top5-acc=59.48%, remaining_time=0:00:18.380064, arrival_time=2021-04-15 09:05:36.617038, cost_time=0:00:19.145912 2021-04-15 09:05:20,134 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=2.8173, top1-acc=28.43%, top5-acc=59.69%, remaining_time=0:00:16.452402, arrival_time=2021-04-15 09:05:36.587308, cost_time=0:00:21.043798 2021-04-15 09:05:22,031 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=2.8063, top1-acc=28.62%, top5-acc=59.99%, remaining_time=0:00:14.529072, arrival_time=2021-04-15 09:05:36.560740, cost_time=0:00:22.940599 2021-04-15 09:05:23,929 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=2.7998, top1-acc=28.67%, top5-acc=60.09%, remaining_time=0:00:12.610158, arrival_time=2021-04-15 09:05:36.539402, cost_time=0:00:24.838150 2021-04-15 09:05:25,827 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=2.7921, top1-acc=28.80%, top5-acc=60.33%, remaining_time=0:00:10.694376, arrival_time=2021-04-15 09:05:36.521358, cost_time=0:00:26.735928 2021-04-15 09:05:27,724 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.11ms, fps=1350 images/s, loss=2.7846, top1-acc=28.97%, top5-acc=60.51%, remaining_time=0:00:08.780802, arrival_time=2021-04-15 09:05:36.504850, cost_time=0:00:28.632977 2021-04-15 09:05:29,623 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=2.7784, top1-acc=29.08%, top5-acc=60.68%, remaining_time=0:00:06.869700, arrival_time=2021-04-15 09:05:36.492774, cost_time=0:00:30.531956 2021-04-15 09:05:31,521 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=2.7706, top1-acc=29.23%, top5-acc=60.89%, remaining_time=0:00:04.959916, arrival_time=2021-04-15 09:05:36.481219, cost_time=0:00:32.430248 2021-04-15 09:05:33,418 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=2.7619, top1-acc=29.36%, top5-acc=61.11%, remaining_time=0:00:03.051328, arrival_time=2021-04-15 09:05:36.469853, cost_time=0:00:34.327468 2021-04-15 09:05:35,316 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=2.7507, top1-acc=29.61%, top5-acc=61.37%, remaining_time=0:00:01.143954, arrival_time=2021-04-15 09:05:36.460261, cost_time=0:00:36.225253 2021-04-15 09:05:36,335 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=0.99ms, fps=1335 images/s, loss=2.7429, top1-acc=29.77%, top5-acc=61.57%, remaining_time=0:00:00, arrival_time=2021-04-15 09:05:36.335487, cost_time=0:00:37.244430 2021-04-15 09:05:37,034 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.22ms, fps=3673 images/s, loss=2.7489, top1-acc=30.12%, top5-acc=61.33%, remaining_time=0:00:02.090910, arrival_time=2021-04-15 09:05:39.125028, cost_time=0:00:00.696966 2021-04-15 09:05:37,628 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.06ms, fps=4309 images/s, loss=2.7386, top1-acc=29.79%, top5-acc=61.84%, remaining_time=0:00:01.291340, arrival_time=2021-04-15 09:05:38.919842, cost_time=0:00:01.291332 2021-04-15 09:05:38,219 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.33ms, fps=4331 images/s, loss=2.7260, top1-acc=30.04%, top5-acc=61.94%, remaining_time=0:00:00.627600, arrival_time=2021-04-15 09:05:38.847549, cost_time=0:00:01.882792 2021-04-15 09:05:38,761 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.06ms, fps=4288 images/s, loss=2.7543, top1-acc=29.77%, top5-acc=61.48%, remaining_time=0:00:00, arrival_time=2021-04-15 09:05:38.761337, cost_time=0:00:02.424139 2021-04-15 09:05:38,990 INFO : Epoch=0003 complete, best val top1-acc=29.77%, top5-acc=61.48% (epoch=3), remaining_time=2:12:25.981407, arrival_time=2021-04-15 11:18:04.971756, cost_time=0:02:01.004794 2021-04-15 09:05:38,991 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 09:05:41,052 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.21ms, fps=1242 images/s, loss=2.5280, top1-acc=32.97%, top5-acc=66.25%, remaining_time=0:00:38.333484, arrival_time=2021-04-15 09:06:19.386170, cost_time=0:00:02.060935 2021-04-15 09:05:42,952 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.96ms, fps=1348 images/s, loss=2.5209, top1-acc=33.24%, top5-acc=66.37%, remaining_time=0:00:34.854688, arrival_time=2021-04-15 09:06:17.807201, cost_time=0:00:03.960752 2021-04-15 09:05:44,852 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=2.4858, top1-acc=34.32%, top5-acc=67.59%, remaining_time=0:00:32.427768, arrival_time=2021-04-15 09:06:17.280011, cost_time=0:00:05.860435 2021-04-15 09:05:46,750 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=2.4877, top1-acc=34.27%, top5-acc=67.49%, remaining_time=0:00:30.256980, arrival_time=2021-04-15 09:06:17.006947, cost_time=0:00:07.758210 2021-04-15 09:05:48,648 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=2.4925, top1-acc=34.37%, top5-acc=67.41%, remaining_time=0:00:28.196104, arrival_time=2021-04-15 09:06:16.844156, cost_time=0:00:09.656210 2021-04-15 09:05:50,564 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=6.46ms, fps=1336 images/s, loss=2.4863, top1-acc=34.64%, top5-acc=67.42%, remaining_time=0:00:26.230864, arrival_time=2021-04-15 09:06:16.795114, cost_time=0:00:11.572423 2021-04-15 09:05:52,463 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=2.4711, top1-acc=34.91%, top5-acc=67.71%, remaining_time=0:00:24.248196, arrival_time=2021-04-15 09:06:16.711163, cost_time=0:00:13.471220 2021-04-15 09:05:54,360 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=2.4675, top1-acc=34.88%, top5-acc=67.76%, remaining_time=0:00:22.285108, arrival_time=2021-04-15 09:06:16.645912, cost_time=0:00:15.369045 2021-04-15 09:05:56,258 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=2.4631, top1-acc=35.03%, top5-acc=67.87%, remaining_time=0:00:20.336418, arrival_time=2021-04-15 09:06:16.594949, cost_time=0:00:17.266767 2021-04-15 09:05:58,156 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=2.4556, top1-acc=35.11%, top5-acc=68.05%, remaining_time=0:00:18.398112, arrival_time=2021-04-15 09:06:16.554620, cost_time=0:00:19.164742 2021-04-15 09:06:00,054 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=2.4503, top1-acc=35.23%, top5-acc=68.15%, remaining_time=0:00:16.467366, arrival_time=2021-04-15 09:06:16.522034, cost_time=0:00:21.062859 2021-04-15 09:06:01,952 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=2.4392, top1-acc=35.46%, top5-acc=68.31%, remaining_time=0:00:14.541688, arrival_time=2021-04-15 09:06:16.494028, cost_time=0:00:22.960582 2021-04-15 09:06:03,850 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=2.4328, top1-acc=35.66%, top5-acc=68.52%, remaining_time=0:00:12.620388, arrival_time=2021-04-15 09:06:16.470521, cost_time=0:00:24.858350 2021-04-15 09:06:05,747 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=2.4217, top1-acc=35.96%, top5-acc=68.77%, remaining_time=0:00:10.702440, arrival_time=2021-04-15 09:06:16.450350, cost_time=0:00:26.756162 2021-04-15 09:06:07,645 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=2.4175, top1-acc=36.04%, top5-acc=68.88%, remaining_time=0:00:08.787012, arrival_time=2021-04-15 09:06:16.432016, cost_time=0:00:28.653255 2021-04-15 09:06:09,548 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.31ms, fps=1345 images/s, loss=2.4101, top1-acc=36.24%, top5-acc=69.12%, remaining_time=0:00:06.875316, arrival_time=2021-04-15 09:06:16.424023, cost_time=0:00:30.556901 2021-04-15 09:06:11,446 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=2.4058, top1-acc=36.27%, top5-acc=69.19%, remaining_time=0:00:04.963608, arrival_time=2021-04-15 09:06:16.409678, cost_time=0:00:32.454320 2021-04-15 09:06:13,342 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=2.3990, top1-acc=36.41%, top5-acc=69.35%, remaining_time=0:00:03.053408, arrival_time=2021-04-15 09:06:16.396074, cost_time=0:00:34.350912 2021-04-15 09:06:15,240 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=2.3917, top1-acc=36.59%, top5-acc=69.52%, remaining_time=0:00:01.144710, arrival_time=2021-04-15 09:06:16.385551, cost_time=0:00:36.249099 2021-04-15 09:06:16,259 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.01ms, fps=1335 images/s, loss=2.3874, top1-acc=36.62%, top5-acc=69.60%, remaining_time=0:00:00, arrival_time=2021-04-15 09:06:16.259795, cost_time=0:00:37.268054 2021-04-15 09:06:16,960 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.14ms, fps=3660 images/s, loss=2.7341, top1-acc=30.51%, top5-acc=62.30%, remaining_time=0:00:02.098320, arrival_time=2021-04-15 09:06:19.059173, cost_time=0:00:00.699437 2021-04-15 09:06:17,558 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.07ms, fps=4288 images/s, loss=2.7377, top1-acc=30.41%, top5-acc=61.95%, remaining_time=0:00:01.296720, arrival_time=2021-04-15 09:06:18.854888, cost_time=0:00:01.296728 2021-04-15 09:06:18,150 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.24ms, fps=4327 images/s, loss=2.7498, top1-acc=30.35%, top5-acc=61.30%, remaining_time=0:00:00.629570, arrival_time=2021-04-15 09:06:18.779826, cost_time=0:00:01.888706 2021-04-15 09:06:18,691 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.05ms, fps=4294 images/s, loss=2.7559, top1-acc=30.43%, top5-acc=61.45%, remaining_time=0:00:00, arrival_time=2021-04-15 09:06:18.691000, cost_time=0:00:02.429598 2021-04-15 09:06:18,889 INFO : Epoch=0004 complete, best val top1-acc=30.43%, top5-acc=61.45% (epoch=4), remaining_time=2:11:24.308544, arrival_time=2021-04-15 11:17:43.198347, cost_time=0:02:40.904254 2021-04-15 09:06:18,891 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 09:06:20,951 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.18ms, fps=1243 images/s, loss=2.1992, top1-acc=40.39%, top5-acc=73.98%, remaining_time=0:00:38.319534, arrival_time=2021-04-15 09:06:59.270876, cost_time=0:00:02.060188 2021-04-15 09:06:22,848 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=2.1929, top1-acc=40.72%, top5-acc=73.96%, remaining_time=0:00:34.828112, arrival_time=2021-04-15 09:06:57.677014, cost_time=0:00:03.957746 2021-04-15 09:06:24,750 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.45ms, fps=1347 images/s, loss=2.1942, top1-acc=40.52%, top5-acc=73.91%, remaining_time=0:00:32.418306, arrival_time=2021-04-15 09:06:57.168249, cost_time=0:00:05.858718 2021-04-15 09:06:26,647 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=2.1796, top1-acc=40.89%, top5-acc=74.26%, remaining_time=0:00:30.247932, arrival_time=2021-04-15 09:06:56.894960, cost_time=0:00:07.755876 2021-04-15 09:06:28,544 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=2.1625, top1-acc=41.07%, top5-acc=74.68%, remaining_time=0:00:28.188804, arrival_time=2021-04-15 09:06:56.733640, cost_time=0:00:09.653677 2021-04-15 09:06:30,443 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=2.1651, top1-acc=41.26%, top5-acc=74.56%, remaining_time=0:00:26.184216, arrival_time=2021-04-15 09:06:56.627391, cost_time=0:00:11.551871 2021-04-15 09:06:32,341 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=2.1679, top1-acc=41.46%, top5-acc=74.26%, remaining_time=0:00:24.211152, arrival_time=2021-04-15 09:06:56.552942, cost_time=0:00:13.450638 2021-04-15 09:06:34,239 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=2.1637, top1-acc=41.53%, top5-acc=74.36%, remaining_time=0:00:22.254832, arrival_time=2021-04-15 09:06:56.494157, cost_time=0:00:15.348171 2021-04-15 09:06:36,137 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=2.1620, top1-acc=41.59%, top5-acc=74.44%, remaining_time=0:00:20.312780, arrival_time=2021-04-15 09:06:56.450623, cost_time=0:00:17.246685 2021-04-15 09:06:38,035 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=2.1554, top1-acc=41.76%, top5-acc=74.55%, remaining_time=0:00:18.378816, arrival_time=2021-04-15 09:06:56.414627, cost_time=0:00:19.144648 2021-04-15 09:06:39,935 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=2.1554, top1-acc=41.76%, top5-acc=74.55%, remaining_time=0:00:16.452488, arrival_time=2021-04-15 09:06:56.387557, cost_time=0:00:21.043854 2021-04-15 09:06:41,832 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=2.1490, top1-acc=41.87%, top5-acc=74.69%, remaining_time=0:00:14.529528, arrival_time=2021-04-15 09:06:56.362078, cost_time=0:00:22.941386 2021-04-15 09:06:43,730 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=2.1426, top1-acc=41.92%, top5-acc=74.79%, remaining_time=0:00:12.610884, arrival_time=2021-04-15 09:06:56.341713, cost_time=0:00:24.839673 2021-04-15 09:06:45,628 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=2.1381, top1-acc=42.01%, top5-acc=74.89%, remaining_time=0:00:10.695048, arrival_time=2021-04-15 09:06:56.323879, cost_time=0:00:26.737658 2021-04-15 09:06:47,526 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=2.1322, top1-acc=42.16%, top5-acc=75.07%, remaining_time=0:00:08.781492, arrival_time=2021-04-15 09:06:56.307914, cost_time=0:00:28.635264 2021-04-15 09:06:49,425 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=2.1291, top1-acc=42.26%, top5-acc=75.09%, remaining_time=0:00:06.870132, arrival_time=2021-04-15 09:06:56.295242, cost_time=0:00:30.533893 2021-04-15 09:06:51,323 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=2.1261, top1-acc=42.33%, top5-acc=75.13%, remaining_time=0:00:04.960202, arrival_time=2021-04-15 09:06:56.283374, cost_time=0:00:32.432006 2021-04-15 09:06:53,226 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.22ms, fps=1345 images/s, loss=2.1217, top1-acc=42.38%, top5-acc=75.25%, remaining_time=0:00:03.052016, arrival_time=2021-04-15 09:06:56.278340, cost_time=0:00:34.335170 2021-04-15 09:06:55,125 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.01ms, fps=1348 images/s, loss=2.1172, top1-acc=42.51%, top5-acc=75.34%, remaining_time=0:00:01.144230, arrival_time=2021-04-15 09:06:56.269288, cost_time=0:00:36.233910 2021-04-15 09:06:56,145 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=2.1157, top1-acc=42.51%, top5-acc=75.34%, remaining_time=0:00:00, arrival_time=2021-04-15 09:06:56.145250, cost_time=0:00:37.254107 2021-04-15 09:06:56,862 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.23ms, fps=3577 images/s, loss=2.4006, top1-acc=37.58%, top5-acc=69.61%, remaining_time=0:00:02.146890, arrival_time=2021-04-15 09:06:59.009341, cost_time=0:00:00.715632 2021-04-15 09:06:57,454 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.12ms, fps=4327 images/s, loss=2.4520, top1-acc=35.80%, top5-acc=68.96%, remaining_time=0:00:01.307540, arrival_time=2021-04-15 09:06:58.761907, cost_time=0:00:01.307546 2021-04-15 09:06:58,050 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.12ms, fps=4300 images/s, loss=2.4735, top1-acc=35.60%, top5-acc=68.23%, remaining_time=0:00:00.634420, arrival_time=2021-04-15 09:06:58.684485, cost_time=0:00:01.903248 2021-04-15 09:06:58,593 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.05ms, fps=4274 images/s, loss=2.4688, top1-acc=35.67%, top5-acc=68.50%, remaining_time=0:00:00, arrival_time=2021-04-15 09:06:58.593292, cost_time=0:00:02.446440 2021-04-15 09:06:58,880 INFO : Epoch=0005 complete, best val top1-acc=35.67%, top5-acc=68.50% (epoch=5), remaining_time=2:10:34.889010, arrival_time=2021-04-15 11:17:33.769150, cost_time=0:03:20.894590 2021-04-15 09:06:58,881 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 09:07:00,939 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.19ms, fps=1244 images/s, loss=2.0838, top1-acc=43.44%, top5-acc=76.05%, remaining_time=0:00:38.269500, arrival_time=2021-04-15 09:07:39.208611, cost_time=0:00:02.057502 2021-04-15 09:07:02,836 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=2.0256, top1-acc=44.69%, top5-acc=77.58%, remaining_time=0:00:34.801536, arrival_time=2021-04-15 09:07:37.637866, cost_time=0:00:03.954718 2021-04-15 09:07:04,735 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.9892, top1-acc=45.89%, top5-acc=78.32%, remaining_time=0:00:32.392908, arrival_time=2021-04-15 09:07:37.128782, cost_time=0:00:05.854152 2021-04-15 09:07:06,634 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.9837, top1-acc=45.62%, top5-acc=78.32%, remaining_time=0:00:30.235764, arrival_time=2021-04-15 09:07:36.870156, cost_time=0:00:07.752778 2021-04-15 09:07:08,531 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=1.9858, top1-acc=45.49%, top5-acc=78.24%, remaining_time=0:00:28.177854, arrival_time=2021-04-15 09:07:36.709395, cost_time=0:00:09.649931 2021-04-15 09:07:10,434 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.18ms, fps=1345 images/s, loss=1.9724, top1-acc=45.79%, top5-acc=78.43%, remaining_time=0:00:26.187344, arrival_time=2021-04-15 09:07:36.622219, cost_time=0:00:11.553256 2021-04-15 09:07:12,333 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.9675, top1-acc=45.92%, top5-acc=78.47%, remaining_time=0:00:24.213420, arrival_time=2021-04-15 09:07:36.547010, cost_time=0:00:13.451922 2021-04-15 09:07:14,231 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.9675, top1-acc=46.04%, top5-acc=78.50%, remaining_time=0:00:22.257268, arrival_time=2021-04-15 09:07:36.488716, cost_time=0:00:15.349840 2021-04-15 09:07:16,130 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.9620, top1-acc=46.11%, top5-acc=78.50%, remaining_time=0:00:20.314794, arrival_time=2021-04-15 09:07:36.444797, cost_time=0:00:17.248395 2021-04-15 09:07:18,026 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=1.9578, top1-acc=46.24%, top5-acc=78.52%, remaining_time=0:00:18.379200, arrival_time=2021-04-15 09:07:36.405833, cost_time=0:00:19.145017 2021-04-15 09:07:19,925 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.9582, top1-acc=46.27%, top5-acc=78.55%, remaining_time=0:00:16.452402, arrival_time=2021-04-15 09:07:36.377867, cost_time=0:00:21.043801 2021-04-15 09:07:21,823 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.9537, top1-acc=46.35%, top5-acc=78.74%, remaining_time=0:00:14.529604, arrival_time=2021-04-15 09:07:36.352671, cost_time=0:00:22.941456 2021-04-15 09:07:23,721 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.38ms, fps=1349 images/s, loss=1.9451, top1-acc=46.60%, top5-acc=78.86%, remaining_time=0:00:12.611016, arrival_time=2021-04-15 09:07:36.332529, cost_time=0:00:24.839903 2021-04-15 09:07:25,619 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.9380, top1-acc=46.75%, top5-acc=78.99%, remaining_time=0:00:10.695160, arrival_time=2021-04-15 09:07:36.314724, cost_time=0:00:26.737955 2021-04-15 09:07:27,516 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=1.9302, top1-acc=47.08%, top5-acc=79.11%, remaining_time=0:00:08.781308, arrival_time=2021-04-15 09:07:36.297637, cost_time=0:00:28.634725 2021-04-15 09:07:29,415 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.9301, top1-acc=47.06%, top5-acc=79.10%, remaining_time=0:00:06.870132, arrival_time=2021-04-15 09:07:36.285656, cost_time=0:00:30.533854 2021-04-15 09:07:31,312 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=1.9330, top1-acc=46.98%, top5-acc=79.05%, remaining_time=0:00:04.960072, arrival_time=2021-04-15 09:07:36.272900, cost_time=0:00:32.431224 2021-04-15 09:07:33,209 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=1.9309, top1-acc=46.96%, top5-acc=79.10%, remaining_time=0:00:03.051344, arrival_time=2021-04-15 09:07:36.260560, cost_time=0:00:34.327614 2021-04-15 09:07:35,107 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=1.9299, top1-acc=47.00%, top5-acc=79.14%, remaining_time=0:00:01.143972, arrival_time=2021-04-15 09:07:36.251403, cost_time=0:00:36.225828 2021-04-15 09:07:36,126 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.00ms, fps=1336 images/s, loss=1.9285, top1-acc=47.00%, top5-acc=79.17%, remaining_time=0:00:00, arrival_time=2021-04-15 09:07:36.126026, cost_time=0:00:37.244431 2021-04-15 09:07:36,822 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.17ms, fps=3684 images/s, loss=2.2441, top1-acc=40.55%, top5-acc=71.41%, remaining_time=0:00:02.084640, arrival_time=2021-04-15 09:07:38.907130, cost_time=0:00:00.694875 2021-04-15 09:07:37,408 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.16ms, fps=4370 images/s, loss=2.2765, top1-acc=40.33%, top5-acc=70.76%, remaining_time=0:00:01.280960, arrival_time=2021-04-15 09:07:38.689527, cost_time=0:00:01.280950 2021-04-15 09:07:37,994 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.14ms, fps=4375 images/s, loss=2.2762, top1-acc=40.49%, top5-acc=70.77%, remaining_time=0:00:00.622120, arrival_time=2021-04-15 09:07:38.616094, cost_time=0:00:01.866372 2021-04-15 09:07:38,530 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=2.2699, top1-acc=40.66%, top5-acc=70.71%, remaining_time=0:00:00, arrival_time=2021-04-15 09:07:38.530405, cost_time=0:00:02.402819 2021-04-15 09:07:38,749 INFO : Epoch=0006 complete, best val top1-acc=40.66%, top5-acc=70.71% (epoch=6), remaining_time=2:09:44.696782, arrival_time=2021-04-15 11:17:23.446141, cost_time=0:04:00.763816 2021-04-15 09:07:38,750 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 09:07:40,807 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.20ms, fps=1245 images/s, loss=1.8353, top1-acc=48.75%, top5-acc=81.05%, remaining_time=0:00:38.245692, arrival_time=2021-04-15 09:08:19.052654, cost_time=0:00:02.056222 2021-04-15 09:07:42,704 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.7976, top1-acc=49.77%, top5-acc=82.19%, remaining_time=0:00:34.794496, arrival_time=2021-04-15 09:08:17.499088, cost_time=0:00:03.953913 2021-04-15 09:07:44,609 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.20ms, fps=1344 images/s, loss=1.7904, top1-acc=50.08%, top5-acc=82.34%, remaining_time=0:00:32.421294, arrival_time=2021-04-15 09:08:17.031227, cost_time=0:00:05.859267 2021-04-15 09:07:46,512 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.31ms, fps=1346 images/s, loss=1.7815, top1-acc=50.09%, top5-acc=82.46%, remaining_time=0:00:30.271020, arrival_time=2021-04-15 09:08:16.783576, cost_time=0:00:07.761805 2021-04-15 09:07:48,410 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.7797, top1-acc=50.40%, top5-acc=82.34%, remaining_time=0:00:28.206762, arrival_time=2021-04-15 09:08:16.617280, cost_time=0:00:09.659844 2021-04-15 09:07:50,308 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=1.7845, top1-acc=50.33%, top5-acc=82.09%, remaining_time=0:00:26.197544, arrival_time=2021-04-15 09:08:16.505942, cost_time=0:00:11.557722 2021-04-15 09:07:52,206 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.7906, top1-acc=50.03%, top5-acc=82.05%, remaining_time=0:00:24.220980, arrival_time=2021-04-15 09:08:16.427789, cost_time=0:00:13.456086 2021-04-15 09:07:54,104 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=1.7895, top1-acc=50.12%, top5-acc=82.05%, remaining_time=0:00:22.262372, arrival_time=2021-04-15 09:08:16.366403, cost_time=0:00:15.353351 2021-04-15 09:07:56,001 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.7936, top1-acc=50.09%, top5-acc=81.87%, remaining_time=0:00:20.317974, arrival_time=2021-04-15 09:08:16.319762, cost_time=0:00:17.251107 2021-04-15 09:07:57,900 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=1.7927, top1-acc=50.21%, top5-acc=81.89%, remaining_time=0:00:18.383424, arrival_time=2021-04-15 09:08:16.283526, cost_time=0:00:19.149409 2021-04-15 09:07:59,798 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.7918, top1-acc=50.27%, top5-acc=81.92%, remaining_time=0:00:16.455498, arrival_time=2021-04-15 09:08:16.254046, cost_time=0:00:21.047728 2021-04-15 09:08:01,697 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.7874, top1-acc=50.36%, top5-acc=82.00%, remaining_time=0:00:14.532796, arrival_time=2021-04-15 09:08:16.230000, cost_time=0:00:22.946521 2021-04-15 09:08:03,594 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=1.7832, top1-acc=50.46%, top5-acc=82.12%, remaining_time=0:00:12.612798, arrival_time=2021-04-15 09:08:16.206863, cost_time=0:00:24.843392 2021-04-15 09:08:05,492 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=1.7823, top1-acc=50.49%, top5-acc=82.11%, remaining_time=0:00:10.696728, arrival_time=2021-04-15 09:08:16.189246, cost_time=0:00:26.741831 2021-04-15 09:08:07,390 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.7800, top1-acc=50.59%, top5-acc=82.15%, remaining_time=0:00:08.782826, arrival_time=2021-04-15 09:08:16.173155, cost_time=0:00:28.639650 2021-04-15 09:08:09,287 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.7780, top1-acc=50.69%, top5-acc=82.15%, remaining_time=0:00:06.870888, arrival_time=2021-04-15 09:08:16.158800, cost_time=0:00:30.537229 2021-04-15 09:08:11,186 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.7761, top1-acc=50.73%, top5-acc=82.19%, remaining_time=0:00:04.960774, arrival_time=2021-04-15 09:08:16.147357, cost_time=0:00:32.435854 2021-04-15 09:08:13,084 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.43ms, fps=1349 images/s, loss=1.7755, top1-acc=50.74%, top5-acc=82.15%, remaining_time=0:00:03.051904, arrival_time=2021-04-15 09:08:16.136449, cost_time=0:00:34.333853 2021-04-15 09:08:14,981 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.01ms, fps=1350 images/s, loss=1.7757, top1-acc=50.76%, top5-acc=82.18%, remaining_time=0:00:01.144128, arrival_time=2021-04-15 09:08:16.125538, cost_time=0:00:36.230745 2021-04-15 09:08:16,002 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.45ms, fps=1332 images/s, loss=1.7744, top1-acc=50.77%, top5-acc=82.20%, remaining_time=0:00:00, arrival_time=2021-04-15 09:08:16.002773, cost_time=0:00:37.252063 2021-04-15 09:08:16,707 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.17ms, fps=3642 images/s, loss=2.1787, top1-acc=41.95%, top5-acc=74.41%, remaining_time=0:00:02.108610, arrival_time=2021-04-15 09:08:18.815952, cost_time=0:00:00.702867 2021-04-15 09:08:17,293 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.15ms, fps=4367 images/s, loss=2.1927, top1-acc=41.93%, top5-acc=74.20%, remaining_time=0:00:01.289440, arrival_time=2021-04-15 09:08:18.583348, cost_time=0:00:01.289438 2021-04-15 09:08:17,882 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.30ms, fps=4356 images/s, loss=2.1744, top1-acc=42.10%, top5-acc=74.47%, remaining_time=0:00:00.625810, arrival_time=2021-04-15 09:08:18.507772, cost_time=0:00:01.877432 2021-04-15 09:08:18,419 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.05ms, fps=4317 images/s, loss=2.1515, top1-acc=41.90%, top5-acc=74.81%, remaining_time=0:00:00, arrival_time=2021-04-15 09:08:18.419735, cost_time=0:00:02.415267 2021-04-15 09:08:18,692 INFO : Epoch=0007 complete, best val top1-acc=41.90%, top5-acc=74.81% (epoch=7), remaining_time=2:08:59.500913, arrival_time=2021-04-15 11:17:18.193751, cost_time=0:04:40.707286 2021-04-15 09:08:18,694 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 09:08:20,765 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.25ms, fps=1236 images/s, loss=1.6177, top1-acc=53.98%, top5-acc=84.77%, remaining_time=0:00:38.523576, arrival_time=2021-04-15 09:08:59.288958, cost_time=0:00:02.071160 2021-04-15 09:08:22,672 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=1.6629, top1-acc=53.14%, top5-acc=84.20%, remaining_time=0:00:35.004464, arrival_time=2021-04-15 09:08:57.676470, cost_time=0:00:03.977785 2021-04-15 09:08:24,582 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=1.6526, top1-acc=53.53%, top5-acc=84.19%, remaining_time=0:00:32.582148, arrival_time=2021-04-15 09:08:57.164775, cost_time=0:00:05.888339 2021-04-15 09:08:26,493 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.20ms, fps=1340 images/s, loss=1.6616, top1-acc=53.19%, top5-acc=84.26%, remaining_time=0:00:30.418284, arrival_time=2021-04-15 09:08:56.912139, cost_time=0:00:07.799579 2021-04-15 09:08:28,403 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=1.6677, top1-acc=53.03%, top5-acc=84.06%, remaining_time=0:00:28.349550, arrival_time=2021-04-15 09:08:56.752542, cost_time=0:00:09.708769 2021-04-15 09:08:30,308 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.14ms, fps=1344 images/s, loss=1.6654, top1-acc=53.24%, top5-acc=84.14%, remaining_time=0:00:26.325792, arrival_time=2021-04-15 09:08:56.634394, cost_time=0:00:11.614292 2021-04-15 09:08:32,207 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.6639, top1-acc=53.30%, top5-acc=84.01%, remaining_time=0:00:24.323418, arrival_time=2021-04-15 09:08:56.530677, cost_time=0:00:13.513039 2021-04-15 09:08:34,108 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.33ms, fps=1347 images/s, loss=1.6615, top1-acc=53.25%, top5-acc=84.04%, remaining_time=0:00:22.350184, arrival_time=2021-04-15 09:08:56.458348, cost_time=0:00:15.413893 2021-04-15 09:08:36,007 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.6630, top1-acc=53.29%, top5-acc=83.90%, remaining_time=0:00:20.390796, arrival_time=2021-04-15 09:08:56.397969, cost_time=0:00:17.312937 2021-04-15 09:08:37,907 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.6677, top1-acc=53.12%, top5-acc=83.79%, remaining_time=0:00:18.444480, arrival_time=2021-04-15 09:08:56.351744, cost_time=0:00:19.212987 2021-04-15 09:08:39,805 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.6737, top1-acc=52.99%, top5-acc=83.60%, remaining_time=0:00:16.505378, arrival_time=2021-04-15 09:08:56.311126, cost_time=0:00:21.111531 2021-04-15 09:08:41,704 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.6769, top1-acc=52.97%, top5-acc=83.58%, remaining_time=0:00:14.573304, arrival_time=2021-04-15 09:08:56.278048, cost_time=0:00:23.010457 2021-04-15 09:08:43,602 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.6761, top1-acc=53.01%, top5-acc=83.61%, remaining_time=0:00:12.645798, arrival_time=2021-04-15 09:08:56.248450, cost_time=0:00:24.908428 2021-04-15 09:08:45,506 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.62ms, fps=1345 images/s, loss=1.6775, top1-acc=53.00%, top5-acc=83.60%, remaining_time=0:00:10.724728, arrival_time=2021-04-15 09:08:56.230728, cost_time=0:00:26.811774 2021-04-15 09:08:47,404 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.6783, top1-acc=52.98%, top5-acc=83.62%, remaining_time=0:00:08.804584, arrival_time=2021-04-15 09:08:56.209440, cost_time=0:00:28.710647 2021-04-15 09:08:49,302 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.6767, top1-acc=53.03%, top5-acc=83.63%, remaining_time=0:00:06.886836, arrival_time=2021-04-15 09:08:56.189208, cost_time=0:00:30.608156 2021-04-15 09:08:51,200 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.6800, top1-acc=52.90%, top5-acc=83.58%, remaining_time=0:00:04.971590, arrival_time=2021-04-15 09:08:56.172375, cost_time=0:00:32.506506 2021-04-15 09:08:53,098 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.6788, top1-acc=52.99%, top5-acc=83.59%, remaining_time=0:00:03.058144, arrival_time=2021-04-15 09:08:56.156490, cost_time=0:00:34.404124 2021-04-15 09:08:54,997 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.03ms, fps=1348 images/s, loss=1.6799, top1-acc=52.90%, top5-acc=83.55%, remaining_time=0:00:01.146414, arrival_time=2021-04-15 09:08:56.143700, cost_time=0:00:36.303076 2021-04-15 09:08:56,017 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.95ms, fps=1334 images/s, loss=1.6780, top1-acc=52.93%, top5-acc=83.58%, remaining_time=0:00:00, arrival_time=2021-04-15 09:08:56.017035, cost_time=0:00:37.322834 2021-04-15 09:08:56,717 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.31ms, fps=3663 images/s, loss=1.9998, top1-acc=45.35%, top5-acc=77.34%, remaining_time=0:00:02.096340, arrival_time=2021-04-15 09:08:58.813808, cost_time=0:00:00.698777 2021-04-15 09:08:57,307 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.26ms, fps=4340 images/s, loss=1.9856, top1-acc=45.94%, top5-acc=77.13%, remaining_time=0:00:01.288920, arrival_time=2021-04-15 09:08:58.596518, cost_time=0:00:01.288911 2021-04-15 09:08:57,897 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.24ms, fps=4345 images/s, loss=1.9944, top1-acc=46.22%, top5-acc=76.99%, remaining_time=0:00:00.626150, arrival_time=2021-04-15 09:08:58.523340, cost_time=0:00:01.878458 2021-04-15 09:08:58,437 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=2.0079, top1-acc=45.76%, top5-acc=76.90%, remaining_time=0:00:00, arrival_time=2021-04-15 09:08:58.437052, cost_time=0:00:02.418386 2021-04-15 09:08:58,698 INFO : Epoch=0008 complete, best val top1-acc=45.76%, top5-acc=76.90% (epoch=8), remaining_time=2:08:17.109888, arrival_time=2021-04-15 11:17:15.808354, cost_time=0:05:20.712916 2021-04-15 09:08:58,699 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 09:09:00,788 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.18ms, fps=1226 images/s, loss=1.5843, top1-acc=53.83%, top5-acc=85.23%, remaining_time=0:00:38.842752, arrival_time=2021-04-15 09:09:39.630915, cost_time=0:00:02.088325 2021-04-15 09:09:02,696 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.5688, top1-acc=55.59%, top5-acc=85.57%, remaining_time=0:00:35.169904, arrival_time=2021-04-15 09:09:37.866323, cost_time=0:00:03.996580 2021-04-15 09:09:04,606 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.21ms, fps=1340 images/s, loss=1.5708, top1-acc=55.43%, top5-acc=85.08%, remaining_time=0:00:32.684902, arrival_time=2021-04-15 09:09:37.291694, cost_time=0:00:05.906906 2021-04-15 09:09:06,514 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=1.5728, top1-acc=55.51%, top5-acc=85.09%, remaining_time=0:00:30.477096, arrival_time=2021-04-15 09:09:36.991556, cost_time=0:00:07.814624 2021-04-15 09:09:08,421 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.5679, top1-acc=55.84%, top5-acc=85.21%, remaining_time=0:00:28.388386, arrival_time=2021-04-15 09:09:36.810267, cost_time=0:00:09.722052 2021-04-15 09:09:10,331 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.26ms, fps=1341 images/s, loss=1.5737, top1-acc=55.55%, top5-acc=85.21%, remaining_time=0:00:26.364416, arrival_time=2021-04-15 09:09:36.695703, cost_time=0:00:11.631390 2021-04-15 09:09:12,239 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=1.5732, top1-acc=55.45%, top5-acc=85.31%, remaining_time=0:00:24.370794, arrival_time=2021-04-15 09:09:36.609963, cost_time=0:00:13.539340 2021-04-15 09:09:14,146 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=1.5763, top1-acc=55.44%, top5-acc=85.20%, remaining_time=0:00:22.397512, arrival_time=2021-04-15 09:09:36.543908, cost_time=0:00:15.446571 2021-04-15 09:09:16,058 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.25ms, fps=1339 images/s, loss=1.5817, top1-acc=55.33%, top5-acc=85.14%, remaining_time=0:00:20.444856, arrival_time=2021-04-15 09:09:36.503589, cost_time=0:00:17.358882 2021-04-15 09:09:17,967 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=1.5892, top1-acc=55.25%, top5-acc=84.98%, remaining_time=0:00:18.496992, arrival_time=2021-04-15 09:09:36.464607, cost_time=0:00:19.267724 2021-04-15 09:09:19,875 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=1.5910, top1-acc=55.07%, top5-acc=84.98%, remaining_time=0:00:16.555430, arrival_time=2021-04-15 09:09:36.430851, cost_time=0:00:21.175598 2021-04-15 09:09:21,783 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.5865, top1-acc=55.26%, top5-acc=85.07%, remaining_time=0:00:14.619588, arrival_time=2021-04-15 09:09:36.402988, cost_time=0:00:23.083563 2021-04-15 09:09:23,691 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.5891, top1-acc=55.18%, top5-acc=85.03%, remaining_time=0:00:12.688170, arrival_time=2021-04-15 09:09:36.379871, cost_time=0:00:24.991871 2021-04-15 09:09:25,601 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=1.5913, top1-acc=55.13%, top5-acc=84.99%, remaining_time=0:00:10.760512, arrival_time=2021-04-15 09:09:36.361660, cost_time=0:00:26.901321 2021-04-15 09:09:27,510 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=1.5943, top1-acc=55.04%, top5-acc=84.90%, remaining_time=0:00:08.835174, arrival_time=2021-04-15 09:09:36.345310, cost_time=0:00:28.810314 2021-04-15 09:09:29,419 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.24ms, fps=1341 images/s, loss=1.5958, top1-acc=55.02%, top5-acc=84.86%, remaining_time=0:00:06.911892, arrival_time=2021-04-15 09:09:36.331250, cost_time=0:00:30.719464 2021-04-15 09:09:31,327 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.5954, top1-acc=55.05%, top5-acc=84.93%, remaining_time=0:00:04.990154, arrival_time=2021-04-15 09:09:36.317962, cost_time=0:00:32.627984 2021-04-15 09:09:33,235 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.5946, top1-acc=55.02%, top5-acc=84.96%, remaining_time=0:00:03.069856, arrival_time=2021-04-15 09:09:36.305619, cost_time=0:00:34.535888 2021-04-15 09:09:35,144 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.11ms, fps=1341 images/s, loss=1.5941, top1-acc=55.02%, top5-acc=84.95%, remaining_time=0:00:01.150890, arrival_time=2021-04-15 09:09:36.295630, cost_time=0:00:36.444922 2021-04-15 09:09:36,170 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.97ms, fps=1326 images/s, loss=1.5940, top1-acc=54.99%, top5-acc=84.98%, remaining_time=0:00:00, arrival_time=2021-04-15 09:09:36.170907, cost_time=0:00:37.471092 2021-04-15 09:09:36,870 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=3670 images/s, loss=1.8580, top1-acc=48.95%, top5-acc=80.31%, remaining_time=0:00:02.092440, arrival_time=2021-04-15 09:09:38.962462, cost_time=0:00:00.697482 2021-04-15 09:09:37,456 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.15ms, fps=4366 images/s, loss=1.8353, top1-acc=48.87%, top5-acc=81.04%, remaining_time=0:00:01.284120, arrival_time=2021-04-15 09:09:38.740756, cost_time=0:00:01.284112 2021-04-15 09:09:38,043 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.25ms, fps=4362 images/s, loss=1.8386, top1-acc=48.89%, top5-acc=80.73%, remaining_time=0:00:00.623760, arrival_time=2021-04-15 09:09:38.667552, cost_time=0:00:01.871274 2021-04-15 09:09:38,583 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=1.8450, top1-acc=48.77%, top5-acc=80.94%, remaining_time=0:00:00, arrival_time=2021-04-15 09:09:38.583113, cost_time=0:00:02.410597 2021-04-15 09:09:38,849 INFO : Epoch=0009 complete, best val top1-acc=48.77%, top5-acc=80.94% (epoch=9), remaining_time=2:07:38.337910, arrival_time=2021-04-15 11:17:17.187541, cost_time=0:06:00.864087 2021-04-15 09:09:38,850 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 09:09:40,940 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.40ms, fps=1225 images/s, loss=1.5201, top1-acc=55.43%, top5-acc=87.30%, remaining_time=0:00:38.859678, arrival_time=2021-04-15 09:10:19.799920, cost_time=0:00:02.089234 2021-04-15 09:09:42,848 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=1.5021, top1-acc=56.23%, top5-acc=86.76%, remaining_time=0:00:35.175536, arrival_time=2021-04-15 09:10:18.023699, cost_time=0:00:03.997224 2021-04-15 09:09:44,755 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.5178, top1-acc=56.30%, top5-acc=86.41%, remaining_time=0:00:32.671788, arrival_time=2021-04-15 09:10:17.427270, cost_time=0:00:05.904549 2021-04-15 09:09:46,665 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.27ms, fps=1340 images/s, loss=1.5144, top1-acc=56.46%, top5-acc=86.55%, remaining_time=0:00:30.477252, arrival_time=2021-04-15 09:10:17.142864, cost_time=0:00:07.814665 2021-04-15 09:09:48,574 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.5160, top1-acc=56.63%, top5-acc=86.61%, remaining_time=0:00:28.393204, arrival_time=2021-04-15 09:10:16.967919, cost_time=0:00:09.723709 2021-04-15 09:09:50,481 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=1.5175, top1-acc=56.73%, top5-acc=86.53%, remaining_time=0:00:26.363600, arrival_time=2021-04-15 09:10:16.845551, cost_time=0:00:11.631023 2021-04-15 09:09:52,392 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.23ms, fps=1340 images/s, loss=1.5130, top1-acc=56.95%, top5-acc=86.57%, remaining_time=0:00:24.374952, arrival_time=2021-04-15 09:10:16.767536, cost_time=0:00:13.541651 2021-04-15 09:09:54,293 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=1.5137, top1-acc=56.89%, top5-acc=86.60%, remaining_time=0:00:22.390900, arrival_time=2021-04-15 09:10:16.683884, cost_time=0:00:15.441990 2021-04-15 09:09:56,192 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.5136, top1-acc=56.82%, top5-acc=86.55%, remaining_time=0:00:20.424610, arrival_time=2021-04-15 09:10:16.617200, cost_time=0:00:17.341659 2021-04-15 09:09:58,094 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.33ms, fps=1346 images/s, loss=1.5142, top1-acc=56.89%, top5-acc=86.54%, remaining_time=0:00:18.473760, arrival_time=2021-04-15 09:10:16.568171, cost_time=0:00:19.243483 2021-04-15 09:09:59,996 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.65ms, fps=1346 images/s, loss=1.5172, top1-acc=56.91%, top5-acc=86.50%, remaining_time=0:00:16.532038, arrival_time=2021-04-15 09:10:16.528624, cost_time=0:00:21.145602 2021-04-15 09:10:01,895 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.5196, top1-acc=56.87%, top5-acc=86.42%, remaining_time=0:00:14.594736, arrival_time=2021-04-15 09:10:16.489953, cost_time=0:00:23.044281 2021-04-15 09:10:03,793 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.5210, top1-acc=56.82%, top5-acc=86.43%, remaining_time=0:00:12.662958, arrival_time=2021-04-15 09:10:16.456041, cost_time=0:00:24.942153 2021-04-15 09:10:05,690 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.5210, top1-acc=56.83%, top5-acc=86.38%, remaining_time=0:00:10.735928, arrival_time=2021-04-15 09:10:16.426726, cost_time=0:00:26.839844 2021-04-15 09:10:07,588 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.5242, top1-acc=56.77%, top5-acc=86.29%, remaining_time=0:00:08.812864, arrival_time=2021-04-15 09:10:16.401361, cost_time=0:00:28.737556 2021-04-15 09:10:09,487 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.5255, top1-acc=56.70%, top5-acc=86.23%, remaining_time=0:00:06.893136, arrival_time=2021-04-15 09:10:16.380360, cost_time=0:00:30.636233 2021-04-15 09:10:11,385 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.5257, top1-acc=56.63%, top5-acc=86.25%, remaining_time=0:00:04.975828, arrival_time=2021-04-15 09:10:16.360995, cost_time=0:00:32.534241 2021-04-15 09:10:13,282 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.44ms, fps=1349 images/s, loss=1.5297, top1-acc=56.50%, top5-acc=86.16%, remaining_time=0:00:03.060608, arrival_time=2021-04-15 09:10:16.343391, cost_time=0:00:34.431850 2021-04-15 09:10:15,179 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=0.99ms, fps=1350 images/s, loss=1.5283, top1-acc=56.53%, top5-acc=86.16%, remaining_time=0:00:01.147230, arrival_time=2021-04-15 09:10:16.327034, cost_time=0:00:36.328887 2021-04-15 09:10:16,198 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=1.5276, top1-acc=56.53%, top5-acc=86.16%, remaining_time=0:00:00, arrival_time=2021-04-15 09:10:16.198936, cost_time=0:00:37.348016 2021-04-15 09:10:16,909 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=3.60ms, fps=3610 images/s, loss=1.8878, top1-acc=49.45%, top5-acc=79.22%, remaining_time=0:00:02.127150, arrival_time=2021-04-15 09:10:19.036798, cost_time=0:00:00.709050 2021-04-15 09:10:17,496 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.29ms, fps=4365 images/s, loss=1.8797, top1-acc=48.96%, top5-acc=79.59%, remaining_time=0:00:01.296020, arrival_time=2021-04-15 09:10:18.792586, cost_time=0:00:01.296011 2021-04-15 09:10:18,088 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.34ms, fps=4332 images/s, loss=1.8795, top1-acc=48.63%, top5-acc=79.58%, remaining_time=0:00:00.629090, arrival_time=2021-04-15 09:10:18.717035, cost_time=0:00:01.887284 2021-04-15 09:10:18,627 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=1.8917, top1-acc=48.46%, top5-acc=79.45%, remaining_time=0:00:00, arrival_time=2021-04-15 09:10:18.627467, cost_time=0:00:02.426930 2021-04-15 09:10:18,752 INFO : Epoch=0010 complete, best val top1-acc=48.77%, top5-acc=80.94% (epoch=9), remaining_time=2:06:54.580410, arrival_time=2021-04-15 11:17:13.333346, cost_time=0:06:40.767388 2021-04-15 09:10:18,754 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 09:10:20,810 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.76ms, fps=1245 images/s, loss=1.4462, top1-acc=58.91%, top5-acc=87.77%, remaining_time=0:00:38.237880, arrival_time=2021-04-15 09:10:59.048014, cost_time=0:00:02.055795 2021-04-15 09:10:22,707 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.4599, top1-acc=58.20%, top5-acc=87.32%, remaining_time=0:00:34.790096, arrival_time=2021-04-15 09:10:57.497851, cost_time=0:00:03.953419 2021-04-15 09:10:24,611 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.33ms, fps=1345 images/s, loss=1.4594, top1-acc=58.07%, top5-acc=87.42%, remaining_time=0:00:32.410338, arrival_time=2021-04-15 09:10:57.022051, cost_time=0:00:05.857297 2021-04-15 09:10:26,511 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=1.4696, top1-acc=57.97%, top5-acc=86.87%, remaining_time=0:00:30.251988, arrival_time=2021-04-15 09:10:56.763305, cost_time=0:00:07.756913 2021-04-15 09:10:28,412 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=1.4597, top1-acc=58.12%, top5-acc=87.11%, remaining_time=0:00:28.202528, arrival_time=2021-04-15 09:10:56.615251, cost_time=0:00:09.658375 2021-04-15 09:10:30,311 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.4615, top1-acc=58.12%, top5-acc=87.17%, remaining_time=0:00:26.195640, arrival_time=2021-04-15 09:10:56.506931, cost_time=0:00:11.556875 2021-04-15 09:10:32,210 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.4631, top1-acc=58.03%, top5-acc=87.17%, remaining_time=0:00:24.220098, arrival_time=2021-04-15 09:10:56.430094, cost_time=0:00:13.455642 2021-04-15 09:10:34,111 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.36ms, fps=1347 images/s, loss=1.4633, top1-acc=58.10%, top5-acc=87.16%, remaining_time=0:00:22.267128, arrival_time=2021-04-15 09:10:56.378114, cost_time=0:00:15.356637 2021-04-15 09:10:36,009 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.4671, top1-acc=57.99%, top5-acc=87.05%, remaining_time=0:00:20.322850, arrival_time=2021-04-15 09:10:56.332448, cost_time=0:00:17.255258 2021-04-15 09:10:37,909 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=1.4683, top1-acc=58.12%, top5-acc=86.97%, remaining_time=0:00:18.388608, arrival_time=2021-04-15 09:10:56.297801, cost_time=0:00:19.154801 2021-04-15 09:10:39,807 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.4713, top1-acc=57.95%, top5-acc=87.00%, remaining_time=0:00:16.459626, arrival_time=2021-04-15 09:10:56.266936, cost_time=0:00:21.052969 2021-04-15 09:10:41,706 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.35ms, fps=1348 images/s, loss=1.4735, top1-acc=57.87%, top5-acc=86.98%, remaining_time=0:00:14.536292, arrival_time=2021-04-15 09:10:56.242712, cost_time=0:00:22.952080 2021-04-15 09:10:43,604 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=1.4728, top1-acc=57.86%, top5-acc=86.97%, remaining_time=0:00:12.616164, arrival_time=2021-04-15 09:10:56.220587, cost_time=0:00:24.850080 2021-04-15 09:10:45,503 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.48ms, fps=1348 images/s, loss=1.4765, top1-acc=57.76%, top5-acc=86.91%, remaining_time=0:00:10.699696, arrival_time=2021-04-15 09:10:56.203296, cost_time=0:00:26.749259 2021-04-15 09:10:47,401 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.4790, top1-acc=57.68%, top5-acc=86.91%, remaining_time=0:00:08.785126, arrival_time=2021-04-15 09:10:56.186571, cost_time=0:00:28.647092 2021-04-15 09:10:49,299 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.4823, top1-acc=57.62%, top5-acc=86.86%, remaining_time=0:00:06.872652, arrival_time=2021-04-15 09:10:56.172097, cost_time=0:00:30.545094 2021-04-15 09:10:51,209 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.34ms, fps=1341 images/s, loss=1.4851, top1-acc=57.56%, top5-acc=86.84%, remaining_time=0:00:04.963686, arrival_time=2021-04-15 09:10:56.172891, cost_time=0:00:32.454803 2021-04-15 09:10:53,107 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.4847, top1-acc=57.55%, top5-acc=86.85%, remaining_time=0:00:03.053584, arrival_time=2021-04-15 09:10:56.160672, cost_time=0:00:34.352750 2021-04-15 09:10:55,006 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.4867, top1-acc=57.54%, top5-acc=86.86%, remaining_time=0:00:01.144788, arrival_time=2021-04-15 09:10:56.150780, cost_time=0:00:36.251659 2021-04-15 09:10:56,025 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=1.4849, top1-acc=57.55%, top5-acc=86.89%, remaining_time=0:00:00, arrival_time=2021-04-15 09:10:56.025312, cost_time=0:00:37.270990 2021-04-15 09:10:56,722 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.25ms, fps=3682 images/s, loss=1.7965, top1-acc=50.94%, top5-acc=81.87%, remaining_time=0:00:02.085750, arrival_time=2021-04-15 09:10:58.807934, cost_time=0:00:00.695254 2021-04-15 09:10:57,308 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.25ms, fps=4372 images/s, loss=1.7851, top1-acc=50.86%, top5-acc=81.54%, remaining_time=0:00:01.281160, arrival_time=2021-04-15 09:10:58.589230, cost_time=0:00:01.281166 2021-04-15 09:10:57,894 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.31ms, fps=4370 images/s, loss=1.7895, top1-acc=50.94%, top5-acc=81.20%, remaining_time=0:00:00.622420, arrival_time=2021-04-15 09:10:58.516587, cost_time=0:00:01.867247 2021-04-15 09:10:58,431 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.7896, top1-acc=51.11%, top5-acc=81.15%, remaining_time=0:00:00, arrival_time=2021-04-15 09:10:58.431020, cost_time=0:00:02.404126 2021-04-15 09:10:58,647 INFO : Epoch=0011 complete, best val top1-acc=51.11%, top5-acc=81.15% (epoch=11), remaining_time=2:06:11.373831, arrival_time=2021-04-15 11:17:10.021338, cost_time=0:07:20.661965 2021-04-15 09:10:58,648 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 09:11:00,703 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.18ms, fps=1246 images/s, loss=1.4063, top1-acc=60.00%, top5-acc=88.44%, remaining_time=0:00:38.217792, arrival_time=2021-04-15 09:11:38.921342, cost_time=0:00:02.054717 2021-04-15 09:11:02,602 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=1.4175, top1-acc=59.63%, top5-acc=88.26%, remaining_time=0:00:34.787984, arrival_time=2021-04-15 09:11:37.389993, cost_time=0:00:03.953186 2021-04-15 09:11:04,500 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.41ms, fps=1349 images/s, loss=1.4162, top1-acc=59.74%, top5-acc=88.29%, remaining_time=0:00:32.379462, arrival_time=2021-04-15 09:11:36.879998, cost_time=0:00:05.851712 2021-04-15 09:11:06,398 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.4326, top1-acc=58.75%, top5-acc=87.81%, remaining_time=0:00:30.223908, arrival_time=2021-04-15 09:11:36.622440, cost_time=0:00:07.749721 2021-04-15 09:11:08,296 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=1.4278, top1-acc=59.12%, top5-acc=87.82%, remaining_time=0:00:28.172452, arrival_time=2021-04-15 09:11:36.469351, cost_time=0:00:09.648090 2021-04-15 09:11:10,194 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.4221, top1-acc=59.31%, top5-acc=87.75%, remaining_time=0:00:26.171024, arrival_time=2021-04-15 09:11:36.365857, cost_time=0:00:11.546019 2021-04-15 09:11:12,093 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.4205, top1-acc=59.40%, top5-acc=87.77%, remaining_time=0:00:24.199938, arrival_time=2021-04-15 09:11:36.293194, cost_time=0:00:13.444440 2021-04-15 09:11:13,991 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.10ms, fps=1349 images/s, loss=1.4283, top1-acc=59.10%, top5-acc=87.67%, remaining_time=0:00:22.246364, arrival_time=2021-04-15 09:11:36.237491, cost_time=0:00:15.342302 2021-04-15 09:11:15,890 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=1.4311, top1-acc=59.04%, top5-acc=87.59%, remaining_time=0:00:20.306526, arrival_time=2021-04-15 09:11:36.196769, cost_time=0:00:17.241430 2021-04-15 09:11:17,788 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.4313, top1-acc=58.97%, top5-acc=87.64%, remaining_time=0:00:18.374016, arrival_time=2021-04-15 09:11:36.162476, cost_time=0:00:19.139649 2021-04-15 09:11:19,687 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.4294, top1-acc=58.98%, top5-acc=87.60%, remaining_time=0:00:16.448188, arrival_time=2021-04-15 09:11:36.135335, cost_time=0:00:21.038333 2021-04-15 09:11:21,585 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.4305, top1-acc=59.01%, top5-acc=87.53%, remaining_time=0:00:14.526412, arrival_time=2021-04-15 09:11:36.111660, cost_time=0:00:22.936433 2021-04-15 09:11:23,484 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.41ms, fps=1348 images/s, loss=1.4343, top1-acc=58.96%, top5-acc=87.50%, remaining_time=0:00:12.608970, arrival_time=2021-04-15 09:11:36.093650, cost_time=0:00:24.835807 2021-04-15 09:11:25,382 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.4408, top1-acc=58.90%, top5-acc=87.38%, remaining_time=0:00:10.693536, arrival_time=2021-04-15 09:11:36.076191, cost_time=0:00:26.733836 2021-04-15 09:11:27,280 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=1.4435, top1-acc=58.84%, top5-acc=87.36%, remaining_time=0:00:08.780480, arrival_time=2021-04-15 09:11:36.061358, cost_time=0:00:28.632046 2021-04-15 09:11:29,178 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.4423, top1-acc=58.84%, top5-acc=87.40%, remaining_time=0:00:06.869196, arrival_time=2021-04-15 09:11:36.047804, cost_time=0:00:30.529791 2021-04-15 09:11:31,077 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=1.4423, top1-acc=58.87%, top5-acc=87.39%, remaining_time=0:00:04.959656, arrival_time=2021-04-15 09:11:36.037043, cost_time=0:00:32.428572 2021-04-15 09:11:32,974 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.4435, top1-acc=58.83%, top5-acc=87.36%, remaining_time=0:00:03.051200, arrival_time=2021-04-15 09:11:36.025953, cost_time=0:00:34.325941 2021-04-15 09:11:34,872 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.4428, top1-acc=58.80%, top5-acc=87.40%, remaining_time=0:00:01.143912, arrival_time=2021-04-15 09:11:36.016592, cost_time=0:00:36.223876 2021-04-15 09:11:35,892 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.94ms, fps=1334 images/s, loss=1.4446, top1-acc=58.80%, top5-acc=87.37%, remaining_time=0:00:00, arrival_time=2021-04-15 09:11:35.892675, cost_time=0:00:37.243866 2021-04-15 09:11:36,599 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.31ms, fps=3628 images/s, loss=1.8496, top1-acc=49.10%, top5-acc=79.14%, remaining_time=0:00:02.116800, arrival_time=2021-04-15 09:11:38.716692, cost_time=0:00:00.705601 2021-04-15 09:11:37,185 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.19ms, fps=4377 images/s, loss=1.8211, top1-acc=50.29%, top5-acc=80.12%, remaining_time=0:00:01.290780, arrival_time=2021-04-15 09:11:38.475838, cost_time=0:00:01.290779 2021-04-15 09:11:37,772 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.17ms, fps=4357 images/s, loss=1.8226, top1-acc=50.31%, top5-acc=80.33%, remaining_time=0:00:00.626220, arrival_time=2021-04-15 09:11:38.399147, cost_time=0:00:01.878663 2021-04-15 09:11:38,309 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.8046, top1-acc=50.50%, top5-acc=80.50%, remaining_time=0:00:00, arrival_time=2021-04-15 09:11:38.309327, cost_time=0:00:02.415055 2021-04-15 09:11:38,466 INFO : Epoch=0012 complete, best val top1-acc=51.11%, top5-acc=81.15% (epoch=11), remaining_time=2:05:27.541244, arrival_time=2021-04-15 11:17:06.008127, cost_time=0:08:00.481356 2021-04-15 09:11:38,468 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 09:11:40,528 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.09ms, fps=1243 images/s, loss=1.3960, top1-acc=59.73%, top5-acc=88.83%, remaining_time=0:00:38.313954, arrival_time=2021-04-15 09:12:18.841936, cost_time=0:00:02.059891 2021-04-15 09:11:42,438 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=1.3808, top1-acc=60.23%, top5-acc=88.98%, remaining_time=0:00:34.936704, arrival_time=2021-04-15 09:12:17.375023, cost_time=0:00:03.970086 2021-04-15 09:11:44,349 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.20ms, fps=1340 images/s, loss=1.3832, top1-acc=60.00%, top5-acc=88.83%, remaining_time=0:00:32.542308, arrival_time=2021-04-15 09:12:16.891546, cost_time=0:00:05.881143 2021-04-15 09:11:46,256 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.3882, top1-acc=59.88%, top5-acc=88.57%, remaining_time=0:00:30.375852, arrival_time=2021-04-15 09:12:16.632622, cost_time=0:00:07.788673 2021-04-15 09:11:48,164 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=1.3852, top1-acc=60.03%, top5-acc=88.70%, remaining_time=0:00:28.312466, arrival_time=2021-04-15 09:12:16.476597, cost_time=0:00:09.696035 2021-04-15 09:11:50,073 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=1.3902, top1-acc=59.97%, top5-acc=88.53%, remaining_time=0:00:26.304848, arrival_time=2021-04-15 09:12:16.378103, cost_time=0:00:11.605107 2021-04-15 09:11:51,981 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=1.3915, top1-acc=59.96%, top5-acc=88.45%, remaining_time=0:00:24.323166, arrival_time=2021-04-15 09:12:16.304150, cost_time=0:00:13.512890 2021-04-15 09:11:53,888 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.3989, top1-acc=59.91%, top5-acc=88.33%, remaining_time=0:00:22.360044, arrival_time=2021-04-15 09:12:16.248904, cost_time=0:00:15.420725 2021-04-15 09:11:55,799 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.26ms, fps=1340 images/s, loss=1.3986, top1-acc=59.84%, top5-acc=88.30%, remaining_time=0:00:20.412844, arrival_time=2021-04-15 09:12:16.212597, cost_time=0:00:17.331670 2021-04-15 09:11:57,709 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=1.3988, top1-acc=59.89%, top5-acc=88.22%, remaining_time=0:00:18.471552, arrival_time=2021-04-15 09:12:16.180898, cost_time=0:00:19.241201 2021-04-15 09:11:59,617 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.14ms, fps=1342 images/s, loss=1.3986, top1-acc=59.87%, top5-acc=88.23%, remaining_time=0:00:16.534704, arrival_time=2021-04-15 09:12:16.151878, cost_time=0:00:21.149083 2021-04-15 09:12:01,525 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.3978, top1-acc=59.98%, top5-acc=88.18%, remaining_time=0:00:14.602716, arrival_time=2021-04-15 09:12:16.127782, cost_time=0:00:23.056977 2021-04-15 09:12:03,434 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.20ms, fps=1341 images/s, loss=1.3989, top1-acc=59.94%, top5-acc=88.09%, remaining_time=0:00:12.675168, arrival_time=2021-04-15 09:12:16.109460, cost_time=0:00:24.966183 2021-04-15 09:12:05,342 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.4002, top1-acc=59.90%, top5-acc=88.07%, remaining_time=0:00:10.749704, arrival_time=2021-04-15 09:12:16.092101, cost_time=0:00:26.874299 2021-04-15 09:12:07,251 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=1.4019, top1-acc=59.89%, top5-acc=88.04%, remaining_time=0:00:08.826710, arrival_time=2021-04-15 09:12:16.077730, cost_time=0:00:28.782809 2021-04-15 09:12:09,159 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=1.4028, top1-acc=59.93%, top5-acc=88.01%, remaining_time=0:00:06.905556, arrival_time=2021-04-15 09:12:16.065071, cost_time=0:00:30.691429 2021-04-15 09:12:11,066 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=1.4022, top1-acc=59.94%, top5-acc=88.04%, remaining_time=0:00:04.985682, arrival_time=2021-04-15 09:12:16.052418, cost_time=0:00:32.598636 2021-04-15 09:12:12,974 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.4044, top1-acc=59.85%, top5-acc=88.03%, remaining_time=0:00:03.067248, arrival_time=2021-04-15 09:12:16.041823, cost_time=0:00:34.506471 2021-04-15 09:12:14,882 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.03ms, fps=1342 images/s, loss=1.4068, top1-acc=59.81%, top5-acc=87.95%, remaining_time=0:00:01.149936, arrival_time=2021-04-15 09:12:16.032661, cost_time=0:00:36.414647 2021-04-15 09:12:15,904 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.97ms, fps=1332 images/s, loss=1.4086, top1-acc=59.80%, top5-acc=87.90%, remaining_time=0:00:00, arrival_time=2021-04-15 09:12:15.904424, cost_time=0:00:37.436345 2021-04-15 09:12:16,610 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.99ms, fps=3634 images/s, loss=1.7371, top1-acc=51.95%, top5-acc=82.58%, remaining_time=0:00:02.113170, arrival_time=2021-04-15 09:12:18.723612, cost_time=0:00:00.704392 2021-04-15 09:12:17,196 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.19ms, fps=4373 images/s, loss=1.7423, top1-acc=52.01%, top5-acc=81.76%, remaining_time=0:00:01.290060, arrival_time=2021-04-15 09:12:18.486162, cost_time=0:00:01.290064 2021-04-15 09:12:17,782 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.22ms, fps=4371 images/s, loss=1.7347, top1-acc=52.01%, top5-acc=81.95%, remaining_time=0:00:00.625330, arrival_time=2021-04-15 09:12:18.407361, cost_time=0:00:01.876003 2021-04-15 09:12:18,318 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.7468, top1-acc=51.76%, top5-acc=82.05%, remaining_time=0:00:00, arrival_time=2021-04-15 09:12:18.318862, cost_time=0:00:02.412840 2021-04-15 09:12:18,565 INFO : Epoch=0013 complete, best val top1-acc=51.76%, top5-acc=82.05% (epoch=13), remaining_time=2:04:48.339265, arrival_time=2021-04-15 11:17:06.904541, cost_time=0:08:40.579736 2021-04-15 09:12:18,566 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 09:12:20,636 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.18ms, fps=1237 images/s, loss=1.3759, top1-acc=61.60%, top5-acc=88.52%, remaining_time=0:00:38.493630, arrival_time=2021-04-15 09:12:59.129822, cost_time=0:00:02.069554 2021-04-15 09:12:22,543 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.3657, top1-acc=61.80%, top5-acc=88.63%, remaining_time=0:00:34.998480, arrival_time=2021-04-15 09:12:57.542145, cost_time=0:00:03.977097 2021-04-15 09:12:24,450 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=1.3388, top1-acc=62.07%, top5-acc=89.04%, remaining_time=0:00:32.560070, arrival_time=2021-04-15 09:12:57.010977, cost_time=0:00:05.884341 2021-04-15 09:12:26,360 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.3314, top1-acc=62.09%, top5-acc=89.21%, remaining_time=0:00:30.397380, arrival_time=2021-04-15 09:12:56.758202, cost_time=0:00:07.794188 2021-04-15 09:12:28,268 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.3382, top1-acc=61.83%, top5-acc=89.10%, remaining_time=0:00:28.329694, arrival_time=2021-04-15 09:12:56.598274, cost_time=0:00:09.701973 2021-04-15 09:12:30,175 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=1.3405, top1-acc=61.71%, top5-acc=89.10%, remaining_time=0:00:26.313280, arrival_time=2021-04-15 09:12:56.488628, cost_time=0:00:11.608778 2021-04-15 09:12:32,083 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=1.3388, top1-acc=61.62%, top5-acc=89.15%, remaining_time=0:00:24.329844, arrival_time=2021-04-15 09:12:56.412975, cost_time=0:00:13.516553 2021-04-15 09:12:33,994 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.14ms, fps=1340 images/s, loss=1.3427, top1-acc=61.42%, top5-acc=89.05%, remaining_time=0:00:22.369672, arrival_time=2021-04-15 09:12:56.363691, cost_time=0:00:15.427384 2021-04-15 09:12:35,900 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=1.3503, top1-acc=61.23%, top5-acc=88.92%, remaining_time=0:00:20.415494, arrival_time=2021-04-15 09:12:56.316000, cost_time=0:00:17.333923 2021-04-15 09:12:37,807 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=1.3536, top1-acc=61.11%, top5-acc=88.87%, remaining_time=0:00:18.471648, arrival_time=2021-04-15 09:12:56.279533, cost_time=0:00:19.241318 2021-04-15 09:12:39,715 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.3550, top1-acc=61.11%, top5-acc=88.82%, remaining_time=0:00:16.534704, arrival_time=2021-04-15 09:12:56.250347, cost_time=0:00:21.149054 2021-04-15 09:12:41,622 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=1.3606, top1-acc=60.95%, top5-acc=88.77%, remaining_time=0:00:14.602336, arrival_time=2021-04-15 09:12:56.225183, cost_time=0:00:23.056273 2021-04-15 09:12:43,530 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.3633, top1-acc=60.97%, top5-acc=88.70%, remaining_time=0:00:12.674244, arrival_time=2021-04-15 09:12:56.205191, cost_time=0:00:24.964371 2021-04-15 09:12:45,440 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=1.3674, top1-acc=60.86%, top5-acc=88.56%, remaining_time=0:00:10.749368, arrival_time=2021-04-15 09:12:56.189459, cost_time=0:00:26.873445 2021-04-15 09:12:47,347 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.3690, top1-acc=60.78%, top5-acc=88.55%, remaining_time=0:00:08.826250, arrival_time=2021-04-15 09:12:56.174064, cost_time=0:00:28.781246 2021-04-15 09:12:49,254 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=1.3712, top1-acc=60.73%, top5-acc=88.44%, remaining_time=0:00:06.904872, arrival_time=2021-04-15 09:12:56.159722, cost_time=0:00:30.688283 2021-04-15 09:12:51,162 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.3718, top1-acc=60.70%, top5-acc=88.46%, remaining_time=0:00:04.985214, arrival_time=2021-04-15 09:12:56.147390, cost_time=0:00:32.595594 2021-04-15 09:12:53,070 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=1.3699, top1-acc=60.79%, top5-acc=88.46%, remaining_time=0:00:03.066992, arrival_time=2021-04-15 09:12:56.137246, cost_time=0:00:34.503690 2021-04-15 09:12:54,977 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=1.3721, top1-acc=60.80%, top5-acc=88.40%, remaining_time=0:00:01.149828, arrival_time=2021-04-15 09:12:56.127625, cost_time=0:00:36.411231 2021-04-15 09:12:56,004 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.99ms, fps=1326 images/s, loss=1.3751, top1-acc=60.73%, top5-acc=88.34%, remaining_time=0:00:00, arrival_time=2021-04-15 09:12:56.003970, cost_time=0:00:37.437419 2021-04-15 09:12:56,703 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=2.04ms, fps=3669 images/s, loss=1.7370, top1-acc=51.76%, top5-acc=82.34%, remaining_time=0:00:02.093280, arrival_time=2021-04-15 09:12:58.796614, cost_time=0:00:00.697760 2021-04-15 09:12:57,288 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.43ms, fps=4374 images/s, loss=1.7591, top1-acc=51.05%, top5-acc=82.48%, remaining_time=0:00:01.283320, arrival_time=2021-04-15 09:12:58.572189, cost_time=0:00:01.283315 2021-04-15 09:12:57,874 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.10ms, fps=4371 images/s, loss=1.7582, top1-acc=51.38%, top5-acc=82.37%, remaining_time=0:00:00.623100, arrival_time=2021-04-15 09:12:58.497976, cost_time=0:00:01.869314 2021-04-15 09:12:58,411 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.7289, top1-acc=51.71%, top5-acc=82.55%, remaining_time=0:00:00, arrival_time=2021-04-15 09:12:58.411780, cost_time=0:00:02.406237 2021-04-15 09:12:58,527 INFO : Epoch=0014 complete, best val top1-acc=51.76%, top5-acc=82.05% (epoch=13), remaining_time=2:04:07.201920, arrival_time=2021-04-15 11:17:05.729526, cost_time=0:09:20.542073 2021-04-15 09:12:58,528 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 09:13:00,587 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.27ms, fps=1244 images/s, loss=1.3664, top1-acc=61.33%, top5-acc=88.20%, remaining_time=0:00:38.286426, arrival_time=2021-04-15 09:13:38.873736, cost_time=0:00:02.058408 2021-04-15 09:13:02,485 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.3627, top1-acc=60.88%, top5-acc=88.50%, remaining_time=0:00:34.821248, arrival_time=2021-04-15 09:13:37.307059, cost_time=0:00:03.956963 2021-04-15 09:13:04,383 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.3359, top1-acc=61.46%, top5-acc=89.10%, remaining_time=0:00:32.394900, arrival_time=2021-04-15 09:13:36.778237, cost_time=0:00:05.854502 2021-04-15 09:13:06,283 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.78ms, fps=1348 images/s, loss=1.3226, top1-acc=61.97%, top5-acc=89.30%, remaining_time=0:00:30.241536, arrival_time=2021-04-15 09:13:36.524687, cost_time=0:00:07.754254 2021-04-15 09:13:08,182 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.3181, top1-acc=62.06%, top5-acc=89.29%, remaining_time=0:00:28.187782, arrival_time=2021-04-15 09:13:36.369957, cost_time=0:00:09.653338 2021-04-15 09:13:10,080 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.3282, top1-acc=61.78%, top5-acc=89.11%, remaining_time=0:00:26.183400, arrival_time=2021-04-15 09:13:36.263714, cost_time=0:00:11.551483 2021-04-15 09:13:11,978 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.3267, top1-acc=61.81%, top5-acc=89.11%, remaining_time=0:00:24.210018, arrival_time=2021-04-15 09:13:36.188883, cost_time=0:00:13.450032 2021-04-15 09:13:13,878 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.79ms, fps=1348 images/s, loss=1.3280, top1-acc=61.66%, top5-acc=89.20%, remaining_time=0:00:22.256224, arrival_time=2021-04-15 09:13:36.134205, cost_time=0:00:15.349091 2021-04-15 09:13:15,776 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.3276, top1-acc=61.53%, top5-acc=89.24%, remaining_time=0:00:20.314370, arrival_time=2021-04-15 09:13:36.091284, cost_time=0:00:17.248084 2021-04-15 09:13:17,674 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.3327, top1-acc=61.48%, top5-acc=89.13%, remaining_time=0:00:18.380160, arrival_time=2021-04-15 09:13:36.054978, cost_time=0:00:19.145984 2021-04-15 09:13:19,572 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.3364, top1-acc=61.39%, top5-acc=89.04%, remaining_time=0:00:16.452574, arrival_time=2021-04-15 09:13:36.025426, cost_time=0:00:21.044012 2021-04-15 09:13:21,471 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=1.3389, top1-acc=61.28%, top5-acc=88.97%, remaining_time=0:00:14.530288, arrival_time=2021-04-15 09:13:36.001712, cost_time=0:00:22.942595 2021-04-15 09:13:23,372 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=1.3453, top1-acc=61.23%, top5-acc=88.91%, remaining_time=0:00:12.612996, arrival_time=2021-04-15 09:13:35.985630, cost_time=0:00:24.843788 2021-04-15 09:13:25,278 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=1.3462, top1-acc=61.28%, top5-acc=88.88%, remaining_time=0:00:10.699976, arrival_time=2021-04-15 09:13:35.978759, cost_time=0:00:26.749871 2021-04-15 09:13:27,176 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.3482, top1-acc=61.30%, top5-acc=88.83%, remaining_time=0:00:08.785402, arrival_time=2021-04-15 09:13:35.962239, cost_time=0:00:28.648004 2021-04-15 09:13:29,073 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=1.3529, top1-acc=61.18%, top5-acc=88.77%, remaining_time=0:00:06.872616, arrival_time=2021-04-15 09:13:35.946468, cost_time=0:00:30.545013 2021-04-15 09:13:30,972 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.3532, top1-acc=61.11%, top5-acc=88.76%, remaining_time=0:00:04.961918, arrival_time=2021-04-15 09:13:35.934128, cost_time=0:00:32.443354 2021-04-15 09:13:32,870 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.3532, top1-acc=61.06%, top5-acc=88.76%, remaining_time=0:00:03.052576, arrival_time=2021-04-15 09:13:35.922912, cost_time=0:00:34.341503 2021-04-15 09:13:34,768 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=0.97ms, fps=1349 images/s, loss=1.3584, top1-acc=60.97%, top5-acc=88.69%, remaining_time=0:00:01.144416, arrival_time=2021-04-15 09:13:35.913154, cost_time=0:00:36.239902 2021-04-15 09:13:35,787 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=1.3585, top1-acc=60.95%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-15 09:13:35.787893, cost_time=0:00:37.259072 2021-04-15 09:13:36,484 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=2.12ms, fps=3682 images/s, loss=1.8716, top1-acc=49.02%, top5-acc=80.31%, remaining_time=0:00:02.085570, arrival_time=2021-04-15 09:13:38.570244, cost_time=0:00:00.695189 2021-04-15 09:13:37,071 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.08ms, fps=4362 images/s, loss=1.8856, top1-acc=48.85%, top5-acc=79.98%, remaining_time=0:00:01.282300, arrival_time=2021-04-15 09:13:38.354090, cost_time=0:00:01.282305 2021-04-15 09:13:37,659 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.23ms, fps=4360 images/s, loss=1.8579, top1-acc=49.48%, top5-acc=80.39%, remaining_time=0:00:00.623260, arrival_time=2021-04-15 09:13:38.282561, cost_time=0:00:01.869777 2021-04-15 09:13:38,199 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=1.8561, top1-acc=49.72%, top5-acc=80.70%, remaining_time=0:00:00, arrival_time=2021-04-15 09:13:38.199017, cost_time=0:00:02.409541 2021-04-15 09:13:38,330 INFO : Epoch=0015 complete, best val top1-acc=51.76%, top5-acc=82.05% (epoch=13), remaining_time=2:03:24.256110, arrival_time=2021-04-15 11:17:02.586769, cost_time=0:10:00.345086 2021-04-15 09:13:38,332 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 09:13:40,401 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.26ms, fps=1238 images/s, loss=1.3012, top1-acc=62.50%, top5-acc=90.66%, remaining_time=0:00:38.473170, arrival_time=2021-04-15 09:14:18.874226, cost_time=0:00:02.068452 2021-04-15 09:13:42,298 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.3235, top1-acc=62.01%, top5-acc=89.57%, remaining_time=0:00:34.900800, arrival_time=2021-04-15 09:14:17.199371, cost_time=0:00:03.965992 2021-04-15 09:13:44,200 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.36ms, fps=1347 images/s, loss=1.3323, top1-acc=61.87%, top5-acc=89.35%, remaining_time=0:00:32.465782, arrival_time=2021-04-15 09:14:16.665732, cost_time=0:00:05.867301 2021-04-15 09:13:46,097 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=1.3172, top1-acc=62.29%, top5-acc=89.62%, remaining_time=0:00:30.281940, arrival_time=2021-04-15 09:14:16.379124, cost_time=0:00:07.764606 2021-04-15 09:13:47,995 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.3207, top1-acc=62.11%, top5-acc=89.59%, remaining_time=0:00:28.214792, arrival_time=2021-04-15 09:14:16.209990, cost_time=0:00:09.662614 2021-04-15 09:13:49,892 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.3220, top1-acc=61.97%, top5-acc=89.50%, remaining_time=0:00:26.203528, arrival_time=2021-04-15 09:14:16.096462, cost_time=0:00:11.560354 2021-04-15 09:13:51,792 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.3296, top1-acc=61.77%, top5-acc=89.37%, remaining_time=0:00:24.227784, arrival_time=2021-04-15 09:14:16.020301, cost_time=0:00:13.459869 2021-04-15 09:13:53,689 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=1.3382, top1-acc=61.59%, top5-acc=89.08%, remaining_time=0:00:22.268056, arrival_time=2021-04-15 09:14:15.957897, cost_time=0:00:15.357265 2021-04-15 09:13:55,587 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.3362, top1-acc=61.65%, top5-acc=89.06%, remaining_time=0:00:20.322850, arrival_time=2021-04-15 09:14:15.910676, cost_time=0:00:17.255235 2021-04-15 09:13:57,485 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=1.3349, top1-acc=61.61%, top5-acc=89.06%, remaining_time=0:00:18.387168, arrival_time=2021-04-15 09:14:15.873065, cost_time=0:00:19.153318 2021-04-15 09:13:59,384 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.3336, top1-acc=61.67%, top5-acc=89.08%, remaining_time=0:00:16.458422, arrival_time=2021-04-15 09:14:15.842582, cost_time=0:00:21.051516 2021-04-15 09:14:01,281 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.3362, top1-acc=61.53%, top5-acc=89.06%, remaining_time=0:00:14.534544, arrival_time=2021-04-15 09:14:15.816354, cost_time=0:00:22.949224 2021-04-15 09:14:03,180 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.3350, top1-acc=61.58%, top5-acc=89.15%, remaining_time=0:00:12.614844, arrival_time=2021-04-15 09:14:15.794855, cost_time=0:00:24.847396 2021-04-15 09:14:05,078 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.3395, top1-acc=61.42%, top5-acc=89.10%, remaining_time=0:00:10.698408, arrival_time=2021-04-15 09:14:15.777069, cost_time=0:00:26.746079 2021-04-15 09:14:06,975 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=1.3403, top1-acc=61.42%, top5-acc=89.12%, remaining_time=0:00:08.783976, arrival_time=2021-04-15 09:14:15.759894, cost_time=0:00:28.643334 2021-04-15 09:14:08,875 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.3418, top1-acc=61.37%, top5-acc=89.07%, remaining_time=0:00:06.872112, arrival_time=2021-04-15 09:14:15.747438, cost_time=0:00:30.542678 2021-04-15 09:14:10,773 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.3407, top1-acc=61.33%, top5-acc=89.15%, remaining_time=0:00:04.961476, arrival_time=2021-04-15 09:14:15.734501, cost_time=0:00:32.440443 2021-04-15 09:14:12,670 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.3434, top1-acc=61.24%, top5-acc=89.13%, remaining_time=0:00:03.052272, arrival_time=2021-04-15 09:14:15.722997, cost_time=0:00:34.338141 2021-04-15 09:14:14,569 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.00ms, fps=1348 images/s, loss=1.3439, top1-acc=61.22%, top5-acc=89.13%, remaining_time=0:00:01.144326, arrival_time=2021-04-15 09:14:15.713868, cost_time=0:00:36.236965 2021-04-15 09:14:15,589 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.03ms, fps=1335 images/s, loss=1.3424, top1-acc=61.22%, top5-acc=89.16%, remaining_time=0:00:00, arrival_time=2021-04-15 09:14:15.588969, cost_time=0:00:37.256398 2021-04-15 09:14:16,293 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=2.36ms, fps=3644 images/s, loss=1.6829, top1-acc=53.63%, top5-acc=82.97%, remaining_time=0:00:02.107830, arrival_time=2021-04-15 09:14:18.401024, cost_time=0:00:00.702607 2021-04-15 09:14:16,879 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.12ms, fps=4369 images/s, loss=1.6648, top1-acc=53.77%, top5-acc=83.50%, remaining_time=0:00:01.288800, arrival_time=2021-04-15 09:14:18.168203, cost_time=0:00:01.288810 2021-04-15 09:14:17,469 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.33ms, fps=4341 images/s, loss=1.6479, top1-acc=54.19%, top5-acc=83.80%, remaining_time=0:00:00.626270, arrival_time=2021-04-15 09:14:18.095644, cost_time=0:00:01.878796 2021-04-15 09:14:18,006 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.6477, top1-acc=54.50%, top5-acc=83.61%, remaining_time=0:00:00, arrival_time=2021-04-15 09:14:18.006545, cost_time=0:00:02.415978 2021-04-15 09:14:18,313 INFO : Epoch=0016 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=2:02:43.772736, arrival_time=2021-04-15 11:17:02.086344, cost_time=0:10:40.328060 2021-04-15 09:14:18,314 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 09:14:20,372 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.23ms, fps=1244 images/s, loss=1.2807, top1-acc=63.75%, top5-acc=89.77%, remaining_time=0:00:38.261502, arrival_time=2021-04-15 09:14:58.633558, cost_time=0:00:02.057067 2021-04-15 09:14:22,273 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.31ms, fps=1347 images/s, loss=1.2819, top1-acc=63.54%, top5-acc=89.71%, remaining_time=0:00:34.836032, arrival_time=2021-04-15 09:14:57.109578, cost_time=0:00:03.958635 2021-04-15 09:14:24,173 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=1.2896, top1-acc=62.75%, top5-acc=89.61%, remaining_time=0:00:32.419136, arrival_time=2021-04-15 09:14:56.592920, cost_time=0:00:05.858883 2021-04-15 09:14:26,074 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=1.2838, top1-acc=62.94%, top5-acc=89.77%, remaining_time=0:00:30.260724, arrival_time=2021-04-15 09:14:56.334877, cost_time=0:00:07.759169 2021-04-15 09:14:27,973 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.2862, top1-acc=62.79%, top5-acc=89.64%, remaining_time=0:00:28.203404, arrival_time=2021-04-15 09:14:56.177034, cost_time=0:00:09.658722 2021-04-15 09:14:29,871 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.49ms, fps=1349 images/s, loss=1.2913, top1-acc=62.79%, top5-acc=89.63%, remaining_time=0:00:26.194824, arrival_time=2021-04-15 09:14:56.066275, cost_time=0:00:11.556528 2021-04-15 09:14:31,774 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.22ms, fps=1346 images/s, loss=1.2970, top1-acc=62.63%, top5-acc=89.50%, remaining_time=0:00:24.226902, arrival_time=2021-04-15 09:14:56.001247, cost_time=0:00:13.459371 2021-04-15 09:14:33,672 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.2921, top1-acc=62.74%, top5-acc=89.66%, remaining_time=0:00:22.268172, arrival_time=2021-04-15 09:14:55.940453, cost_time=0:00:15.357371 2021-04-15 09:14:35,570 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.2940, top1-acc=62.70%, top5-acc=89.74%, remaining_time=0:00:20.322744, arrival_time=2021-04-15 09:14:55.892813, cost_time=0:00:17.255166 2021-04-15 09:14:37,469 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.37ms, fps=1348 images/s, loss=1.2987, top1-acc=62.65%, top5-acc=89.64%, remaining_time=0:00:18.387936, arrival_time=2021-04-15 09:14:55.856959, cost_time=0:00:19.154114 2021-04-15 09:14:39,368 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.3036, top1-acc=62.41%, top5-acc=89.58%, remaining_time=0:00:16.459970, arrival_time=2021-04-15 09:14:55.828430, cost_time=0:00:21.053485 2021-04-15 09:14:41,266 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=1.3088, top1-acc=62.32%, top5-acc=89.44%, remaining_time=0:00:14.535760, arrival_time=2021-04-15 09:14:55.801881, cost_time=0:00:22.951215 2021-04-15 09:14:43,163 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.3075, top1-acc=62.39%, top5-acc=89.48%, remaining_time=0:00:12.615636, arrival_time=2021-04-15 09:14:55.779587, cost_time=0:00:24.849045 2021-04-15 09:14:45,073 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.36ms, fps=1341 images/s, loss=1.3116, top1-acc=62.28%, top5-acc=89.39%, remaining_time=0:00:10.703560, arrival_time=2021-04-15 09:14:55.777352, cost_time=0:00:26.758881 2021-04-15 09:14:46,972 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.3143, top1-acc=62.15%, top5-acc=89.40%, remaining_time=0:00:08.788208, arrival_time=2021-04-15 09:14:55.760287, cost_time=0:00:28.657167 2021-04-15 09:14:48,870 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=1.3130, top1-acc=62.14%, top5-acc=89.41%, remaining_time=0:00:06.874956, arrival_time=2021-04-15 09:14:55.745260, cost_time=0:00:30.555394 2021-04-15 09:14:50,769 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.3120, top1-acc=62.19%, top5-acc=89.40%, remaining_time=0:00:04.963608, arrival_time=2021-04-15 09:14:55.732958, cost_time=0:00:32.454365 2021-04-15 09:14:52,667 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.3156, top1-acc=62.06%, top5-acc=89.37%, remaining_time=0:00:03.053536, arrival_time=2021-04-15 09:14:55.720737, cost_time=0:00:34.352286 2021-04-15 09:14:54,566 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=1.3148, top1-acc=62.03%, top5-acc=89.36%, remaining_time=0:00:01.144788, arrival_time=2021-04-15 09:14:55.711426, cost_time=0:00:36.251687 2021-04-15 09:14:55,586 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.11ms, fps=1334 images/s, loss=1.3188, top1-acc=61.99%, top5-acc=89.28%, remaining_time=0:00:00, arrival_time=2021-04-15 09:14:55.586401, cost_time=0:00:37.271501 2021-04-15 09:14:56,291 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.31ms, fps=3639 images/s, loss=1.8149, top1-acc=49.53%, top5-acc=81.95%, remaining_time=0:00:02.110290, arrival_time=2021-04-15 09:14:58.401791, cost_time=0:00:00.703433 2021-04-15 09:14:56,878 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.46ms, fps=4361 images/s, loss=1.8044, top1-acc=50.47%, top5-acc=82.19%, remaining_time=0:00:01.290820, arrival_time=2021-04-15 09:14:58.169691, cost_time=0:00:01.290811 2021-04-15 09:14:57,471 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.24ms, fps=4323 images/s, loss=1.7905, top1-acc=50.66%, top5-acc=82.12%, remaining_time=0:00:00.627780, arrival_time=2021-04-15 09:14:58.099169, cost_time=0:00:01.883328 2021-04-15 09:14:58,010 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.05ms, fps=4305 images/s, loss=1.7847, top1-acc=50.77%, top5-acc=82.01%, remaining_time=0:00:00, arrival_time=2021-04-15 09:14:58.010552, cost_time=0:00:02.422502 2021-04-15 09:14:58,166 INFO : Epoch=0017 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=2:02:01.944009, arrival_time=2021-04-15 11:17:00.110147, cost_time=0:11:20.180595 2021-04-15 09:14:58,167 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 09:15:00,222 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.30ms, fps=1246 images/s, loss=1.2559, top1-acc=63.59%, top5-acc=89.84%, remaining_time=0:00:38.213700, arrival_time=2021-04-15 09:15:38.435669, cost_time=0:00:02.054504 2021-04-15 09:15:02,120 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2843, top1-acc=62.95%, top5-acc=89.84%, remaining_time=0:00:34.783936, arrival_time=2021-04-15 09:15:36.904052, cost_time=0:00:03.952728 2021-04-15 09:15:04,019 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.2905, top1-acc=62.57%, top5-acc=89.93%, remaining_time=0:00:32.379130, arrival_time=2021-04-15 09:15:36.398180, cost_time=0:00:05.851645 2021-04-15 09:15:05,921 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.20ms, fps=1346 images/s, loss=1.2876, top1-acc=62.81%, top5-acc=89.77%, remaining_time=0:00:30.242004, arrival_time=2021-04-15 09:15:36.163823, cost_time=0:00:07.754361 2021-04-15 09:15:07,819 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.32ms, fps=1350 images/s, loss=1.2868, top1-acc=62.87%, top5-acc=89.77%, remaining_time=0:00:28.183256, arrival_time=2021-04-15 09:15:36.002448, cost_time=0:00:09.651794 2021-04-15 09:15:09,716 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=1.2916, top1-acc=62.69%, top5-acc=89.81%, remaining_time=0:00:26.177552, arrival_time=2021-04-15 09:15:35.893868, cost_time=0:00:11.548931 2021-04-15 09:15:11,622 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.15ms, fps=1343 images/s, loss=1.2934, top1-acc=62.68%, top5-acc=89.65%, remaining_time=0:00:24.218712, arrival_time=2021-04-15 09:15:35.840926, cost_time=0:00:13.454818 2021-04-15 09:15:13,521 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2958, top1-acc=62.62%, top5-acc=89.60%, remaining_time=0:00:22.262604, arrival_time=2021-04-15 09:15:35.783583, cost_time=0:00:15.353519 2021-04-15 09:15:15,418 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.2920, top1-acc=62.68%, top5-acc=89.70%, remaining_time=0:00:20.318186, arrival_time=2021-04-15 09:15:35.736859, cost_time=0:00:17.251276 2021-04-15 09:15:17,316 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2941, top1-acc=62.72%, top5-acc=89.59%, remaining_time=0:00:18.383232, arrival_time=2021-04-15 09:15:35.699850, cost_time=0:00:19.149230 2021-04-15 09:15:19,214 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2987, top1-acc=62.62%, top5-acc=89.55%, remaining_time=0:00:16.455240, arrival_time=2021-04-15 09:15:35.670038, cost_time=0:00:21.047393 2021-04-15 09:15:21,112 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.3080, top1-acc=62.36%, top5-acc=89.43%, remaining_time=0:00:14.531884, arrival_time=2021-04-15 09:15:35.644403, cost_time=0:00:22.945122 2021-04-15 09:15:23,010 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.3087, top1-acc=62.33%, top5-acc=89.41%, remaining_time=0:00:12.612666, arrival_time=2021-04-15 09:15:35.623152, cost_time=0:00:24.843098 2021-04-15 09:15:24,909 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.3115, top1-acc=62.24%, top5-acc=89.37%, remaining_time=0:00:10.696616, arrival_time=2021-04-15 09:15:35.605565, cost_time=0:00:26.741487 2021-04-15 09:15:26,806 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=1.3137, top1-acc=62.20%, top5-acc=89.35%, remaining_time=0:00:08.782596, arrival_time=2021-04-15 09:15:35.588865, cost_time=0:00:28.638879 2021-04-15 09:15:28,705 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.49ms, fps=1348 images/s, loss=1.3146, top1-acc=62.24%, top5-acc=89.37%, remaining_time=0:00:06.870996, arrival_time=2021-04-15 09:15:35.576136, cost_time=0:00:30.537749 2021-04-15 09:15:30,602 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.3142, top1-acc=62.24%, top5-acc=89.33%, remaining_time=0:00:04.960696, arrival_time=2021-04-15 09:15:35.563379, cost_time=0:00:32.435295 2021-04-15 09:15:32,500 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.3149, top1-acc=62.20%, top5-acc=89.33%, remaining_time=0:00:03.051808, arrival_time=2021-04-15 09:15:35.552124, cost_time=0:00:34.332928 2021-04-15 09:15:34,398 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=1.3151, top1-acc=62.18%, top5-acc=89.31%, remaining_time=0:00:01.144134, arrival_time=2021-04-15 09:15:35.542464, cost_time=0:00:36.230957 2021-04-15 09:15:35,417 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=1.3193, top1-acc=62.13%, top5-acc=89.27%, remaining_time=0:00:00, arrival_time=2021-04-15 09:15:35.417243, cost_time=0:00:37.249866 2021-04-15 09:15:36,120 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.22ms, fps=3650 images/s, loss=1.9562, top1-acc=48.32%, top5-acc=79.26%, remaining_time=0:00:02.103810, arrival_time=2021-04-15 09:15:38.223987, cost_time=0:00:00.701267 2021-04-15 09:15:36,712 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=2.07ms, fps=4328 images/s, loss=1.9212, top1-acc=49.59%, top5-acc=79.57%, remaining_time=0:00:01.293140, arrival_time=2021-04-15 09:15:38.005174, cost_time=0:00:01.293136 2021-04-15 09:15:37,304 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.27ms, fps=4324 images/s, loss=1.9294, top1-acc=49.08%, top5-acc=79.24%, remaining_time=0:00:00.628520, arrival_time=2021-04-15 09:15:37.933053, cost_time=0:00:01.885560 2021-04-15 09:15:37,852 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.05ms, fps=4235 images/s, loss=1.9659, top1-acc=48.65%, top5-acc=78.86%, remaining_time=0:00:00, arrival_time=2021-04-15 09:15:37.852795, cost_time=0:00:02.433896 2021-04-15 09:15:38,007 INFO : Epoch=0018 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=2:01:20.221130, arrival_time=2021-04-15 11:16:58.228550, cost_time=0:12:00.021862 2021-04-15 09:15:38,008 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 09:15:40,077 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.22ms, fps=1237 images/s, loss=1.3397, top1-acc=61.09%, top5-acc=89.61%, remaining_time=0:00:38.481168, arrival_time=2021-04-15 09:16:18.559083, cost_time=0:00:02.068883 2021-04-15 09:15:41,975 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.3020, top1-acc=62.46%, top5-acc=89.73%, remaining_time=0:00:34.904672, arrival_time=2021-04-15 09:16:16.880154, cost_time=0:00:03.966442 2021-04-15 09:15:43,878 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.30ms, fps=1345 images/s, loss=1.2978, top1-acc=62.36%, top5-acc=89.73%, remaining_time=0:00:32.478066, arrival_time=2021-04-15 09:16:16.356727, cost_time=0:00:05.869535 2021-04-15 09:15:45,778 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.2940, top1-acc=62.55%, top5-acc=89.70%, remaining_time=0:00:30.301596, arrival_time=2021-04-15 09:16:16.080362, cost_time=0:00:07.769636 2021-04-15 09:15:47,677 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.2900, top1-acc=62.70%, top5-acc=89.78%, remaining_time=0:00:28.230852, arrival_time=2021-04-15 09:16:15.907999, cost_time=0:00:09.668107 2021-04-15 09:15:49,575 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.2896, top1-acc=62.64%, top5-acc=89.92%, remaining_time=0:00:26.216856, arrival_time=2021-04-15 09:16:15.792139, cost_time=0:00:11.566239 2021-04-15 09:15:51,474 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.2843, top1-acc=62.86%, top5-acc=90.06%, remaining_time=0:00:24.236982, arrival_time=2021-04-15 09:16:15.711004, cost_time=0:00:13.464984 2021-04-15 09:15:53,373 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.2866, top1-acc=62.75%, top5-acc=90.07%, remaining_time=0:00:22.278148, arrival_time=2021-04-15 09:16:15.651469, cost_time=0:00:15.364205 2021-04-15 09:15:55,271 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2843, top1-acc=62.87%, top5-acc=90.05%, remaining_time=0:00:20.331754, arrival_time=2021-04-15 09:16:15.603612, cost_time=0:00:17.262831 2021-04-15 09:15:57,170 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.2833, top1-acc=62.91%, top5-acc=90.00%, remaining_time=0:00:18.394464, arrival_time=2021-04-15 09:16:15.564430, cost_time=0:00:19.160938 2021-04-15 09:15:59,069 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=1.2827, top1-acc=62.88%, top5-acc=90.02%, remaining_time=0:00:16.465388, arrival_time=2021-04-15 09:16:15.534786, cost_time=0:00:21.060356 2021-04-15 09:16:00,967 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.2854, top1-acc=62.88%, top5-acc=89.92%, remaining_time=0:00:14.540624, arrival_time=2021-04-15 09:16:15.508500, cost_time=0:00:22.958835 2021-04-15 09:16:02,866 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2834, top1-acc=62.88%, top5-acc=89.93%, remaining_time=0:00:12.619926, arrival_time=2021-04-15 09:16:15.486572, cost_time=0:00:24.857425 2021-04-15 09:16:04,765 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.2861, top1-acc=62.78%, top5-acc=89.92%, remaining_time=0:00:10.702608, arrival_time=2021-04-15 09:16:15.468237, cost_time=0:00:26.756589 2021-04-15 09:16:06,663 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.2896, top1-acc=62.70%, top5-acc=89.88%, remaining_time=0:00:08.787426, arrival_time=2021-04-15 09:16:15.451185, cost_time=0:00:28.654722 2021-04-15 09:16:08,562 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.2916, top1-acc=62.68%, top5-acc=89.82%, remaining_time=0:00:06.874488, arrival_time=2021-04-15 09:16:15.436787, cost_time=0:00:30.553253 2021-04-15 09:16:10,460 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.2923, top1-acc=62.63%, top5-acc=89.82%, remaining_time=0:00:04.963088, arrival_time=2021-04-15 09:16:15.423065, cost_time=0:00:32.450945 2021-04-15 09:16:12,357 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2978, top1-acc=62.54%, top5-acc=89.73%, remaining_time=0:00:03.053216, arrival_time=2021-04-15 09:16:15.410853, cost_time=0:00:34.348590 2021-04-15 09:16:14,256 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=1.2993, top1-acc=62.50%, top5-acc=89.73%, remaining_time=0:00:01.144644, arrival_time=2021-04-15 09:16:15.400818, cost_time=0:00:36.247150 2021-04-15 09:16:15,275 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.04ms, fps=1334 images/s, loss=1.3031, top1-acc=62.46%, top5-acc=89.66%, remaining_time=0:00:00, arrival_time=2021-04-15 09:16:15.275856, cost_time=0:00:37.266833 2021-04-15 09:16:15,991 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.17ms, fps=3584 images/s, loss=1.8413, top1-acc=50.47%, top5-acc=79.84%, remaining_time=0:00:02.143110, arrival_time=2021-04-15 09:16:18.134976, cost_time=0:00:00.714366 2021-04-15 09:16:16,578 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.26ms, fps=4365 images/s, loss=1.8139, top1-acc=50.78%, top5-acc=80.96%, remaining_time=0:00:01.301160, arrival_time=2021-04-15 09:16:17.879823, cost_time=0:00:01.301156 2021-04-15 09:16:17,167 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.21ms, fps=4352 images/s, loss=1.8307, top1-acc=50.49%, top5-acc=80.89%, remaining_time=0:00:00.629910, arrival_time=2021-04-15 09:16:17.797120, cost_time=0:00:01.889717 2021-04-15 09:16:17,704 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.05ms, fps=4317 images/s, loss=1.8153, top1-acc=50.55%, top5-acc=80.83%, remaining_time=0:00:00, arrival_time=2021-04-15 09:16:17.704938, cost_time=0:00:02.427452 2021-04-15 09:16:17,836 INFO : Epoch=0019 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=2:00:38.583675, arrival_time=2021-04-15 11:16:56.420540, cost_time=0:12:39.851331 2021-04-15 09:16:17,837 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 09:16:19,880 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.13ms, fps=1254 images/s, loss=1.3070, top1-acc=61.87%, top5-acc=89.65%, remaining_time=0:00:37.984362, arrival_time=2021-04-15 09:16:57.864669, cost_time=0:00:02.042166 2021-04-15 09:16:21,778 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.2799, top1-acc=63.09%, top5-acc=90.25%, remaining_time=0:00:34.677632, arrival_time=2021-04-15 09:16:56.456340, cost_time=0:00:03.940635 2021-04-15 09:16:23,680 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.18ms, fps=1346 images/s, loss=1.2636, top1-acc=63.62%, top5-acc=90.21%, remaining_time=0:00:32.329994, arrival_time=2021-04-15 09:16:56.010843, cost_time=0:00:05.842775 2021-04-15 09:16:25,580 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.2562, top1-acc=63.78%, top5-acc=90.28%, remaining_time=0:00:30.196452, arrival_time=2021-04-15 09:16:55.777282, cost_time=0:00:07.742692 2021-04-15 09:16:27,479 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=1.2567, top1-acc=63.52%, top5-acc=90.41%, remaining_time=0:00:28.152012, arrival_time=2021-04-15 09:16:55.631196, cost_time=0:00:09.641116 2021-04-15 09:16:29,380 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=1.2616, top1-acc=63.46%, top5-acc=90.39%, remaining_time=0:00:26.162320, arrival_time=2021-04-15 09:16:55.542596, cost_time=0:00:11.542195 2021-04-15 09:16:31,279 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.2602, top1-acc=63.61%, top5-acc=90.33%, remaining_time=0:00:24.195024, arrival_time=2021-04-15 09:16:55.474815, cost_time=0:00:13.441712 2021-04-15 09:16:33,180 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=1.2636, top1-acc=63.55%, top5-acc=90.39%, remaining_time=0:00:22.245668, arrival_time=2021-04-15 09:16:55.425677, cost_time=0:00:15.341859 2021-04-15 09:16:35,077 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.2621, top1-acc=63.61%, top5-acc=90.38%, remaining_time=0:00:20.304724, arrival_time=2021-04-15 09:16:55.382665, cost_time=0:00:17.239881 2021-04-15 09:16:36,974 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=1.2684, top1-acc=63.38%, top5-acc=90.25%, remaining_time=0:00:18.371328, arrival_time=2021-04-15 09:16:55.346176, cost_time=0:00:19.136781 2021-04-15 09:16:38,874 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=1.2695, top1-acc=63.38%, top5-acc=90.14%, remaining_time=0:00:16.446296, arrival_time=2021-04-15 09:16:55.320321, cost_time=0:00:21.035939 2021-04-15 09:16:40,772 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.2721, top1-acc=63.37%, top5-acc=90.06%, remaining_time=0:00:14.525348, arrival_time=2021-04-15 09:16:55.298158, cost_time=0:00:22.934734 2021-04-15 09:16:42,672 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=1.2716, top1-acc=63.42%, top5-acc=90.11%, remaining_time=0:00:12.607980, arrival_time=2021-04-15 09:16:55.279957, cost_time=0:00:24.833899 2021-04-15 09:16:44,576 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.20ms, fps=1344 images/s, loss=1.2764, top1-acc=63.23%, top5-acc=90.03%, remaining_time=0:00:10.695328, arrival_time=2021-04-15 09:16:55.271819, cost_time=0:00:26.738329 2021-04-15 09:16:46,475 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2795, top1-acc=63.12%, top5-acc=89.94%, remaining_time=0:00:08.782044, arrival_time=2021-04-15 09:16:55.257242, cost_time=0:00:28.637137 2021-04-15 09:16:48,373 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2810, top1-acc=63.05%, top5-acc=89.93%, remaining_time=0:00:06.870456, arrival_time=2021-04-15 09:16:55.243822, cost_time=0:00:30.535300 2021-04-15 09:16:50,272 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.2880, top1-acc=62.83%, top5-acc=89.86%, remaining_time=0:00:04.960514, arrival_time=2021-04-15 09:16:55.232690, cost_time=0:00:32.434098 2021-04-15 09:16:52,169 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.2913, top1-acc=62.74%, top5-acc=89.77%, remaining_time=0:00:03.051696, arrival_time=2021-04-15 09:16:55.221312, cost_time=0:00:34.331539 2021-04-15 09:16:54,068 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.02ms, fps=1349 images/s, loss=1.2902, top1-acc=62.77%, top5-acc=89.77%, remaining_time=0:00:01.144110, arrival_time=2021-04-15 09:16:55.212352, cost_time=0:00:36.230187 2021-04-15 09:16:55,087 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=1.2922, top1-acc=62.71%, top5-acc=89.77%, remaining_time=0:00:00, arrival_time=2021-04-15 09:16:55.087683, cost_time=0:00:37.249627 2021-04-15 09:16:55,791 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.29ms, fps=3645 images/s, loss=1.9568, top1-acc=46.48%, top5-acc=79.65%, remaining_time=0:00:02.107050, arrival_time=2021-04-15 09:16:57.898726, cost_time=0:00:00.702348 2021-04-15 09:16:56,385 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.23ms, fps=4311 images/s, loss=1.9822, top1-acc=46.25%, top5-acc=79.28%, remaining_time=0:00:01.296420, arrival_time=2021-04-15 09:16:57.682262, cost_time=0:00:01.296418 2021-04-15 09:16:56,976 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.50ms, fps=4339 images/s, loss=2.0182, top1-acc=45.64%, top5-acc=78.24%, remaining_time=0:00:00.629000, arrival_time=2021-04-15 09:16:57.605541, cost_time=0:00:01.886996 2021-04-15 09:16:57,517 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.06ms, fps=4295 images/s, loss=2.0258, top1-acc=45.78%, top5-acc=78.28%, remaining_time=0:00:00, arrival_time=2021-04-15 09:16:57.517286, cost_time=0:00:02.427951 2021-04-15 09:16:57,650 INFO : Epoch=0020 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:59:56.986620, arrival_time=2021-04-15 11:16:54.637355, cost_time=0:13:19.665188 2021-04-15 09:16:57,652 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 09:16:59,707 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.14ms, fps=1246 images/s, loss=1.2873, top1-acc=61.21%, top5-acc=90.00%, remaining_time=0:00:38.221326, arrival_time=2021-04-15 09:17:37.928357, cost_time=0:00:02.054911 2021-04-15 09:17:01,605 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.3046, top1-acc=61.48%, top5-acc=89.71%, remaining_time=0:00:34.787984, arrival_time=2021-04-15 09:17:36.393282, cost_time=0:00:03.953181 2021-04-15 09:17:03,506 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.38ms, fps=1347 images/s, loss=1.2860, top1-acc=62.01%, top5-acc=90.17%, remaining_time=0:00:32.392078, arrival_time=2021-04-15 09:17:35.898255, cost_time=0:00:05.853979 2021-04-15 09:17:05,410 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.18ms, fps=1345 images/s, loss=1.2630, top1-acc=62.94%, top5-acc=90.42%, remaining_time=0:00:30.256044, arrival_time=2021-04-15 09:17:35.666193, cost_time=0:00:07.757953 2021-04-15 09:17:07,308 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2590, top1-acc=63.08%, top5-acc=90.43%, remaining_time=0:00:28.195812, arrival_time=2021-04-15 09:17:35.504059, cost_time=0:00:09.656120 2021-04-15 09:17:09,206 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2652, top1-acc=62.69%, top5-acc=90.32%, remaining_time=0:00:26.189248, arrival_time=2021-04-15 09:17:35.395418, cost_time=0:00:11.554053 2021-04-15 09:17:11,108 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.24ms, fps=1346 images/s, loss=1.2646, top1-acc=62.79%, top5-acc=90.26%, remaining_time=0:00:24.221484, arrival_time=2021-04-15 09:17:35.329969, cost_time=0:00:13.456350 2021-04-15 09:17:13,008 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.62ms, fps=1348 images/s, loss=1.2650, top1-acc=62.69%, top5-acc=90.35%, remaining_time=0:00:22.266200, arrival_time=2021-04-15 09:17:35.274352, cost_time=0:00:15.355964 2021-04-15 09:17:14,907 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.2667, top1-acc=62.75%, top5-acc=90.32%, remaining_time=0:00:20.322426, arrival_time=2021-04-15 09:17:35.229402, cost_time=0:00:17.254854 2021-04-15 09:17:16,805 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2696, top1-acc=62.65%, top5-acc=90.30%, remaining_time=0:00:18.386784, arrival_time=2021-04-15 09:17:35.191836, cost_time=0:00:19.152928 2021-04-15 09:17:18,703 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2688, top1-acc=62.72%, top5-acc=90.34%, remaining_time=0:00:16.458422, arrival_time=2021-04-15 09:17:35.162011, cost_time=0:00:21.051463 2021-04-15 09:17:20,603 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.2645, top1-acc=62.83%, top5-acc=90.40%, remaining_time=0:00:14.535836, arrival_time=2021-04-15 09:17:35.139263, cost_time=0:00:22.951310 2021-04-15 09:17:22,504 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=1.2694, top1-acc=62.70%, top5-acc=90.28%, remaining_time=0:00:12.617220, arrival_time=2021-04-15 09:17:35.121475, cost_time=0:00:24.852134 2021-04-15 09:17:24,403 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.2750, top1-acc=62.60%, top5-acc=90.15%, remaining_time=0:00:10.700536, arrival_time=2021-04-15 09:17:35.104017, cost_time=0:00:26.751298 2021-04-15 09:17:26,301 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2814, top1-acc=62.48%, top5-acc=90.07%, remaining_time=0:00:08.785816, arrival_time=2021-04-15 09:17:35.087404, cost_time=0:00:28.649472 2021-04-15 09:17:28,199 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2855, top1-acc=62.37%, top5-acc=90.00%, remaining_time=0:00:06.873228, arrival_time=2021-04-15 09:17:35.073037, cost_time=0:00:30.547695 2021-04-15 09:17:30,098 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2864, top1-acc=62.33%, top5-acc=89.97%, remaining_time=0:00:04.962360, arrival_time=2021-04-15 09:17:35.060689, cost_time=0:00:32.446202 2021-04-15 09:17:31,997 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=1.2883, top1-acc=62.33%, top5-acc=89.92%, remaining_time=0:00:03.052944, arrival_time=2021-04-15 09:17:35.050635, cost_time=0:00:34.345565 2021-04-15 09:17:33,896 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=1.2901, top1-acc=62.33%, top5-acc=89.92%, remaining_time=0:00:01.144548, arrival_time=2021-04-15 09:17:35.040750, cost_time=0:00:36.244100 2021-04-15 09:17:34,915 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=1.2917, top1-acc=62.27%, top5-acc=89.89%, remaining_time=0:00:00, arrival_time=2021-04-15 09:17:34.915602, cost_time=0:00:37.263497 2021-04-15 09:17:35,617 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.93ms, fps=3656 images/s, loss=2.1339, top1-acc=46.33%, top5-acc=78.55%, remaining_time=0:00:02.100570, arrival_time=2021-04-15 09:17:37.718021, cost_time=0:00:00.700187 2021-04-15 09:17:36,202 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.15ms, fps=4376 images/s, loss=2.1102, top1-acc=46.66%, top5-acc=78.14%, remaining_time=0:00:01.285520, arrival_time=2021-04-15 09:17:37.488287, cost_time=0:00:01.285517 2021-04-15 09:17:36,794 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.23ms, fps=4326 images/s, loss=2.1269, top1-acc=46.02%, top5-acc=77.79%, remaining_time=0:00:00.625860, arrival_time=2021-04-15 09:17:37.420710, cost_time=0:00:01.877588 2021-04-15 09:17:37,331 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=2.1178, top1-acc=45.59%, top5-acc=77.86%, remaining_time=0:00:00, arrival_time=2021-04-15 09:17:37.331599, cost_time=0:00:02.414357 2021-04-15 09:17:37,469 INFO : Epoch=0021 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:59:15.602149, arrival_time=2021-04-15 11:16:53.071745, cost_time=0:13:59.484059 2021-04-15 09:17:37,470 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 09:17:39,556 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.15ms, fps=1227 images/s, loss=1.3282, top1-acc=62.27%, top5-acc=89.92%, remaining_time=0:00:38.793462, arrival_time=2021-04-15 09:18:18.350065, cost_time=0:00:02.085672 2021-04-15 09:17:41,455 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2708, top1-acc=63.71%, top5-acc=90.35%, remaining_time=0:00:35.063248, arrival_time=2021-04-15 09:18:16.518527, cost_time=0:00:03.984468 2021-04-15 09:17:43,355 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=1.2628, top1-acc=63.52%, top5-acc=90.47%, remaining_time=0:00:32.562228, arrival_time=2021-04-15 09:18:15.917791, cost_time=0:00:05.884752 2021-04-15 09:17:45,258 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=5.41ms, fps=1346 images/s, loss=1.2658, top1-acc=63.22%, top5-acc=90.41%, remaining_time=0:00:30.370704, arrival_time=2021-04-15 09:18:15.628882, cost_time=0:00:07.787358 2021-04-15 09:17:47,157 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.2593, top1-acc=63.49%, top5-acc=90.37%, remaining_time=0:00:28.286040, arrival_time=2021-04-15 09:18:15.443937, cost_time=0:00:09.687015 2021-04-15 09:17:49,055 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=1.2544, top1-acc=63.69%, top5-acc=90.43%, remaining_time=0:00:26.258064, arrival_time=2021-04-15 09:18:15.313344, cost_time=0:00:11.584461 2021-04-15 09:17:50,954 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=1.2501, top1-acc=63.84%, top5-acc=90.44%, remaining_time=0:00:24.269742, arrival_time=2021-04-15 09:18:15.223749, cost_time=0:00:13.483175 2021-04-15 09:17:52,852 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2512, top1-acc=63.95%, top5-acc=90.40%, remaining_time=0:00:22.303436, arrival_time=2021-04-15 09:18:15.155896, cost_time=0:00:15.381647 2021-04-15 09:17:54,751 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.2571, top1-acc=63.82%, top5-acc=90.24%, remaining_time=0:00:20.352318, arrival_time=2021-04-15 09:18:15.103460, cost_time=0:00:17.280255 2021-04-15 09:17:56,649 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2595, top1-acc=63.70%, top5-acc=90.23%, remaining_time=0:00:18.411168, arrival_time=2021-04-15 09:18:15.060249, cost_time=0:00:19.178257 2021-04-15 09:17:58,548 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.51ms, fps=1348 images/s, loss=1.2617, top1-acc=63.58%, top5-acc=90.22%, remaining_time=0:00:16.478718, arrival_time=2021-04-15 09:18:15.026990, cost_time=0:00:21.077448 2021-04-15 09:18:00,446 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2654, top1-acc=63.44%, top5-acc=90.19%, remaining_time=0:00:14.551340, arrival_time=2021-04-15 09:18:14.997986, cost_time=0:00:22.975827 2021-04-15 09:18:02,345 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2682, top1-acc=63.47%, top5-acc=90.15%, remaining_time=0:00:12.628506, arrival_time=2021-04-15 09:18:14.973601, cost_time=0:00:24.874282 2021-04-15 09:18:04,243 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2706, top1-acc=63.40%, top5-acc=90.11%, remaining_time=0:00:10.709104, arrival_time=2021-04-15 09:18:14.952778, cost_time=0:00:26.772788 2021-04-15 09:18:06,142 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=1.2724, top1-acc=63.38%, top5-acc=90.04%, remaining_time=0:00:08.792762, arrival_time=2021-04-15 09:18:14.935558, cost_time=0:00:28.671989 2021-04-15 09:18:08,040 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2737, top1-acc=63.37%, top5-acc=89.98%, remaining_time=0:00:06.878196, arrival_time=2021-04-15 09:18:14.918740, cost_time=0:00:30.569720 2021-04-15 09:18:09,939 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.2751, top1-acc=63.35%, top5-acc=89.95%, remaining_time=0:00:04.965740, arrival_time=2021-04-15 09:18:14.904895, cost_time=0:00:32.468332 2021-04-15 09:18:11,837 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2778, top1-acc=63.23%, top5-acc=89.94%, remaining_time=0:00:03.054768, arrival_time=2021-04-15 09:18:14.891797, cost_time=0:00:34.366217 2021-04-15 09:18:13,736 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.2780, top1-acc=63.16%, top5-acc=89.91%, remaining_time=0:00:01.145244, arrival_time=2021-04-15 09:18:14.882136, cost_time=0:00:36.266098 2021-04-15 09:18:14,756 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=1.2800, top1-acc=63.14%, top5-acc=89.90%, remaining_time=0:00:00, arrival_time=2021-04-15 09:18:14.756206, cost_time=0:00:37.285410 2021-04-15 09:18:15,453 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.17ms, fps=3678 images/s, loss=1.9087, top1-acc=49.73%, top5-acc=79.88%, remaining_time=0:00:02.088150, arrival_time=2021-04-15 09:18:17.542059, cost_time=0:00:00.696048 2021-04-15 09:18:16,040 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.17ms, fps=4370 images/s, loss=1.9115, top1-acc=49.34%, top5-acc=80.25%, remaining_time=0:00:01.282160, arrival_time=2021-04-15 09:18:17.322161, cost_time=0:00:01.282154 2021-04-15 09:18:16,628 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.21ms, fps=4356 images/s, loss=1.9062, top1-acc=49.32%, top5-acc=80.31%, remaining_time=0:00:00.623390, arrival_time=2021-04-15 09:18:17.251422, cost_time=0:00:01.870183 2021-04-15 09:18:17,168 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.05ms, fps=4294 images/s, loss=1.9264, top1-acc=48.71%, top5-acc=79.92%, remaining_time=0:00:00, arrival_time=2021-04-15 09:18:17.168629, cost_time=0:00:02.410791 2021-04-15 09:18:17,305 INFO : Epoch=0022 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:58:34.499088, arrival_time=2021-04-15 11:16:51.804740, cost_time=0:14:39.320110 2021-04-15 09:18:17,306 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 09:18:19,363 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.15ms, fps=1245 images/s, loss=1.2794, top1-acc=62.54%, top5-acc=90.55%, remaining_time=0:00:38.255178, arrival_time=2021-04-15 09:18:57.618921, cost_time=0:00:02.056728 2021-04-15 09:18:21,262 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2425, top1-acc=63.79%, top5-acc=90.45%, remaining_time=0:00:34.808576, arrival_time=2021-04-15 09:18:56.071023, cost_time=0:00:03.955516 2021-04-15 09:18:23,163 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.29ms, fps=1347 images/s, loss=1.2284, top1-acc=63.88%, top5-acc=90.79%, remaining_time=0:00:32.404030, arrival_time=2021-04-15 09:18:55.567113, cost_time=0:00:05.856142 2021-04-15 09:18:25,063 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.24ms, fps=1347 images/s, loss=1.2287, top1-acc=63.56%, top5-acc=90.77%, remaining_time=0:00:30.249804, arrival_time=2021-04-15 09:18:55.313169, cost_time=0:00:07.756358 2021-04-15 09:18:26,961 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.2293, top1-acc=63.59%, top5-acc=90.67%, remaining_time=0:00:28.192162, arrival_time=2021-04-15 09:18:55.153969, cost_time=0:00:09.654874 2021-04-15 09:18:28,860 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2283, top1-acc=63.75%, top5-acc=90.73%, remaining_time=0:00:26.187208, arrival_time=2021-04-15 09:18:55.047368, cost_time=0:00:11.553164 2021-04-15 09:18:30,759 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.2263, top1-acc=63.85%, top5-acc=90.74%, remaining_time=0:00:24.214428, arrival_time=2021-04-15 09:18:54.973792, cost_time=0:00:13.452431 2021-04-15 09:18:32,659 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.2331, top1-acc=63.84%, top5-acc=90.61%, remaining_time=0:00:22.260864, arrival_time=2021-04-15 09:18:54.920212, cost_time=0:00:15.352342 2021-04-15 09:18:34,557 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.2375, top1-acc=63.76%, top5-acc=90.56%, remaining_time=0:00:20.317338, arrival_time=2021-04-15 09:18:54.874814, cost_time=0:00:17.250544 2021-04-15 09:18:36,456 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.2403, top1-acc=63.67%, top5-acc=90.53%, remaining_time=0:00:18.383328, arrival_time=2021-04-15 09:18:54.839538, cost_time=0:00:19.149279 2021-04-15 09:18:38,355 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.2445, top1-acc=63.49%, top5-acc=90.49%, remaining_time=0:00:16.456014, arrival_time=2021-04-15 09:18:54.811352, cost_time=0:00:21.048392 2021-04-15 09:18:40,253 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.2538, top1-acc=63.27%, top5-acc=90.40%, remaining_time=0:00:14.532948, arrival_time=2021-04-15 09:18:54.786689, cost_time=0:00:22.946809 2021-04-15 09:18:42,152 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2571, top1-acc=63.25%, top5-acc=90.34%, remaining_time=0:00:12.613590, arrival_time=2021-04-15 09:18:54.765628, cost_time=0:00:24.844932 2021-04-15 09:18:44,051 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.2609, top1-acc=63.14%, top5-acc=90.24%, remaining_time=0:00:10.697680, arrival_time=2021-04-15 09:18:54.748803, cost_time=0:00:26.744191 2021-04-15 09:18:45,949 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.2641, top1-acc=63.01%, top5-acc=90.20%, remaining_time=0:00:08.783838, arrival_time=2021-04-15 09:18:54.733684, cost_time=0:00:28.642906 2021-04-15 09:18:47,847 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.2635, top1-acc=63.06%, top5-acc=90.20%, remaining_time=0:00:06.871716, arrival_time=2021-04-15 09:18:54.719638, cost_time=0:00:30.540985 2021-04-15 09:18:49,746 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=1.2668, top1-acc=63.01%, top5-acc=90.10%, remaining_time=0:00:04.961372, arrival_time=2021-04-15 09:18:54.708023, cost_time=0:00:32.439718 2021-04-15 09:18:51,644 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2703, top1-acc=62.91%, top5-acc=90.05%, remaining_time=0:00:03.052256, arrival_time=2021-04-15 09:18:54.697130, cost_time=0:00:34.337942 2021-04-15 09:18:53,542 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=1.2716, top1-acc=62.93%, top5-acc=90.00%, remaining_time=0:00:01.144290, arrival_time=2021-04-15 09:18:54.687047, cost_time=0:00:36.235840 2021-04-15 09:18:54,562 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.2751, top1-acc=62.87%, top5-acc=89.98%, remaining_time=0:00:00, arrival_time=2021-04-15 09:18:54.562345, cost_time=0:00:37.255422 2021-04-15 09:18:55,280 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.12ms, fps=3576 images/s, loss=1.8328, top1-acc=51.33%, top5-acc=82.23%, remaining_time=0:00:02.147880, arrival_time=2021-04-15 09:18:57.427843, cost_time=0:00:00.715964 2021-04-15 09:18:55,868 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.22ms, fps=4349 images/s, loss=1.8375, top1-acc=50.21%, top5-acc=81.84%, remaining_time=0:00:01.304860, arrival_time=2021-04-15 09:18:57.173711, cost_time=0:00:01.304859 2021-04-15 09:18:56,463 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.23ms, fps=4308 images/s, loss=1.8425, top1-acc=50.17%, top5-acc=81.39%, remaining_time=0:00:00.633110, arrival_time=2021-04-15 09:18:57.096565, cost_time=0:00:01.899332 2021-04-15 09:18:57,004 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.05ms, fps=4295 images/s, loss=1.8228, top1-acc=50.25%, top5-acc=81.47%, remaining_time=0:00:00, arrival_time=2021-04-15 09:18:57.004121, cost_time=0:00:02.440143 2021-04-15 09:18:57,147 INFO : Epoch=0023 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:57:53.546934, arrival_time=2021-04-15 11:16:50.693949, cost_time=0:15:19.161469 2021-04-15 09:18:57,148 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 09:18:59,202 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.14ms, fps=1246 images/s, loss=1.2937, top1-acc=62.62%, top5-acc=89.22%, remaining_time=0:00:38.207004, arrival_time=2021-04-15 09:19:37.409515, cost_time=0:00:02.054145 2021-04-15 09:19:01,100 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2870, top1-acc=62.81%, top5-acc=89.67%, remaining_time=0:00:34.779888, arrival_time=2021-04-15 09:19:35.880517, cost_time=0:00:03.952260 2021-04-15 09:19:03,005 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.40ms, fps=1344 images/s, loss=1.2760, top1-acc=63.23%, top5-acc=89.86%, remaining_time=0:00:32.406852, arrival_time=2021-04-15 09:19:35.411946, cost_time=0:00:05.856648 2021-04-15 09:19:04,903 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.2643, top1-acc=63.69%, top5-acc=90.09%, remaining_time=0:00:30.244188, arrival_time=2021-04-15 09:19:35.147490, cost_time=0:00:07.754932 2021-04-15 09:19:06,801 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2756, top1-acc=63.23%, top5-acc=89.90%, remaining_time=0:00:28.187344, arrival_time=2021-04-15 09:19:34.988907, cost_time=0:00:09.653192 2021-04-15 09:19:08,700 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.2619, top1-acc=63.61%, top5-acc=90.08%, remaining_time=0:00:26.184624, arrival_time=2021-04-15 09:19:34.885047, cost_time=0:00:11.552047 2021-04-15 09:19:10,599 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2615, top1-acc=63.69%, top5-acc=90.06%, remaining_time=0:00:24.211152, arrival_time=2021-04-15 09:19:34.810323, cost_time=0:00:13.450611 2021-04-15 09:19:12,498 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.2618, top1-acc=63.73%, top5-acc=90.07%, remaining_time=0:00:22.257732, arrival_time=2021-04-15 09:19:34.756227, cost_time=0:00:15.350127 2021-04-15 09:19:14,397 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.39ms, fps=1349 images/s, loss=1.2680, top1-acc=63.56%, top5-acc=89.90%, remaining_time=0:00:20.315324, arrival_time=2021-04-15 09:19:34.712502, cost_time=0:00:17.248818 2021-04-15 09:19:16,303 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.11ms, fps=1343 images/s, loss=1.2726, top1-acc=63.38%, top5-acc=89.90%, remaining_time=0:00:18.388800, arrival_time=2021-04-15 09:19:34.692268, cost_time=0:00:19.155025 2021-04-15 09:19:18,202 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=1.2649, top1-acc=63.58%, top5-acc=90.04%, remaining_time=0:00:16.460314, arrival_time=2021-04-15 09:19:34.662591, cost_time=0:00:21.053918 2021-04-15 09:19:20,100 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.2652, top1-acc=63.52%, top5-acc=90.04%, remaining_time=0:00:14.536596, arrival_time=2021-04-15 09:19:34.637478, cost_time=0:00:22.952511 2021-04-15 09:19:22,001 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=1.2620, top1-acc=63.64%, top5-acc=90.05%, remaining_time=0:00:12.617484, arrival_time=2021-04-15 09:19:34.618592, cost_time=0:00:24.852555 2021-04-15 09:19:23,900 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2648, top1-acc=63.60%, top5-acc=89.96%, remaining_time=0:00:10.700648, arrival_time=2021-04-15 09:19:34.600608, cost_time=0:00:26.751590 2021-04-15 09:19:25,800 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=1.2690, top1-acc=63.50%, top5-acc=89.96%, remaining_time=0:00:08.786736, arrival_time=2021-04-15 09:19:34.587490, cost_time=0:00:28.652389 2021-04-15 09:19:27,699 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.2694, top1-acc=63.52%, top5-acc=89.97%, remaining_time=0:00:06.874056, arrival_time=2021-04-15 09:19:34.573813, cost_time=0:00:30.551376 2021-04-15 09:19:29,599 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=1.2727, top1-acc=63.46%, top5-acc=89.93%, remaining_time=0:00:04.963010, arrival_time=2021-04-15 09:19:34.561997, cost_time=0:00:32.450443 2021-04-15 09:19:31,498 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.2766, top1-acc=63.33%, top5-acc=89.87%, remaining_time=0:00:03.053360, arrival_time=2021-04-15 09:19:34.552089, cost_time=0:00:34.350368 2021-04-15 09:19:33,398 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.2759, top1-acc=63.32%, top5-acc=89.86%, remaining_time=0:00:01.144740, arrival_time=2021-04-15 09:19:34.543164, cost_time=0:00:36.250067 2021-04-15 09:19:34,417 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.94ms, fps=1334 images/s, loss=1.2765, top1-acc=63.25%, top5-acc=89.85%, remaining_time=0:00:00, arrival_time=2021-04-15 09:19:34.417938, cost_time=0:00:37.269583 2021-04-15 09:19:35,135 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.17ms, fps=3576 images/s, loss=1.8584, top1-acc=50.51%, top5-acc=80.16%, remaining_time=0:00:02.147610, arrival_time=2021-04-15 09:19:37.283046, cost_time=0:00:00.715867 2021-04-15 09:19:35,724 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.33ms, fps=4348 images/s, loss=1.8470, top1-acc=50.70%, top5-acc=80.41%, remaining_time=0:00:01.305020, arrival_time=2021-04-15 09:19:37.029669, cost_time=0:00:01.305022 2021-04-15 09:19:36,316 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.30ms, fps=4331 images/s, loss=1.8550, top1-acc=50.49%, top5-acc=80.10%, remaining_time=0:00:00.632190, arrival_time=2021-04-15 09:19:36.948315, cost_time=0:00:01.896571 2021-04-15 09:19:36,855 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=4302 images/s, loss=1.8228, top1-acc=50.95%, top5-acc=80.53%, remaining_time=0:00:00, arrival_time=2021-04-15 09:19:36.855758, cost_time=0:00:02.436225 2021-04-15 09:19:36,979 INFO : Epoch=0024 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:57:12.619440, arrival_time=2021-04-15 11:16:49.598536, cost_time=0:15:58.993553 2021-04-15 09:19:36,980 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 09:19:39,036 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.16ms, fps=1245 images/s, loss=1.2414, top1-acc=63.71%, top5-acc=90.12%, remaining_time=0:00:38.245320, arrival_time=2021-04-15 09:20:17.281937, cost_time=0:00:02.056205 2021-04-15 09:19:40,934 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2329, top1-acc=64.04%, top5-acc=90.74%, remaining_time=0:00:34.795904, arrival_time=2021-04-15 09:20:15.730406, cost_time=0:00:03.954087 2021-04-15 09:19:42,833 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.2228, top1-acc=64.37%, top5-acc=90.81%, remaining_time=0:00:32.388426, arrival_time=2021-04-15 09:20:15.222264, cost_time=0:00:05.853337 2021-04-15 09:19:44,731 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2071, top1-acc=64.76%, top5-acc=91.05%, remaining_time=0:00:30.231084, arrival_time=2021-04-15 09:20:14.963038, cost_time=0:00:07.751543 2021-04-15 09:19:46,631 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.2021, top1-acc=64.94%, top5-acc=91.11%, remaining_time=0:00:28.180044, arrival_time=2021-04-15 09:20:14.811170, cost_time=0:00:09.650717 2021-04-15 09:19:48,534 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.14ms, fps=1346 images/s, loss=1.2003, top1-acc=64.96%, top5-acc=90.99%, remaining_time=0:00:26.188296, arrival_time=2021-04-15 09:20:14.722455, cost_time=0:00:11.553657 2021-04-15 09:19:50,431 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2055, top1-acc=64.88%, top5-acc=90.90%, remaining_time=0:00:24.212412, arrival_time=2021-04-15 09:20:14.644166, cost_time=0:00:13.451343 2021-04-15 09:19:52,330 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.2123, top1-acc=64.66%, top5-acc=90.73%, remaining_time=0:00:22.258312, arrival_time=2021-04-15 09:20:14.589267, cost_time=0:00:15.350543 2021-04-15 09:19:54,229 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.2126, top1-acc=64.79%, top5-acc=90.68%, remaining_time=0:00:20.315960, arrival_time=2021-04-15 09:20:14.545795, cost_time=0:00:17.249411 2021-04-15 09:19:56,129 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.2147, top1-acc=64.79%, top5-acc=90.65%, remaining_time=0:00:18.383232, arrival_time=2021-04-15 09:20:14.512887, cost_time=0:00:19.149166 2021-04-15 09:19:58,028 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=1.2193, top1-acc=64.68%, top5-acc=90.59%, remaining_time=0:00:16.455584, arrival_time=2021-04-15 09:20:14.483875, cost_time=0:00:21.047880 2021-04-15 09:19:59,926 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2237, top1-acc=64.50%, top5-acc=90.59%, remaining_time=0:00:14.532416, arrival_time=2021-04-15 09:20:14.458810, cost_time=0:00:22.945979 2021-04-15 09:20:01,826 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.2260, top1-acc=64.50%, top5-acc=90.52%, remaining_time=0:00:12.614052, arrival_time=2021-04-15 09:20:14.440360, cost_time=0:00:24.845890 2021-04-15 09:20:03,724 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2307, top1-acc=64.39%, top5-acc=90.45%, remaining_time=0:00:10.697624, arrival_time=2021-04-15 09:20:14.422108, cost_time=0:00:26.744055 2021-04-15 09:20:05,622 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2348, top1-acc=64.26%, top5-acc=90.42%, remaining_time=0:00:08.783608, arrival_time=2021-04-15 09:20:14.406278, cost_time=0:00:28.642255 2021-04-15 09:20:07,521 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.2349, top1-acc=64.23%, top5-acc=90.41%, remaining_time=0:00:06.871716, arrival_time=2021-04-15 09:20:14.393234, cost_time=0:00:30.541015 2021-04-15 09:20:09,419 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2383, top1-acc=64.13%, top5-acc=90.38%, remaining_time=0:00:04.961268, arrival_time=2021-04-15 09:20:14.380761, cost_time=0:00:32.439082 2021-04-15 09:20:11,318 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2402, top1-acc=64.09%, top5-acc=90.35%, remaining_time=0:00:03.052224, arrival_time=2021-04-15 09:20:14.370200, cost_time=0:00:34.337563 2021-04-15 09:20:13,216 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=1.2453, top1-acc=63.95%, top5-acc=90.24%, remaining_time=0:00:01.144290, arrival_time=2021-04-15 09:20:14.360617, cost_time=0:00:36.235917 2021-04-15 09:20:14,236 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.2491, top1-acc=63.86%, top5-acc=90.21%, remaining_time=0:00:00, arrival_time=2021-04-15 09:20:14.236128, cost_time=0:00:37.255726 2021-04-15 09:20:14,952 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.16ms, fps=3580 images/s, loss=1.7146, top1-acc=52.85%, top5-acc=82.07%, remaining_time=0:00:02.145450, arrival_time=2021-04-15 09:20:17.098373, cost_time=0:00:00.715153 2021-04-15 09:20:15,542 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.23ms, fps=4343 images/s, loss=1.7536, top1-acc=52.25%, top5-acc=81.84%, remaining_time=0:00:01.304920, arrival_time=2021-04-15 09:20:16.847601, cost_time=0:00:01.304910 2021-04-15 09:20:16,130 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.20ms, fps=4355 images/s, loss=1.7494, top1-acc=52.15%, top5-acc=82.02%, remaining_time=0:00:00.631000, arrival_time=2021-04-15 09:20:16.761770, cost_time=0:00:01.892998 2021-04-15 09:20:16,670 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=1.7395, top1-acc=52.30%, top5-acc=81.95%, remaining_time=0:00:00, arrival_time=2021-04-15 09:20:16.670469, cost_time=0:00:02.432710 2021-04-15 09:20:16,809 INFO : Epoch=0025 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:56:31.770625, arrival_time=2021-04-15 11:16:48.580553, cost_time=0:16:38.824384 2021-04-15 09:20:16,811 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 09:20:18,871 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.25ms, fps=1243 images/s, loss=1.2403, top1-acc=64.26%, top5-acc=90.39%, remaining_time=0:00:38.317674, arrival_time=2021-04-15 09:20:57.189072, cost_time=0:00:02.060089 2021-04-15 09:20:20,768 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2351, top1-acc=64.28%, top5-acc=90.31%, remaining_time=0:00:34.827232, arrival_time=2021-04-15 09:20:55.596098, cost_time=0:00:03.957635 2021-04-15 09:20:22,667 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.2311, top1-acc=64.44%, top5-acc=90.39%, remaining_time=0:00:32.405524, arrival_time=2021-04-15 09:20:55.073176, cost_time=0:00:05.856412 2021-04-15 09:20:24,570 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.15ms, fps=1346 images/s, loss=1.2286, top1-acc=64.33%, top5-acc=90.66%, remaining_time=0:00:30.260100, arrival_time=2021-04-15 09:20:54.830414, cost_time=0:00:07.759010 2021-04-15 09:20:26,468 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.2345, top1-acc=64.28%, top5-acc=90.55%, remaining_time=0:00:28.199170, arrival_time=2021-04-15 09:20:54.667677, cost_time=0:00:09.657274 2021-04-15 09:20:28,366 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2327, top1-acc=64.32%, top5-acc=90.59%, remaining_time=0:00:26.191424, arrival_time=2021-04-15 09:20:54.557683, cost_time=0:00:11.555033 2021-04-15 09:20:30,263 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.2288, top1-acc=64.29%, top5-acc=90.64%, remaining_time=0:00:24.214554, arrival_time=2021-04-15 09:20:54.478288, cost_time=0:00:13.452497 2021-04-15 09:20:32,166 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.13ms, fps=1346 images/s, loss=1.2332, top1-acc=64.12%, top5-acc=90.59%, remaining_time=0:00:22.264692, arrival_time=2021-04-15 09:20:54.430985, cost_time=0:00:15.354999 2021-04-15 09:20:34,065 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.2288, top1-acc=64.24%, top5-acc=90.68%, remaining_time=0:00:20.321154, arrival_time=2021-04-15 09:20:54.386172, cost_time=0:00:17.253792 2021-04-15 09:20:35,962 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.2309, top1-acc=64.17%, top5-acc=90.66%, remaining_time=0:00:18.385440, arrival_time=2021-04-15 09:20:54.348149, cost_time=0:00:19.151484 2021-04-15 09:20:37,861 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2374, top1-acc=64.01%, top5-acc=90.53%, remaining_time=0:00:16.457132, arrival_time=2021-04-15 09:20:54.318229, cost_time=0:00:21.049855 2021-04-15 09:20:39,765 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.14ms, fps=1344 images/s, loss=1.2435, top1-acc=63.83%, top5-acc=90.44%, remaining_time=0:00:14.537964, arrival_time=2021-04-15 09:20:54.303853, cost_time=0:00:22.954662 2021-04-15 09:20:41,663 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.2495, top1-acc=63.58%, top5-acc=90.43%, remaining_time=0:00:12.617484, arrival_time=2021-04-15 09:20:54.281329, cost_time=0:00:24.852630 2021-04-15 09:20:43,562 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2513, top1-acc=63.53%, top5-acc=90.44%, remaining_time=0:00:10.700536, arrival_time=2021-04-15 09:20:54.263118, cost_time=0:00:26.751274 2021-04-15 09:20:45,460 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2558, top1-acc=63.42%, top5-acc=90.36%, remaining_time=0:00:08.785862, arrival_time=2021-04-15 09:20:54.246666, cost_time=0:00:28.649575 2021-04-15 09:20:47,359 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.2561, top1-acc=63.47%, top5-acc=90.34%, remaining_time=0:00:06.873300, arrival_time=2021-04-15 09:20:54.232564, cost_time=0:00:30.548045 2021-04-15 09:20:49,256 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2547, top1-acc=63.54%, top5-acc=90.35%, remaining_time=0:00:04.962256, arrival_time=2021-04-15 09:20:54.218969, cost_time=0:00:32.445484 2021-04-15 09:20:51,154 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.2556, top1-acc=63.51%, top5-acc=90.30%, remaining_time=0:00:03.052752, arrival_time=2021-04-15 09:20:54.207494, cost_time=0:00:34.343513 2021-04-15 09:20:53,052 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.2569, top1-acc=63.48%, top5-acc=90.27%, remaining_time=0:00:01.144470, arrival_time=2021-04-15 09:20:54.197304, cost_time=0:00:36.241623 2021-04-15 09:20:54,072 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.95ms, fps=1334 images/s, loss=1.2562, top1-acc=63.47%, top5-acc=90.27%, remaining_time=0:00:00, arrival_time=2021-04-15 09:20:54.072398, cost_time=0:00:37.261194 2021-04-15 09:20:54,770 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.29ms, fps=3677 images/s, loss=1.7145, top1-acc=53.44%, top5-acc=82.38%, remaining_time=0:00:02.088840, arrival_time=2021-04-15 09:20:56.859129, cost_time=0:00:00.696276 2021-04-15 09:20:55,356 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.07ms, fps=4367 images/s, loss=1.7068, top1-acc=53.50%, top5-acc=83.18%, remaining_time=0:00:01.282820, arrival_time=2021-04-15 09:20:56.639626, cost_time=0:00:01.282815 2021-04-15 09:20:55,943 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.10ms, fps=4368 images/s, loss=1.7192, top1-acc=53.18%, top5-acc=82.80%, remaining_time=0:00:00.623070, arrival_time=2021-04-15 09:20:56.566261, cost_time=0:00:01.869202 2021-04-15 09:20:56,480 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.7243, top1-acc=53.86%, top5-acc=82.95%, remaining_time=0:00:00, arrival_time=2021-04-15 09:20:56.480045, cost_time=0:00:02.406061 2021-04-15 09:20:56,629 INFO : Epoch=0026 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:55:50.926248, arrival_time=2021-04-15 11:16:47.555943, cost_time=0:17:18.644139 2021-04-15 09:20:56,630 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 09:20:58,694 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.41ms, fps=1241 images/s, loss=1.1652, top1-acc=65.39%, top5-acc=91.05%, remaining_time=0:00:38.383332, arrival_time=2021-04-15 09:21:37.077979, cost_time=0:00:02.063621 2021-04-15 09:21:00,612 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.29ms, fps=1335 images/s, loss=1.1719, top1-acc=65.06%, top5-acc=91.39%, remaining_time=0:00:35.033856, arrival_time=2021-04-15 09:21:35.645923, cost_time=0:00:03.981121 2021-04-15 09:21:02,520 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.1762, top1-acc=64.92%, top5-acc=91.35%, remaining_time=0:00:32.587626, arrival_time=2021-04-15 09:21:35.107890, cost_time=0:00:05.889320 2021-04-15 09:21:04,428 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.1845, top1-acc=64.98%, top5-acc=91.17%, remaining_time=0:00:30.410484, arrival_time=2021-04-15 09:21:34.839164, cost_time=0:00:07.797558 2021-04-15 09:21:06,341 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=3.97ms, fps=1339 images/s, loss=1.1810, top1-acc=65.26%, top5-acc=91.30%, remaining_time=0:00:28.354222, arrival_time=2021-04-15 09:21:34.695527, cost_time=0:00:09.710358 2021-04-15 09:21:08,253 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.19ms, fps=1339 images/s, loss=1.1935, top1-acc=64.90%, top5-acc=91.17%, remaining_time=0:00:26.343472, arrival_time=2021-04-15 09:21:34.596564, cost_time=0:00:11.622149 2021-04-15 09:21:10,161 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.26ms, fps=1341 images/s, loss=1.1954, top1-acc=64.94%, top5-acc=91.19%, remaining_time=0:00:24.355422, arrival_time=2021-04-15 09:21:34.517185, cost_time=0:00:13.530803 2021-04-15 09:21:12,070 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.1976, top1-acc=64.98%, top5-acc=91.10%, remaining_time=0:00:22.386724, arrival_time=2021-04-15 09:21:34.456786, cost_time=0:00:15.439113 2021-04-15 09:21:13,979 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.24ms, fps=1341 images/s, loss=1.2025, top1-acc=64.89%, top5-acc=90.91%, remaining_time=0:00:20.432242, arrival_time=2021-04-15 09:21:34.411396, cost_time=0:00:17.348129 2021-04-15 09:21:15,887 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=1.2148, top1-acc=64.57%, top5-acc=90.78%, remaining_time=0:00:18.486720, arrival_time=2021-04-15 09:21:34.374631, cost_time=0:00:19.256963 2021-04-15 09:21:17,795 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.2183, top1-acc=64.42%, top5-acc=90.75%, remaining_time=0:00:16.547002, arrival_time=2021-04-15 09:21:34.342774, cost_time=0:00:21.164788 2021-04-15 09:21:19,704 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.2204, top1-acc=64.39%, top5-acc=90.81%, remaining_time=0:00:14.613052, arrival_time=2021-04-15 09:21:34.317225, cost_time=0:00:23.073223 2021-04-15 09:21:21,612 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=1.2241, top1-acc=64.34%, top5-acc=90.77%, remaining_time=0:00:12.683088, arrival_time=2021-04-15 09:21:34.295934, cost_time=0:00:24.981885 2021-04-15 09:21:23,523 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.26ms, fps=1340 images/s, loss=1.2246, top1-acc=64.39%, top5-acc=90.78%, remaining_time=0:00:10.756928, arrival_time=2021-04-15 09:21:34.280288, cost_time=0:00:26.892344 2021-04-15 09:21:25,431 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.2254, top1-acc=64.43%, top5-acc=90.72%, remaining_time=0:00:08.832046, arrival_time=2021-04-15 09:21:34.263069, cost_time=0:00:28.800076 2021-04-15 09:21:27,338 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.2269, top1-acc=64.36%, top5-acc=90.68%, remaining_time=0:00:06.909264, arrival_time=2021-04-15 09:21:34.248127, cost_time=0:00:30.707907 2021-04-15 09:21:29,248 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.2306, top1-acc=64.23%, top5-acc=90.64%, remaining_time=0:00:04.988490, arrival_time=2021-04-15 09:21:34.236537, cost_time=0:00:32.617084 2021-04-15 09:21:31,156 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=1.2322, top1-acc=64.16%, top5-acc=90.59%, remaining_time=0:00:03.068976, arrival_time=2021-04-15 09:21:34.225855, cost_time=0:00:34.525929 2021-04-15 09:21:33,065 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.02ms, fps=1342 images/s, loss=1.2340, top1-acc=64.10%, top5-acc=90.59%, remaining_time=0:00:01.150560, arrival_time=2021-04-15 09:21:34.215965, cost_time=0:00:36.434467 2021-04-15 09:21:34,092 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.00ms, fps=1325 images/s, loss=1.2374, top1-acc=64.00%, top5-acc=90.52%, remaining_time=0:00:00, arrival_time=2021-04-15 09:21:34.092361, cost_time=0:00:37.461428 2021-04-15 09:21:34,799 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.10ms, fps=3630 images/s, loss=1.6669, top1-acc=54.22%, top5-acc=83.55%, remaining_time=0:00:02.115720, arrival_time=2021-04-15 09:21:36.914996, cost_time=0:00:00.705242 2021-04-15 09:21:35,389 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.17ms, fps=4339 images/s, loss=1.6999, top1-acc=53.34%, top5-acc=83.14%, remaining_time=0:00:01.295540, arrival_time=2021-04-15 09:21:36.685278, cost_time=0:00:01.295534 2021-04-15 09:21:35,979 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.31ms, fps=4348 images/s, loss=1.7035, top1-acc=53.45%, top5-acc=83.18%, remaining_time=0:00:00.628340, arrival_time=2021-04-15 09:21:36.607389, cost_time=0:00:01.885018 2021-04-15 09:21:36,518 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=1.7028, top1-acc=53.15%, top5-acc=83.00%, remaining_time=0:00:00, arrival_time=2021-04-15 09:21:36.518838, cost_time=0:00:02.424818 2021-04-15 09:21:36,663 INFO : Epoch=0027 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:55:11.527844, arrival_time=2021-04-15 11:16:48.191152, cost_time=0:17:58.677760 2021-04-15 09:21:36,664 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 09:21:38,757 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.20ms, fps=1223 images/s, loss=1.2429, top1-acc=62.97%, top5-acc=90.86%, remaining_time=0:00:38.926824, arrival_time=2021-04-15 09:22:17.684356, cost_time=0:00:02.092843 2021-04-15 09:21:40,655 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1978, top1-acc=65.06%, top5-acc=90.90%, remaining_time=0:00:35.118864, arrival_time=2021-04-15 09:22:15.774340, cost_time=0:00:03.990780 2021-04-15 09:21:42,555 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.2121, top1-acc=64.97%, top5-acc=90.73%, remaining_time=0:00:32.593934, arrival_time=2021-04-15 09:22:15.149184, cost_time=0:00:05.890481 2021-04-15 09:21:44,453 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.2027, top1-acc=65.27%, top5-acc=90.99%, remaining_time=0:00:30.377568, arrival_time=2021-04-15 09:22:14.831377, cost_time=0:00:07.789114 2021-04-15 09:21:46,353 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.2012, top1-acc=65.23%, top5-acc=91.02%, remaining_time=0:00:28.290420, arrival_time=2021-04-15 09:22:14.643603, cost_time=0:00:09.688493 2021-04-15 09:21:48,256 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.13ms, fps=1345 images/s, loss=1.2016, top1-acc=65.21%, top5-acc=91.05%, remaining_time=0:00:26.274792, arrival_time=2021-04-15 09:22:14.531391, cost_time=0:00:11.591823 2021-04-15 09:21:50,155 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.2107, top1-acc=64.93%, top5-acc=90.95%, remaining_time=0:00:24.283728, arrival_time=2021-04-15 09:22:14.439365, cost_time=0:00:13.490943 2021-04-15 09:21:52,053 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2141, top1-acc=64.93%, top5-acc=90.80%, remaining_time=0:00:22.313180, arrival_time=2021-04-15 09:22:14.366297, cost_time=0:00:15.388429 2021-04-15 09:21:53,953 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.2167, top1-acc=64.95%, top5-acc=90.76%, remaining_time=0:00:20.361752, arrival_time=2021-04-15 09:22:14.314764, cost_time=0:00:17.288259 2021-04-15 09:21:55,850 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2199, top1-acc=64.87%, top5-acc=90.70%, remaining_time=0:00:18.418752, arrival_time=2021-04-15 09:22:14.269639, cost_time=0:00:19.186203 2021-04-15 09:21:57,748 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2232, top1-acc=64.84%, top5-acc=90.64%, remaining_time=0:00:16.483792, arrival_time=2021-04-15 09:22:14.232406, cost_time=0:00:21.083929 2021-04-15 09:21:59,647 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.2218, top1-acc=64.86%, top5-acc=90.71%, remaining_time=0:00:14.555520, arrival_time=2021-04-15 09:22:14.202655, cost_time=0:00:22.982437 2021-04-15 09:22:01,547 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.2253, top1-acc=64.74%, top5-acc=90.66%, remaining_time=0:00:12.632466, arrival_time=2021-04-15 09:22:14.179466, cost_time=0:00:24.882104 2021-04-15 09:22:03,446 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.2317, top1-acc=64.56%, top5-acc=90.59%, remaining_time=0:00:10.712632, arrival_time=2021-04-15 09:22:14.158903, cost_time=0:00:26.781586 2021-04-15 09:22:05,344 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2291, top1-acc=64.59%, top5-acc=90.62%, remaining_time=0:00:08.794970, arrival_time=2021-04-15 09:22:14.138951, cost_time=0:00:28.679297 2021-04-15 09:22:07,253 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.47ms, fps=1341 images/s, loss=1.2329, top1-acc=64.44%, top5-acc=90.60%, remaining_time=0:00:06.882408, arrival_time=2021-04-15 09:22:14.135669, cost_time=0:00:30.588559 2021-04-15 09:22:09,162 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=1.2323, top1-acc=64.43%, top5-acc=90.58%, remaining_time=0:00:04.970186, arrival_time=2021-04-15 09:22:14.132286, cost_time=0:00:32.497413 2021-04-15 09:22:11,075 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.40ms, fps=1338 images/s, loss=1.2322, top1-acc=64.45%, top5-acc=90.58%, remaining_time=0:00:03.058704, arrival_time=2021-04-15 09:22:14.133886, cost_time=0:00:34.410485 2021-04-15 09:22:12,984 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.02ms, fps=1341 images/s, loss=1.2340, top1-acc=64.41%, top5-acc=90.53%, remaining_time=0:00:01.146930, arrival_time=2021-04-15 09:22:14.131149, cost_time=0:00:36.319476 2021-04-15 09:22:14,011 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.16ms, fps=1325 images/s, loss=1.2355, top1-acc=64.37%, top5-acc=90.49%, remaining_time=0:00:00, arrival_time=2021-04-15 09:22:14.011178, cost_time=0:00:37.346499 2021-04-15 09:22:14,723 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.15ms, fps=3605 images/s, loss=1.7624, top1-acc=52.77%, top5-acc=81.48%, remaining_time=0:00:02.130510, arrival_time=2021-04-15 09:22:16.853766, cost_time=0:00:00.710173 2021-04-15 09:22:15,309 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.11ms, fps=4368 images/s, loss=1.7340, top1-acc=52.91%, top5-acc=82.07%, remaining_time=0:00:01.296820, arrival_time=2021-04-15 09:22:16.606511, cost_time=0:00:01.296825 2021-04-15 09:22:15,895 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.08ms, fps=4369 images/s, loss=1.7561, top1-acc=52.12%, top5-acc=81.73%, remaining_time=0:00:00.627690, arrival_time=2021-04-15 09:22:16.523605, cost_time=0:00:01.883074 2021-04-15 09:22:16,432 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.7881, top1-acc=51.78%, top5-acc=81.95%, remaining_time=0:00:00, arrival_time=2021-04-15 09:22:16.432800, cost_time=0:00:02.419964 2021-04-15 09:22:16,571 INFO : Epoch=0028 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:54:31.313312, arrival_time=2021-04-15 11:16:47.884739, cost_time=0:18:38.585891 2021-04-15 09:22:16,572 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 09:22:18,659 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.19ms, fps=1227 images/s, loss=1.1994, top1-acc=64.65%, top5-acc=90.90%, remaining_time=0:00:38.809830, arrival_time=2021-04-15 09:22:57.469110, cost_time=0:00:02.086546 2021-04-15 09:22:20,567 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.2094, top1-acc=64.75%, top5-acc=90.25%, remaining_time=0:00:35.150368, arrival_time=2021-04-15 09:22:55.717403, cost_time=0:00:03.994368 2021-04-15 09:22:22,470 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.15ms, fps=1345 images/s, loss=1.2216, top1-acc=64.32%, top5-acc=90.34%, remaining_time=0:00:32.633940, arrival_time=2021-04-15 09:22:55.104303, cost_time=0:00:05.897711 2021-04-15 09:22:24,370 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.66ms, fps=1348 images/s, loss=1.2127, top1-acc=64.52%, top5-acc=90.56%, remaining_time=0:00:30.409860, arrival_time=2021-04-15 09:22:54.779995, cost_time=0:00:07.797415 2021-04-15 09:22:26,272 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.26ms, fps=1346 images/s, loss=1.2035, top1-acc=64.55%, top5-acc=90.84%, remaining_time=0:00:28.324438, arrival_time=2021-04-15 09:22:54.597250, cost_time=0:00:09.700135 2021-04-15 09:22:28,170 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2075, top1-acc=64.58%, top5-acc=90.70%, remaining_time=0:00:26.288936, arrival_time=2021-04-15 09:22:54.459628, cost_time=0:00:11.598041 2021-04-15 09:22:30,069 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.2115, top1-acc=64.50%, top5-acc=90.70%, remaining_time=0:00:24.294690, arrival_time=2021-04-15 09:22:54.364564, cost_time=0:00:13.497062 2021-04-15 09:22:31,976 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=1.2160, top1-acc=64.29%, top5-acc=90.72%, remaining_time=0:00:22.336032, arrival_time=2021-04-15 09:22:54.312802, cost_time=0:00:15.404122 2021-04-15 09:22:33,885 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=1.2142, top1-acc=64.28%, top5-acc=90.83%, remaining_time=0:00:20.390372, arrival_time=2021-04-15 09:22:54.275637, cost_time=0:00:17.312614 2021-04-15 09:22:35,794 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=1.2181, top1-acc=64.29%, top5-acc=90.71%, remaining_time=0:00:18.452736, arrival_time=2021-04-15 09:22:54.246960, cost_time=0:00:19.221555 2021-04-15 09:22:37,699 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.21ms, fps=1344 images/s, loss=1.2220, top1-acc=64.27%, top5-acc=90.75%, remaining_time=0:00:16.517332, arrival_time=2021-04-15 09:22:54.216859, cost_time=0:00:21.126800 2021-04-15 09:22:39,597 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2186, top1-acc=64.43%, top5-acc=90.82%, remaining_time=0:00:14.582576, arrival_time=2021-04-15 09:22:54.180365, cost_time=0:00:23.025127 2021-04-15 09:22:41,496 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.2203, top1-acc=64.43%, top5-acc=90.78%, remaining_time=0:00:12.653520, arrival_time=2021-04-15 09:22:54.149829, cost_time=0:00:24.923663 2021-04-15 09:22:43,395 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.11ms, fps=1348 images/s, loss=1.2196, top1-acc=64.43%, top5-acc=90.83%, remaining_time=0:00:10.728984, arrival_time=2021-04-15 09:22:54.124053, cost_time=0:00:26.822420 2021-04-15 09:22:45,295 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.2246, top1-acc=64.27%, top5-acc=90.72%, remaining_time=0:00:08.808126, arrival_time=2021-04-15 09:22:54.103096, cost_time=0:00:28.722172 2021-04-15 09:22:47,194 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=1.2266, top1-acc=64.21%, top5-acc=90.71%, remaining_time=0:00:06.889860, arrival_time=2021-04-15 09:22:54.084123, cost_time=0:00:30.621612 2021-04-15 09:22:49,092 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.2262, top1-acc=64.22%, top5-acc=90.72%, remaining_time=0:00:04.973696, arrival_time=2021-04-15 09:22:54.066604, cost_time=0:00:32.520259 2021-04-15 09:22:50,992 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.2299, top1-acc=64.19%, top5-acc=90.62%, remaining_time=0:00:03.059520, arrival_time=2021-04-15 09:22:54.051741, cost_time=0:00:34.419556 2021-04-15 09:22:52,891 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=1.2320, top1-acc=64.14%, top5-acc=90.60%, remaining_time=0:00:01.146894, arrival_time=2021-04-15 09:22:54.037914, cost_time=0:00:36.318377 2021-04-15 09:22:53,910 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.2318, top1-acc=64.15%, top5-acc=90.60%, remaining_time=0:00:00, arrival_time=2021-04-15 09:22:53.910769, cost_time=0:00:37.338126 2021-04-15 09:22:54,612 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.19ms, fps=3659 images/s, loss=1.8262, top1-acc=51.99%, top5-acc=80.82%, remaining_time=0:00:02.098890, arrival_time=2021-04-15 09:22:56.711113, cost_time=0:00:00.699634 2021-04-15 09:22:55,199 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.25ms, fps=4365 images/s, loss=1.8109, top1-acc=51.89%, top5-acc=81.41%, remaining_time=0:00:01.286840, arrival_time=2021-04-15 09:22:56.486078, cost_time=0:00:01.286849 2021-04-15 09:22:55,786 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.54ms, fps=4359 images/s, loss=1.8238, top1-acc=51.50%, top5-acc=81.29%, remaining_time=0:00:00.624830, arrival_time=2021-04-15 09:22:56.411704, cost_time=0:00:01.874481 2021-04-15 09:22:56,327 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.05ms, fps=4297 images/s, loss=1.7962, top1-acc=52.05%, top5-acc=81.64%, remaining_time=0:00:00, arrival_time=2021-04-15 09:22:56.327120, cost_time=0:00:02.414732 2021-04-15 09:22:56,466 INFO : Epoch=0029 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:53:51.039942, arrival_time=2021-04-15 11:16:47.505929, cost_time=0:19:18.480444 2021-04-15 09:22:56,467 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 09:22:58,548 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.20ms, fps=1230 images/s, loss=1.1630, top1-acc=66.41%, top5-acc=91.52%, remaining_time=0:00:38.704740, arrival_time=2021-04-15 09:23:37.252955, cost_time=0:00:02.080903 2021-04-15 09:23:00,445 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=1.1781, top1-acc=65.90%, top5-acc=90.88%, remaining_time=0:00:35.007280, arrival_time=2021-04-15 09:23:35.452691, cost_time=0:00:03.978096 2021-04-15 09:23:02,350 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.42ms, fps=1344 images/s, loss=1.1758, top1-acc=66.04%, top5-acc=91.02%, remaining_time=0:00:32.553596, arrival_time=2021-04-15 09:23:34.904159, cost_time=0:00:05.883170 2021-04-15 09:23:04,248 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1641, top1-acc=66.10%, top5-acc=91.28%, remaining_time=0:00:30.345588, arrival_time=2021-04-15 09:23:34.593821, cost_time=0:00:07.780922 2021-04-15 09:23:06,147 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.1636, top1-acc=65.99%, top5-acc=91.23%, remaining_time=0:00:28.265162, arrival_time=2021-04-15 09:23:34.412315, cost_time=0:00:09.679846 2021-04-15 09:23:08,046 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.1685, top1-acc=65.95%, top5-acc=91.17%, remaining_time=0:00:26.245688, arrival_time=2021-04-15 09:23:34.292147, cost_time=0:00:11.578970 2021-04-15 09:23:09,945 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1763, top1-acc=65.75%, top5-acc=91.05%, remaining_time=0:00:24.260418, arrival_time=2021-04-15 09:23:34.205728, cost_time=0:00:13.478000 2021-04-15 09:23:11,842 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1849, top1-acc=65.43%, top5-acc=90.98%, remaining_time=0:00:22.294272, arrival_time=2021-04-15 09:23:34.136979, cost_time=0:00:15.375399 2021-04-15 09:23:13,742 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.1936, top1-acc=65.20%, top5-acc=90.85%, remaining_time=0:00:20.345852, arrival_time=2021-04-15 09:23:34.087946, cost_time=0:00:17.274780 2021-04-15 09:23:15,640 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.2082, top1-acc=64.76%, top5-acc=90.68%, remaining_time=0:00:18.405984, arrival_time=2021-04-15 09:23:34.046192, cost_time=0:00:19.172896 2021-04-15 09:23:17,540 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.2064, top1-acc=64.79%, top5-acc=90.73%, remaining_time=0:00:16.475020, arrival_time=2021-04-15 09:23:34.015065, cost_time=0:00:21.072661 2021-04-15 09:23:19,438 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2097, top1-acc=64.75%, top5-acc=90.65%, remaining_time=0:00:14.548452, arrival_time=2021-04-15 09:23:33.986985, cost_time=0:00:22.971225 2021-04-15 09:23:21,339 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.2151, top1-acc=64.59%, top5-acc=90.58%, remaining_time=0:00:12.625932, arrival_time=2021-04-15 09:23:33.965770, cost_time=0:00:24.869198 2021-04-15 09:23:23,238 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2176, top1-acc=64.48%, top5-acc=90.60%, remaining_time=0:00:10.708544, arrival_time=2021-04-15 09:23:33.947165, cost_time=0:00:26.771305 2021-04-15 09:23:25,136 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=1.2213, top1-acc=64.43%, top5-acc=90.57%, remaining_time=0:00:08.791934, arrival_time=2021-04-15 09:23:33.928568, cost_time=0:00:28.669328 2021-04-15 09:23:27,038 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.17ms, fps=1346 images/s, loss=1.2251, top1-acc=64.35%, top5-acc=90.51%, remaining_time=0:00:06.878556, arrival_time=2021-04-15 09:23:33.917239, cost_time=0:00:30.571291 2021-04-15 09:23:28,936 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.2262, top1-acc=64.35%, top5-acc=90.49%, remaining_time=0:00:04.965922, arrival_time=2021-04-15 09:23:33.902728, cost_time=0:00:32.469500 2021-04-15 09:23:30,835 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.2295, top1-acc=64.26%, top5-acc=90.43%, remaining_time=0:00:03.054928, arrival_time=2021-04-15 09:23:33.890178, cost_time=0:00:34.367932 2021-04-15 09:23:32,735 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=1.2300, top1-acc=64.26%, top5-acc=90.42%, remaining_time=0:00:01.145298, arrival_time=2021-04-15 09:23:33.880448, cost_time=0:00:36.267843 2021-04-15 09:23:33,754 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=1.2300, top1-acc=64.29%, top5-acc=90.43%, remaining_time=0:00:00, arrival_time=2021-04-15 09:23:33.754799, cost_time=0:00:37.287504 2021-04-15 09:23:34,453 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.15ms, fps=3675 images/s, loss=1.8867, top1-acc=49.84%, top5-acc=80.51%, remaining_time=0:00:02.089980, arrival_time=2021-04-15 09:23:36.543086, cost_time=0:00:00.696656 2021-04-15 09:23:35,039 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.19ms, fps=4365 images/s, loss=1.9156, top1-acc=49.45%, top5-acc=79.51%, remaining_time=0:00:01.283500, arrival_time=2021-04-15 09:23:36.323429, cost_time=0:00:01.283501 2021-04-15 09:23:35,625 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.21ms, fps=4371 images/s, loss=1.8921, top1-acc=49.18%, top5-acc=79.87%, remaining_time=0:00:00.623140, arrival_time=2021-04-15 09:23:36.249014, cost_time=0:00:01.869428 2021-04-15 09:23:36,167 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.05ms, fps=4288 images/s, loss=1.8817, top1-acc=49.51%, top5-acc=79.80%, remaining_time=0:00:00, arrival_time=2021-04-15 09:23:36.167231, cost_time=0:00:02.410736 2021-04-15 09:23:36,247 INFO : Epoch=0030 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:53:10.150540, arrival_time=2021-04-15 11:16:46.397926, cost_time=0:19:58.261850 2021-04-15 09:23:36,248 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 09:23:38,321 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.23ms, fps=1235 images/s, loss=1.1782, top1-acc=64.77%, top5-acc=91.72%, remaining_time=0:00:38.546826, arrival_time=2021-04-15 09:24:16.867933, cost_time=0:00:02.072408 2021-04-15 09:23:40,218 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1701, top1-acc=65.23%, top5-acc=91.68%, remaining_time=0:00:34.934064, arrival_time=2021-04-15 09:24:15.152552, cost_time=0:00:03.969786 2021-04-15 09:23:42,118 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=1.1860, top1-acc=64.95%, top5-acc=91.35%, remaining_time=0:00:32.477236, arrival_time=2021-04-15 09:24:14.595407, cost_time=0:00:05.869395 2021-04-15 09:23:44,016 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1877, top1-acc=65.10%, top5-acc=91.16%, remaining_time=0:00:30.294576, arrival_time=2021-04-15 09:24:14.311127, cost_time=0:00:07.767839 2021-04-15 09:23:45,914 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=1.1929, top1-acc=64.94%, top5-acc=91.00%, remaining_time=0:00:28.223406, arrival_time=2021-04-15 09:24:14.137659, cost_time=0:00:09.665569 2021-04-15 09:23:47,814 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=1.1981, top1-acc=64.74%, top5-acc=90.97%, remaining_time=0:00:26.215904, arrival_time=2021-04-15 09:24:14.030641, cost_time=0:00:11.565843 2021-04-15 09:23:49,713 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1980, top1-acc=64.85%, top5-acc=90.89%, remaining_time=0:00:24.236604, arrival_time=2021-04-15 09:24:13.950102, cost_time=0:00:13.464808 2021-04-15 09:23:51,611 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1952, top1-acc=65.03%, top5-acc=90.90%, remaining_time=0:00:22.275944, arrival_time=2021-04-15 09:24:13.887349, cost_time=0:00:15.362708 2021-04-15 09:23:53,509 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=1.2000, top1-acc=64.88%, top5-acc=90.89%, remaining_time=0:00:20.329104, arrival_time=2021-04-15 09:24:13.838346, cost_time=0:00:17.260540 2021-04-15 09:23:55,407 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2014, top1-acc=64.83%, top5-acc=90.90%, remaining_time=0:00:18.391968, arrival_time=2021-04-15 09:24:13.798991, cost_time=0:00:19.158322 2021-04-15 09:23:57,305 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2045, top1-acc=64.69%, top5-acc=90.93%, remaining_time=0:00:16.462722, arrival_time=2021-04-15 09:24:13.768480, cost_time=0:00:21.056996 2021-04-15 09:23:59,203 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.2092, top1-acc=64.49%, top5-acc=90.87%, remaining_time=0:00:14.538040, arrival_time=2021-04-15 09:24:13.741501, cost_time=0:00:22.954767 2021-04-15 09:24:01,101 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2138, top1-acc=64.45%, top5-acc=90.80%, remaining_time=0:00:12.617418, arrival_time=2021-04-15 09:24:13.718632, cost_time=0:00:24.852525 2021-04-15 09:24:03,000 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=1.2242, top1-acc=64.20%, top5-acc=90.61%, remaining_time=0:00:10.700648, arrival_time=2021-04-15 09:24:13.701015, cost_time=0:00:26.751657 2021-04-15 09:24:04,898 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.2276, top1-acc=64.10%, top5-acc=90.59%, remaining_time=0:00:08.785954, arrival_time=2021-04-15 09:24:13.684443, cost_time=0:00:28.649790 2021-04-15 09:24:06,796 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.71ms, fps=1349 images/s, loss=1.2272, top1-acc=64.09%, top5-acc=90.67%, remaining_time=0:00:06.873300, arrival_time=2021-04-15 09:24:13.670017, cost_time=0:00:30.547952 2021-04-15 09:24:08,695 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2276, top1-acc=64.11%, top5-acc=90.61%, remaining_time=0:00:04.962438, arrival_time=2021-04-15 09:24:13.657842, cost_time=0:00:32.446709 2021-04-15 09:24:10,593 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2305, top1-acc=64.05%, top5-acc=90.55%, remaining_time=0:00:03.052880, arrival_time=2021-04-15 09:24:13.646460, cost_time=0:00:34.344889 2021-04-15 09:24:12,492 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.00ms, fps=1348 images/s, loss=1.2299, top1-acc=64.05%, top5-acc=90.56%, remaining_time=0:00:01.144542, arrival_time=2021-04-15 09:24:13.637109, cost_time=0:00:36.243863 2021-04-15 09:24:13,515 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.96ms, fps=1330 images/s, loss=1.2307, top1-acc=64.07%, top5-acc=90.56%, remaining_time=0:00:00, arrival_time=2021-04-15 09:24:13.515386, cost_time=0:00:37.266706 2021-04-15 09:24:14,233 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.09ms, fps=3573 images/s, loss=1.6771, top1-acc=53.44%, top5-acc=83.67%, remaining_time=0:00:02.149620, arrival_time=2021-04-15 09:24:16.383180, cost_time=0:00:00.716543 2021-04-15 09:24:14,820 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.20ms, fps=4366 images/s, loss=1.6563, top1-acc=54.57%, top5-acc=84.43%, remaining_time=0:00:01.303200, arrival_time=2021-04-15 09:24:16.123420, cost_time=0:00:01.303198 2021-04-15 09:24:15,407 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.51ms, fps=4360 images/s, loss=1.6720, top1-acc=54.18%, top5-acc=83.98%, remaining_time=0:00:00.630220, arrival_time=2021-04-15 09:24:16.037913, cost_time=0:00:01.890675 2021-04-15 09:24:15,944 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.6721, top1-acc=54.34%, top5-acc=83.88%, remaining_time=0:00:00, arrival_time=2021-04-15 09:24:15.944692, cost_time=0:00:02.427694 2021-04-15 09:24:16,094 INFO : Epoch=0031 complete, best val top1-acc=54.50%, top5-acc=83.61% (epoch=16), remaining_time=1:52:29.692014, arrival_time=2021-04-15 11:16:45.786733, cost_time=0:20:38.109185 2021-04-15 09:24:16,095 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 09:24:18,121 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.63ms, fps=1264 images/s, loss=1.2137, top1-acc=63.79%, top5-acc=90.86%, remaining_time=0:00:37.670022, arrival_time=2021-04-15 09:24:55.791300, cost_time=0:00:02.025273 2021-04-15 09:24:20,026 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.17ms, fps=1344 images/s, loss=1.2188, top1-acc=64.04%, top5-acc=90.78%, remaining_time=0:00:34.586112, arrival_time=2021-04-15 09:24:54.612368, cost_time=0:00:03.930240 2021-04-15 09:24:21,924 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1989, top1-acc=64.88%, top5-acc=91.11%, remaining_time=0:00:32.252638, arrival_time=2021-04-15 09:24:54.177368, cost_time=0:00:05.828802 2021-04-15 09:24:23,822 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1945, top1-acc=64.88%, top5-acc=91.07%, remaining_time=0:00:30.133272, arrival_time=2021-04-15 09:24:53.955685, cost_time=0:00:07.726490 2021-04-15 09:24:25,722 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=1.1947, top1-acc=64.76%, top5-acc=90.98%, remaining_time=0:00:28.109818, arrival_time=2021-04-15 09:24:53.832483, cost_time=0:00:09.626668 2021-04-15 09:24:27,621 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.1933, top1-acc=64.82%, top5-acc=90.95%, remaining_time=0:00:26.124784, arrival_time=2021-04-15 09:24:53.746361, cost_time=0:00:11.525644 2021-04-15 09:24:29,519 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1902, top1-acc=64.92%, top5-acc=91.12%, remaining_time=0:00:24.161508, arrival_time=2021-04-15 09:24:53.680495, cost_time=0:00:13.423067 2021-04-15 09:24:31,419 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.23ms, fps=1347 images/s, loss=1.1904, top1-acc=64.93%, top5-acc=91.13%, remaining_time=0:00:22.219104, arrival_time=2021-04-15 09:24:53.638520, cost_time=0:00:15.323485 2021-04-15 09:24:33,318 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.1921, top1-acc=64.98%, top5-acc=91.13%, remaining_time=0:00:20.284372, arrival_time=2021-04-15 09:24:53.603099, cost_time=0:00:17.222618 2021-04-15 09:24:35,217 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1960, top1-acc=64.91%, top5-acc=91.11%, remaining_time=0:00:18.357024, arrival_time=2021-04-15 09:24:53.574819, cost_time=0:00:19.121862 2021-04-15 09:24:37,116 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=1.1973, top1-acc=64.85%, top5-acc=91.08%, remaining_time=0:00:16.433912, arrival_time=2021-04-15 09:24:53.549905, cost_time=0:00:21.020074 2021-04-15 09:24:39,014 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=1.1994, top1-acc=64.87%, top5-acc=91.05%, remaining_time=0:00:14.515240, arrival_time=2021-04-15 09:24:53.529957, cost_time=0:00:22.918773 2021-04-15 09:24:40,913 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.2042, top1-acc=64.77%, top5-acc=90.99%, remaining_time=0:00:12.599664, arrival_time=2021-04-15 09:24:53.513150, cost_time=0:00:24.817565 2021-04-15 09:24:42,812 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.2080, top1-acc=64.76%, top5-acc=90.91%, remaining_time=0:00:10.686424, arrival_time=2021-04-15 09:24:53.498460, cost_time=0:00:26.716107 2021-04-15 09:24:44,711 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.2089, top1-acc=64.77%, top5-acc=90.92%, remaining_time=0:00:08.775420, arrival_time=2021-04-15 09:24:53.486881, cost_time=0:00:28.615460 2021-04-15 09:24:46,609 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2091, top1-acc=64.78%, top5-acc=90.91%, remaining_time=0:00:06.865560, arrival_time=2021-04-15 09:24:53.475159, cost_time=0:00:30.513669 2021-04-15 09:24:48,507 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.2127, top1-acc=64.68%, top5-acc=90.84%, remaining_time=0:00:04.957082, arrival_time=2021-04-15 09:24:53.464667, cost_time=0:00:32.411666 2021-04-15 09:24:50,405 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2147, top1-acc=64.67%, top5-acc=90.79%, remaining_time=0:00:03.049760, arrival_time=2021-04-15 09:24:53.455416, cost_time=0:00:34.309727 2021-04-15 09:24:52,303 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=1.2166, top1-acc=64.62%, top5-acc=90.79%, remaining_time=0:00:01.143402, arrival_time=2021-04-15 09:24:53.447005, cost_time=0:00:36.207693 2021-04-15 09:24:53,323 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=1.2184, top1-acc=64.58%, top5-acc=90.75%, remaining_time=0:00:00, arrival_time=2021-04-15 09:24:53.323120, cost_time=0:00:37.227203 2021-04-15 09:24:54,028 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.16ms, fps=3640 images/s, loss=1.6531, top1-acc=54.41%, top5-acc=84.34%, remaining_time=0:00:02.109690, arrival_time=2021-04-15 09:24:56.137718, cost_time=0:00:00.703230 2021-04-15 09:24:54,623 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.10ms, fps=4299 images/s, loss=1.6549, top1-acc=54.61%, top5-acc=84.02%, remaining_time=0:00:01.299020, arrival_time=2021-04-15 09:24:55.922841, cost_time=0:00:01.299029 2021-04-15 09:24:55,219 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.29ms, fps=4301 images/s, loss=1.6521, top1-acc=55.14%, top5-acc=83.87%, remaining_time=0:00:00.631530, arrival_time=2021-04-15 09:24:55.850991, cost_time=0:00:01.894583 2021-04-15 09:24:55,760 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.05ms, fps=4292 images/s, loss=1.6387, top1-acc=55.11%, top5-acc=83.96%, remaining_time=0:00:00, arrival_time=2021-04-15 09:24:55.760500, cost_time=0:00:02.435704 2021-04-15 09:24:56,042 INFO : Epoch=0032 complete, best val top1-acc=55.11%, top5-acc=83.96% (epoch=32), remaining_time=1:51:49.800216, arrival_time=2021-04-15 11:16:45.842979, cost_time=0:21:18.057180 2021-04-15 09:24:56,044 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 09:24:58,105 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.12ms, fps=1242 images/s, loss=1.2311, top1-acc=65.43%, top5-acc=90.23%, remaining_time=0:00:38.337948, arrival_time=2021-04-15 09:25:36.443841, cost_time=0:00:02.061178 2021-04-15 09:25:00,003 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=1.2221, top1-acc=65.23%, top5-acc=90.43%, remaining_time=0:00:34.833040, arrival_time=2021-04-15 09:25:34.836051, cost_time=0:00:03.958308 2021-04-15 09:25:01,906 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.60ms, fps=1345 images/s, loss=1.1927, top1-acc=65.72%, top5-acc=90.87%, remaining_time=0:00:32.436732, arrival_time=2021-04-15 09:25:34.343603, cost_time=0:00:05.862059 2021-04-15 09:25:03,805 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2034, top1-acc=65.39%, top5-acc=90.96%, remaining_time=0:00:30.264936, arrival_time=2021-04-15 09:25:34.069898, cost_time=0:00:07.760252 2021-04-15 09:25:05,702 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=1.1954, top1-acc=65.47%, top5-acc=91.14%, remaining_time=0:00:28.199608, arrival_time=2021-04-15 09:25:33.901728, cost_time=0:00:09.657415 2021-04-15 09:25:07,600 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1949, top1-acc=65.57%, top5-acc=91.05%, remaining_time=0:00:26.193328, arrival_time=2021-04-15 09:25:33.793898, cost_time=0:00:11.555850 2021-04-15 09:25:09,500 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.2060, top1-acc=65.29%, top5-acc=90.81%, remaining_time=0:00:24.219342, arrival_time=2021-04-15 09:25:33.719270, cost_time=0:00:13.455156 2021-04-15 09:25:11,397 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2061, top1-acc=65.06%, top5-acc=90.94%, remaining_time=0:00:22.261792, arrival_time=2021-04-15 09:25:33.659481, cost_time=0:00:15.352990 2021-04-15 09:25:13,296 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.2036, top1-acc=65.04%, top5-acc=91.04%, remaining_time=0:00:20.318398, arrival_time=2021-04-15 09:25:33.614610, cost_time=0:00:17.251503 2021-04-15 09:25:15,200 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.22ms, fps=1345 images/s, loss=1.2022, top1-acc=65.06%, top5-acc=91.05%, remaining_time=0:00:18.389184, arrival_time=2021-04-15 09:25:33.589250, cost_time=0:00:19.155360 2021-04-15 09:25:17,098 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.2032, top1-acc=64.98%, top5-acc=91.00%, remaining_time=0:00:16.460314, arrival_time=2021-04-15 09:25:33.559019, cost_time=0:00:21.053931 2021-04-15 09:25:18,996 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2026, top1-acc=65.00%, top5-acc=90.97%, remaining_time=0:00:14.535988, arrival_time=2021-04-15 09:25:33.532250, cost_time=0:00:22.951551 2021-04-15 09:25:20,894 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.43ms, fps=1349 images/s, loss=1.2019, top1-acc=64.96%, top5-acc=90.96%, remaining_time=0:00:12.616230, arrival_time=2021-04-15 09:25:33.511124, cost_time=0:00:24.850184 2021-04-15 09:25:22,792 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.2018, top1-acc=64.97%, top5-acc=90.95%, remaining_time=0:00:10.699136, arrival_time=2021-04-15 09:25:33.491637, cost_time=0:00:26.747782 2021-04-15 09:25:24,691 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2060, top1-acc=64.80%, top5-acc=90.89%, remaining_time=0:00:08.784850, arrival_time=2021-04-15 09:25:33.475854, cost_time=0:00:28.646308 2021-04-15 09:25:26,590 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.2101, top1-acc=64.69%, top5-acc=90.82%, remaining_time=0:00:06.872688, arrival_time=2021-04-15 09:25:33.462772, cost_time=0:00:30.545312 2021-04-15 09:25:28,487 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.2129, top1-acc=64.63%, top5-acc=90.79%, remaining_time=0:00:04.961866, arrival_time=2021-04-15 09:25:33.449488, cost_time=0:00:32.442921 2021-04-15 09:25:30,384 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=1.2174, top1-acc=64.57%, top5-acc=90.70%, remaining_time=0:00:03.052464, arrival_time=2021-04-15 09:25:33.437312, cost_time=0:00:34.340134 2021-04-15 09:25:32,284 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=1.2185, top1-acc=64.49%, top5-acc=90.68%, remaining_time=0:00:01.144404, arrival_time=2021-04-15 09:25:33.428511, cost_time=0:00:36.239410 2021-04-15 09:25:33,303 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=1.2214, top1-acc=64.40%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-15 09:25:33.303209, cost_time=0:00:37.258517 2021-04-15 09:25:34,004 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.32ms, fps=3660 images/s, loss=1.8651, top1-acc=49.92%, top5-acc=80.16%, remaining_time=0:00:02.098530, arrival_time=2021-04-15 09:25:36.102942, cost_time=0:00:00.699510 2021-04-15 09:25:34,593 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.13ms, fps=4346 images/s, loss=1.8409, top1-acc=50.84%, top5-acc=80.29%, remaining_time=0:00:01.288880, arrival_time=2021-04-15 09:25:35.882641, cost_time=0:00:01.288876 2021-04-15 09:25:35,181 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.08ms, fps=4355 images/s, loss=1.8261, top1-acc=51.16%, top5-acc=80.94%, remaining_time=0:00:00.625650, arrival_time=2021-04-15 09:25:35.807554, cost_time=0:00:01.876942 2021-04-15 09:25:35,719 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.06ms, fps=4320 images/s, loss=1.8381, top1-acc=50.74%, top5-acc=80.48%, remaining_time=0:00:00, arrival_time=2021-04-15 09:25:35.719308, cost_time=0:00:02.414433 2021-04-15 09:25:35,854 INFO : Epoch=0033 complete, best val top1-acc=55.11%, top5-acc=83.96% (epoch=32), remaining_time=1:51:09.215641, arrival_time=2021-04-15 11:16:45.070128, cost_time=0:21:57.868946 2021-04-15 09:25:35,855 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 09:25:37,911 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.18ms, fps=1245 images/s, loss=1.1826, top1-acc=66.72%, top5-acc=91.17%, remaining_time=0:00:38.233044, arrival_time=2021-04-15 09:26:16.144419, cost_time=0:00:02.055535 2021-04-15 09:25:39,809 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.1863, top1-acc=65.82%, top5-acc=91.43%, remaining_time=0:00:34.795728, arrival_time=2021-04-15 09:26:14.605631, cost_time=0:00:03.954064 2021-04-15 09:25:41,710 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.36ms, fps=1348 images/s, loss=1.1957, top1-acc=65.69%, top5-acc=91.17%, remaining_time=0:00:32.393240, arrival_time=2021-04-15 09:26:14.103355, cost_time=0:00:05.854200 2021-04-15 09:25:43,609 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1919, top1-acc=65.63%, top5-acc=91.12%, remaining_time=0:00:30.239976, arrival_time=2021-04-15 09:26:13.849725, cost_time=0:00:07.753831 2021-04-15 09:25:45,508 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=1.1988, top1-acc=65.38%, top5-acc=90.96%, remaining_time=0:00:28.185154, arrival_time=2021-04-15 09:26:13.693417, cost_time=0:00:09.652428 2021-04-15 09:25:47,406 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1982, top1-acc=65.40%, top5-acc=91.00%, remaining_time=0:00:26.181496, arrival_time=2021-04-15 09:26:13.587965, cost_time=0:00:11.550634 2021-04-15 09:25:49,305 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.1980, top1-acc=65.32%, top5-acc=91.05%, remaining_time=0:00:24.209892, arrival_time=2021-04-15 09:26:13.515711, cost_time=0:00:13.449970 2021-04-15 09:25:51,205 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.2005, top1-acc=65.23%, top5-acc=91.00%, remaining_time=0:00:22.257268, arrival_time=2021-04-15 09:26:13.462982, cost_time=0:00:15.349812 2021-04-15 09:25:53,103 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.2007, top1-acc=65.07%, top5-acc=91.02%, remaining_time=0:00:20.313734, arrival_time=2021-04-15 09:26:13.417038, cost_time=0:00:17.247473 2021-04-15 09:25:55,008 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.2018, top1-acc=65.02%, top5-acc=91.07%, remaining_time=0:00:18.386880, arrival_time=2021-04-15 09:26:13.395721, cost_time=0:00:19.153000 2021-04-15 09:25:56,907 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=1.2011, top1-acc=65.08%, top5-acc=91.07%, remaining_time=0:00:16.458680, arrival_time=2021-04-15 09:26:13.366274, cost_time=0:00:21.051753 2021-04-15 09:25:58,805 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.1983, top1-acc=65.04%, top5-acc=91.19%, remaining_time=0:00:14.535076, arrival_time=2021-04-15 09:26:13.341015, cost_time=0:00:22.950100 2021-04-15 09:26:00,703 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=1.1994, top1-acc=64.94%, top5-acc=91.17%, remaining_time=0:00:12.615174, arrival_time=2021-04-15 09:26:13.319118, cost_time=0:00:24.848111 2021-04-15 09:26:02,605 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.23ms, fps=1347 images/s, loss=1.2006, top1-acc=64.91%, top5-acc=91.12%, remaining_time=0:00:10.699696, arrival_time=2021-04-15 09:26:13.304837, cost_time=0:00:26.749223 2021-04-15 09:26:04,503 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.2042, top1-acc=64.84%, top5-acc=91.03%, remaining_time=0:00:08.785264, arrival_time=2021-04-15 09:26:13.288709, cost_time=0:00:28.647606 2021-04-15 09:26:06,401 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.2059, top1-acc=64.77%, top5-acc=90.97%, remaining_time=0:00:06.872796, arrival_time=2021-04-15 09:26:13.274379, cost_time=0:00:30.545751 2021-04-15 09:26:08,300 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.2078, top1-acc=64.76%, top5-acc=90.92%, remaining_time=0:00:04.962048, arrival_time=2021-04-15 09:26:13.262008, cost_time=0:00:32.444114 2021-04-15 09:26:10,198 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.2084, top1-acc=64.79%, top5-acc=90.92%, remaining_time=0:00:03.052656, arrival_time=2021-04-15 09:26:13.250942, cost_time=0:00:34.342456 2021-04-15 09:26:12,096 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=1.2109, top1-acc=64.63%, top5-acc=90.87%, remaining_time=0:00:01.144434, arrival_time=2021-04-15 09:26:13.240614, cost_time=0:00:36.240355 2021-04-15 09:26:13,115 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.2128, top1-acc=64.59%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-15 09:26:13.115950, cost_time=0:00:37.260134 2021-04-15 09:26:13,815 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=2.00ms, fps=3669 images/s, loss=1.7751, top1-acc=52.15%, top5-acc=82.07%, remaining_time=0:00:02.093040, arrival_time=2021-04-15 09:26:15.908342, cost_time=0:00:00.697682 2021-04-15 09:26:14,401 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.17ms, fps=4373 images/s, loss=1.7665, top1-acc=52.23%, top5-acc=82.30%, remaining_time=0:00:01.283420, arrival_time=2021-04-15 09:26:15.684451, cost_time=0:00:01.283418 2021-04-15 09:26:14,998 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.47ms, fps=4287 images/s, loss=1.7747, top1-acc=51.87%, top5-acc=82.24%, remaining_time=0:00:00.626950, arrival_time=2021-04-15 09:26:15.625407, cost_time=0:00:01.880837 2021-04-15 09:26:15,540 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.14ms, fps=4283 images/s, loss=1.7589, top1-acc=52.02%, top5-acc=82.42%, remaining_time=0:00:00, arrival_time=2021-04-15 09:26:15.540520, cost_time=0:00:02.422841 2021-04-15 09:26:15,695 INFO : Epoch=0034 complete, best val top1-acc=55.11%, top5-acc=83.96% (epoch=32), remaining_time=1:50:28.818738, arrival_time=2021-04-15 11:16:44.514139, cost_time=0:22:37.709857 2021-04-15 09:26:15,696 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 09:26:17,752 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.24ms, fps=1246 images/s, loss=1.1797, top1-acc=65.31%, top5-acc=91.76%, remaining_time=0:00:38.227650, arrival_time=2021-04-15 09:26:55.979668, cost_time=0:00:02.055251 2021-04-15 09:26:19,650 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.1655, top1-acc=66.07%, top5-acc=91.70%, remaining_time=0:00:34.795200, arrival_time=2021-04-15 09:26:54.445979, cost_time=0:00:03.954009 2021-04-15 09:26:21,551 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=1.1655, top1-acc=66.18%, top5-acc=91.71%, remaining_time=0:00:32.392908, arrival_time=2021-04-15 09:26:53.943917, cost_time=0:00:05.854129 2021-04-15 09:26:23,449 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1700, top1-acc=65.77%, top5-acc=91.60%, remaining_time=0:00:30.236388, arrival_time=2021-04-15 09:26:53.686064, cost_time=0:00:07.752904 2021-04-15 09:26:25,347 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.1769, top1-acc=65.54%, top5-acc=91.45%, remaining_time=0:00:28.180628, arrival_time=2021-04-15 09:26:53.528308, cost_time=0:00:09.650908 2021-04-15 09:26:27,247 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.33ms, fps=1347 images/s, loss=1.1759, top1-acc=65.59%, top5-acc=91.57%, remaining_time=0:00:26.182584, arrival_time=2021-04-15 09:26:53.430492, cost_time=0:00:11.551128 2021-04-15 09:26:29,147 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.1771, top1-acc=65.65%, top5-acc=91.52%, remaining_time=0:00:24.210144, arrival_time=2021-04-15 09:26:53.357087, cost_time=0:00:13.450083 2021-04-15 09:26:31,044 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.1786, top1-acc=65.56%, top5-acc=91.54%, remaining_time=0:00:22.254136, arrival_time=2021-04-15 09:26:53.298571, cost_time=0:00:15.347644 2021-04-15 09:26:32,944 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.56ms, fps=1348 images/s, loss=1.1861, top1-acc=65.24%, top5-acc=91.46%, remaining_time=0:00:20.313628, arrival_time=2021-04-15 09:26:53.257823, cost_time=0:00:17.247416 2021-04-15 09:26:34,842 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.1889, top1-acc=65.08%, top5-acc=91.37%, remaining_time=0:00:18.379872, arrival_time=2021-04-15 09:26:53.222373, cost_time=0:00:19.145715 2021-04-15 09:26:36,742 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.1918, top1-acc=65.09%, top5-acc=91.32%, remaining_time=0:00:16.453864, arrival_time=2021-04-15 09:26:53.196323, cost_time=0:00:21.045613 2021-04-15 09:26:38,640 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1931, top1-acc=65.10%, top5-acc=91.29%, remaining_time=0:00:14.531048, arrival_time=2021-04-15 09:26:53.171619, cost_time=0:00:22.943790 2021-04-15 09:26:40,538 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1936, top1-acc=65.11%, top5-acc=91.28%, remaining_time=0:00:12.612138, arrival_time=2021-04-15 09:26:53.150970, cost_time=0:00:24.842064 2021-04-15 09:26:42,438 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.1958, top1-acc=65.08%, top5-acc=91.25%, remaining_time=0:00:10.696504, arrival_time=2021-04-15 09:26:53.134556, cost_time=0:00:26.741270 2021-04-15 09:26:44,338 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.28ms, fps=1347 images/s, loss=1.1945, top1-acc=65.12%, top5-acc=91.26%, remaining_time=0:00:08.783516, arrival_time=2021-04-15 09:26:53.122157, cost_time=0:00:28.641864 2021-04-15 09:26:46,241 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.84ms, fps=1345 images/s, loss=1.1958, top1-acc=65.10%, top5-acc=91.25%, remaining_time=0:00:06.872616, arrival_time=2021-04-15 09:26:53.114464, cost_time=0:00:30.545022 2021-04-15 09:26:48,139 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1968, top1-acc=65.07%, top5-acc=91.24%, remaining_time=0:00:04.961840, arrival_time=2021-04-15 09:26:53.101496, cost_time=0:00:32.442881 2021-04-15 09:26:50,037 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.2006, top1-acc=64.92%, top5-acc=91.21%, remaining_time=0:00:03.052464, arrival_time=2021-04-15 09:26:53.089537, cost_time=0:00:34.340303 2021-04-15 09:26:51,936 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.2019, top1-acc=64.93%, top5-acc=91.18%, remaining_time=0:00:01.144404, arrival_time=2021-04-15 09:26:53.080541, cost_time=0:00:36.239365 2021-04-15 09:26:52,955 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=1.2047, top1-acc=64.87%, top5-acc=91.13%, remaining_time=0:00:00, arrival_time=2021-04-15 09:26:52.955092, cost_time=0:00:37.258331 2021-04-15 09:26:53,660 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=2.40ms, fps=3638 images/s, loss=1.8251, top1-acc=50.31%, top5-acc=80.35%, remaining_time=0:00:02.111250, arrival_time=2021-04-15 09:26:55.771735, cost_time=0:00:00.703753 2021-04-15 09:26:54,248 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.19ms, fps=4354 images/s, loss=1.8321, top1-acc=50.35%, top5-acc=80.84%, remaining_time=0:00:01.292000, arrival_time=2021-04-15 09:26:55.540711, cost_time=0:00:01.292001 2021-04-15 09:26:54,835 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.18ms, fps=4369 images/s, loss=1.8408, top1-acc=50.53%, top5-acc=80.48%, remaining_time=0:00:00.626100, arrival_time=2021-04-15 09:26:55.461100, cost_time=0:00:01.878285 2021-04-15 09:26:55,379 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.06ms, fps=4267 images/s, loss=1.8465, top1-acc=50.20%, top5-acc=80.40%, remaining_time=0:00:00, arrival_time=2021-04-15 09:26:55.379039, cost_time=0:00:02.422274 2021-04-15 09:26:55,524 INFO : Epoch=0035 complete, best val top1-acc=55.11%, top5-acc=83.96% (epoch=32), remaining_time=1:49:48.399840, arrival_time=2021-04-15 11:16:43.924758, cost_time=0:23:17.539377 2021-04-15 09:26:55,526 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 09:26:57,583 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.28ms, fps=1244 images/s, loss=1.1971, top1-acc=64.22%, top5-acc=91.68%, remaining_time=0:00:38.269314, arrival_time=2021-04-15 09:27:35.853033, cost_time=0:00:02.057488 2021-04-15 09:26:59,482 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1818, top1-acc=65.45%, top5-acc=91.66%, remaining_time=0:00:34.810864, arrival_time=2021-04-15 09:27:34.292888, cost_time=0:00:03.955778 2021-04-15 09:27:01,383 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.57ms, fps=1346 images/s, loss=1.1727, top1-acc=65.98%, top5-acc=91.55%, remaining_time=0:00:32.410670, arrival_time=2021-04-15 09:27:33.794372, cost_time=0:00:05.857349 2021-04-15 09:27:03,282 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1678, top1-acc=66.09%, top5-acc=91.63%, remaining_time=0:00:30.249024, arrival_time=2021-04-15 09:27:33.531415, cost_time=0:00:07.756143 2021-04-15 09:27:05,180 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=1.1594, top1-acc=66.46%, top5-acc=91.72%, remaining_time=0:00:28.190556, arrival_time=2021-04-15 09:27:33.371095, cost_time=0:00:09.654300 2021-04-15 09:27:07,079 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1671, top1-acc=66.11%, top5-acc=91.71%, remaining_time=0:00:26.187616, arrival_time=2021-04-15 09:27:33.267196, cost_time=0:00:11.553340 2021-04-15 09:27:08,978 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1786, top1-acc=65.83%, top5-acc=91.47%, remaining_time=0:00:24.213168, arrival_time=2021-04-15 09:27:33.191246, cost_time=0:00:13.451767 2021-04-15 09:27:10,875 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1789, top1-acc=65.83%, top5-acc=91.44%, remaining_time=0:00:22.257036, arrival_time=2021-04-15 09:27:33.132934, cost_time=0:00:15.349661 2021-04-15 09:27:12,774 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.1789, top1-acc=65.66%, top5-acc=91.45%, remaining_time=0:00:20.314264, arrival_time=2021-04-15 09:27:33.088474, cost_time=0:00:17.247956 2021-04-15 09:27:14,672 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1796, top1-acc=65.53%, top5-acc=91.49%, remaining_time=0:00:18.380640, arrival_time=2021-04-15 09:27:33.053344, cost_time=0:00:19.146458 2021-04-15 09:27:16,571 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.1820, top1-acc=65.45%, top5-acc=91.45%, remaining_time=0:00:16.453692, arrival_time=2021-04-15 09:27:33.025398, cost_time=0:00:21.045400 2021-04-15 09:27:18,470 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1834, top1-acc=65.41%, top5-acc=91.40%, remaining_time=0:00:14.531276, arrival_time=2021-04-15 09:27:33.001586, cost_time=0:00:22.944065 2021-04-15 09:27:20,368 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=1.1869, top1-acc=65.39%, top5-acc=91.37%, remaining_time=0:00:12.612336, arrival_time=2021-04-15 09:27:32.981023, cost_time=0:00:24.842439 2021-04-15 09:27:22,267 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1857, top1-acc=65.43%, top5-acc=91.37%, remaining_time=0:00:10.696336, arrival_time=2021-04-15 09:27:32.963428, cost_time=0:00:26.740853 2021-04-15 09:27:24,166 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1902, top1-acc=65.29%, top5-acc=91.31%, remaining_time=0:00:08.782872, arrival_time=2021-04-15 09:27:32.948965, cost_time=0:00:28.639854 2021-04-15 09:27:26,064 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1941, top1-acc=65.13%, top5-acc=91.27%, remaining_time=0:00:06.871032, arrival_time=2021-04-15 09:27:32.935323, cost_time=0:00:30.537960 2021-04-15 09:27:27,963 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1959, top1-acc=65.11%, top5-acc=91.22%, remaining_time=0:00:04.960930, arrival_time=2021-04-15 09:27:32.923989, cost_time=0:00:32.436826 2021-04-15 09:27:29,868 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.16ms, fps=1344 images/s, loss=1.1979, top1-acc=65.07%, top5-acc=91.18%, remaining_time=0:00:03.052608, arrival_time=2021-04-15 09:27:32.920724, cost_time=0:00:34.341881 2021-04-15 09:27:31,782 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.20ms, fps=1338 images/s, loss=1.2007, top1-acc=64.98%, top5-acc=91.16%, remaining_time=0:00:01.144920, arrival_time=2021-04-15 09:27:32.927078, cost_time=0:00:36.255860 2021-04-15 09:27:32,809 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.07ms, fps=1324 images/s, loss=1.2033, top1-acc=64.95%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-15 09:27:32.809661, cost_time=0:00:37.283247 2021-04-15 09:27:33,511 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=2.23ms, fps=3661 images/s, loss=1.6639, top1-acc=53.87%, top5-acc=82.97%, remaining_time=0:00:02.097750, arrival_time=2021-04-15 09:27:35.609094, cost_time=0:00:00.699246 2021-04-15 09:27:34,096 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.12ms, fps=4374 images/s, loss=1.6471, top1-acc=54.53%, top5-acc=83.36%, remaining_time=0:00:01.284820, arrival_time=2021-04-15 09:27:35.381713, cost_time=0:00:01.284812 2021-04-15 09:27:34,683 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.29ms, fps=4365 images/s, loss=1.6311, top1-acc=55.17%, top5-acc=83.84%, remaining_time=0:00:00.623880, arrival_time=2021-04-15 09:27:35.307618, cost_time=0:00:01.871649 2021-04-15 09:27:35,220 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.6528, top1-acc=55.33%, top5-acc=83.99%, remaining_time=0:00:00, arrival_time=2021-04-15 09:27:35.220678, cost_time=0:00:02.408614 2021-04-15 09:27:35,478 INFO : Epoch=0036 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:49:08.577892, arrival_time=2021-04-15 11:16:44.056132, cost_time=0:23:57.492691 2021-04-15 09:27:35,479 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 09:27:37,570 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.22ms, fps=1224 images/s, loss=1.1977, top1-acc=64.49%, top5-acc=91.21%, remaining_time=0:00:38.886090, arrival_time=2021-04-15 09:28:16.456270, cost_time=0:00:02.090648 2021-04-15 09:27:39,481 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.19ms, fps=1339 images/s, loss=1.1516, top1-acc=66.27%, top5-acc=91.86%, remaining_time=0:00:35.219008, arrival_time=2021-04-15 09:28:14.700708, cost_time=0:00:04.002161 2021-04-15 09:27:41,392 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.18ms, fps=1340 images/s, loss=1.1527, top1-acc=66.37%, top5-acc=91.81%, remaining_time=0:00:32.714948, arrival_time=2021-04-15 09:28:14.106919, cost_time=0:00:05.912351 2021-04-15 09:27:43,303 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=1.1568, top1-acc=66.26%, top5-acc=91.83%, remaining_time=0:00:30.512976, arrival_time=2021-04-15 09:28:13.816364, cost_time=0:00:07.823854 2021-04-15 09:27:45,211 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.1487, top1-acc=66.43%, top5-acc=91.91%, remaining_time=0:00:28.417586, arrival_time=2021-04-15 09:28:13.629187, cost_time=0:00:09.732069 2021-04-15 09:27:47,122 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.18ms, fps=1340 images/s, loss=1.1480, top1-acc=66.51%, top5-acc=91.99%, remaining_time=0:00:26.389576, arrival_time=2021-04-15 09:28:13.511663, cost_time=0:00:11.642471 2021-04-15 09:27:49,030 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.1571, top1-acc=66.08%, top5-acc=91.92%, remaining_time=0:00:24.390954, arrival_time=2021-04-15 09:28:13.421003, cost_time=0:00:13.550514 2021-04-15 09:27:50,937 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=1.1610, top1-acc=66.00%, top5-acc=91.78%, remaining_time=0:00:22.414564, arrival_time=2021-04-15 09:28:13.352442, cost_time=0:00:15.458333 2021-04-15 09:27:52,847 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.74ms, fps=1341 images/s, loss=1.1643, top1-acc=65.85%, top5-acc=91.71%, remaining_time=0:00:20.455350, arrival_time=2021-04-15 09:28:13.302683, cost_time=0:00:17.367788 2021-04-15 09:27:54,757 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=1.1664, top1-acc=65.92%, top5-acc=91.68%, remaining_time=0:00:18.506208, arrival_time=2021-04-15 09:28:13.263126, cost_time=0:00:19.277299 2021-04-15 09:27:56,665 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.1738, top1-acc=65.76%, top5-acc=91.57%, remaining_time=0:00:16.563170, arrival_time=2021-04-15 09:28:13.228182, cost_time=0:00:21.185459 2021-04-15 09:27:58,573 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.1791, top1-acc=65.56%, top5-acc=91.48%, remaining_time=0:00:14.625972, arrival_time=2021-04-15 09:28:13.199171, cost_time=0:00:23.093667 2021-04-15 09:28:00,483 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.74ms, fps=1340 images/s, loss=1.1856, top1-acc=65.41%, top5-acc=91.35%, remaining_time=0:00:12.694374, arrival_time=2021-04-15 09:28:13.177962, cost_time=0:00:25.004038 2021-04-15 09:28:02,393 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.1916, top1-acc=65.23%, top5-acc=91.20%, remaining_time=0:00:10.765552, arrival_time=2021-04-15 09:28:13.159031, cost_time=0:00:26.913949 2021-04-15 09:28:04,301 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.1905, top1-acc=65.29%, top5-acc=91.24%, remaining_time=0:00:08.838762, arrival_time=2021-04-15 09:28:13.140354, cost_time=0:00:28.822057 2021-04-15 09:28:06,211 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=1.1940, top1-acc=65.17%, top5-acc=91.20%, remaining_time=0:00:06.914700, arrival_time=2021-04-15 09:28:13.126245, cost_time=0:00:30.731924 2021-04-15 09:28:08,119 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.1962, top1-acc=65.11%, top5-acc=91.17%, remaining_time=0:00:04.992000, arrival_time=2021-04-15 09:28:13.111477, cost_time=0:00:32.639942 2021-04-15 09:28:10,028 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.24ms, fps=1341 images/s, loss=1.1985, top1-acc=65.05%, top5-acc=91.16%, remaining_time=0:00:03.070992, arrival_time=2021-04-15 09:28:13.099307, cost_time=0:00:34.548721 2021-04-15 09:28:11,938 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.03ms, fps=1341 images/s, loss=1.2000, top1-acc=65.04%, top5-acc=91.15%, remaining_time=0:00:01.151322, arrival_time=2021-04-15 09:28:13.089400, cost_time=0:00:36.458551 2021-04-15 09:28:12,964 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.01ms, fps=1325 images/s, loss=1.2031, top1-acc=64.98%, top5-acc=91.15%, remaining_time=0:00:00, arrival_time=2021-04-15 09:28:12.964594, cost_time=0:00:37.485072 2021-04-15 09:28:13,664 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.15ms, fps=3667 images/s, loss=1.7095, top1-acc=54.34%, top5-acc=82.97%, remaining_time=0:00:02.094270, arrival_time=2021-04-15 09:28:15.758618, cost_time=0:00:00.698094 2021-04-15 09:28:14,257 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.17ms, fps=4320 images/s, loss=1.7303, top1-acc=54.59%, top5-acc=82.30%, remaining_time=0:00:01.290940, arrival_time=2021-04-15 09:28:15.548167, cost_time=0:00:01.290937 2021-04-15 09:28:14,854 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.07ms, fps=4287 images/s, loss=1.7542, top1-acc=53.91%, top5-acc=82.07%, remaining_time=0:00:00.629510, arrival_time=2021-04-15 09:28:15.484288, cost_time=0:00:01.888524 2021-04-15 09:28:15,408 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=4194 images/s, loss=1.7762, top1-acc=53.30%, top5-acc=82.05%, remaining_time=0:00:00, arrival_time=2021-04-15 09:28:15.408282, cost_time=0:00:02.442025 2021-04-15 09:28:15,514 INFO : Epoch=0037 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:48:29.113067, arrival_time=2021-04-15 11:16:44.627359, cost_time=0:24:37.528720 2021-04-15 09:28:15,516 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 09:28:17,571 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.13ms, fps=1245 images/s, loss=1.2015, top1-acc=66.56%, top5-acc=91.05%, remaining_time=0:00:38.233416, arrival_time=2021-04-15 09:28:55.805246, cost_time=0:00:02.055556 2021-04-15 09:28:19,469 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1929, top1-acc=66.58%, top5-acc=91.04%, remaining_time=0:00:34.787632, arrival_time=2021-04-15 09:28:54.257038, cost_time=0:00:03.953147 2021-04-15 09:28:21,374 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.50ms, fps=1344 images/s, loss=1.1843, top1-acc=66.54%, top5-acc=91.03%, remaining_time=0:00:32.417476, arrival_time=2021-04-15 09:28:53.792379, cost_time=0:00:05.858585 2021-04-15 09:28:23,272 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1671, top1-acc=66.79%, top5-acc=91.44%, remaining_time=0:00:30.249804, arrival_time=2021-04-15 09:28:53.522437, cost_time=0:00:07.756375 2021-04-15 09:28:25,170 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1732, top1-acc=66.27%, top5-acc=91.52%, remaining_time=0:00:28.190994, arrival_time=2021-04-15 09:28:53.361677, cost_time=0:00:09.654438 2021-04-15 09:28:27,069 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.38ms, fps=1348 images/s, loss=1.1682, top1-acc=66.36%, top5-acc=91.52%, remaining_time=0:00:26.187752, arrival_time=2021-04-15 09:28:53.257457, cost_time=0:00:11.553447 2021-04-15 09:28:28,968 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1708, top1-acc=66.15%, top5-acc=91.51%, remaining_time=0:00:24.213420, arrival_time=2021-04-15 09:28:53.181652, cost_time=0:00:13.451909 2021-04-15 09:28:30,866 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=1.1777, top1-acc=66.04%, top5-acc=91.40%, remaining_time=0:00:22.258312, arrival_time=2021-04-15 09:28:53.125145, cost_time=0:00:15.350575 2021-04-15 09:28:32,765 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.1820, top1-acc=65.87%, top5-acc=91.35%, remaining_time=0:00:20.315112, arrival_time=2021-04-15 09:28:53.080103, cost_time=0:00:17.248722 2021-04-15 09:28:34,666 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=1.1872, top1-acc=65.68%, top5-acc=91.27%, remaining_time=0:00:18.384192, arrival_time=2021-04-15 09:28:53.050651, cost_time=0:00:19.150213 2021-04-15 09:28:36,571 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.13ms, fps=1344 images/s, loss=1.1912, top1-acc=65.40%, top5-acc=91.19%, remaining_time=0:00:16.460916, arrival_time=2021-04-15 09:28:53.031864, cost_time=0:00:21.054615 2021-04-15 09:28:38,469 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1893, top1-acc=65.44%, top5-acc=91.19%, remaining_time=0:00:14.537052, arrival_time=2021-04-15 09:28:53.006565, cost_time=0:00:22.953267 2021-04-15 09:28:40,367 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1896, top1-acc=65.41%, top5-acc=91.14%, remaining_time=0:00:12.616890, arrival_time=2021-04-15 09:28:52.984593, cost_time=0:00:24.851407 2021-04-15 09:28:42,265 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1956, top1-acc=65.29%, top5-acc=91.09%, remaining_time=0:00:10.699752, arrival_time=2021-04-15 09:28:52.965412, cost_time=0:00:26.749402 2021-04-15 09:28:44,164 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1966, top1-acc=65.28%, top5-acc=91.08%, remaining_time=0:00:08.785356, arrival_time=2021-04-15 09:28:52.949521, cost_time=0:00:28.647918 2021-04-15 09:28:46,063 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.1953, top1-acc=65.29%, top5-acc=91.12%, remaining_time=0:00:06.873192, arrival_time=2021-04-15 09:28:52.937098, cost_time=0:00:30.547583 2021-04-15 09:28:47,962 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1955, top1-acc=65.25%, top5-acc=91.13%, remaining_time=0:00:04.962308, arrival_time=2021-04-15 09:28:52.924411, cost_time=0:00:32.445857 2021-04-15 09:28:49,860 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1934, top1-acc=65.34%, top5-acc=91.16%, remaining_time=0:00:03.052784, arrival_time=2021-04-15 09:28:52.912846, cost_time=0:00:34.343818 2021-04-15 09:28:51,759 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.1971, top1-acc=65.23%, top5-acc=91.12%, remaining_time=0:00:01.144524, arrival_time=2021-04-15 09:28:52.903998, cost_time=0:00:36.243230 2021-04-15 09:28:52,779 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.03ms, fps=1334 images/s, loss=1.1984, top1-acc=65.21%, top5-acc=91.09%, remaining_time=0:00:00, arrival_time=2021-04-15 09:28:52.779358, cost_time=0:00:37.263119 2021-04-15 09:28:53,478 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.26ms, fps=3669 images/s, loss=1.7657, top1-acc=52.34%, top5-acc=81.76%, remaining_time=0:00:02.093130, arrival_time=2021-04-15 09:28:55.571876, cost_time=0:00:00.697706 2021-04-15 09:28:54,066 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.21ms, fps=4356 images/s, loss=1.7551, top1-acc=52.46%, top5-acc=82.29%, remaining_time=0:00:01.285640, arrival_time=2021-04-15 09:28:55.352334, cost_time=0:00:01.285647 2021-04-15 09:28:54,654 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.39ms, fps=4359 images/s, loss=1.7598, top1-acc=52.16%, top5-acc=81.98%, remaining_time=0:00:00.624420, arrival_time=2021-04-15 09:28:55.278735, cost_time=0:00:01.873267 2021-04-15 09:28:55,212 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.06ms, fps=4162 images/s, loss=1.7591, top1-acc=52.46%, top5-acc=82.26%, remaining_time=0:00:00, arrival_time=2021-04-15 09:28:55.212148, cost_time=0:00:02.431004 2021-04-15 09:28:55,316 INFO : Epoch=0038 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:47:48.622254, arrival_time=2021-04-15 11:16:43.938963, cost_time=0:25:17.331153 2021-04-15 09:28:55,318 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 09:28:57,409 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.39ms, fps=1224 images/s, loss=1.1684, top1-acc=66.37%, top5-acc=91.33%, remaining_time=0:00:38.901714, arrival_time=2021-04-15 09:29:36.311522, cost_time=0:00:02.091488 2021-04-15 09:28:59,321 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.21ms, fps=1340 images/s, loss=1.1643, top1-acc=65.88%, top5-acc=91.29%, remaining_time=0:00:35.224816, arrival_time=2021-04-15 09:29:34.545948, cost_time=0:00:04.002815 2021-04-15 09:29:01,231 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.26ms, fps=1340 images/s, loss=1.1591, top1-acc=65.92%, top5-acc=91.60%, remaining_time=0:00:32.718102, arrival_time=2021-04-15 09:29:33.949392, cost_time=0:00:05.912916 2021-04-15 09:29:03,139 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=1.1573, top1-acc=65.79%, top5-acc=91.75%, remaining_time=0:00:30.503772, arrival_time=2021-04-15 09:29:33.643559, cost_time=0:00:07.821478 2021-04-15 09:29:05,047 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.1625, top1-acc=65.72%, top5-acc=91.70%, remaining_time=0:00:28.409848, arrival_time=2021-04-15 09:29:33.457563, cost_time=0:00:09.729402 2021-04-15 09:29:06,958 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=1.1645, top1-acc=65.76%, top5-acc=91.67%, remaining_time=0:00:26.384000, arrival_time=2021-04-15 09:29:33.342371, cost_time=0:00:11.639981 2021-04-15 09:29:08,866 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=1.1642, top1-acc=65.83%, top5-acc=91.64%, remaining_time=0:00:24.386544, arrival_time=2021-04-15 09:29:33.252922, cost_time=0:00:13.548067 2021-04-15 09:29:10,774 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.1642, top1-acc=65.93%, top5-acc=91.64%, remaining_time=0:00:22.411432, arrival_time=2021-04-15 09:29:33.185875, cost_time=0:00:15.456127 2021-04-15 09:29:12,683 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.26ms, fps=1341 images/s, loss=1.1672, top1-acc=65.77%, top5-acc=91.54%, remaining_time=0:00:20.452806, arrival_time=2021-04-15 09:29:33.136737, cost_time=0:00:17.365613 2021-04-15 09:29:14,593 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=1.1671, top1-acc=65.80%, top5-acc=91.48%, remaining_time=0:00:18.504000, arrival_time=2021-04-15 09:29:33.097372, cost_time=0:00:19.274983 2021-04-15 09:29:16,502 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=1.1668, top1-acc=65.78%, top5-acc=91.50%, remaining_time=0:00:16.561966, arrival_time=2021-04-15 09:29:33.064151, cost_time=0:00:21.183880 2021-04-15 09:29:18,410 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.1708, top1-acc=65.59%, top5-acc=91.48%, remaining_time=0:00:14.625136, arrival_time=2021-04-15 09:29:33.035796, cost_time=0:00:23.092353 2021-04-15 09:29:20,319 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=1.1744, top1-acc=65.56%, top5-acc=91.46%, remaining_time=0:00:12.692856, arrival_time=2021-04-15 09:29:33.012323, cost_time=0:00:25.001144 2021-04-15 09:29:22,228 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=1.1778, top1-acc=65.49%, top5-acc=91.36%, remaining_time=0:00:10.763984, arrival_time=2021-04-15 09:29:32.992208, cost_time=0:00:26.909912 2021-04-15 09:29:24,136 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.1843, top1-acc=65.25%, top5-acc=91.29%, remaining_time=0:00:08.837566, arrival_time=2021-04-15 09:29:32.974081, cost_time=0:00:28.818200 2021-04-15 09:29:26,051 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.22ms, fps=1337 images/s, loss=1.1881, top1-acc=65.16%, top5-acc=91.21%, remaining_time=0:00:06.915024, arrival_time=2021-04-15 09:29:32.966933, cost_time=0:00:30.733514 2021-04-15 09:29:27,960 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=1.1923, top1-acc=65.06%, top5-acc=91.13%, remaining_time=0:00:04.992364, arrival_time=2021-04-15 09:29:32.953063, cost_time=0:00:32.642390 2021-04-15 09:29:29,868 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.1937, top1-acc=64.95%, top5-acc=91.10%, remaining_time=0:00:03.071152, arrival_time=2021-04-15 09:29:32.939948, cost_time=0:00:34.550487 2021-04-15 09:29:31,776 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=0.98ms, fps=1342 images/s, loss=1.1980, top1-acc=64.85%, top5-acc=91.03%, remaining_time=0:00:01.151316, arrival_time=2021-04-15 09:29:32.927893, cost_time=0:00:36.458272 2021-04-15 09:29:32,796 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=1.2010, top1-acc=64.81%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-15 09:29:32.796531, cost_time=0:00:37.478226 2021-04-15 09:29:33,499 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.14ms, fps=3652 images/s, loss=1.7258, top1-acc=53.32%, top5-acc=82.70%, remaining_time=0:00:02.102760, arrival_time=2021-04-15 09:29:35.601868, cost_time=0:00:00.700919 2021-04-15 09:29:34,085 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.16ms, fps=4367 images/s, loss=1.7104, top1-acc=53.40%, top5-acc=83.20%, remaining_time=0:00:01.287440, arrival_time=2021-04-15 09:29:35.373077, cost_time=0:00:01.287444 2021-04-15 09:29:34,678 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.07ms, fps=4321 images/s, loss=1.7011, top1-acc=53.33%, top5-acc=83.23%, remaining_time=0:00:00.626710, arrival_time=2021-04-15 09:29:35.305045, cost_time=0:00:01.880144 2021-04-15 09:29:35,232 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.05ms, fps=4186 images/s, loss=1.7020, top1-acc=53.58%, top5-acc=83.51%, remaining_time=0:00:00, arrival_time=2021-04-15 09:29:35.232867, cost_time=0:00:02.434669 2021-04-15 09:29:35,373 INFO : Epoch=0039 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:47:09.214932, arrival_time=2021-04-15 11:16:44.587967, cost_time=0:25:57.387467 2021-04-15 09:29:35,374 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 09:29:37,440 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.24ms, fps=1239 images/s, loss=1.1674, top1-acc=65.00%, top5-acc=92.27%, remaining_time=0:00:38.426670, arrival_time=2021-04-15 09:30:15.867223, cost_time=0:00:02.065948 2021-04-15 09:29:39,338 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1578, top1-acc=65.68%, top5-acc=92.09%, remaining_time=0:00:34.880912, arrival_time=2021-04-15 09:30:14.219182, cost_time=0:00:03.963734 2021-04-15 09:29:41,237 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1639, top1-acc=65.46%, top5-acc=91.91%, remaining_time=0:00:32.444202, arrival_time=2021-04-15 09:30:13.682146, cost_time=0:00:05.863406 2021-04-15 09:29:43,137 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.1714, top1-acc=65.46%, top5-acc=91.77%, remaining_time=0:00:30.276324, arrival_time=2021-04-15 09:30:13.414070, cost_time=0:00:07.763149 2021-04-15 09:29:45,036 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1796, top1-acc=65.44%, top5-acc=91.59%, remaining_time=0:00:28.213040, arrival_time=2021-04-15 09:30:13.249555, cost_time=0:00:09.661983 2021-04-15 09:29:46,935 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1756, top1-acc=65.55%, top5-acc=91.65%, remaining_time=0:00:26.203664, arrival_time=2021-04-15 09:30:13.138680, cost_time=0:00:11.560430 2021-04-15 09:29:48,834 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.1697, top1-acc=65.72%, top5-acc=91.64%, remaining_time=0:00:24.227028, arrival_time=2021-04-15 09:30:13.061009, cost_time=0:00:13.459449 2021-04-15 09:29:50,733 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.1737, top1-acc=65.65%, top5-acc=91.56%, remaining_time=0:00:22.270492, arrival_time=2021-04-15 09:30:13.004078, cost_time=0:00:15.358991 2021-04-15 09:29:52,631 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1793, top1-acc=65.49%, top5-acc=91.46%, remaining_time=0:00:20.325182, arrival_time=2021-04-15 09:30:12.956942, cost_time=0:00:17.257234 2021-04-15 09:29:54,529 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1800, top1-acc=65.48%, top5-acc=91.43%, remaining_time=0:00:18.389184, arrival_time=2021-04-15 09:30:12.919083, cost_time=0:00:19.155353 2021-04-15 09:29:56,429 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.1797, top1-acc=65.45%, top5-acc=91.46%, remaining_time=0:00:16.461002, arrival_time=2021-04-15 09:30:12.890274, cost_time=0:00:21.054733 2021-04-15 09:29:58,328 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.1762, top1-acc=65.54%, top5-acc=91.47%, remaining_time=0:00:14.537280, arrival_time=2021-04-15 09:30:12.865384, cost_time=0:00:22.953577 2021-04-15 09:30:00,229 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=2.46ms, fps=1347 images/s, loss=1.1771, top1-acc=65.58%, top5-acc=91.38%, remaining_time=0:00:12.618540, arrival_time=2021-04-15 09:30:12.847924, cost_time=0:00:24.854678 2021-04-15 09:30:02,129 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.1775, top1-acc=65.58%, top5-acc=91.37%, remaining_time=0:00:10.701824, arrival_time=2021-04-15 09:30:12.830883, cost_time=0:00:26.754536 2021-04-15 09:30:04,027 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1796, top1-acc=65.55%, top5-acc=91.32%, remaining_time=0:00:08.786828, arrival_time=2021-04-15 09:30:12.813974, cost_time=0:00:28.652625 2021-04-15 09:30:05,926 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.11ms, fps=1348 images/s, loss=1.1838, top1-acc=65.46%, top5-acc=91.23%, remaining_time=0:00:06.874128, arrival_time=2021-04-15 09:30:12.800335, cost_time=0:00:30.551656 2021-04-15 09:30:07,824 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.1877, top1-acc=65.32%, top5-acc=91.17%, remaining_time=0:00:04.962880, arrival_time=2021-04-15 09:30:12.787062, cost_time=0:00:32.449662 2021-04-15 09:30:09,722 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.1903, top1-acc=65.30%, top5-acc=91.10%, remaining_time=0:00:03.053152, arrival_time=2021-04-15 09:30:12.775622, cost_time=0:00:34.347942 2021-04-15 09:30:11,621 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.1905, top1-acc=65.28%, top5-acc=91.11%, remaining_time=0:00:01.144638, arrival_time=2021-04-15 09:30:12.765950, cost_time=0:00:36.246791 2021-04-15 09:30:12,640 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=1.1910, top1-acc=65.26%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-15 09:30:12.640726, cost_time=0:00:37.266210 2021-04-15 09:30:13,342 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.14ms, fps=3656 images/s, loss=1.6935, top1-acc=53.71%, top5-acc=83.16%, remaining_time=0:00:02.100630, arrival_time=2021-04-15 09:30:15.443229, cost_time=0:00:00.700212 2021-04-15 09:30:13,929 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.14ms, fps=4364 images/s, loss=1.6395, top1-acc=54.73%, top5-acc=84.59%, remaining_time=0:00:01.287160, arrival_time=2021-04-15 09:30:15.216686, cost_time=0:00:01.287153 2021-04-15 09:30:14,516 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.12ms, fps=4367 images/s, loss=1.6454, top1-acc=54.65%, top5-acc=84.05%, remaining_time=0:00:00.624530, arrival_time=2021-04-15 09:30:15.140489, cost_time=0:00:01.873592 2021-04-15 09:30:15,061 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.05ms, fps=4259 images/s, loss=1.6550, top1-acc=54.70%, top5-acc=83.92%, remaining_time=0:00:00, arrival_time=2021-04-15 09:30:15.061030, cost_time=0:00:02.418667 2021-04-15 09:30:15,194 INFO : Epoch=0040 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:46:28.836000, arrival_time=2021-04-15 11:16:44.030537, cost_time=0:26:37.208997 2021-04-15 09:30:15,195 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 09:30:17,226 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.31ms, fps=1261 images/s, loss=1.1586, top1-acc=66.84%, top5-acc=91.33%, remaining_time=0:00:37.771578, arrival_time=2021-04-15 09:30:54.998186, cost_time=0:00:02.030726 2021-04-15 09:30:19,124 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1416, top1-acc=66.45%, top5-acc=91.56%, remaining_time=0:00:34.570800, arrival_time=2021-04-15 09:30:53.695111, cost_time=0:00:03.928500 2021-04-15 09:30:21,022 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.1317, top1-acc=66.71%, top5-acc=91.64%, remaining_time=0:00:32.240686, arrival_time=2021-04-15 09:30:53.263130, cost_time=0:00:05.826626 2021-04-15 09:30:22,924 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.15ms, fps=1346 images/s, loss=1.1366, top1-acc=66.79%, top5-acc=91.57%, remaining_time=0:00:30.141540, arrival_time=2021-04-15 09:30:53.066045, cost_time=0:00:07.728589 2021-04-15 09:30:24,823 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=1.1336, top1-acc=67.05%, top5-acc=91.67%, remaining_time=0:00:28.112154, arrival_time=2021-04-15 09:30:52.935399, cost_time=0:00:09.627430 2021-04-15 09:30:26,720 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1372, top1-acc=66.97%, top5-acc=91.61%, remaining_time=0:00:26.123560, arrival_time=2021-04-15 09:30:52.844484, cost_time=0:00:11.525109 2021-04-15 09:30:28,620 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=1.1451, top1-acc=66.77%, top5-acc=91.51%, remaining_time=0:00:24.164028, arrival_time=2021-04-15 09:30:52.784306, cost_time=0:00:13.424459 2021-04-15 09:30:30,520 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.1472, top1-acc=66.74%, top5-acc=91.57%, remaining_time=0:00:22.220612, arrival_time=2021-04-15 09:30:52.741040, cost_time=0:00:15.324552 2021-04-15 09:30:32,418 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1505, top1-acc=66.58%, top5-acc=91.48%, remaining_time=0:00:20.284902, arrival_time=2021-04-15 09:30:52.703711, cost_time=0:00:17.223002 2021-04-15 09:30:34,317 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.1526, top1-acc=66.47%, top5-acc=91.39%, remaining_time=0:00:18.356352, arrival_time=2021-04-15 09:30:52.673341, cost_time=0:00:19.121167 2021-04-15 09:30:36,223 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=1.1561, top1-acc=66.38%, top5-acc=91.37%, remaining_time=0:00:16.439502, arrival_time=2021-04-15 09:30:52.662682, cost_time=0:00:21.027291 2021-04-15 09:30:38,121 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1617, top1-acc=66.18%, top5-acc=91.33%, remaining_time=0:00:14.519420, arrival_time=2021-04-15 09:30:52.640661, cost_time=0:00:22.925418 2021-04-15 09:30:40,020 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.1655, top1-acc=66.14%, top5-acc=91.28%, remaining_time=0:00:12.603030, arrival_time=2021-04-15 09:30:52.622992, cost_time=0:00:24.824144 2021-04-15 09:30:41,921 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.12ms, fps=1347 images/s, loss=1.1679, top1-acc=66.09%, top5-acc=91.23%, remaining_time=0:00:10.690232, arrival_time=2021-04-15 09:30:52.611652, cost_time=0:00:26.725531 2021-04-15 09:30:43,820 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=1.1696, top1-acc=66.01%, top5-acc=91.26%, remaining_time=0:00:08.778134, arrival_time=2021-04-15 09:30:52.598233, cost_time=0:00:28.624282 2021-04-15 09:30:45,718 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1700, top1-acc=66.04%, top5-acc=91.26%, remaining_time=0:00:06.867576, arrival_time=2021-04-15 09:30:52.585905, cost_time=0:00:30.522513 2021-04-15 09:30:47,618 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.34ms, fps=1347 images/s, loss=1.1716, top1-acc=65.97%, top5-acc=91.24%, remaining_time=0:00:04.958772, arrival_time=2021-04-15 09:30:52.577269, cost_time=0:00:32.422666 2021-04-15 09:30:49,519 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=1.1715, top1-acc=65.94%, top5-acc=91.26%, remaining_time=0:00:03.050960, arrival_time=2021-04-15 09:30:52.570168, cost_time=0:00:34.323324 2021-04-15 09:30:51,419 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.1742, top1-acc=65.88%, top5-acc=91.24%, remaining_time=0:00:01.143900, arrival_time=2021-04-15 09:30:52.563179, cost_time=0:00:36.223480 2021-04-15 09:30:52,439 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=0.95ms, fps=1334 images/s, loss=1.1765, top1-acc=65.81%, top5-acc=91.22%, remaining_time=0:00:00, arrival_time=2021-04-15 09:30:52.439127, cost_time=0:00:37.243327 2021-04-15 09:30:53,156 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.16ms, fps=3580 images/s, loss=1.7110, top1-acc=52.77%, top5-acc=83.28%, remaining_time=0:00:02.145510, arrival_time=2021-04-15 09:30:55.301485, cost_time=0:00:00.715168 2021-04-15 09:30:53,745 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.29ms, fps=4343 images/s, loss=1.7308, top1-acc=52.83%, top5-acc=82.81%, remaining_time=0:00:01.305040, arrival_time=2021-04-15 09:30:55.050873, cost_time=0:00:01.305043 2021-04-15 09:30:54,335 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.21ms, fps=4343 images/s, loss=1.7238, top1-acc=53.02%, top5-acc=83.24%, remaining_time=0:00:00.631580, arrival_time=2021-04-15 09:30:54.967103, cost_time=0:00:01.894733 2021-04-15 09:30:54,875 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.07ms, fps=4303 images/s, loss=1.7343, top1-acc=53.17%, top5-acc=83.15%, remaining_time=0:00:00, arrival_time=2021-04-15 09:30:54.875036, cost_time=0:00:02.434184 2021-04-15 09:30:54,961 INFO : Epoch=0041 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:45:48.274068, arrival_time=2021-04-15 11:16:43.235969, cost_time=0:27:16.976348 2021-04-15 09:30:54,963 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 09:30:57,039 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.18ms, fps=1233 images/s, loss=1.1317, top1-acc=66.95%, top5-acc=91.48%, remaining_time=0:00:38.620854, arrival_time=2021-04-15 09:31:35.660533, cost_time=0:00:02.076391 2021-04-15 09:30:58,937 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1467, top1-acc=66.07%, top5-acc=91.45%, remaining_time=0:00:34.973488, arrival_time=2021-04-15 09:31:33.911047, cost_time=0:00:03.974259 2021-04-15 09:31:00,838 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.45ms, fps=1347 images/s, loss=1.1568, top1-acc=66.17%, top5-acc=91.55%, remaining_time=0:00:32.510602, arrival_time=2021-04-15 09:31:33.349405, cost_time=0:00:05.875422 2021-04-15 09:31:02,736 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1509, top1-acc=66.23%, top5-acc=91.73%, remaining_time=0:00:30.316572, arrival_time=2021-04-15 09:31:33.053427, cost_time=0:00:07.773465 2021-04-15 09:31:04,637 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=1.1530, top1-acc=66.04%, top5-acc=91.72%, remaining_time=0:00:28.248810, arrival_time=2021-04-15 09:31:32.886361, cost_time=0:00:09.674262 2021-04-15 09:31:06,536 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.1497, top1-acc=66.08%, top5-acc=91.86%, remaining_time=0:00:26.232360, arrival_time=2021-04-15 09:31:32.769000, cost_time=0:00:11.573128 2021-04-15 09:31:08,435 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.1481, top1-acc=66.12%, top5-acc=91.79%, remaining_time=0:00:24.249582, arrival_time=2021-04-15 09:31:32.684823, cost_time=0:00:13.471956 2021-04-15 09:31:10,333 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.1535, top1-acc=66.02%, top5-acc=91.65%, remaining_time=0:00:22.287080, arrival_time=2021-04-15 09:31:32.620798, cost_time=0:00:15.370423 2021-04-15 09:31:12,233 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.1643, top1-acc=65.84%, top5-acc=91.49%, remaining_time=0:00:20.340658, arrival_time=2021-04-15 09:31:32.574323, cost_time=0:00:17.270353 2021-04-15 09:31:14,132 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1656, top1-acc=65.75%, top5-acc=91.55%, remaining_time=0:00:18.401952, arrival_time=2021-04-15 09:31:32.533972, cost_time=0:00:19.168716 2021-04-15 09:31:16,031 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1647, top1-acc=65.77%, top5-acc=91.54%, remaining_time=0:00:16.471322, arrival_time=2021-04-15 09:31:32.502667, cost_time=0:00:21.067986 2021-04-15 09:31:17,929 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1682, top1-acc=65.72%, top5-acc=91.53%, remaining_time=0:00:14.545032, arrival_time=2021-04-15 09:31:32.474168, cost_time=0:00:22.965845 2021-04-15 09:31:19,827 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1725, top1-acc=65.59%, top5-acc=91.48%, remaining_time=0:00:12.623160, arrival_time=2021-04-15 09:31:32.450265, cost_time=0:00:24.863806 2021-04-15 09:31:21,725 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.1758, top1-acc=65.47%, top5-acc=91.42%, remaining_time=0:00:10.705016, arrival_time=2021-04-15 09:31:32.430846, cost_time=0:00:26.762519 2021-04-15 09:31:23,624 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1772, top1-acc=65.45%, top5-acc=91.40%, remaining_time=0:00:08.789358, arrival_time=2021-04-15 09:31:32.413558, cost_time=0:00:28.660904 2021-04-15 09:31:25,522 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.58ms, fps=1349 images/s, loss=1.1805, top1-acc=65.37%, top5-acc=91.37%, remaining_time=0:00:06.875712, arrival_time=2021-04-15 09:31:32.397849, cost_time=0:00:30.558781 2021-04-15 09:31:27,424 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.13ms, fps=1346 images/s, loss=1.1804, top1-acc=65.34%, top5-acc=91.39%, remaining_time=0:00:04.964700, arrival_time=2021-04-15 09:31:32.389486, cost_time=0:00:32.461490 2021-04-15 09:31:29,323 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1825, top1-acc=65.27%, top5-acc=91.31%, remaining_time=0:00:03.054208, arrival_time=2021-04-15 09:31:32.377323, cost_time=0:00:34.359816 2021-04-15 09:31:31,221 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.01ms, fps=1349 images/s, loss=1.1821, top1-acc=65.29%, top5-acc=91.27%, remaining_time=0:00:01.145004, arrival_time=2021-04-15 09:31:32.366704, cost_time=0:00:36.258420 2021-04-15 09:31:32,241 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.1830, top1-acc=65.28%, top5-acc=91.28%, remaining_time=0:00:00, arrival_time=2021-04-15 09:31:32.241226, cost_time=0:00:37.277946 2021-04-15 09:31:32,950 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=2.02ms, fps=3618 images/s, loss=1.9834, top1-acc=49.06%, top5-acc=79.06%, remaining_time=0:00:02.122710, arrival_time=2021-04-15 09:31:35.073155, cost_time=0:00:00.707569 2021-04-15 09:31:33,541 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.21ms, fps=4334 images/s, loss=1.9422, top1-acc=49.79%, top5-acc=79.53%, remaining_time=0:00:01.298620, arrival_time=2021-04-15 09:31:34.840083, cost_time=0:00:01.298612 2021-04-15 09:31:34,129 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.23ms, fps=4354 images/s, loss=1.9488, top1-acc=49.30%, top5-acc=79.60%, remaining_time=0:00:00.628930, arrival_time=2021-04-15 09:31:34.758588, cost_time=0:00:01.886788 2021-04-15 09:31:34,676 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.05ms, fps=4247 images/s, loss=1.9586, top1-acc=49.10%, top5-acc=79.58%, remaining_time=0:00:00, arrival_time=2021-04-15 09:31:34.676263, cost_time=0:00:02.433349 2021-04-15 09:31:34,784 INFO : Epoch=0042 complete, best val top1-acc=55.33%, top5-acc=83.99% (epoch=36), remaining_time=1:45:07.957082, arrival_time=2021-04-15 11:16:42.741365, cost_time=0:27:56.798738 2021-04-15 09:31:34,785 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 09:31:36,839 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.15ms, fps=1246 images/s, loss=1.1745, top1-acc=65.08%, top5-acc=91.05%, remaining_time=0:00:38.201796, arrival_time=2021-04-15 09:32:15.041326, cost_time=0:00:02.053864 2021-04-15 09:31:38,736 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=1.1548, top1-acc=65.53%, top5-acc=91.37%, remaining_time=0:00:34.770208, arrival_time=2021-04-15 09:32:13.507034, cost_time=0:00:03.951164 2021-04-15 09:31:40,637 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.18ms, fps=1347 images/s, loss=1.1502, top1-acc=65.73%, top5-acc=91.52%, remaining_time=0:00:32.380292, arrival_time=2021-04-15 09:32:13.017939, cost_time=0:00:05.851850 2021-04-15 09:31:42,535 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1429, top1-acc=66.16%, top5-acc=91.66%, remaining_time=0:00:30.224220, arrival_time=2021-04-15 09:32:12.759689, cost_time=0:00:07.749808 2021-04-15 09:31:44,439 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.19ms, fps=1345 images/s, loss=1.1410, top1-acc=66.40%, top5-acc=91.63%, remaining_time=0:00:28.190118, arrival_time=2021-04-15 09:32:12.629929, cost_time=0:00:09.654150 2021-04-15 09:31:46,340 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.13ms, fps=1347 images/s, loss=1.1380, top1-acc=66.50%, top5-acc=91.65%, remaining_time=0:00:26.190880, arrival_time=2021-04-15 09:32:12.531422, cost_time=0:00:11.554807 2021-04-15 09:31:48,238 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1385, top1-acc=66.48%, top5-acc=91.62%, remaining_time=0:00:24.214554, arrival_time=2021-04-15 09:32:12.452766, cost_time=0:00:13.452546 2021-04-15 09:31:50,136 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1415, top1-acc=66.54%, top5-acc=91.58%, remaining_time=0:00:22.259008, arrival_time=2021-04-15 09:32:12.395686, cost_time=0:00:15.351018 2021-04-15 09:31:52,036 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.1469, top1-acc=66.48%, top5-acc=91.52%, remaining_time=0:00:20.317338, arrival_time=2021-04-15 09:32:12.353748, cost_time=0:00:17.250555 2021-04-15 09:31:53,935 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.1491, top1-acc=66.39%, top5-acc=91.54%, remaining_time=0:00:18.384288, arrival_time=2021-04-15 09:32:12.320226, cost_time=0:00:19.150270 2021-04-15 09:31:55,833 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.1525, top1-acc=66.25%, top5-acc=91.48%, remaining_time=0:00:16.455670, arrival_time=2021-04-15 09:32:12.289334, cost_time=0:00:21.048003 2021-04-15 09:31:57,735 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.12ms, fps=1346 images/s, loss=1.1541, top1-acc=66.21%, top5-acc=91.52%, remaining_time=0:00:14.535000, arrival_time=2021-04-15 09:32:12.270628, cost_time=0:00:22.949949 2021-04-15 09:31:59,634 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1569, top1-acc=66.09%, top5-acc=91.48%, remaining_time=0:00:12.615240, arrival_time=2021-04-15 09:32:12.249253, cost_time=0:00:24.848153 2021-04-15 09:32:01,533 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1605, top1-acc=65.99%, top5-acc=91.43%, remaining_time=0:00:10.699248, arrival_time=2021-04-15 09:32:12.232967, cost_time=0:00:26.748055 2021-04-15 09:32:03,431 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1625, top1-acc=65.96%, top5-acc=91.42%, remaining_time=0:00:08.784850, arrival_time=2021-04-15 09:32:12.216715, cost_time=0:00:28.646200 2021-04-15 09:32:05,330 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.1642, top1-acc=65.93%, top5-acc=91.38%, remaining_time=0:00:06.872544, arrival_time=2021-04-15 09:32:12.202818, cost_time=0:00:30.544598 2021-04-15 09:32:07,228 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1668, top1-acc=65.89%, top5-acc=91.40%, remaining_time=0:00:04.961866, arrival_time=2021-04-15 09:32:12.190561, cost_time=0:00:32.443035 2021-04-15 09:32:09,126 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1694, top1-acc=65.83%, top5-acc=91.35%, remaining_time=0:00:03.052512, arrival_time=2021-04-15 09:32:12.178872, cost_time=0:00:34.340701 2021-04-15 09:32:11,025 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.01ms, fps=1348 images/s, loss=1.1711, top1-acc=65.79%, top5-acc=91.36%, remaining_time=0:00:01.144422, arrival_time=2021-04-15 09:32:12.170246, cost_time=0:00:36.240112 2021-04-15 09:32:12,045 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=0.95ms, fps=1334 images/s, loss=1.1722, top1-acc=65.77%, top5-acc=91.37%, remaining_time=0:00:00, arrival_time=2021-04-15 09:32:12.045372, cost_time=0:00:37.259728 2021-04-15 09:32:12,747 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.20ms, fps=3653 images/s, loss=1.5075, top1-acc=57.50%, top5-acc=86.29%, remaining_time=0:00:02.102370, arrival_time=2021-04-15 09:32:14.850200, cost_time=0:00:00.700789 2021-04-15 09:32:13,343 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.11ms, fps=4299 images/s, loss=1.5313, top1-acc=57.15%, top5-acc=85.88%, remaining_time=0:00:01.296720, arrival_time=2021-04-15 09:32:14.640423, cost_time=0:00:01.296716 2021-04-15 09:32:13,936 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.10ms, fps=4322 images/s, loss=1.5538, top1-acc=56.67%, top5-acc=85.49%, remaining_time=0:00:00.629770, arrival_time=2021-04-15 09:32:14.566078, cost_time=0:00:01.889317 2021-04-15 09:32:14,477 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.05ms, fps=4287 images/s, loss=1.5358, top1-acc=56.60%, top5-acc=85.63%, remaining_time=0:00:00, arrival_time=2021-04-15 09:32:14.477875, cost_time=0:00:02.430902 2021-04-15 09:32:14,705 INFO : Epoch=0043 complete, best val top1-acc=56.60%, top5-acc=85.63% (epoch=43), remaining_time=1:44:28.024668, arrival_time=2021-04-15 11:16:42.730344, cost_time=0:28:36.720117 2021-04-15 09:32:14,706 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 09:32:16,761 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.21ms, fps=1246 images/s, loss=1.1619, top1-acc=65.74%, top5-acc=91.80%, remaining_time=0:00:38.215560, arrival_time=2021-04-15 09:32:54.977213, cost_time=0:00:02.054599 2021-04-15 09:32:18,662 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=1.1488, top1-acc=66.84%, top5-acc=91.74%, remaining_time=0:00:34.811744, arrival_time=2021-04-15 09:32:53.474582, cost_time=0:00:03.955875 2021-04-15 09:32:20,561 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.1330, top1-acc=67.24%, top5-acc=91.68%, remaining_time=0:00:32.394236, arrival_time=2021-04-15 09:32:52.955569, cost_time=0:00:05.854373 2021-04-15 09:32:22,461 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=1.1431, top1-acc=66.63%, top5-acc=91.68%, remaining_time=0:00:30.242628, arrival_time=2021-04-15 09:32:52.704202, cost_time=0:00:07.754530 2021-04-15 09:32:24,359 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.1280, top1-acc=67.05%, top5-acc=92.05%, remaining_time=0:00:28.186760, arrival_time=2021-04-15 09:32:52.546705, cost_time=0:00:09.652983 2021-04-15 09:32:26,257 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1178, top1-acc=67.21%, top5-acc=92.20%, remaining_time=0:00:26.182040, arrival_time=2021-04-15 09:32:52.439880, cost_time=0:00:11.550880 2021-04-15 09:32:28,156 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.1180, top1-acc=67.28%, top5-acc=92.08%, remaining_time=0:00:24.209640, arrival_time=2021-04-15 09:32:52.366424, cost_time=0:00:13.449810 2021-04-15 09:32:30,056 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1173, top1-acc=67.27%, top5-acc=92.11%, remaining_time=0:00:22.255876, arrival_time=2021-04-15 09:32:52.311817, cost_time=0:00:15.348919 2021-04-15 09:32:31,954 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1216, top1-acc=67.06%, top5-acc=92.01%, remaining_time=0:00:20.313204, arrival_time=2021-04-15 09:32:52.267179, cost_time=0:00:17.247016 2021-04-15 09:32:33,851 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=1.1251, top1-acc=67.00%, top5-acc=92.01%, remaining_time=0:00:18.378336, arrival_time=2021-04-15 09:32:52.229344, cost_time=0:00:19.144052 2021-04-15 09:32:35,750 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.1290, top1-acc=66.90%, top5-acc=91.93%, remaining_time=0:00:16.451800, arrival_time=2021-04-15 09:32:52.201826, cost_time=0:00:21.043055 2021-04-15 09:32:37,648 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1305, top1-acc=66.88%, top5-acc=91.93%, remaining_time=0:00:14.529604, arrival_time=2021-04-15 09:32:52.178125, cost_time=0:00:22.941539 2021-04-15 09:32:39,546 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.1329, top1-acc=66.82%, top5-acc=91.90%, remaining_time=0:00:12.610752, arrival_time=2021-04-15 09:32:52.157024, cost_time=0:00:24.839307 2021-04-15 09:32:41,446 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1395, top1-acc=66.68%, top5-acc=91.85%, remaining_time=0:00:10.695552, arrival_time=2021-04-15 09:32:52.141481, cost_time=0:00:26.738901 2021-04-15 09:32:43,343 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1416, top1-acc=66.68%, top5-acc=91.78%, remaining_time=0:00:08.781998, arrival_time=2021-04-15 09:32:52.125861, cost_time=0:00:28.636902 2021-04-15 09:32:45,241 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=1.1486, top1-acc=66.51%, top5-acc=91.68%, remaining_time=0:00:06.870168, arrival_time=2021-04-15 09:32:52.111186, cost_time=0:00:30.534059 2021-04-15 09:32:47,139 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.1498, top1-acc=66.46%, top5-acc=91.64%, remaining_time=0:00:04.960332, arrival_time=2021-04-15 09:32:52.100161, cost_time=0:00:32.432857 2021-04-15 09:32:49,038 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.1572, top1-acc=66.20%, top5-acc=91.55%, remaining_time=0:00:03.051728, arrival_time=2021-04-15 09:32:52.090566, cost_time=0:00:34.331868 2021-04-15 09:32:50,936 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=1.1586, top1-acc=66.09%, top5-acc=91.51%, remaining_time=0:00:01.144098, arrival_time=2021-04-15 09:32:52.080764, cost_time=0:00:36.229713 2021-04-15 09:32:51,956 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=1.1607, top1-acc=66.02%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-15 09:32:51.956223, cost_time=0:00:37.249272 2021-04-15 09:32:52,664 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.19ms, fps=3624 images/s, loss=1.7075, top1-acc=54.53%, top5-acc=82.73%, remaining_time=0:00:02.119290, arrival_time=2021-04-15 09:32:54.783599, cost_time=0:00:00.706433 2021-04-15 09:32:53,250 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.14ms, fps=4370 images/s, loss=1.7421, top1-acc=53.30%, top5-acc=82.07%, remaining_time=0:00:01.292500, arrival_time=2021-04-15 09:32:54.542866, cost_time=0:00:01.292498 2021-04-15 09:32:53,836 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.27ms, fps=4367 images/s, loss=1.7427, top1-acc=53.23%, top5-acc=82.08%, remaining_time=0:00:00.626340, arrival_time=2021-04-15 09:32:54.463232, cost_time=0:00:01.879015 2021-04-15 09:32:54,385 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.05ms, fps=4233 images/s, loss=1.7378, top1-acc=53.36%, top5-acc=82.21%, remaining_time=0:00:00, arrival_time=2021-04-15 09:32:54.385320, cost_time=0:00:02.427406 2021-04-15 09:32:54,535 INFO : Epoch=0044 complete, best val top1-acc=56.60%, top5-acc=85.63% (epoch=43), remaining_time=1:43:47.769600, arrival_time=2021-04-15 11:16:42.305549, cost_time=0:29:16.550407 2021-04-15 09:32:54,537 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 09:32:56,592 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.14ms, fps=1246 images/s, loss=1.1957, top1-acc=65.23%, top5-acc=90.82%, remaining_time=0:00:38.218722, arrival_time=2021-04-15 09:33:34.810785, cost_time=0:00:02.054772 2021-04-15 09:32:58,490 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.1519, top1-acc=66.70%, top5-acc=91.60%, remaining_time=0:00:34.783760, arrival_time=2021-04-15 09:33:33.273750, cost_time=0:00:03.952702 2021-04-15 09:33:00,394 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.52ms, fps=1345 images/s, loss=1.1388, top1-acc=66.99%, top5-acc=91.82%, remaining_time=0:00:32.408512, arrival_time=2021-04-15 09:33:32.802865, cost_time=0:00:05.856969 2021-04-15 09:33:02,292 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.1416, top1-acc=66.89%, top5-acc=91.79%, remaining_time=0:00:30.245592, arrival_time=2021-04-15 09:33:32.538155, cost_time=0:00:07.755266 2021-04-15 09:33:04,190 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1287, top1-acc=67.29%, top5-acc=92.01%, remaining_time=0:00:28.187490, arrival_time=2021-04-15 09:33:32.378007, cost_time=0:00:09.653234 2021-04-15 09:33:06,089 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=1.1388, top1-acc=66.97%, top5-acc=91.92%, remaining_time=0:00:26.184488, arrival_time=2021-04-15 09:33:32.273744, cost_time=0:00:11.551957 2021-04-15 09:33:07,988 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1360, top1-acc=66.97%, top5-acc=91.90%, remaining_time=0:00:24.212034, arrival_time=2021-04-15 09:33:32.200538, cost_time=0:00:13.451128 2021-04-15 09:33:09,886 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.1338, top1-acc=66.98%, top5-acc=91.90%, remaining_time=0:00:22.256340, arrival_time=2021-04-15 09:33:32.142861, cost_time=0:00:15.349226 2021-04-15 09:33:11,785 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1365, top1-acc=66.94%, top5-acc=91.85%, remaining_time=0:00:20.313946, arrival_time=2021-04-15 09:33:32.098948, cost_time=0:00:17.247709 2021-04-15 09:33:13,683 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.1375, top1-acc=66.88%, top5-acc=91.77%, remaining_time=0:00:18.380448, arrival_time=2021-04-15 09:33:32.064016, cost_time=0:00:19.146277 2021-04-15 09:33:15,583 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.1416, top1-acc=66.68%, top5-acc=91.78%, remaining_time=0:00:16.454036, arrival_time=2021-04-15 09:33:32.037233, cost_time=0:00:21.045832 2021-04-15 09:33:17,481 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=1.1437, top1-acc=66.59%, top5-acc=91.75%, remaining_time=0:00:14.531352, arrival_time=2021-04-15 09:33:32.012875, cost_time=0:00:22.944232 2021-04-15 09:33:19,379 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1471, top1-acc=66.53%, top5-acc=91.66%, remaining_time=0:00:12.612402, arrival_time=2021-04-15 09:33:31.992307, cost_time=0:00:24.842612 2021-04-15 09:33:21,278 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1472, top1-acc=66.52%, top5-acc=91.68%, remaining_time=0:00:10.696560, arrival_time=2021-04-15 09:33:31.975300, cost_time=0:00:26.741429 2021-04-15 09:33:23,176 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1486, top1-acc=66.50%, top5-acc=91.65%, remaining_time=0:00:08.782596, arrival_time=2021-04-15 09:33:31.958722, cost_time=0:00:28.638834 2021-04-15 09:33:25,075 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.82ms, fps=1348 images/s, loss=1.1535, top1-acc=66.36%, top5-acc=91.59%, remaining_time=0:00:06.871104, arrival_time=2021-04-15 09:33:31.946772, cost_time=0:00:30.538311 2021-04-15 09:33:26,973 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1561, top1-acc=66.26%, top5-acc=91.57%, remaining_time=0:00:04.960904, arrival_time=2021-04-15 09:33:31.934813, cost_time=0:00:32.436616 2021-04-15 09:33:28,871 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=1.1593, top1-acc=66.21%, top5-acc=91.52%, remaining_time=0:00:03.051936, arrival_time=2021-04-15 09:33:31.923483, cost_time=0:00:34.334255 2021-04-15 09:33:30,771 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=0.96ms, fps=1348 images/s, loss=1.1611, top1-acc=66.20%, top5-acc=91.45%, remaining_time=0:00:01.144224, arrival_time=2021-04-15 09:33:31.915356, cost_time=0:00:36.233841 2021-04-15 09:33:31,790 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.94ms, fps=1334 images/s, loss=1.1627, top1-acc=66.11%, top5-acc=91.45%, remaining_time=0:00:00, arrival_time=2021-04-15 09:33:31.790686, cost_time=0:00:37.253409 2021-04-15 09:33:32,509 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.16ms, fps=3570 images/s, loss=1.8092, top1-acc=51.76%, top5-acc=81.25%, remaining_time=0:00:02.151390, arrival_time=2021-04-15 09:33:34.660836, cost_time=0:00:00.717132 2021-04-15 09:33:33,095 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.14ms, fps=4368 images/s, loss=1.7914, top1-acc=51.93%, top5-acc=81.70%, remaining_time=0:00:01.303480, arrival_time=2021-04-15 09:33:34.399261, cost_time=0:00:01.303472 2021-04-15 09:33:33,682 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.29ms, fps=4364 images/s, loss=1.7892, top1-acc=51.97%, top5-acc=81.56%, remaining_time=0:00:00.630120, arrival_time=2021-04-15 09:33:34.312808, cost_time=0:00:01.890374 2021-04-15 09:33:34,219 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.7897, top1-acc=52.30%, top5-acc=81.75%, remaining_time=0:00:00, arrival_time=2021-04-15 09:33:34.219385, cost_time=0:00:02.427096 2021-04-15 09:33:34,391 INFO : Epoch=0045 complete, best val top1-acc=56.60%, top5-acc=85.63% (epoch=43), remaining_time=1:43:07.618600, arrival_time=2021-04-15 11:16:42.009543, cost_time=0:29:56.405399 2021-04-15 09:33:34,392 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 09:33:36,451 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.17ms, fps=1244 images/s, loss=1.1596, top1-acc=66.72%, top5-acc=91.64%, remaining_time=0:00:38.288286, arrival_time=2021-04-15 09:34:14.739216, cost_time=0:00:02.058514 2021-04-15 09:33:38,348 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1591, top1-acc=66.13%, top5-acc=91.76%, remaining_time=0:00:34.816672, arrival_time=2021-04-15 09:34:13.165462, cost_time=0:00:03.956432 2021-04-15 09:33:40,245 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=1.1370, top1-acc=66.97%, top5-acc=92.20%, remaining_time=0:00:32.388260, arrival_time=2021-04-15 09:34:12.633920, cost_time=0:00:05.853315 2021-04-15 09:33:42,146 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.74ms, fps=1347 images/s, loss=1.1320, top1-acc=66.94%, top5-acc=92.26%, remaining_time=0:00:30.240600, arrival_time=2021-04-15 09:34:12.387000, cost_time=0:00:07.753989 2021-04-15 09:33:44,045 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1395, top1-acc=66.86%, top5-acc=92.04%, remaining_time=0:00:28.185738, arrival_time=2021-04-15 09:34:12.230734, cost_time=0:00:09.652639 2021-04-15 09:33:45,943 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1393, top1-acc=66.78%, top5-acc=92.02%, remaining_time=0:00:26.181768, arrival_time=2021-04-15 09:34:12.124916, cost_time=0:00:11.550803 2021-04-15 09:33:47,840 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1422, top1-acc=66.65%, top5-acc=91.94%, remaining_time=0:00:24.207120, arrival_time=2021-04-15 09:34:12.047861, cost_time=0:00:13.448396 2021-04-15 09:33:49,739 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.60ms, fps=1349 images/s, loss=1.1387, top1-acc=66.77%, top5-acc=91.93%, remaining_time=0:00:22.252628, arrival_time=2021-04-15 09:34:11.991698, cost_time=0:00:15.346631 2021-04-15 09:33:51,636 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=1.1403, top1-acc=66.60%, top5-acc=91.93%, remaining_time=0:00:20.309600, arrival_time=2021-04-15 09:34:11.945920, cost_time=0:00:17.243970 2021-04-15 09:33:53,534 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1477, top1-acc=66.32%, top5-acc=91.87%, remaining_time=0:00:18.376512, arrival_time=2021-04-15 09:34:11.911017, cost_time=0:00:19.142157 2021-04-15 09:33:55,432 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.1497, top1-acc=66.21%, top5-acc=91.81%, remaining_time=0:00:16.449564, arrival_time=2021-04-15 09:34:11.882014, cost_time=0:00:21.040105 2021-04-15 09:33:57,331 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.1524, top1-acc=66.20%, top5-acc=91.78%, remaining_time=0:00:14.527932, arrival_time=2021-04-15 09:34:11.859128, cost_time=0:00:22.938837 2021-04-15 09:33:59,231 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=1.1501, top1-acc=66.23%, top5-acc=91.81%, remaining_time=0:00:12.610422, arrival_time=2021-04-15 09:34:11.841491, cost_time=0:00:24.838714 2021-04-15 09:34:01,133 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.87ms, fps=1346 images/s, loss=1.1516, top1-acc=66.22%, top5-acc=91.79%, remaining_time=0:00:10.696280, arrival_time=2021-04-15 09:34:11.829319, cost_time=0:00:26.740633 2021-04-15 09:34:03,031 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=1.1526, top1-acc=66.28%, top5-acc=91.74%, remaining_time=0:00:08.782734, arrival_time=2021-04-15 09:34:11.814404, cost_time=0:00:28.639321 2021-04-15 09:34:04,929 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=1.1564, top1-acc=66.15%, top5-acc=91.69%, remaining_time=0:00:06.870888, arrival_time=2021-04-15 09:34:11.800490, cost_time=0:00:30.537240 2021-04-15 09:34:06,828 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=1.1556, top1-acc=66.13%, top5-acc=91.70%, remaining_time=0:00:04.960826, arrival_time=2021-04-15 09:34:11.789410, cost_time=0:00:32.436211 2021-04-15 09:34:08,727 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1544, top1-acc=66.20%, top5-acc=91.73%, remaining_time=0:00:03.051984, arrival_time=2021-04-15 09:34:11.779074, cost_time=0:00:34.334733 2021-04-15 09:34:10,626 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.1582, top1-acc=66.09%, top5-acc=91.69%, remaining_time=0:00:01.144248, arrival_time=2021-04-15 09:34:11.771054, cost_time=0:00:36.234469 2021-04-15 09:34:11,646 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=1.1585, top1-acc=66.11%, top5-acc=91.69%, remaining_time=0:00:00, arrival_time=2021-04-15 09:34:11.646454, cost_time=0:00:37.254111 2021-04-15 09:34:12,343 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.14ms, fps=3682 images/s, loss=1.5146, top1-acc=57.54%, top5-acc=85.86%, remaining_time=0:00:02.085660, arrival_time=2021-04-15 09:34:14.429005, cost_time=0:00:00.695219 2021-04-15 09:34:12,930 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.19ms, fps=4362 images/s, loss=1.5198, top1-acc=57.13%, top5-acc=85.96%, remaining_time=0:00:01.282440, arrival_time=2021-04-15 09:34:14.213002, cost_time=0:00:01.282437 2021-04-15 09:34:13,520 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.62ms, fps=4344 images/s, loss=1.5098, top1-acc=57.84%, top5-acc=85.92%, remaining_time=0:00:00.624030, arrival_time=2021-04-15 09:34:14.144332, cost_time=0:00:01.872104 2021-04-15 09:34:14,058 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.05ms, fps=4314 images/s, loss=1.4964, top1-acc=57.85%, top5-acc=86.10%, remaining_time=0:00:00, arrival_time=2021-04-15 09:34:14.058547, cost_time=0:00:02.410424 2021-04-15 09:34:14,317 INFO : Epoch=0046 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:42:27.719116, arrival_time=2021-04-15 11:16:42.036387, cost_time=0:30:36.331681 2021-04-15 09:34:14,319 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 09:34:16,413 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.29ms, fps=1222 images/s, loss=1.0947, top1-acc=67.38%, top5-acc=92.85%, remaining_time=0:00:38.956956, arrival_time=2021-04-15 09:34:55.370679, cost_time=0:00:02.094460 2021-04-15 09:34:18,321 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.13ms, fps=1342 images/s, loss=1.0882, top1-acc=67.71%, top5-acc=92.73%, remaining_time=0:00:35.219536, arrival_time=2021-04-15 09:34:53.541006, cost_time=0:00:04.002220 2021-04-15 09:34:20,242 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.49ms, fps=1333 images/s, loss=1.0775, top1-acc=68.20%, top5-acc=92.90%, remaining_time=0:00:32.774874, arrival_time=2021-04-15 09:34:53.017367, cost_time=0:00:05.923170 2021-04-15 09:34:22,150 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.0839, top1-acc=68.07%, top5-acc=92.84%, remaining_time=0:00:30.540900, arrival_time=2021-04-15 09:34:52.691142, cost_time=0:00:07.830987 2021-04-15 09:34:24,058 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0970, top1-acc=67.52%, top5-acc=92.69%, remaining_time=0:00:28.437880, arrival_time=2021-04-15 09:34:52.496124, cost_time=0:00:09.738988 2021-04-15 09:34:25,974 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.23ms, fps=1337 images/s, loss=1.1017, top1-acc=67.44%, top5-acc=92.59%, remaining_time=0:00:26.417320, arrival_time=2021-04-15 09:34:52.391278, cost_time=0:00:11.654695 2021-04-15 09:34:27,883 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=1.1071, top1-acc=67.37%, top5-acc=92.54%, remaining_time=0:00:24.414768, arrival_time=2021-04-15 09:34:52.297880, cost_time=0:00:13.563788 2021-04-15 09:34:29,795 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.16ms, fps=1339 images/s, loss=1.1090, top1-acc=67.34%, top5-acc=92.43%, remaining_time=0:00:22.440316, arrival_time=2021-04-15 09:34:52.235646, cost_time=0:00:15.476079 2021-04-15 09:34:31,704 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=1.1155, top1-acc=67.24%, top5-acc=92.31%, remaining_time=0:00:20.475596, arrival_time=2021-04-15 09:34:52.179780, cost_time=0:00:17.384928 2021-04-15 09:34:33,612 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.1203, top1-acc=67.11%, top5-acc=92.28%, remaining_time=0:00:18.521280, arrival_time=2021-04-15 09:34:52.133535, cost_time=0:00:19.292996 2021-04-15 09:34:35,521 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=1.1231, top1-acc=66.95%, top5-acc=92.30%, remaining_time=0:00:16.576328, arrival_time=2021-04-15 09:34:52.097888, cost_time=0:00:21.202242 2021-04-15 09:34:37,429 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.1261, top1-acc=66.97%, top5-acc=92.24%, remaining_time=0:00:14.636384, arrival_time=2021-04-15 09:34:52.065744, cost_time=0:00:23.110103 2021-04-15 09:34:39,337 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=1.1274, top1-acc=66.91%, top5-acc=92.22%, remaining_time=0:00:12.701766, arrival_time=2021-04-15 09:34:52.039615, cost_time=0:00:25.018591 2021-04-15 09:34:41,245 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.13ms, fps=1342 images/s, loss=1.1302, top1-acc=66.81%, top5-acc=92.17%, remaining_time=0:00:10.770592, arrival_time=2021-04-15 09:34:52.016284, cost_time=0:00:26.926433 2021-04-15 09:34:43,154 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=1.1337, top1-acc=66.70%, top5-acc=92.13%, remaining_time=0:00:08.842672, arrival_time=2021-04-15 09:34:51.996663, cost_time=0:00:28.834739 2021-04-15 09:34:45,069 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.21ms, fps=1337 images/s, loss=1.1404, top1-acc=66.52%, top5-acc=91.98%, remaining_time=0:00:06.918696, arrival_time=2021-04-15 09:34:51.987787, cost_time=0:00:30.749760 2021-04-15 09:34:46,976 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=1.1435, top1-acc=66.49%, top5-acc=91.93%, remaining_time=0:00:04.994626, arrival_time=2021-04-15 09:34:51.971125, cost_time=0:00:32.657240 2021-04-15 09:34:48,883 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=1.1468, top1-acc=66.43%, top5-acc=91.91%, remaining_time=0:00:03.072400, arrival_time=2021-04-15 09:34:51.956092, cost_time=0:00:34.564437 2021-04-15 09:34:50,792 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.00ms, fps=1341 images/s, loss=1.1456, top1-acc=66.42%, top5-acc=91.93%, remaining_time=0:00:01.151784, arrival_time=2021-04-15 09:34:51.944206, cost_time=0:00:36.473168 2021-04-15 09:34:51,819 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.99ms, fps=1325 images/s, loss=1.1484, top1-acc=66.39%, top5-acc=91.89%, remaining_time=0:00:00, arrival_time=2021-04-15 09:34:51.819272, cost_time=0:00:37.500029 2021-04-15 09:34:52,544 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.14ms, fps=3536 images/s, loss=1.6317, top1-acc=55.59%, top5-acc=83.98%, remaining_time=0:00:02.171970, arrival_time=2021-04-15 09:34:54.716913, cost_time=0:00:00.723990 2021-04-15 09:34:53,132 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.12ms, fps=4363 images/s, loss=1.6125, top1-acc=55.92%, top5-acc=84.41%, remaining_time=0:00:01.311040, arrival_time=2021-04-15 09:34:54.443013, cost_time=0:00:01.311036 2021-04-15 09:34:53,718 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.05ms, fps=4370 images/s, loss=1.6100, top1-acc=55.83%, top5-acc=84.52%, remaining_time=0:00:00.632360, arrival_time=2021-04-15 09:34:54.350370, cost_time=0:00:01.897073 2021-04-15 09:34:54,254 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.5738, top1-acc=56.02%, top5-acc=84.83%, remaining_time=0:00:00, arrival_time=2021-04-15 09:34:54.254502, cost_time=0:00:02.433571 2021-04-15 09:34:54,385 INFO : Epoch=0047 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:41:48.279435, arrival_time=2021-04-15 11:16:42.664563, cost_time=0:31:16.399584 2021-04-15 09:34:54,386 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 09:34:56,449 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.26ms, fps=1241 images/s, loss=1.1347, top1-acc=66.33%, top5-acc=91.95%, remaining_time=0:00:38.372544, arrival_time=2021-04-15 09:35:34.822042, cost_time=0:00:02.063044 2021-04-15 09:34:58,347 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1233, top1-acc=67.13%, top5-acc=92.03%, remaining_time=0:00:34.855920, arrival_time=2021-04-15 09:35:33.203204, cost_time=0:00:03.960891 2021-04-15 09:35:00,246 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.1051, top1-acc=67.98%, top5-acc=92.23%, remaining_time=0:00:32.424946, arrival_time=2021-04-15 09:35:32.671263, cost_time=0:00:05.859934 2021-04-15 09:35:02,146 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=1.1002, top1-acc=67.94%, top5-acc=92.29%, remaining_time=0:00:30.263376, arrival_time=2021-04-15 09:35:32.409660, cost_time=0:00:07.759820 2021-04-15 09:35:04,045 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.1004, top1-acc=67.98%, top5-acc=92.44%, remaining_time=0:00:28.205010, arrival_time=2021-04-15 09:35:32.250625, cost_time=0:00:09.659235 2021-04-15 09:35:05,944 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.1025, top1-acc=67.91%, top5-acc=92.32%, remaining_time=0:00:26.198632, arrival_time=2021-04-15 09:35:32.143257, cost_time=0:00:11.558238 2021-04-15 09:35:07,843 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.1022, top1-acc=67.87%, top5-acc=92.28%, remaining_time=0:00:24.223248, arrival_time=2021-04-15 09:35:32.066979, cost_time=0:00:13.457339 2021-04-15 09:35:09,743 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.75ms, fps=1348 images/s, loss=1.1090, top1-acc=67.67%, top5-acc=92.24%, remaining_time=0:00:22.266896, arrival_time=2021-04-15 09:35:32.009816, cost_time=0:00:15.356471 2021-04-15 09:35:11,641 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.1172, top1-acc=67.40%, top5-acc=92.15%, remaining_time=0:00:20.322850, arrival_time=2021-04-15 09:35:31.964447, cost_time=0:00:17.255217 2021-04-15 09:35:13,540 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.1224, top1-acc=67.21%, top5-acc=92.08%, remaining_time=0:00:18.388128, arrival_time=2021-04-15 09:35:31.928806, cost_time=0:00:19.154296 2021-04-15 09:35:15,440 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1206, top1-acc=67.24%, top5-acc=92.14%, remaining_time=0:00:16.460142, arrival_time=2021-04-15 09:35:31.900217, cost_time=0:00:21.053676 2021-04-15 09:35:17,341 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.31ms, fps=1346 images/s, loss=1.1229, top1-acc=67.21%, top5-acc=92.12%, remaining_time=0:00:14.538344, arrival_time=2021-04-15 09:35:31.880062, cost_time=0:00:22.955334 2021-04-15 09:35:19,244 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.20ms, fps=1345 images/s, loss=1.1262, top1-acc=67.15%, top5-acc=92.10%, remaining_time=0:00:12.620388, arrival_time=2021-04-15 09:35:31.865068, cost_time=0:00:24.858288 2021-04-15 09:35:21,144 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.02ms, fps=1348 images/s, loss=1.1295, top1-acc=67.01%, top5-acc=92.06%, remaining_time=0:00:10.703224, arrival_time=2021-04-15 09:35:31.847680, cost_time=0:00:26.758021 2021-04-15 09:35:23,042 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.1348, top1-acc=66.83%, top5-acc=92.01%, remaining_time=0:00:08.788024, arrival_time=2021-04-15 09:35:31.830962, cost_time=0:00:28.656560 2021-04-15 09:35:24,941 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.39ms, fps=1348 images/s, loss=1.1357, top1-acc=66.82%, top5-acc=91.97%, remaining_time=0:00:06.874956, arrival_time=2021-04-15 09:35:31.816737, cost_time=0:00:30.555396 2021-04-15 09:35:26,841 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=1.1365, top1-acc=66.78%, top5-acc=91.98%, remaining_time=0:00:04.963712, arrival_time=2021-04-15 09:35:31.805157, cost_time=0:00:32.455052 2021-04-15 09:35:28,740 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.39ms, fps=1348 images/s, loss=1.1407, top1-acc=66.65%, top5-acc=91.94%, remaining_time=0:00:03.053712, arrival_time=2021-04-15 09:35:31.794424, cost_time=0:00:34.354326 2021-04-15 09:35:30,642 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.19ms, fps=1346 images/s, loss=1.1479, top1-acc=66.49%, top5-acc=91.85%, remaining_time=0:00:01.144944, arrival_time=2021-04-15 09:35:31.787825, cost_time=0:00:36.256509 2021-04-15 09:35:31,663 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.15ms, fps=1333 images/s, loss=1.1509, top1-acc=66.44%, top5-acc=91.82%, remaining_time=0:00:00, arrival_time=2021-04-15 09:35:31.663161, cost_time=0:00:37.276794 2021-04-15 09:35:32,366 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.17ms, fps=3648 images/s, loss=1.5986, top1-acc=54.88%, top5-acc=84.88%, remaining_time=0:00:02.104980, arrival_time=2021-04-15 09:35:34.471454, cost_time=0:00:00.701655 2021-04-15 09:35:32,958 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.10ms, fps=4325 images/s, loss=1.5972, top1-acc=54.75%, top5-acc=85.21%, remaining_time=0:00:01.293920, arrival_time=2021-04-15 09:35:34.252653, cost_time=0:00:01.293919 2021-04-15 09:35:33,553 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.81ms, fps=4308 images/s, loss=1.5849, top1-acc=55.26%, top5-acc=85.44%, remaining_time=0:00:00.629510, arrival_time=2021-04-15 09:35:34.182902, cost_time=0:00:01.888517 2021-04-15 09:35:34,093 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.05ms, fps=4297 images/s, loss=1.5921, top1-acc=55.48%, top5-acc=85.37%, remaining_time=0:00:00, arrival_time=2021-04-15 09:35:34.093755, cost_time=0:00:02.428944 2021-04-15 09:35:34,247 INFO : Epoch=0048 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:41:08.162848, arrival_time=2021-04-15 11:16:42.410339, cost_time=0:31:56.261948 2021-04-15 09:35:34,248 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 09:35:36,312 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.17ms, fps=1240 images/s, loss=1.1681, top1-acc=64.88%, top5-acc=92.38%, remaining_time=0:00:38.386494, arrival_time=2021-04-15 09:36:14.699158, cost_time=0:00:02.063794 2021-04-15 09:35:38,223 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.18ms, fps=1340 images/s, loss=1.1589, top1-acc=65.57%, top5-acc=91.93%, remaining_time=0:00:34.976656, arrival_time=2021-04-15 09:36:13.200149, cost_time=0:00:03.974622 2021-04-15 09:35:40,135 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.33ms, fps=1339 images/s, loss=1.1463, top1-acc=66.25%, top5-acc=92.03%, remaining_time=0:00:32.570362, arrival_time=2021-04-15 09:36:12.705519, cost_time=0:00:05.886212 2021-04-15 09:35:42,045 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.17ms, fps=1340 images/s, loss=1.1191, top1-acc=67.10%, top5-acc=92.31%, remaining_time=0:00:30.407832, arrival_time=2021-04-15 09:36:12.453645, cost_time=0:00:07.796873 2021-04-15 09:35:43,953 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.1151, top1-acc=67.12%, top5-acc=92.43%, remaining_time=0:00:28.337286, arrival_time=2021-04-15 09:36:12.290695, cost_time=0:00:09.704545 2021-04-15 09:35:45,863 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=1.1111, top1-acc=67.27%, top5-acc=92.45%, remaining_time=0:00:26.326336, arrival_time=2021-04-15 09:36:12.189733, cost_time=0:00:11.614535 2021-04-15 09:35:47,771 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.1142, top1-acc=67.19%, top5-acc=92.41%, remaining_time=0:00:24.341058, arrival_time=2021-04-15 09:36:12.112724, cost_time=0:00:13.522793 2021-04-15 09:35:49,681 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.1219, top1-acc=66.92%, top5-acc=92.32%, remaining_time=0:00:22.377096, arrival_time=2021-04-15 09:36:12.058504, cost_time=0:00:15.432459 2021-04-15 09:35:51,585 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.28ms, fps=1344 images/s, loss=1.1214, top1-acc=66.93%, top5-acc=92.36%, remaining_time=0:00:20.419204, arrival_time=2021-04-15 09:36:12.005147, cost_time=0:00:17.337085 2021-04-15 09:35:53,487 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.25ms, fps=1346 images/s, loss=1.1213, top1-acc=66.86%, top5-acc=92.32%, remaining_time=0:00:18.469440, arrival_time=2021-04-15 09:36:11.957349, cost_time=0:00:19.239033 2021-04-15 09:35:55,389 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=1.1220, top1-acc=66.91%, top5-acc=92.32%, remaining_time=0:00:16.527738, arrival_time=2021-04-15 09:36:11.916860, cost_time=0:00:21.140169 2021-04-15 09:35:57,289 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=1.1235, top1-acc=66.90%, top5-acc=92.21%, remaining_time=0:00:14.592456, arrival_time=2021-04-15 09:36:11.882019, cost_time=0:00:23.040692 2021-04-15 09:35:59,187 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.1218, top1-acc=66.98%, top5-acc=92.17%, remaining_time=0:00:12.661374, arrival_time=2021-04-15 09:36:11.849299, cost_time=0:00:24.939060 2021-04-15 09:36:01,089 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.24ms, fps=1346 images/s, loss=1.1214, top1-acc=67.09%, top5-acc=92.16%, remaining_time=0:00:10.736320, arrival_time=2021-04-15 09:36:11.826027, cost_time=0:00:26.840769 2021-04-15 09:36:02,987 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.1234, top1-acc=67.00%, top5-acc=92.14%, remaining_time=0:00:08.813278, arrival_time=2021-04-15 09:36:11.801108, cost_time=0:00:28.738962 2021-04-15 09:36:04,890 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.66ms, fps=1346 images/s, loss=1.1284, top1-acc=66.89%, top5-acc=92.08%, remaining_time=0:00:06.894288, arrival_time=2021-04-15 09:36:11.784460, cost_time=0:00:30.641307 2021-04-15 09:36:06,792 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.26ms, fps=1346 images/s, loss=1.1304, top1-acc=66.77%, top5-acc=92.04%, remaining_time=0:00:04.977180, arrival_time=2021-04-15 09:36:11.769218, cost_time=0:00:32.543153 2021-04-15 09:36:08,693 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.57ms, fps=1347 images/s, loss=1.1326, top1-acc=66.73%, top5-acc=91.99%, remaining_time=0:00:03.061696, arrival_time=2021-04-15 09:36:11.754666, cost_time=0:00:34.444038 2021-04-15 09:36:10,591 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=1.1377, top1-acc=66.52%, top5-acc=91.94%, remaining_time=0:00:01.147674, arrival_time=2021-04-15 09:36:11.739602, cost_time=0:00:36.343074 2021-04-15 09:36:11,611 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=1.1412, top1-acc=66.42%, top5-acc=91.89%, remaining_time=0:00:00, arrival_time=2021-04-15 09:36:11.611231, cost_time=0:00:37.362372 2021-04-15 09:36:12,309 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.23ms, fps=3673 images/s, loss=1.7486, top1-acc=51.91%, top5-acc=82.34%, remaining_time=0:00:02.090670, arrival_time=2021-04-15 09:36:14.400513, cost_time=0:00:00.696888 2021-04-15 09:36:12,897 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.24ms, fps=4359 images/s, loss=1.7615, top1-acc=52.07%, top5-acc=81.56%, remaining_time=0:00:01.284440, arrival_time=2021-04-15 09:36:14.181859, cost_time=0:00:01.284434 2021-04-15 09:36:13,488 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.16ms, fps=4332 images/s, loss=1.7560, top1-acc=52.49%, top5-acc=81.42%, remaining_time=0:00:00.625260, arrival_time=2021-04-15 09:36:14.113996, cost_time=0:00:01.875787 2021-04-15 09:36:14,028 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.05ms, fps=4302 images/s, loss=1.7609, top1-acc=52.53%, top5-acc=81.45%, remaining_time=0:00:00, arrival_time=2021-04-15 09:36:14.028268, cost_time=0:00:02.415313 2021-04-15 09:36:14,160 INFO : Epoch=0049 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:40:28.212638, arrival_time=2021-04-15 11:16:42.373157, cost_time=0:32:36.174953 2021-04-15 09:36:14,161 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 09:36:16,224 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.29ms, fps=1241 images/s, loss=1.1406, top1-acc=67.11%, top5-acc=91.87%, remaining_time=0:00:38.360454, arrival_time=2021-04-15 09:36:54.584719, cost_time=0:00:02.062390 2021-04-15 09:36:18,125 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=1.1065, top1-acc=67.83%, top5-acc=92.15%, remaining_time=0:00:34.875280, arrival_time=2021-04-15 09:36:53.000247, cost_time=0:00:03.963099 2021-04-15 09:36:20,025 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.18ms, fps=1347 images/s, loss=1.1173, top1-acc=67.40%, top5-acc=92.12%, remaining_time=0:00:32.444368, arrival_time=2021-04-15 09:36:52.469675, cost_time=0:00:05.863444 2021-04-15 09:36:21,923 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1043, top1-acc=67.57%, top5-acc=92.41%, remaining_time=0:00:30.271644, arrival_time=2021-04-15 09:36:52.195415, cost_time=0:00:07.761957 2021-04-15 09:36:23,821 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.0924, top1-acc=67.89%, top5-acc=92.46%, remaining_time=0:00:28.206908, arrival_time=2021-04-15 09:36:52.028590, cost_time=0:00:09.659885 2021-04-15 09:36:25,719 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0974, top1-acc=67.67%, top5-acc=92.32%, remaining_time=0:00:26.197680, arrival_time=2021-04-15 09:36:51.917253, cost_time=0:00:11.557777 2021-04-15 09:36:27,619 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1003, top1-acc=67.51%, top5-acc=92.29%, remaining_time=0:00:24.224004, arrival_time=2021-04-15 09:36:51.843667, cost_time=0:00:13.457795 2021-04-15 09:36:29,518 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1014, top1-acc=67.51%, top5-acc=92.29%, remaining_time=0:00:22.266664, arrival_time=2021-04-15 09:36:51.784771, cost_time=0:00:15.356304 2021-04-15 09:36:31,416 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1104, top1-acc=67.39%, top5-acc=92.18%, remaining_time=0:00:20.321578, arrival_time=2021-04-15 09:36:51.737567, cost_time=0:00:17.254196 2021-04-15 09:36:33,312 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=1.1221, top1-acc=67.16%, top5-acc=92.06%, remaining_time=0:00:18.385056, arrival_time=2021-04-15 09:36:51.697952, cost_time=0:00:19.151095 2021-04-15 09:36:35,212 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.1242, top1-acc=67.13%, top5-acc=92.01%, remaining_time=0:00:16.457390, arrival_time=2021-04-15 09:36:51.669381, cost_time=0:00:21.050195 2021-04-15 09:36:37,112 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=1.1243, top1-acc=67.13%, top5-acc=92.05%, remaining_time=0:00:14.535684, arrival_time=2021-04-15 09:36:51.648534, cost_time=0:00:22.951049 2021-04-15 09:36:39,010 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.1311, top1-acc=66.91%, top5-acc=91.97%, remaining_time=0:00:12.615504, arrival_time=2021-04-15 09:36:51.626066, cost_time=0:00:24.848765 2021-04-15 09:36:40,909 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.1310, top1-acc=66.89%, top5-acc=92.00%, remaining_time=0:00:10.699136, arrival_time=2021-04-15 09:36:51.608870, cost_time=0:00:26.747850 2021-04-15 09:36:42,807 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.1332, top1-acc=66.81%, top5-acc=91.95%, remaining_time=0:00:08.784574, arrival_time=2021-04-15 09:36:51.591760, cost_time=0:00:28.645387 2021-04-15 09:36:44,705 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.1319, top1-acc=66.80%, top5-acc=92.01%, remaining_time=0:00:06.872328, arrival_time=2021-04-15 09:36:51.577779, cost_time=0:00:30.543655 2021-04-15 09:36:46,603 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.1338, top1-acc=66.77%, top5-acc=91.96%, remaining_time=0:00:04.961658, arrival_time=2021-04-15 09:36:51.565115, cost_time=0:00:32.441655 2021-04-15 09:36:48,503 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.1384, top1-acc=66.67%, top5-acc=91.89%, remaining_time=0:00:03.052608, arrival_time=2021-04-15 09:36:51.556162, cost_time=0:00:34.341762 2021-04-15 09:36:50,401 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=1.1398, top1-acc=66.70%, top5-acc=91.86%, remaining_time=0:00:01.144416, arrival_time=2021-04-15 09:36:51.546065, cost_time=0:00:36.239867 2021-04-15 09:36:51,421 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.00ms, fps=1334 images/s, loss=1.1397, top1-acc=66.68%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-15 09:36:51.421066, cost_time=0:00:37.259283 2021-04-15 09:36:52,117 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.17ms, fps=3684 images/s, loss=1.6726, top1-acc=55.23%, top5-acc=83.55%, remaining_time=0:00:02.084700, arrival_time=2021-04-15 09:36:54.202300, cost_time=0:00:00.694899 2021-04-15 09:36:52,704 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.19ms, fps=4366 images/s, loss=1.6643, top1-acc=55.21%, top5-acc=83.91%, remaining_time=0:00:01.281480, arrival_time=2021-04-15 09:36:53.985662, cost_time=0:00:01.281487 2021-04-15 09:36:53,290 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.15ms, fps=4372 images/s, loss=1.6682, top1-acc=55.53%, top5-acc=83.61%, remaining_time=0:00:00.622430, arrival_time=2021-04-15 09:36:53.912403, cost_time=0:00:01.867292 2021-04-15 09:36:53,826 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.6817, top1-acc=54.96%, top5-acc=83.78%, remaining_time=0:00:00, arrival_time=2021-04-15 09:36:53.826425, cost_time=0:00:02.403745 2021-04-15 09:36:53,976 INFO : Epoch=0050 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:39:47.971950, arrival_time=2021-04-15 11:16:41.948161, cost_time=0:33:15.990672 2021-04-15 09:36:53,977 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 09:36:56,044 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.15ms, fps=1239 images/s, loss=1.0893, top1-acc=68.09%, top5-acc=92.34%, remaining_time=0:00:38.446014, arrival_time=2021-04-15 09:37:34.490461, cost_time=0:00:02.066991 2021-04-15 09:36:57,954 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.17ms, fps=1340 images/s, loss=1.0857, top1-acc=68.32%, top5-acc=92.44%, remaining_time=0:00:34.999360, arrival_time=2021-04-15 09:37:32.954123, cost_time=0:00:03.977210 2021-04-15 09:36:59,863 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0678, top1-acc=68.67%, top5-acc=92.77%, remaining_time=0:00:32.569034, arrival_time=2021-04-15 09:37:32.432471, cost_time=0:00:05.885964 2021-04-15 09:37:01,772 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.0774, top1-acc=68.61%, top5-acc=92.60%, remaining_time=0:00:30.398940, arrival_time=2021-04-15 09:37:32.171014, cost_time=0:00:07.794614 2021-04-15 09:37:03,682 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=1.0724, top1-acc=68.59%, top5-acc=92.66%, remaining_time=0:00:28.337578, arrival_time=2021-04-15 09:37:32.019798, cost_time=0:00:09.704636 2021-04-15 09:37:05,590 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.0797, top1-acc=68.39%, top5-acc=92.55%, remaining_time=0:00:26.323752, arrival_time=2021-04-15 09:37:31.914656, cost_time=0:00:11.613436 2021-04-15 09:37:07,499 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.0790, top1-acc=68.46%, top5-acc=92.54%, remaining_time=0:00:24.339294, arrival_time=2021-04-15 09:37:31.838600, cost_time=0:00:13.521838 2021-04-15 09:37:09,411 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.28ms, fps=1339 images/s, loss=1.0803, top1-acc=68.39%, top5-acc=92.52%, remaining_time=0:00:22.379648, arrival_time=2021-04-15 09:37:31.791312, cost_time=0:00:15.434205 2021-04-15 09:37:11,322 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=1.0826, top1-acc=68.30%, top5-acc=92.50%, remaining_time=0:00:20.427790, arrival_time=2021-04-15 09:37:31.749713, cost_time=0:00:17.344381 2021-04-15 09:37:13,230 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.0908, top1-acc=68.06%, top5-acc=92.36%, remaining_time=0:00:18.483072, arrival_time=2021-04-15 09:37:31.713738, cost_time=0:00:19.253200 2021-04-15 09:37:15,138 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=1.0952, top1-acc=67.82%, top5-acc=92.30%, remaining_time=0:00:16.544250, arrival_time=2021-04-15 09:37:31.682966, cost_time=0:00:21.161260 2021-04-15 09:37:17,048 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=1.0958, top1-acc=67.73%, top5-acc=92.30%, remaining_time=0:00:14.611684, arrival_time=2021-04-15 09:37:31.660207, cost_time=0:00:23.071042 2021-04-15 09:37:18,958 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=1.0993, top1-acc=67.59%, top5-acc=92.24%, remaining_time=0:00:12.682758, arrival_time=2021-04-15 09:37:31.641390, cost_time=0:00:24.981165 2021-04-15 09:37:20,867 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=1.1036, top1-acc=67.49%, top5-acc=92.18%, remaining_time=0:00:10.755864, arrival_time=2021-04-15 09:37:31.623009, cost_time=0:00:26.889678 2021-04-15 09:37:22,775 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=1.1047, top1-acc=67.47%, top5-acc=92.17%, remaining_time=0:00:08.831448, arrival_time=2021-04-15 09:37:31.607241, cost_time=0:00:28.798255 2021-04-15 09:37:24,684 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.1072, top1-acc=67.44%, top5-acc=92.13%, remaining_time=0:00:06.908976, arrival_time=2021-04-15 09:37:31.593016, cost_time=0:00:30.706574 2021-04-15 09:37:26,592 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=1.1127, top1-acc=67.33%, top5-acc=92.07%, remaining_time=0:00:04.988204, arrival_time=2021-04-15 09:37:31.580811, cost_time=0:00:32.615097 2021-04-15 09:37:28,501 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=1.1169, top1-acc=67.17%, top5-acc=92.07%, remaining_time=0:00:03.068800, arrival_time=2021-04-15 09:37:31.570186, cost_time=0:00:34.523930 2021-04-15 09:37:30,410 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.03ms, fps=1341 images/s, loss=1.1209, top1-acc=67.12%, top5-acc=91.98%, remaining_time=0:00:01.150518, arrival_time=2021-04-15 09:37:31.560970, cost_time=0:00:36.432998 2021-04-15 09:37:31,437 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.02ms, fps=1325 images/s, loss=1.1244, top1-acc=67.02%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-15 09:37:31.437453, cost_time=0:00:37.460007 2021-04-15 09:37:32,141 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.17ms, fps=3645 images/s, loss=1.7340, top1-acc=53.75%, top5-acc=83.36%, remaining_time=0:00:02.107170, arrival_time=2021-04-15 09:37:34.248637, cost_time=0:00:00.702390 2021-04-15 09:37:32,730 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.43ms, fps=4350 images/s, loss=1.6882, top1-acc=54.49%, top5-acc=83.63%, remaining_time=0:00:01.291160, arrival_time=2021-04-15 09:37:34.021405, cost_time=0:00:01.291163 2021-04-15 09:37:33,326 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.07ms, fps=4298 images/s, loss=1.6898, top1-acc=54.31%, top5-acc=83.54%, remaining_time=0:00:00.629030, arrival_time=2021-04-15 09:37:33.955215, cost_time=0:00:01.887102 2021-04-15 09:37:33,867 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.05ms, fps=4293 images/s, loss=1.6651, top1-acc=54.16%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-15 09:37:33.866987, cost_time=0:00:02.427864 2021-04-15 09:37:33,959 INFO : Epoch=0051 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:39:08.236152, arrival_time=2021-04-15 11:16:42.195149, cost_time=0:33:55.973457 2021-04-15 09:37:33,960 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 09:37:36,015 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.13ms, fps=1246 images/s, loss=1.1509, top1-acc=66.48%, top5-acc=92.23%, remaining_time=0:00:38.222814, arrival_time=2021-04-15 09:38:14.238106, cost_time=0:00:02.054990 2021-04-15 09:37:37,912 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1058, top1-acc=67.54%, top5-acc=92.42%, remaining_time=0:00:34.783056, arrival_time=2021-04-15 09:38:12.695992, cost_time=0:00:03.952620 2021-04-15 09:37:39,817 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.77ms, fps=1345 images/s, loss=1.0963, top1-acc=67.80%, top5-acc=92.47%, remaining_time=0:00:32.407184, arrival_time=2021-04-15 09:38:12.224319, cost_time=0:00:05.856709 2021-04-15 09:37:41,716 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.0918, top1-acc=68.00%, top5-acc=92.46%, remaining_time=0:00:30.247152, arrival_time=2021-04-15 09:38:11.963144, cost_time=0:00:07.755684 2021-04-15 09:37:43,613 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.0941, top1-acc=67.83%, top5-acc=92.37%, remaining_time=0:00:28.188512, arrival_time=2021-04-15 09:38:11.802410, cost_time=0:00:09.653592 2021-04-15 09:37:45,515 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.37ms, fps=1347 images/s, loss=1.0889, top1-acc=67.96%, top5-acc=92.39%, remaining_time=0:00:26.191288, arrival_time=2021-04-15 09:38:11.706577, cost_time=0:00:11.554977 2021-04-15 09:37:47,417 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.27ms, fps=1346 images/s, loss=1.0793, top1-acc=68.24%, top5-acc=92.55%, remaining_time=0:00:24.223500, arrival_time=2021-04-15 09:38:11.641401, cost_time=0:00:13.457525 2021-04-15 09:37:49,316 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.0819, top1-acc=68.29%, top5-acc=92.57%, remaining_time=0:00:22.267012, arrival_time=2021-04-15 09:38:11.583906, cost_time=0:00:15.356592 2021-04-15 09:37:51,215 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.0814, top1-acc=68.37%, top5-acc=92.51%, remaining_time=0:00:20.322850, arrival_time=2021-04-15 09:38:11.538402, cost_time=0:00:17.255234 2021-04-15 09:37:53,114 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=1.0792, top1-acc=68.41%, top5-acc=92.52%, remaining_time=0:00:18.388224, arrival_time=2021-04-15 09:38:11.502946, cost_time=0:00:19.154422 2021-04-15 09:37:55,014 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.0802, top1-acc=68.30%, top5-acc=92.55%, remaining_time=0:00:16.460572, arrival_time=2021-04-15 09:38:11.475175, cost_time=0:00:21.054218 2021-04-15 09:37:56,913 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.0840, top1-acc=68.22%, top5-acc=92.48%, remaining_time=0:00:14.536900, arrival_time=2021-04-15 09:38:11.450208, cost_time=0:00:22.952994 2021-04-15 09:37:58,812 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.35ms, fps=1348 images/s, loss=1.0929, top1-acc=67.97%, top5-acc=92.37%, remaining_time=0:00:12.617088, arrival_time=2021-04-15 09:38:11.429248, cost_time=0:00:24.851839 2021-04-15 09:38:00,711 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.1019, top1-acc=67.74%, top5-acc=92.16%, remaining_time=0:00:10.700368, arrival_time=2021-04-15 09:38:11.411652, cost_time=0:00:26.750974 2021-04-15 09:38:02,609 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1072, top1-acc=67.58%, top5-acc=92.06%, remaining_time=0:00:08.785770, arrival_time=2021-04-15 09:38:11.395392, cost_time=0:00:28.649320 2021-04-15 09:38:04,509 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.1102, top1-acc=67.53%, top5-acc=92.03%, remaining_time=0:00:06.873516, arrival_time=2021-04-15 09:38:11.382879, cost_time=0:00:30.548986 2021-04-15 09:38:06,407 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1133, top1-acc=67.45%, top5-acc=92.04%, remaining_time=0:00:04.962516, arrival_time=2021-04-15 09:38:11.370118, cost_time=0:00:32.447300 2021-04-15 09:38:08,306 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.1146, top1-acc=67.42%, top5-acc=91.97%, remaining_time=0:00:03.053024, arrival_time=2021-04-15 09:38:11.359905, cost_time=0:00:34.346570 2021-04-15 09:38:10,211 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=0.97ms, fps=1344 images/s, loss=1.1177, top1-acc=67.35%, top5-acc=91.95%, remaining_time=0:00:01.144776, arrival_time=2021-04-15 09:38:11.356324, cost_time=0:00:36.251180 2021-04-15 09:38:11,237 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.98ms, fps=1327 images/s, loss=1.1184, top1-acc=67.32%, top5-acc=91.95%, remaining_time=0:00:00, arrival_time=2021-04-15 09:38:11.237271, cost_time=0:00:37.276845 2021-04-15 09:38:11,936 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.26ms, fps=3674 images/s, loss=1.6881, top1-acc=54.18%, top5-acc=84.02%, remaining_time=0:00:02.090460, arrival_time=2021-04-15 09:38:14.026557, cost_time=0:00:00.696821 2021-04-15 09:38:12,522 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.24ms, fps=4369 images/s, loss=1.6781, top1-acc=54.59%, top5-acc=84.32%, remaining_time=0:00:01.283100, arrival_time=2021-04-15 09:38:13.805469, cost_time=0:00:01.283102 2021-04-15 09:38:13,110 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.14ms, fps=4355 images/s, loss=1.6787, top1-acc=54.23%, top5-acc=84.26%, remaining_time=0:00:00.623760, arrival_time=2021-04-15 09:38:13.734316, cost_time=0:00:01.871285 2021-04-15 09:38:13,647 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.6847, top1-acc=54.15%, top5-acc=84.09%, remaining_time=0:00:00, arrival_time=2021-04-15 09:38:13.647432, cost_time=0:00:02.408178 2021-04-15 09:38:13,783 INFO : Epoch=0052 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:38:28.040268, arrival_time=2021-04-15 11:16:41.823727, cost_time=0:34:35.797918 2021-04-15 09:38:13,784 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 09:38:15,874 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.18ms, fps=1225 images/s, loss=1.0753, top1-acc=67.81%, top5-acc=92.97%, remaining_time=0:00:38.859306, arrival_time=2021-04-15 09:38:54.733275, cost_time=0:00:02.089211 2021-04-15 09:38:17,781 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.0491, top1-acc=68.77%, top5-acc=93.12%, remaining_time=0:00:35.170080, arrival_time=2021-04-15 09:38:52.951452, cost_time=0:00:03.996607 2021-04-15 09:38:19,692 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.17ms, fps=1340 images/s, loss=1.0353, top1-acc=69.23%, top5-acc=93.28%, remaining_time=0:00:32.686064, arrival_time=2021-04-15 09:38:52.378027, cost_time=0:00:05.907130 2021-04-15 09:38:21,596 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.22ms, fps=1344 images/s, loss=1.0451, top1-acc=68.71%, top5-acc=93.14%, remaining_time=0:00:30.466488, arrival_time=2021-04-15 09:38:52.063158, cost_time=0:00:07.811917 2021-04-15 09:38:23,494 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.0615, top1-acc=68.50%, top5-acc=92.88%, remaining_time=0:00:28.353784, arrival_time=2021-04-15 09:38:51.848713, cost_time=0:00:09.710180 2021-04-15 09:38:25,399 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.23ms, fps=1345 images/s, loss=1.0653, top1-acc=68.42%, top5-acc=92.75%, remaining_time=0:00:26.326064, arrival_time=2021-04-15 09:38:51.725364, cost_time=0:00:11.614463 2021-04-15 09:38:27,298 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=1.0676, top1-acc=68.40%, top5-acc=92.75%, remaining_time=0:00:24.324552, arrival_time=2021-04-15 09:38:51.622976, cost_time=0:00:13.513662 2021-04-15 09:38:29,197 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0719, top1-acc=68.36%, top5-acc=92.76%, remaining_time=0:00:22.347980, arrival_time=2021-04-15 09:38:51.545152, cost_time=0:00:15.412415 2021-04-15 09:38:31,096 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0760, top1-acc=68.22%, top5-acc=92.70%, remaining_time=0:00:20.389842, arrival_time=2021-04-15 09:38:51.486732, cost_time=0:00:17.312119 2021-04-15 09:38:32,997 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.32ms, fps=1347 images/s, loss=1.0771, top1-acc=68.10%, top5-acc=92.75%, remaining_time=0:00:18.444288, arrival_time=2021-04-15 09:38:51.441912, cost_time=0:00:19.212799 2021-04-15 09:38:34,896 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0872, top1-acc=67.89%, top5-acc=92.52%, remaining_time=0:00:16.505206, arrival_time=2021-04-15 09:38:51.401224, cost_time=0:00:21.111261 2021-04-15 09:38:36,794 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0883, top1-acc=67.92%, top5-acc=92.49%, remaining_time=0:00:14.572696, arrival_time=2021-04-15 09:38:51.366943, cost_time=0:00:23.009487 2021-04-15 09:38:38,692 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=1.0969, top1-acc=67.63%, top5-acc=92.39%, remaining_time=0:00:12.645666, arrival_time=2021-04-15 09:38:51.338539, cost_time=0:00:24.908101 2021-04-15 09:38:40,591 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1027, top1-acc=67.44%, top5-acc=92.30%, remaining_time=0:00:10.722656, arrival_time=2021-04-15 09:38:51.314094, cost_time=0:00:26.806673 2021-04-15 09:38:42,490 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.1033, top1-acc=67.45%, top5-acc=92.30%, remaining_time=0:00:08.802974, arrival_time=2021-04-15 09:38:51.293153, cost_time=0:00:28.705424 2021-04-15 09:38:44,389 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.1057, top1-acc=67.42%, top5-acc=92.28%, remaining_time=0:00:06.886008, arrival_time=2021-04-15 09:38:51.275266, cost_time=0:00:30.604431 2021-04-15 09:38:46,288 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.1124, top1-acc=67.24%, top5-acc=92.23%, remaining_time=0:00:04.971096, arrival_time=2021-04-15 09:38:51.259148, cost_time=0:00:32.503294 2021-04-15 09:38:48,185 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1145, top1-acc=67.26%, top5-acc=92.23%, remaining_time=0:00:03.057840, arrival_time=2021-04-15 09:38:51.243286, cost_time=0:00:34.400687 2021-04-15 09:38:50,085 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.00ms, fps=1348 images/s, loss=1.1141, top1-acc=67.25%, top5-acc=92.22%, remaining_time=0:00:01.146336, arrival_time=2021-04-15 09:38:51.231648, cost_time=0:00:36.300560 2021-04-15 09:38:51,105 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.1155, top1-acc=67.19%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-15 09:38:51.105008, cost_time=0:00:37.320263 2021-04-15 09:38:51,808 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.18ms, fps=3649 images/s, loss=1.6351, top1-acc=55.55%, top5-acc=83.12%, remaining_time=0:00:02.104470, arrival_time=2021-04-15 09:38:53.912607, cost_time=0:00:00.701489 2021-04-15 09:38:52,394 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.24ms, fps=4367 images/s, loss=1.6488, top1-acc=54.88%, top5-acc=83.52%, remaining_time=0:00:01.288000, arrival_time=2021-04-15 09:38:53.682642, cost_time=0:00:01.288007 2021-04-15 09:38:52,980 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.25ms, fps=4368 images/s, loss=1.6459, top1-acc=55.01%, top5-acc=83.70%, remaining_time=0:00:00.624760, arrival_time=2021-04-15 09:38:53.605713, cost_time=0:00:01.874295 2021-04-15 09:38:53,517 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.6413, top1-acc=55.10%, top5-acc=83.88%, remaining_time=0:00:00, arrival_time=2021-04-15 09:38:53.517496, cost_time=0:00:02.410864 2021-04-15 09:38:53,656 INFO : Epoch=0053 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:37:47.992893, arrival_time=2021-04-15 11:16:41.649381, cost_time=0:35:15.670930 2021-04-15 09:38:53,657 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 09:38:55,739 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.80ms, fps=1230 images/s, loss=1.0704, top1-acc=68.09%, top5-acc=93.48%, remaining_time=0:00:38.714598, arrival_time=2021-04-15 09:39:34.453879, cost_time=0:00:02.081428 2021-04-15 09:38:57,639 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=1.1021, top1-acc=67.07%, top5-acc=93.24%, remaining_time=0:00:35.035440, arrival_time=2021-04-15 09:39:32.674534, cost_time=0:00:03.981302 2021-04-15 09:38:59,537 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.1054, top1-acc=67.04%, top5-acc=92.86%, remaining_time=0:00:32.535502, arrival_time=2021-04-15 09:39:32.073209, cost_time=0:00:05.879916 2021-04-15 09:39:01,438 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.22ms, fps=1347 images/s, loss=1.1026, top1-acc=67.30%, top5-acc=92.72%, remaining_time=0:00:30.343248, arrival_time=2021-04-15 09:39:31.781368, cost_time=0:00:07.780314 2021-04-15 09:39:03,337 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.0996, top1-acc=67.48%, top5-acc=92.75%, remaining_time=0:00:28.265308, arrival_time=2021-04-15 09:39:31.603076, cost_time=0:00:09.679902 2021-04-15 09:39:05,236 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.1037, top1-acc=67.43%, top5-acc=92.66%, remaining_time=0:00:26.244600, arrival_time=2021-04-15 09:39:31.480903, cost_time=0:00:11.578509 2021-04-15 09:39:07,136 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.1011, top1-acc=67.44%, top5-acc=92.58%, remaining_time=0:00:24.260796, arrival_time=2021-04-15 09:39:31.396815, cost_time=0:00:13.478223 2021-04-15 09:39:09,034 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=1.1002, top1-acc=67.67%, top5-acc=92.53%, remaining_time=0:00:22.295896, arrival_time=2021-04-15 09:39:31.330164, cost_time=0:00:15.376474 2021-04-15 09:39:10,934 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=1.0986, top1-acc=67.69%, top5-acc=92.50%, remaining_time=0:00:20.347336, arrival_time=2021-04-15 09:39:31.281284, cost_time=0:00:17.276073 2021-04-15 09:39:12,832 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1030, top1-acc=67.55%, top5-acc=92.50%, remaining_time=0:00:18.407616, arrival_time=2021-04-15 09:39:31.239978, cost_time=0:00:19.174568 2021-04-15 09:39:14,730 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0978, top1-acc=67.69%, top5-acc=92.56%, remaining_time=0:00:16.475278, arrival_time=2021-04-15 09:39:31.206132, cost_time=0:00:21.073001 2021-04-15 09:39:16,629 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1021, top1-acc=67.55%, top5-acc=92.48%, remaining_time=0:00:14.548756, arrival_time=2021-04-15 09:39:31.178306, cost_time=0:00:22.971749 2021-04-15 09:39:18,527 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.1076, top1-acc=67.39%, top5-acc=92.38%, remaining_time=0:00:12.626328, arrival_time=2021-04-15 09:39:31.154128, cost_time=0:00:24.870003 2021-04-15 09:39:20,427 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.1085, top1-acc=67.33%, top5-acc=92.37%, remaining_time=0:00:10.707928, arrival_time=2021-04-15 09:39:31.135535, cost_time=0:00:26.769751 2021-04-15 09:39:22,326 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.1103, top1-acc=67.25%, top5-acc=92.35%, remaining_time=0:00:08.791750, arrival_time=2021-04-15 09:39:31.118354, cost_time=0:00:28.668814 2021-04-15 09:39:24,224 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.1155, top1-acc=67.14%, top5-acc=92.23%, remaining_time=0:00:06.877620, arrival_time=2021-04-15 09:39:31.102555, cost_time=0:00:30.567139 2021-04-15 09:39:26,124 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.1167, top1-acc=67.09%, top5-acc=92.20%, remaining_time=0:00:04.965402, arrival_time=2021-04-15 09:39:31.089374, cost_time=0:00:32.466174 2021-04-15 09:39:28,022 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1205, top1-acc=67.00%, top5-acc=92.14%, remaining_time=0:00:03.054624, arrival_time=2021-04-15 09:39:31.076945, cost_time=0:00:34.364523 2021-04-15 09:39:29,921 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=1.1250, top1-acc=66.85%, top5-acc=92.10%, remaining_time=0:00:01.145166, arrival_time=2021-04-15 09:39:31.066541, cost_time=0:00:36.263599 2021-04-15 09:39:30,941 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.99ms, fps=1334 images/s, loss=1.1260, top1-acc=66.84%, top5-acc=92.06%, remaining_time=0:00:00, arrival_time=2021-04-15 09:39:30.941169, cost_time=0:00:37.283390 2021-04-15 09:39:31,641 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.98ms, fps=3665 images/s, loss=1.5725, top1-acc=57.19%, top5-acc=85.70%, remaining_time=0:00:02.095200, arrival_time=2021-04-15 09:39:33.736399, cost_time=0:00:00.698402 2021-04-15 09:39:32,230 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.11ms, fps=4345 images/s, loss=1.5819, top1-acc=57.09%, top5-acc=85.41%, remaining_time=0:00:01.287840, arrival_time=2021-04-15 09:39:33.518487, cost_time=0:00:01.287845 2021-04-15 09:39:32,825 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.29ms, fps=4305 images/s, loss=1.6015, top1-acc=56.78%, top5-acc=84.83%, remaining_time=0:00:00.627630, arrival_time=2021-04-15 09:39:33.453403, cost_time=0:00:01.882887 2021-04-15 09:39:33,362 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.6011, top1-acc=56.96%, top5-acc=85.17%, remaining_time=0:00:00, arrival_time=2021-04-15 09:39:33.362875, cost_time=0:00:02.420096 2021-04-15 09:39:33,517 INFO : Epoch=0054 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:37:07.920106, arrival_time=2021-04-15 11:16:41.437760, cost_time=0:35:55.532082 2021-04-15 09:39:33,519 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 09:39:35,576 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.24ms, fps=1244 images/s, loss=1.0721, top1-acc=68.28%, top5-acc=93.36%, remaining_time=0:00:38.263734, arrival_time=2021-04-15 09:40:13.840455, cost_time=0:00:02.057190 2021-04-15 09:39:37,477 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=1.0959, top1-acc=67.77%, top5-acc=92.64%, remaining_time=0:00:34.833216, arrival_time=2021-04-15 09:40:12.311077, cost_time=0:00:03.958324 2021-04-15 09:39:39,400 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.48ms, fps=1332 images/s, loss=1.0821, top1-acc=68.12%, top5-acc=92.71%, remaining_time=0:00:32.537826, arrival_time=2021-04-15 09:40:11.937759, cost_time=0:00:05.880335 2021-04-15 09:39:41,308 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0733, top1-acc=68.12%, top5-acc=92.96%, remaining_time=0:00:30.375540, arrival_time=2021-04-15 09:40:11.683652, cost_time=0:00:07.788592 2021-04-15 09:39:43,216 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=1.0704, top1-acc=68.19%, top5-acc=92.95%, remaining_time=0:00:28.315240, arrival_time=2021-04-15 09:40:11.531770, cost_time=0:00:09.697003 2021-04-15 09:39:45,126 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=1.0782, top1-acc=68.32%, top5-acc=92.66%, remaining_time=0:00:26.307840, arrival_time=2021-04-15 09:40:11.433957, cost_time=0:00:11.606414 2021-04-15 09:39:47,037 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.21ms, fps=1340 images/s, loss=1.0821, top1-acc=68.16%, top5-acc=92.63%, remaining_time=0:00:24.331608, arrival_time=2021-04-15 09:40:11.368660, cost_time=0:00:13.517534 2021-04-15 09:39:48,944 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0796, top1-acc=68.10%, top5-acc=92.65%, remaining_time=0:00:22.366076, arrival_time=2021-04-15 09:40:11.310513, cost_time=0:00:15.424916 2021-04-15 09:39:50,861 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.22ms, fps=1336 images/s, loss=1.0792, top1-acc=68.09%, top5-acc=92.66%, remaining_time=0:00:20.424822, arrival_time=2021-04-15 09:40:11.286148, cost_time=0:00:17.341791 2021-04-15 09:39:52,769 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=1.0819, top1-acc=67.87%, top5-acc=92.65%, remaining_time=0:00:18.479712, arrival_time=2021-04-15 09:40:11.249052, cost_time=0:00:19.249675 2021-04-15 09:39:54,680 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.25ms, fps=1340 images/s, loss=1.0805, top1-acc=67.88%, top5-acc=92.67%, remaining_time=0:00:16.544164, arrival_time=2021-04-15 09:40:11.224825, cost_time=0:00:21.161132 2021-04-15 09:39:56,590 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.20ms, fps=1341 images/s, loss=1.0855, top1-acc=67.77%, top5-acc=92.62%, remaining_time=0:00:14.611608, arrival_time=2021-04-15 09:40:11.202046, cost_time=0:00:23.070918 2021-04-15 09:39:58,505 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.18ms, fps=1337 images/s, loss=1.0910, top1-acc=67.66%, top5-acc=92.56%, remaining_time=0:00:12.685200, arrival_time=2021-04-15 09:40:11.190797, cost_time=0:00:24.986011 2021-04-15 09:40:00,413 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0954, top1-acc=67.59%, top5-acc=92.47%, remaining_time=0:00:10.757544, arrival_time=2021-04-15 09:40:11.170914, cost_time=0:00:26.893841 2021-04-15 09:40:02,321 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0966, top1-acc=67.54%, top5-acc=92.46%, remaining_time=0:00:08.832460, arrival_time=2021-04-15 09:40:11.153528, cost_time=0:00:28.801553 2021-04-15 09:40:04,233 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.21ms, fps=1339 images/s, loss=1.0988, top1-acc=67.52%, top5-acc=92.43%, remaining_time=0:00:06.910524, arrival_time=2021-04-15 09:40:11.143593, cost_time=0:00:30.713463 2021-04-15 09:40:06,141 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.0955, top1-acc=67.64%, top5-acc=92.44%, remaining_time=0:00:04.989270, arrival_time=2021-04-15 09:40:11.130905, cost_time=0:00:32.622120 2021-04-15 09:40:08,049 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=1.0976, top1-acc=67.61%, top5-acc=92.42%, remaining_time=0:00:03.069312, arrival_time=2021-04-15 09:40:11.118674, cost_time=0:00:34.529838 2021-04-15 09:40:09,963 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.00ms, fps=1338 images/s, loss=1.0992, top1-acc=67.60%, top5-acc=92.38%, remaining_time=0:00:01.150854, arrival_time=2021-04-15 09:40:11.114160, cost_time=0:00:36.443793 2021-04-15 09:40:10,992 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.03ms, fps=1322 images/s, loss=1.1026, top1-acc=67.59%, top5-acc=92.37%, remaining_time=0:00:00, arrival_time=2021-04-15 09:40:10.992147, cost_time=0:00:37.472569 2021-04-15 09:40:11,691 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.19ms, fps=3672 images/s, loss=1.5900, top1-acc=56.68%, top5-acc=85.23%, remaining_time=0:00:02.091270, arrival_time=2021-04-15 09:40:13.782342, cost_time=0:00:00.697091 2021-04-15 09:40:12,280 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.20ms, fps=4344 images/s, loss=1.6393, top1-acc=55.43%, top5-acc=83.73%, remaining_time=0:00:01.286720, arrival_time=2021-04-15 09:40:13.567492, cost_time=0:00:01.286725 2021-04-15 09:40:12,871 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.20ms, fps=4338 images/s, loss=1.6499, top1-acc=55.00%, top5-acc=83.50%, remaining_time=0:00:00.625800, arrival_time=2021-04-15 09:40:13.497189, cost_time=0:00:01.877403 2021-04-15 09:40:13,410 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.05ms, fps=4307 images/s, loss=1.6460, top1-acc=55.04%, top5-acc=83.39%, remaining_time=0:00:00, arrival_time=2021-04-15 09:40:13.410371, cost_time=0:00:02.416358 2021-04-15 09:40:13,542 INFO : Epoch=0055 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:36:28.285885, arrival_time=2021-04-15 11:16:41.828112, cost_time=0:36:35.556689 2021-04-15 09:40:13,543 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 09:40:15,637 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.13ms, fps=1223 images/s, loss=1.0747, top1-acc=67.97%, top5-acc=93.20%, remaining_time=0:00:38.938542, arrival_time=2021-04-15 09:40:54.575542, cost_time=0:00:02.093472 2021-04-15 09:40:17,534 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.09ms, fps=1350 images/s, loss=1.0786, top1-acc=68.32%, top5-acc=93.18%, remaining_time=0:00:35.118160, arrival_time=2021-04-15 09:40:52.652389, cost_time=0:00:03.990708 2021-04-15 09:40:19,436 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.12ms, fps=1346 images/s, loss=1.0765, top1-acc=67.83%, top5-acc=93.12%, remaining_time=0:00:32.605222, arrival_time=2021-04-15 09:40:52.041404, cost_time=0:00:05.892518 2021-04-15 09:40:21,344 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.67ms, fps=1342 images/s, loss=1.0765, top1-acc=67.93%, top5-acc=92.82%, remaining_time=0:00:30.421872, arrival_time=2021-04-15 09:40:51.765960, cost_time=0:00:07.800497 2021-04-15 09:40:23,243 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.0713, top1-acc=67.98%, top5-acc=92.94%, remaining_time=0:00:28.323124, arrival_time=2021-04-15 09:40:51.566363, cost_time=0:00:09.699698 2021-04-15 09:40:25,143 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.0754, top1-acc=67.99%, top5-acc=92.85%, remaining_time=0:00:26.292608, arrival_time=2021-04-15 09:40:51.435878, cost_time=0:00:11.599669 2021-04-15 09:40:27,042 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=1.0778, top1-acc=67.92%, top5-acc=92.87%, remaining_time=0:00:24.297840, arrival_time=2021-04-15 09:40:51.340161, cost_time=0:00:13.498780 2021-04-15 09:40:28,940 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0838, top1-acc=67.66%, top5-acc=92.80%, remaining_time=0:00:22.325940, arrival_time=2021-04-15 09:40:51.266712, cost_time=0:00:15.397231 2021-04-15 09:40:30,839 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.0914, top1-acc=67.53%, top5-acc=92.63%, remaining_time=0:00:20.370550, arrival_time=2021-04-15 09:40:51.209827, cost_time=0:00:17.295736 2021-04-15 09:40:32,738 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.0912, top1-acc=67.58%, top5-acc=92.68%, remaining_time=0:00:18.426624, arrival_time=2021-04-15 09:40:51.164682, cost_time=0:00:19.194445 2021-04-15 09:40:34,637 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.0945, top1-acc=67.54%, top5-acc=92.59%, remaining_time=0:00:16.491274, arrival_time=2021-04-15 09:40:51.128324, cost_time=0:00:21.093473 2021-04-15 09:40:36,535 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0984, top1-acc=67.50%, top5-acc=92.52%, remaining_time=0:00:14.561296, arrival_time=2021-04-15 09:40:51.096367, cost_time=0:00:22.991542 2021-04-15 09:40:38,432 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0980, top1-acc=67.52%, top5-acc=92.52%, remaining_time=0:00:12.636096, arrival_time=2021-04-15 09:40:51.068883, cost_time=0:00:24.889255 2021-04-15 09:40:40,330 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1021, top1-acc=67.41%, top5-acc=92.47%, remaining_time=0:00:10.714816, arrival_time=2021-04-15 09:40:51.045381, cost_time=0:00:26.787024 2021-04-15 09:40:42,228 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1018, top1-acc=67.43%, top5-acc=92.46%, remaining_time=0:00:08.796810, arrival_time=2021-04-15 09:40:51.025565, cost_time=0:00:28.685219 2021-04-15 09:40:44,126 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.1069, top1-acc=67.31%, top5-acc=92.36%, remaining_time=0:00:06.881184, arrival_time=2021-04-15 09:40:51.007692, cost_time=0:00:30.582970 2021-04-15 09:40:46,025 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.1072, top1-acc=67.37%, top5-acc=92.36%, remaining_time=0:00:04.967872, arrival_time=2021-04-15 09:40:50.993748, cost_time=0:00:32.482266 2021-04-15 09:40:47,923 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1098, top1-acc=67.33%, top5-acc=92.33%, remaining_time=0:00:03.056016, arrival_time=2021-04-15 09:40:50.979801, cost_time=0:00:34.380244 2021-04-15 09:40:49,822 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=1.1127, top1-acc=67.26%, top5-acc=92.27%, remaining_time=0:00:01.145658, arrival_time=2021-04-15 09:40:50.968396, cost_time=0:00:36.279204 2021-04-15 09:40:50,842 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.12ms, fps=1334 images/s, loss=1.1138, top1-acc=67.25%, top5-acc=92.25%, remaining_time=0:00:00, arrival_time=2021-04-15 09:40:50.842216, cost_time=0:00:37.298692 2021-04-15 09:40:51,539 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.07ms, fps=3682 images/s, loss=1.6409, top1-acc=55.55%, top5-acc=83.71%, remaining_time=0:00:02.085600, arrival_time=2021-04-15 09:40:53.624658, cost_time=0:00:00.695197 2021-04-15 09:40:52,125 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.13ms, fps=4370 images/s, loss=1.6289, top1-acc=55.20%, top5-acc=84.34%, remaining_time=0:00:01.281240, arrival_time=2021-04-15 09:40:53.406349, cost_time=0:00:01.281247 2021-04-15 09:40:52,711 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.14ms, fps=4367 images/s, loss=1.6373, top1-acc=55.26%, top5-acc=84.13%, remaining_time=0:00:00.622590, arrival_time=2021-04-15 09:40:53.334215, cost_time=0:00:01.867761 2021-04-15 09:40:53,248 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.05ms, fps=4320 images/s, loss=1.6379, top1-acc=55.07%, top5-acc=84.31%, remaining_time=0:00:00, arrival_time=2021-04-15 09:40:53.248950, cost_time=0:00:02.405101 2021-04-15 09:40:53,391 INFO : Epoch=0056 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:35:48.187536, arrival_time=2021-04-15 11:16:41.579320, cost_time=0:37:15.406245 2021-04-15 09:40:53,392 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 09:40:55,467 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.21ms, fps=1234 images/s, loss=1.1010, top1-acc=68.05%, top5-acc=93.28%, remaining_time=0:00:38.593140, arrival_time=2021-04-15 09:41:34.061065, cost_time=0:00:02.074896 2021-04-15 09:40:57,374 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.15ms, fps=1343 images/s, loss=1.0865, top1-acc=68.34%, top5-acc=93.16%, remaining_time=0:00:35.036144, arrival_time=2021-04-15 09:41:32.410625, cost_time=0:00:03.981386 2021-04-15 09:40:59,272 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0833, top1-acc=68.33%, top5-acc=92.71%, remaining_time=0:00:32.533012, arrival_time=2021-04-15 09:41:31.805496, cost_time=0:00:05.879451 2021-04-15 09:41:01,171 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.39ms, fps=1348 images/s, loss=1.0810, top1-acc=68.13%, top5-acc=92.78%, remaining_time=0:00:30.336696, arrival_time=2021-04-15 09:41:31.508365, cost_time=0:00:07.778626 2021-04-15 09:41:03,071 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0843, top1-acc=68.08%, top5-acc=92.67%, remaining_time=0:00:28.261074, arrival_time=2021-04-15 09:41:31.332604, cost_time=0:00:09.678433 2021-04-15 09:41:04,969 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.0843, top1-acc=68.17%, top5-acc=92.67%, remaining_time=0:00:26.240248, arrival_time=2021-04-15 09:41:31.209858, cost_time=0:00:11.576586 2021-04-15 09:41:06,867 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.0820, top1-acc=68.21%, top5-acc=92.70%, remaining_time=0:00:24.253110, arrival_time=2021-04-15 09:41:31.120103, cost_time=0:00:13.473966 2021-04-15 09:41:08,765 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0813, top1-acc=68.23%, top5-acc=92.71%, remaining_time=0:00:22.290560, arrival_time=2021-04-15 09:41:31.056397, cost_time=0:00:15.372798 2021-04-15 09:41:10,665 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.0775, top1-acc=68.29%, top5-acc=92.74%, remaining_time=0:00:20.343096, arrival_time=2021-04-15 09:41:31.008608, cost_time=0:00:17.272410 2021-04-15 09:41:12,563 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0803, top1-acc=68.12%, top5-acc=92.71%, remaining_time=0:00:18.403776, arrival_time=2021-04-15 09:41:30.967424, cost_time=0:00:19.170616 2021-04-15 09:41:14,462 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.0793, top1-acc=68.15%, top5-acc=92.71%, remaining_time=0:00:16.472268, arrival_time=2021-04-15 09:41:30.934470, cost_time=0:00:21.069173 2021-04-15 09:41:16,362 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=1.0844, top1-acc=68.00%, top5-acc=92.60%, remaining_time=0:00:14.547084, arrival_time=2021-04-15 09:41:30.909244, cost_time=0:00:22.969122 2021-04-15 09:41:18,260 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0882, top1-acc=67.84%, top5-acc=92.52%, remaining_time=0:00:12.624810, arrival_time=2021-04-15 09:41:30.884941, cost_time=0:00:24.867103 2021-04-15 09:41:20,157 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.0916, top1-acc=67.80%, top5-acc=92.46%, remaining_time=0:00:10.705856, arrival_time=2021-04-15 09:41:30.863528, cost_time=0:00:26.764647 2021-04-15 09:41:22,057 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.0915, top1-acc=67.77%, top5-acc=92.47%, remaining_time=0:00:08.790278, arrival_time=2021-04-15 09:41:30.847367, cost_time=0:00:28.663978 2021-04-15 09:41:23,955 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0969, top1-acc=67.63%, top5-acc=92.40%, remaining_time=0:00:06.876612, arrival_time=2021-04-15 09:41:30.832437, cost_time=0:00:30.562793 2021-04-15 09:41:25,854 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.44ms, fps=1348 images/s, loss=1.1005, top1-acc=67.44%, top5-acc=92.40%, remaining_time=0:00:04.964700, arrival_time=2021-04-15 09:41:30.819324, cost_time=0:00:32.461545 2021-04-15 09:41:27,752 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.1016, top1-acc=67.45%, top5-acc=92.38%, remaining_time=0:00:03.054208, arrival_time=2021-04-15 09:41:30.807104, cost_time=0:00:34.359868 2021-04-15 09:41:29,651 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=1.1055, top1-acc=67.33%, top5-acc=92.34%, remaining_time=0:00:01.145016, arrival_time=2021-04-15 09:41:30.796886, cost_time=0:00:36.258853 2021-04-15 09:41:30,671 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=0.99ms, fps=1334 images/s, loss=1.1079, top1-acc=67.30%, top5-acc=92.31%, remaining_time=0:00:00, arrival_time=2021-04-15 09:41:30.671421, cost_time=0:00:37.278404 2021-04-15 09:41:31,372 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=2.01ms, fps=3659 images/s, loss=1.6865, top1-acc=53.36%, top5-acc=83.28%, remaining_time=0:00:02.098710, arrival_time=2021-04-15 09:41:33.471353, cost_time=0:00:00.699567 2021-04-15 09:41:31,959 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.44ms, fps=4364 images/s, loss=1.6926, top1-acc=53.42%, top5-acc=83.24%, remaining_time=0:00:01.286440, arrival_time=2021-04-15 09:41:33.245944, cost_time=0:00:01.286435 2021-04-15 09:41:32,546 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.29ms, fps=4365 images/s, loss=1.6779, top1-acc=53.87%, top5-acc=83.57%, remaining_time=0:00:00.624380, arrival_time=2021-04-15 09:41:33.170594, cost_time=0:00:01.873154 2021-04-15 09:41:33,083 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.05ms, fps=4320 images/s, loss=1.6679, top1-acc=54.01%, top5-acc=83.70%, remaining_time=0:00:00, arrival_time=2021-04-15 09:41:33.083495, cost_time=0:00:02.410435 2021-04-15 09:41:33,187 INFO : Epoch=0057 complete, best val top1-acc=57.85%, top5-acc=86.10% (epoch=46), remaining_time=1:35:07.961545, arrival_time=2021-04-15 11:16:41.148558, cost_time=0:37:55.201474 2021-04-15 09:41:33,188 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 09:41:35,283 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.25ms, fps=1222 images/s, loss=1.1037, top1-acc=66.80%, top5-acc=92.30%, remaining_time=0:00:38.961792, arrival_time=2021-04-15 09:42:14.244804, cost_time=0:00:02.094719 2021-04-15 09:41:37,195 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.14ms, fps=1339 images/s, loss=1.0767, top1-acc=68.16%, top5-acc=92.75%, remaining_time=0:00:35.259840, arrival_time=2021-04-15 09:42:12.454940, cost_time=0:00:04.006803 2021-04-15 09:41:39,103 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0667, top1-acc=68.67%, top5-acc=92.79%, remaining_time=0:00:32.731216, arrival_time=2021-04-15 09:42:11.834711, cost_time=0:00:05.915268 2021-04-15 09:41:41,011 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.0664, top1-acc=68.68%, top5-acc=92.70%, remaining_time=0:00:30.511260, arrival_time=2021-04-15 09:42:11.522886, cost_time=0:00:07.823399 2021-04-15 09:41:42,919 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=1.0722, top1-acc=68.51%, top5-acc=92.68%, remaining_time=0:00:28.415980, arrival_time=2021-04-15 09:42:11.335729, cost_time=0:00:09.731520 2021-04-15 09:41:44,829 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.26ms, fps=1340 images/s, loss=1.0718, top1-acc=68.46%, top5-acc=92.53%, remaining_time=0:00:26.387672, arrival_time=2021-04-15 09:42:11.217564, cost_time=0:00:11.641591 2021-04-15 09:41:46,738 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=1.0710, top1-acc=68.43%, top5-acc=92.61%, remaining_time=0:00:24.390954, arrival_time=2021-04-15 09:42:11.129736, cost_time=0:00:13.550548 2021-04-15 09:41:48,646 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.0726, top1-acc=68.34%, top5-acc=92.67%, remaining_time=0:00:22.414796, arrival_time=2021-04-15 09:42:11.061532, cost_time=0:00:15.458510 2021-04-15 09:41:50,555 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=1.0735, top1-acc=68.37%, top5-acc=92.63%, remaining_time=0:00:20.454926, arrival_time=2021-04-15 09:42:11.010545, cost_time=0:00:17.367384 2021-04-15 09:41:52,463 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.0850, top1-acc=68.05%, top5-acc=92.50%, remaining_time=0:00:18.504192, arrival_time=2021-04-15 09:42:10.967631, cost_time=0:00:19.275213 2021-04-15 09:41:54,372 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.0885, top1-acc=67.94%, top5-acc=92.47%, remaining_time=0:00:16.561880, arrival_time=2021-04-15 09:42:10.933907, cost_time=0:00:21.183803 2021-04-15 09:41:56,281 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=1.0903, top1-acc=67.83%, top5-acc=92.47%, remaining_time=0:00:14.625440, arrival_time=2021-04-15 09:42:10.906529, cost_time=0:00:23.092783 2021-04-15 09:41:58,189 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.0925, top1-acc=67.78%, top5-acc=92.44%, remaining_time=0:00:12.692922, arrival_time=2021-04-15 09:42:10.882416, cost_time=0:00:25.001268 2021-04-15 09:42:00,097 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=1.0947, top1-acc=67.75%, top5-acc=92.42%, remaining_time=0:00:10.763760, arrival_time=2021-04-15 09:42:10.861371, cost_time=0:00:26.909376 2021-04-15 09:42:02,008 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=1.0958, top1-acc=67.70%, top5-acc=92.43%, remaining_time=0:00:08.838118, arrival_time=2021-04-15 09:42:10.846227, cost_time=0:00:28.819885 2021-04-15 09:42:03,915 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.0982, top1-acc=67.59%, top5-acc=92.43%, remaining_time=0:00:06.913620, arrival_time=2021-04-15 09:42:10.829084, cost_time=0:00:30.727234 2021-04-15 09:42:05,823 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.1018, top1-acc=67.49%, top5-acc=92.37%, remaining_time=0:00:04.991272, arrival_time=2021-04-15 09:42:10.814739, cost_time=0:00:32.635243 2021-04-15 09:42:07,731 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.1004, top1-acc=67.53%, top5-acc=92.42%, remaining_time=0:00:03.070496, arrival_time=2021-04-15 09:42:10.801749, cost_time=0:00:34.543024 2021-04-15 09:42:09,639 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=1.1020, top1-acc=67.44%, top5-acc=92.38%, remaining_time=0:00:01.151100, arrival_time=2021-04-15 09:42:10.790867, cost_time=0:00:36.451548 2021-04-15 09:42:10,668 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.00ms, fps=1323 images/s, loss=1.1028, top1-acc=67.43%, top5-acc=92.39%, remaining_time=0:00:00, arrival_time=2021-04-15 09:42:10.668232, cost_time=0:00:37.479957 2021-04-15 09:42:11,382 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.14ms, fps=3591 images/s, loss=1.5214, top1-acc=56.84%, top5-acc=87.03%, remaining_time=0:00:02.138430, arrival_time=2021-04-15 09:42:13.521248, cost_time=0:00:00.712811 2021-04-15 09:42:11,968 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.20ms, fps=4375 images/s, loss=1.5181, top1-acc=57.77%, top5-acc=86.68%, remaining_time=0:00:01.298220, arrival_time=2021-04-15 09:42:13.266455, cost_time=0:00:01.298225 2021-04-15 09:42:12,554 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.15ms, fps=4371 images/s, loss=1.5309, top1-acc=57.64%, top5-acc=86.47%, remaining_time=0:00:00.628050, arrival_time=2021-04-15 09:42:13.182199, cost_time=0:00:01.884143 2021-04-15 09:42:13,090 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.5088, top1-acc=58.02%, top5-acc=86.46%, remaining_time=0:00:00, arrival_time=2021-04-15 09:42:13.090756, cost_time=0:00:02.420755 2021-04-15 09:42:13,336 INFO : Epoch=0058 complete, best val top1-acc=58.02%, top5-acc=86.46% (epoch=58), remaining_time=1:34:28.617848, arrival_time=2021-04-15 11:16:41.954349, cost_time=0:38:35.350940 2021-04-15 09:42:13,337 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 09:42:15,409 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.17ms, fps=1236 images/s, loss=1.0515, top1-acc=69.26%, top5-acc=92.93%, remaining_time=0:00:38.527296, arrival_time=2021-04-15 09:42:53.936457, cost_time=0:00:02.071358 2021-04-15 09:42:17,316 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.14ms, fps=1342 images/s, loss=1.0364, top1-acc=69.22%, top5-acc=93.32%, remaining_time=0:00:35.014144, arrival_time=2021-04-15 09:42:52.330811, cost_time=0:00:03.978872 2021-04-15 09:42:19,228 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.36ms, fps=1339 images/s, loss=1.0396, top1-acc=69.10%, top5-acc=93.29%, remaining_time=0:00:32.595926, arrival_time=2021-04-15 09:42:51.824692, cost_time=0:00:05.890844 2021-04-15 09:42:21,136 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.0494, top1-acc=68.67%, top5-acc=92.98%, remaining_time=0:00:30.415632, arrival_time=2021-04-15 09:42:51.552316, cost_time=0:00:07.798894 2021-04-15 09:42:23,044 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=1.0542, top1-acc=68.58%, top5-acc=92.85%, remaining_time=0:00:28.344586, arrival_time=2021-04-15 09:42:51.389448, cost_time=0:00:09.707044 2021-04-15 09:42:24,953 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=1.0534, top1-acc=68.63%, top5-acc=92.85%, remaining_time=0:00:26.329056, arrival_time=2021-04-15 09:42:51.282605, cost_time=0:00:11.615752 2021-04-15 09:42:26,862 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=1.0561, top1-acc=68.71%, top5-acc=92.86%, remaining_time=0:00:24.344586, arrival_time=2021-04-15 09:42:51.207247, cost_time=0:00:13.524788 2021-04-15 09:42:28,770 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.0627, top1-acc=68.61%, top5-acc=92.82%, remaining_time=0:00:22.377792, arrival_time=2021-04-15 09:42:51.148528, cost_time=0:00:15.432940 2021-04-15 09:42:30,680 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=1.0620, top1-acc=68.60%, top5-acc=92.77%, remaining_time=0:00:20.426094, arrival_time=2021-04-15 09:42:51.106774, cost_time=0:00:17.342870 2021-04-15 09:42:32,592 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.14ms, fps=1339 images/s, loss=1.0641, top1-acc=68.53%, top5-acc=92.74%, remaining_time=0:00:18.484896, arrival_time=2021-04-15 09:42:51.077815, cost_time=0:00:19.255119 2021-04-15 09:42:34,502 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=1.0659, top1-acc=68.51%, top5-acc=92.65%, remaining_time=0:00:16.546658, arrival_time=2021-04-15 09:42:51.048860, cost_time=0:00:21.164338 2021-04-15 09:42:36,410 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.0685, top1-acc=68.43%, top5-acc=92.65%, remaining_time=0:00:14.612596, arrival_time=2021-04-15 09:42:51.022936, cost_time=0:00:23.072548 2021-04-15 09:42:38,318 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=1.0710, top1-acc=68.38%, top5-acc=92.61%, remaining_time=0:00:12.682692, arrival_time=2021-04-15 09:42:51.001584, cost_time=0:00:24.981088 2021-04-15 09:42:40,227 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0741, top1-acc=68.30%, top5-acc=92.60%, remaining_time=0:00:10.755696, arrival_time=2021-04-15 09:42:50.982688, cost_time=0:00:26.889196 2021-04-15 09:42:42,137 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.23ms, fps=1340 images/s, loss=1.0760, top1-acc=68.26%, top5-acc=92.56%, remaining_time=0:00:08.832046, arrival_time=2021-04-15 09:42:50.969970, cost_time=0:00:28.800132 2021-04-15 09:42:44,047 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.0779, top1-acc=68.18%, top5-acc=92.55%, remaining_time=0:00:06.909588, arrival_time=2021-04-15 09:42:50.956744, cost_time=0:00:30.709291 2021-04-15 09:42:45,957 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.27ms, fps=1340 images/s, loss=1.0839, top1-acc=67.99%, top5-acc=92.46%, remaining_time=0:00:04.988880, arrival_time=2021-04-15 09:42:50.946322, cost_time=0:00:32.619644 2021-04-15 09:42:47,865 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.0888, top1-acc=67.88%, top5-acc=92.38%, remaining_time=0:00:03.069088, arrival_time=2021-04-15 09:42:50.934081, cost_time=0:00:34.527203 2021-04-15 09:42:49,773 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.01ms, fps=1341 images/s, loss=1.0901, top1-acc=67.81%, top5-acc=92.38%, remaining_time=0:00:01.150608, arrival_time=2021-04-15 09:42:50.924349, cost_time=0:00:36.435955 2021-04-15 09:42:50,799 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.00ms, fps=1326 images/s, loss=1.0904, top1-acc=67.83%, top5-acc=92.37%, remaining_time=0:00:00, arrival_time=2021-04-15 09:42:50.799861, cost_time=0:00:37.462077 2021-04-15 09:42:51,501 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.15ms, fps=3656 images/s, loss=1.5164, top1-acc=57.89%, top5-acc=86.13%, remaining_time=0:00:02.100600, arrival_time=2021-04-15 09:42:53.602316, cost_time=0:00:00.700198 2021-04-15 09:42:52,088 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.14ms, fps=4366 images/s, loss=1.5259, top1-acc=58.01%, top5-acc=85.86%, remaining_time=0:00:01.286800, arrival_time=2021-04-15 09:42:53.375124, cost_time=0:00:01.286806 2021-04-15 09:42:52,675 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.16ms, fps=4362 images/s, loss=1.4985, top1-acc=58.65%, top5-acc=86.24%, remaining_time=0:00:00.624670, arrival_time=2021-04-15 09:42:53.300208, cost_time=0:00:01.874018 2021-04-15 09:42:53,215 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.4748, top1-acc=58.74%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-15 09:42:53.215019, cost_time=0:00:02.413514 2021-04-15 09:42:53,485 INFO : Epoch=0059 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:33:49.245507, arrival_time=2021-04-15 11:16:42.730948, cost_time=0:39:15.499888 2021-04-15 09:42:53,486 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 09:42:55,549 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.29ms, fps=1241 images/s, loss=1.0393, top1-acc=69.18%, top5-acc=93.20%, remaining_time=0:00:38.364546, arrival_time=2021-04-15 09:43:33.913941, cost_time=0:00:02.062607 2021-04-15 09:42:57,450 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=1.0453, top1-acc=69.39%, top5-acc=92.97%, remaining_time=0:00:34.877744, arrival_time=2021-04-15 09:43:32.327907, cost_time=0:00:03.963380 2021-04-15 09:42:59,351 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.13ms, fps=1347 images/s, loss=1.0453, top1-acc=69.37%, top5-acc=93.23%, remaining_time=0:00:32.449514, arrival_time=2021-04-15 09:43:31.800670, cost_time=0:00:05.864366 2021-04-15 09:43:01,250 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.0423, top1-acc=69.55%, top5-acc=93.24%, remaining_time=0:00:30.279756, arrival_time=2021-04-15 09:43:31.530518, cost_time=0:00:07.764044 2021-04-15 09:43:03,149 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0414, top1-acc=69.57%, top5-acc=93.23%, remaining_time=0:00:28.215376, arrival_time=2021-04-15 09:43:31.364968, cost_time=0:00:09.662824 2021-04-15 09:43:05,047 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0336, top1-acc=69.84%, top5-acc=93.25%, remaining_time=0:00:26.205160, arrival_time=2021-04-15 09:43:31.252989, cost_time=0:00:11.561113 2021-04-15 09:43:06,946 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.0350, top1-acc=69.70%, top5-acc=93.23%, remaining_time=0:00:24.227784, arrival_time=2021-04-15 09:43:31.174352, cost_time=0:00:13.459850 2021-04-15 09:43:08,846 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.87ms, fps=1347 images/s, loss=1.0378, top1-acc=69.53%, top5-acc=93.15%, remaining_time=0:00:22.272116, arrival_time=2021-04-15 09:43:31.118925, cost_time=0:00:15.360044 2021-04-15 09:43:10,744 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0442, top1-acc=69.28%, top5-acc=93.12%, remaining_time=0:00:20.325818, arrival_time=2021-04-15 09:43:31.070326, cost_time=0:00:17.257795 2021-04-15 09:43:12,642 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0483, top1-acc=69.16%, top5-acc=93.09%, remaining_time=0:00:18.389376, arrival_time=2021-04-15 09:43:31.031629, cost_time=0:00:19.155550 2021-04-15 09:43:14,541 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.0537, top1-acc=69.02%, top5-acc=92.99%, remaining_time=0:00:16.460658, arrival_time=2021-04-15 09:43:31.001686, cost_time=0:00:21.054316 2021-04-15 09:43:16,439 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.0616, top1-acc=68.82%, top5-acc=92.88%, remaining_time=0:00:14.536900, arrival_time=2021-04-15 09:43:30.976562, cost_time=0:00:22.952962 2021-04-15 09:43:18,338 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.0662, top1-acc=68.72%, top5-acc=92.83%, remaining_time=0:00:12.616824, arrival_time=2021-04-15 09:43:30.954884, cost_time=0:00:24.851359 2021-04-15 09:43:20,236 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0700, top1-acc=68.58%, top5-acc=92.84%, remaining_time=0:00:10.699752, arrival_time=2021-04-15 09:43:30.935879, cost_time=0:00:26.749429 2021-04-15 09:43:22,134 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0711, top1-acc=68.55%, top5-acc=92.81%, remaining_time=0:00:08.785172, arrival_time=2021-04-15 09:43:30.919189, cost_time=0:00:28.647321 2021-04-15 09:43:24,034 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=1.0731, top1-acc=68.50%, top5-acc=92.78%, remaining_time=0:00:06.873336, arrival_time=2021-04-15 09:43:30.908210, cost_time=0:00:30.548172 2021-04-15 09:43:25,933 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.0740, top1-acc=68.50%, top5-acc=92.73%, remaining_time=0:00:04.962386, arrival_time=2021-04-15 09:43:30.895512, cost_time=0:00:32.446356 2021-04-15 09:43:27,830 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0782, top1-acc=68.36%, top5-acc=92.66%, remaining_time=0:00:03.052800, arrival_time=2021-04-15 09:43:30.883425, cost_time=0:00:34.343927 2021-04-15 09:43:29,729 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=0.97ms, fps=1349 images/s, loss=1.0808, top1-acc=68.33%, top5-acc=92.64%, remaining_time=0:00:01.144500, arrival_time=2021-04-15 09:43:30.873741, cost_time=0:00:36.242554 2021-04-15 09:43:30,748 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.00ms, fps=1335 images/s, loss=1.0832, top1-acc=68.26%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-15 09:43:30.748621, cost_time=0:00:37.261928 2021-04-15 09:43:31,468 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.15ms, fps=3564 images/s, loss=1.6961, top1-acc=54.06%, top5-acc=83.28%, remaining_time=0:00:02.154870, arrival_time=2021-04-15 09:43:33.623626, cost_time=0:00:00.718293 2021-04-15 09:43:32,058 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.21ms, fps=4341 images/s, loss=1.7084, top1-acc=54.18%, top5-acc=83.36%, remaining_time=0:00:01.308380, arrival_time=2021-04-15 09:43:33.367241, cost_time=0:00:01.308377 2021-04-15 09:43:32,646 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.17ms, fps=4363 images/s, loss=1.7158, top1-acc=53.75%, top5-acc=83.55%, remaining_time=0:00:00.631860, arrival_time=2021-04-15 09:43:33.277904, cost_time=0:00:01.895577 2021-04-15 09:43:33,185 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.05ms, fps=4302 images/s, loss=1.7320, top1-acc=53.58%, top5-acc=83.40%, remaining_time=0:00:00, arrival_time=2021-04-15 09:43:33.185570, cost_time=0:00:02.435119 2021-04-15 09:43:33,324 INFO : Epoch=0060 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:33:09.125220, arrival_time=2021-04-15 11:16:42.450148, cost_time=0:39:55.339384 2021-04-15 09:43:33,326 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 09:43:35,384 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.16ms, fps=1244 images/s, loss=1.0880, top1-acc=67.93%, top5-acc=92.93%, remaining_time=0:00:38.287728, arrival_time=2021-04-15 09:44:13.672424, cost_time=0:00:02.058485 2021-04-15 09:43:37,284 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.0691, top1-acc=68.59%, top5-acc=92.89%, remaining_time=0:00:34.829344, arrival_time=2021-04-15 09:44:12.113514, cost_time=0:00:03.957888 2021-04-15 09:43:39,185 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.18ms, fps=1347 images/s, loss=1.0515, top1-acc=69.02%, top5-acc=93.06%, remaining_time=0:00:32.420796, arrival_time=2021-04-15 09:44:11.606176, cost_time=0:00:05.859179 2021-04-15 09:43:41,082 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=1.0480, top1-acc=69.06%, top5-acc=93.06%, remaining_time=0:00:30.250896, arrival_time=2021-04-15 09:44:11.333760, cost_time=0:00:07.756655 2021-04-15 09:43:42,981 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.0477, top1-acc=69.04%, top5-acc=92.99%, remaining_time=0:00:28.194352, arrival_time=2021-04-15 09:44:11.176220, cost_time=0:00:09.655580 2021-04-15 09:43:44,879 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.0469, top1-acc=68.97%, top5-acc=93.09%, remaining_time=0:00:26.187888, arrival_time=2021-04-15 09:44:11.067590, cost_time=0:00:11.553497 2021-04-15 09:43:46,777 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.0543, top1-acc=68.84%, top5-acc=92.92%, remaining_time=0:00:24.212664, arrival_time=2021-04-15 09:44:10.990360, cost_time=0:00:13.451490 2021-04-15 09:43:48,675 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.0560, top1-acc=68.86%, top5-acc=92.83%, remaining_time=0:00:22.257036, arrival_time=2021-04-15 09:44:10.932963, cost_time=0:00:15.349717 2021-04-15 09:43:50,574 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.0567, top1-acc=68.94%, top5-acc=92.86%, remaining_time=0:00:20.315006, arrival_time=2021-04-15 09:44:10.889915, cost_time=0:00:17.248633 2021-04-15 09:43:52,472 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0584, top1-acc=68.94%, top5-acc=92.82%, remaining_time=0:00:18.380256, arrival_time=2021-04-15 09:44:10.852598, cost_time=0:00:19.146145 2021-04-15 09:43:54,369 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0609, top1-acc=68.95%, top5-acc=92.79%, remaining_time=0:00:16.452316, arrival_time=2021-04-15 09:44:10.822220, cost_time=0:00:21.043710 2021-04-15 09:43:56,267 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=1.0640, top1-acc=68.88%, top5-acc=92.76%, remaining_time=0:00:14.529300, arrival_time=2021-04-15 09:44:10.796464, cost_time=0:00:22.940947 2021-04-15 09:43:58,164 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0689, top1-acc=68.74%, top5-acc=92.68%, remaining_time=0:00:12.610422, arrival_time=2021-04-15 09:44:10.775380, cost_time=0:00:24.838759 2021-04-15 09:44:00,062 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0676, top1-acc=68.65%, top5-acc=92.70%, remaining_time=0:00:10.694600, arrival_time=2021-04-15 09:44:10.757338, cost_time=0:00:26.736538 2021-04-15 09:44:01,961 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.0705, top1-acc=68.57%, top5-acc=92.64%, remaining_time=0:00:08.781538, arrival_time=2021-04-15 09:44:10.743239, cost_time=0:00:28.635429 2021-04-15 09:44:03,859 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0736, top1-acc=68.45%, top5-acc=92.57%, remaining_time=0:00:06.870024, arrival_time=2021-04-15 09:44:10.729605, cost_time=0:00:30.533370 2021-04-15 09:44:05,757 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0758, top1-acc=68.39%, top5-acc=92.55%, remaining_time=0:00:04.960072, arrival_time=2021-04-15 09:44:10.717646, cost_time=0:00:32.431318 2021-04-15 09:44:07,656 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.0798, top1-acc=68.32%, top5-acc=92.47%, remaining_time=0:00:03.051584, arrival_time=2021-04-15 09:44:10.708160, cost_time=0:00:34.330377 2021-04-15 09:44:09,557 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.01ms, fps=1347 images/s, loss=1.0827, top1-acc=68.27%, top5-acc=92.45%, remaining_time=0:00:01.144128, arrival_time=2021-04-15 09:44:10.701097, cost_time=0:00:36.230772 2021-04-15 09:44:10,576 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=1.0830, top1-acc=68.29%, top5-acc=92.47%, remaining_time=0:00:00, arrival_time=2021-04-15 09:44:10.576262, cost_time=0:00:37.250066 2021-04-15 09:44:11,291 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.97ms, fps=3585 images/s, loss=1.5055, top1-acc=58.75%, top5-acc=86.99%, remaining_time=0:00:02.142120, arrival_time=2021-04-15 09:44:13.433977, cost_time=0:00:00.714039 2021-04-15 09:44:11,877 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.17ms, fps=4372 images/s, loss=1.5498, top1-acc=57.71%, top5-acc=86.37%, remaining_time=0:00:01.299900, arrival_time=2021-04-15 09:44:13.177597, cost_time=0:00:01.299899 2021-04-15 09:44:12,463 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.23ms, fps=4374 images/s, loss=1.5269, top1-acc=57.55%, top5-acc=86.64%, remaining_time=0:00:00.628490, arrival_time=2021-04-15 09:44:13.091755, cost_time=0:00:01.885473 2021-04-15 09:44:13,000 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.07ms, fps=4319 images/s, loss=1.5387, top1-acc=57.37%, top5-acc=86.32%, remaining_time=0:00:00, arrival_time=2021-04-15 09:44:13.000747, cost_time=0:00:02.422959 2021-04-15 09:44:13,135 INFO : Epoch=0061 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:32:28.948527, arrival_time=2021-04-15 11:16:42.084161, cost_time=0:40:35.150095 2021-04-15 09:44:13,136 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 09:44:15,209 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.23ms, fps=1235 images/s, loss=1.0436, top1-acc=68.71%, top5-acc=93.44%, remaining_time=0:00:38.543292, arrival_time=2021-04-15 09:44:53.752487, cost_time=0:00:02.072221 2021-04-15 09:44:17,122 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.18ms, fps=1339 images/s, loss=1.0173, top1-acc=69.92%, top5-acc=93.79%, remaining_time=0:00:35.069056, arrival_time=2021-04-15 09:44:52.191143, cost_time=0:00:03.985121 2021-04-15 09:44:19,020 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0113, top1-acc=70.22%, top5-acc=93.78%, remaining_time=0:00:32.555256, arrival_time=2021-04-15 09:44:51.575615, cost_time=0:00:05.883473 2021-04-15 09:44:20,918 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0134, top1-acc=69.88%, top5-acc=93.76%, remaining_time=0:00:30.346992, arrival_time=2021-04-15 09:44:51.265165, cost_time=0:00:07.781276 2021-04-15 09:44:22,824 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.11ms, fps=1343 images/s, loss=1.0249, top1-acc=69.54%, top5-acc=93.55%, remaining_time=0:00:28.286478, arrival_time=2021-04-15 09:44:51.110600, cost_time=0:00:09.687148 2021-04-15 09:44:24,723 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0346, top1-acc=69.33%, top5-acc=93.39%, remaining_time=0:00:26.261736, arrival_time=2021-04-15 09:44:50.984703, cost_time=0:00:11.586070 2021-04-15 09:44:26,621 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0415, top1-acc=69.37%, top5-acc=93.23%, remaining_time=0:00:24.272514, arrival_time=2021-04-15 09:44:50.894145, cost_time=0:00:13.484731 2021-04-15 09:44:28,522 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.11ms, fps=1347 images/s, loss=1.0523, top1-acc=69.03%, top5-acc=93.06%, remaining_time=0:00:22.309352, arrival_time=2021-04-15 09:44:50.832112, cost_time=0:00:15.385795 2021-04-15 09:44:30,421 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.0629, top1-acc=68.68%, top5-acc=92.92%, remaining_time=0:00:20.356876, arrival_time=2021-04-15 09:44:50.777943, cost_time=0:00:17.284166 2021-04-15 09:44:32,319 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0648, top1-acc=68.64%, top5-acc=92.87%, remaining_time=0:00:18.415008, arrival_time=2021-04-15 09:44:50.734243, cost_time=0:00:19.182341 2021-04-15 09:44:34,218 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0673, top1-acc=68.62%, top5-acc=92.82%, remaining_time=0:00:16.481814, arrival_time=2021-04-15 09:44:50.700156, cost_time=0:00:21.081438 2021-04-15 09:44:36,118 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.0654, top1-acc=68.63%, top5-acc=92.82%, remaining_time=0:00:14.554684, arrival_time=2021-04-15 09:44:50.672676, cost_time=0:00:22.981032 2021-04-15 09:44:38,016 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0665, top1-acc=68.63%, top5-acc=92.76%, remaining_time=0:00:12.631212, arrival_time=2021-04-15 09:44:50.647756, cost_time=0:00:24.879639 2021-04-15 09:44:39,914 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.0682, top1-acc=68.57%, top5-acc=92.74%, remaining_time=0:00:10.711120, arrival_time=2021-04-15 09:44:50.625806, cost_time=0:00:26.777784 2021-04-15 09:44:41,813 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.0728, top1-acc=68.39%, top5-acc=92.63%, remaining_time=0:00:08.794096, arrival_time=2021-04-15 09:44:50.607375, cost_time=0:00:28.676378 2021-04-15 09:44:43,711 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0761, top1-acc=68.24%, top5-acc=92.58%, remaining_time=0:00:06.879204, arrival_time=2021-04-15 09:44:50.590286, cost_time=0:00:30.574182 2021-04-15 09:44:45,610 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.37ms, fps=1348 images/s, loss=1.0787, top1-acc=68.21%, top5-acc=92.53%, remaining_time=0:00:04.966546, arrival_time=2021-04-15 09:44:50.576981, cost_time=0:00:32.473544 2021-04-15 09:44:47,509 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.0820, top1-acc=68.20%, top5-acc=92.50%, remaining_time=0:00:03.055344, arrival_time=2021-04-15 09:44:50.564848, cost_time=0:00:34.372536 2021-04-15 09:44:49,409 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=0.98ms, fps=1347 images/s, loss=1.0816, top1-acc=68.24%, top5-acc=92.50%, remaining_time=0:00:01.145460, arrival_time=2021-04-15 09:44:50.555275, cost_time=0:00:36.272930 2021-04-15 09:44:50,429 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.94ms, fps=1334 images/s, loss=1.0856, top1-acc=68.19%, top5-acc=92.45%, remaining_time=0:00:00, arrival_time=2021-04-15 09:44:50.429315, cost_time=0:00:37.292437 2021-04-15 09:44:51,128 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=2.14ms, fps=3672 images/s, loss=1.6374, top1-acc=54.84%, top5-acc=84.22%, remaining_time=0:00:02.091270, arrival_time=2021-04-15 09:44:53.219286, cost_time=0:00:00.697091 2021-04-15 09:44:51,714 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.38ms, fps=4369 images/s, loss=1.6550, top1-acc=54.94%, top5-acc=84.06%, remaining_time=0:00:01.283320, arrival_time=2021-04-15 09:44:52.997590, cost_time=0:00:01.283329 2021-04-15 09:44:52,300 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.20ms, fps=4368 images/s, loss=1.6572, top1-acc=54.95%, top5-acc=84.30%, remaining_time=0:00:00.623260, arrival_time=2021-04-15 09:44:52.923963, cost_time=0:00:01.869781 2021-04-15 09:44:52,846 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.05ms, fps=4255 images/s, loss=1.6613, top1-acc=54.63%, top5-acc=84.12%, remaining_time=0:00:00, arrival_time=2021-04-15 09:44:52.846170, cost_time=0:00:02.415255 2021-04-15 09:44:52,974 INFO : Epoch=0062 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:31:48.846564, arrival_time=2021-04-15 11:16:41.821178, cost_time=0:41:14.989063 2021-04-15 09:44:52,975 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 09:44:55,043 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.19ms, fps=1238 images/s, loss=1.0814, top1-acc=68.09%, top5-acc=93.01%, remaining_time=0:00:38.448990, arrival_time=2021-04-15 09:45:33.492105, cost_time=0:00:02.067148 2021-04-15 09:44:56,950 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=1.0879, top1-acc=67.62%, top5-acc=92.73%, remaining_time=0:00:34.980176, arrival_time=2021-04-15 09:45:31.931114, cost_time=0:00:03.975028 2021-04-15 09:44:58,858 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.0753, top1-acc=68.23%, top5-acc=92.94%, remaining_time=0:00:32.550774, arrival_time=2021-04-15 09:45:31.409352, cost_time=0:00:05.882674 2021-04-15 09:45:00,767 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.75ms, fps=1341 images/s, loss=1.0651, top1-acc=68.11%, top5-acc=93.12%, remaining_time=0:00:30.388020, arrival_time=2021-04-15 09:45:31.155796, cost_time=0:00:07.791794 2021-04-15 09:45:02,676 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0584, top1-acc=68.32%, top5-acc=93.17%, remaining_time=0:00:28.325606, arrival_time=2021-04-15 09:45:31.002100, cost_time=0:00:09.700561 2021-04-15 09:45:04,584 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0555, top1-acc=68.45%, top5-acc=93.17%, remaining_time=0:00:26.311920, arrival_time=2021-04-15 09:45:30.896039, cost_time=0:00:11.608210 2021-04-15 09:45:06,491 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=1.0581, top1-acc=68.49%, top5-acc=93.08%, remaining_time=0:00:24.328836, arrival_time=2021-04-15 09:45:30.820747, cost_time=0:00:13.516009 2021-04-15 09:45:08,402 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.15ms, fps=1340 images/s, loss=1.0625, top1-acc=68.44%, top5-acc=92.96%, remaining_time=0:00:22.368744, arrival_time=2021-04-15 09:45:30.771432, cost_time=0:00:15.426721 2021-04-15 09:45:10,310 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0658, top1-acc=68.44%, top5-acc=92.89%, remaining_time=0:00:20.416236, arrival_time=2021-04-15 09:45:30.726646, cost_time=0:00:17.334507 2021-04-15 09:45:12,219 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.0683, top1-acc=68.39%, top5-acc=92.80%, remaining_time=0:00:18.473472, arrival_time=2021-04-15 09:45:30.692534, cost_time=0:00:19.243160 2021-04-15 09:45:14,127 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.0728, top1-acc=68.33%, top5-acc=92.70%, remaining_time=0:00:16.536682, arrival_time=2021-04-15 09:45:30.664205, cost_time=0:00:21.151610 2021-04-15 09:45:16,031 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.11ms, fps=1345 images/s, loss=1.0781, top1-acc=68.12%, top5-acc=92.69%, remaining_time=0:00:14.601500, arrival_time=2021-04-15 09:45:30.632460, cost_time=0:00:23.054991 2021-04-15 09:45:17,928 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0785, top1-acc=68.09%, top5-acc=92.65%, remaining_time=0:00:12.668304, arrival_time=2021-04-15 09:45:30.596877, cost_time=0:00:24.952676 2021-04-15 09:45:19,826 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.0786, top1-acc=68.17%, top5-acc=92.63%, remaining_time=0:00:10.740128, arrival_time=2021-04-15 09:45:30.566346, cost_time=0:00:26.850327 2021-04-15 09:45:21,725 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.0819, top1-acc=68.11%, top5-acc=92.55%, remaining_time=0:00:08.816452, arrival_time=2021-04-15 09:45:30.541828, cost_time=0:00:28.749303 2021-04-15 09:45:23,623 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=1.0805, top1-acc=68.15%, top5-acc=92.60%, remaining_time=0:00:06.895656, arrival_time=2021-04-15 09:45:30.518895, cost_time=0:00:30.647341 2021-04-15 09:45:25,520 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.0848, top1-acc=68.03%, top5-acc=92.50%, remaining_time=0:00:04.977466, arrival_time=2021-04-15 09:45:30.498369, cost_time=0:00:32.545013 2021-04-15 09:45:27,419 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.09ms, fps=1348 images/s, loss=1.0844, top1-acc=68.04%, top5-acc=92.51%, remaining_time=0:00:03.061680, arrival_time=2021-04-15 09:45:30.481520, cost_time=0:00:34.443923 2021-04-15 09:45:29,318 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=1.0872, top1-acc=67.96%, top5-acc=92.47%, remaining_time=0:00:01.147656, arrival_time=2021-04-15 09:45:30.466166, cost_time=0:00:36.342447 2021-04-15 09:45:30,339 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.17ms, fps=1333 images/s, loss=1.0884, top1-acc=67.98%, top5-acc=92.44%, remaining_time=0:00:00, arrival_time=2021-04-15 09:45:30.339376, cost_time=0:00:37.363472 2021-04-15 09:45:31,043 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.15ms, fps=3644 images/s, loss=1.5939, top1-acc=56.17%, top5-acc=85.43%, remaining_time=0:00:02.107470, arrival_time=2021-04-15 09:45:33.151038, cost_time=0:00:00.702492 2021-04-15 09:45:31,629 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.11ms, fps=4375 images/s, loss=1.5614, top1-acc=56.91%, top5-acc=85.66%, remaining_time=0:00:01.287900, arrival_time=2021-04-15 09:45:32.916883, cost_time=0:00:01.287906 2021-04-15 09:45:32,215 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.25ms, fps=4367 images/s, loss=1.5711, top1-acc=56.47%, top5-acc=85.34%, remaining_time=0:00:00.624810, arrival_time=2021-04-15 09:45:32.840333, cost_time=0:00:01.874441 2021-04-15 09:45:32,752 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.6015, top1-acc=56.24%, top5-acc=85.03%, remaining_time=0:00:00, arrival_time=2021-04-15 09:45:32.752206, cost_time=0:00:02.411141 2021-04-15 09:45:32,898 INFO : Epoch=0063 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:31:08.938483, arrival_time=2021-04-15 11:16:41.837346, cost_time=0:41:54.913323 2021-04-15 09:45:32,900 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 09:45:34,981 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.20ms, fps=1230 images/s, loss=1.0614, top1-acc=68.36%, top5-acc=92.54%, remaining_time=0:00:38.714040, arrival_time=2021-04-15 09:46:13.695530, cost_time=0:00:02.081396 2021-04-15 09:45:36,879 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0365, top1-acc=69.45%, top5-acc=92.77%, remaining_time=0:00:35.019952, arrival_time=2021-04-15 09:46:11.899580, cost_time=0:00:03.979535 2021-04-15 09:45:38,779 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=1.0485, top1-acc=69.37%, top5-acc=92.67%, remaining_time=0:00:32.529858, arrival_time=2021-04-15 09:46:11.308910, cost_time=0:00:05.878883 2021-04-15 09:45:40,677 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.0466, top1-acc=69.36%, top5-acc=92.82%, remaining_time=0:00:30.330456, arrival_time=2021-04-15 09:46:11.007582, cost_time=0:00:07.777031 2021-04-15 09:45:42,575 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0502, top1-acc=69.39%, top5-acc=92.73%, remaining_time=0:00:28.251730, arrival_time=2021-04-15 09:46:10.827072, cost_time=0:00:09.675253 2021-04-15 09:45:44,475 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=1.0496, top1-acc=69.50%, top5-acc=92.76%, remaining_time=0:00:26.238344, arrival_time=2021-04-15 09:46:10.714226, cost_time=0:00:11.575716 2021-04-15 09:45:46,374 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0454, top1-acc=69.62%, top5-acc=92.72%, remaining_time=0:00:24.253740, arrival_time=2021-04-15 09:46:10.628121, cost_time=0:00:13.474283 2021-04-15 09:45:48,273 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=1.0474, top1-acc=69.58%, top5-acc=92.74%, remaining_time=0:00:22.291140, arrival_time=2021-04-15 09:46:10.564391, cost_time=0:00:15.373162 2021-04-15 09:45:50,171 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.0496, top1-acc=69.39%, top5-acc=92.75%, remaining_time=0:00:20.341930, arrival_time=2021-04-15 09:46:10.513502, cost_time=0:00:17.271473 2021-04-15 09:45:52,071 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.0532, top1-acc=69.16%, top5-acc=92.79%, remaining_time=0:00:18.404352, arrival_time=2021-04-15 09:46:10.475745, cost_time=0:00:19.171238 2021-04-15 09:45:53,969 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0567, top1-acc=69.09%, top5-acc=92.68%, remaining_time=0:00:16.472526, arrival_time=2021-04-15 09:46:10.442152, cost_time=0:00:21.069533 2021-04-15 09:45:55,868 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.0539, top1-acc=69.09%, top5-acc=92.82%, remaining_time=0:00:14.546704, arrival_time=2021-04-15 09:46:10.415253, cost_time=0:00:22.968445 2021-04-15 09:45:57,767 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=1.0577, top1-acc=68.99%, top5-acc=92.80%, remaining_time=0:00:12.625140, arrival_time=2021-04-15 09:46:10.392980, cost_time=0:00:24.867732 2021-04-15 09:45:59,666 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0613, top1-acc=68.84%, top5-acc=92.75%, remaining_time=0:00:10.706472, arrival_time=2021-04-15 09:46:10.372777, cost_time=0:00:26.766203 2021-04-15 09:46:01,564 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=1.0642, top1-acc=68.81%, top5-acc=92.73%, remaining_time=0:00:08.790508, arrival_time=2021-04-15 09:46:10.355232, cost_time=0:00:28.664637 2021-04-15 09:46:03,464 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=1.0632, top1-acc=68.82%, top5-acc=92.77%, remaining_time=0:00:06.876900, arrival_time=2021-04-15 09:46:10.341016, cost_time=0:00:30.563940 2021-04-15 09:46:05,362 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.0655, top1-acc=68.80%, top5-acc=92.73%, remaining_time=0:00:04.964882, arrival_time=2021-04-15 09:46:10.327650, cost_time=0:00:32.462668 2021-04-15 09:46:07,260 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0706, top1-acc=68.63%, top5-acc=92.68%, remaining_time=0:00:03.054256, arrival_time=2021-04-15 09:46:10.314743, cost_time=0:00:34.360387 2021-04-15 09:46:09,161 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.01ms, fps=1347 images/s, loss=1.0736, top1-acc=68.49%, top5-acc=92.64%, remaining_time=0:00:01.145100, arrival_time=2021-04-15 09:46:10.306659, cost_time=0:00:36.261472 2021-04-15 09:46:10,180 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.93ms, fps=1335 images/s, loss=1.0742, top1-acc=68.43%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-15 09:46:10.180760, cost_time=0:00:37.280684 2021-04-15 09:46:10,882 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=2.30ms, fps=3655 images/s, loss=1.5028, top1-acc=59.06%, top5-acc=86.25%, remaining_time=0:00:02.101380, arrival_time=2021-04-15 09:46:12.984217, cost_time=0:00:00.700458 2021-04-15 09:46:11,477 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.13ms, fps=4310 images/s, loss=1.5030, top1-acc=58.24%, top5-acc=86.23%, remaining_time=0:00:01.294760, arrival_time=2021-04-15 09:46:12.771887, cost_time=0:00:01.294758 2021-04-15 09:46:12,073 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.16ms, fps=4298 images/s, loss=1.5164, top1-acc=57.54%, top5-acc=86.12%, remaining_time=0:00:00.630230, arrival_time=2021-04-15 09:46:12.703378, cost_time=0:00:01.890691 2021-04-15 09:46:12,610 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.5128, top1-acc=57.69%, top5-acc=85.97%, remaining_time=0:00:00, arrival_time=2021-04-15 09:46:12.610554, cost_time=0:00:02.428203 2021-04-15 09:46:12,748 INFO : Epoch=0064 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:30:28.871528, arrival_time=2021-04-15 11:16:41.620145, cost_time=0:42:34.763071 2021-04-15 09:46:12,749 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 09:46:14,829 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.16ms, fps=1231 images/s, loss=1.0173, top1-acc=70.12%, top5-acc=93.98%, remaining_time=0:00:38.669772, arrival_time=2021-04-15 09:46:53.498781, cost_time=0:00:02.079023 2021-04-15 09:46:16,727 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0105, top1-acc=70.16%, top5-acc=94.06%, remaining_time=0:00:34.999184, arrival_time=2021-04-15 09:46:51.726340, cost_time=0:00:03.977177 2021-04-15 09:46:18,626 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=1.0247, top1-acc=69.83%, top5-acc=93.58%, remaining_time=0:00:32.516246, arrival_time=2021-04-15 09:46:51.142733, cost_time=0:00:05.876439 2021-04-15 09:46:20,525 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=1.0226, top1-acc=70.02%, top5-acc=93.39%, remaining_time=0:00:30.324684, arrival_time=2021-04-15 09:46:50.850223, cost_time=0:00:07.775559 2021-04-15 09:46:22,423 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.0214, top1-acc=70.12%, top5-acc=93.31%, remaining_time=0:00:28.246766, arrival_time=2021-04-15 09:46:50.670308, cost_time=0:00:09.673561 2021-04-15 09:46:24,327 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.17ms, fps=1345 images/s, loss=1.0289, top1-acc=69.86%, top5-acc=93.14%, remaining_time=0:00:26.242424, arrival_time=2021-04-15 09:46:50.569993, cost_time=0:00:11.577516 2021-04-15 09:46:26,226 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=1.0367, top1-acc=69.51%, top5-acc=93.04%, remaining_time=0:00:24.257142, arrival_time=2021-04-15 09:46:50.483297, cost_time=0:00:13.476178 2021-04-15 09:46:28,125 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=1.0345, top1-acc=69.61%, top5-acc=93.06%, remaining_time=0:00:22.294852, arrival_time=2021-04-15 09:46:50.420584, cost_time=0:00:15.375746 2021-04-15 09:46:30,024 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.0350, top1-acc=69.51%, top5-acc=93.06%, remaining_time=0:00:20.345746, arrival_time=2021-04-15 09:46:50.370470, cost_time=0:00:17.274734 2021-04-15 09:46:31,925 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=1.0401, top1-acc=69.42%, top5-acc=92.98%, remaining_time=0:00:18.408000, arrival_time=2021-04-15 09:46:50.333043, cost_time=0:00:19.174994 2021-04-15 09:46:33,823 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.0424, top1-acc=69.30%, top5-acc=92.94%, remaining_time=0:00:16.475536, arrival_time=2021-04-15 09:46:50.298879, cost_time=0:00:21.073364 2021-04-15 09:46:35,721 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0435, top1-acc=69.26%, top5-acc=92.90%, remaining_time=0:00:14.548756, arrival_time=2021-04-15 09:46:50.270453, cost_time=0:00:22.971717 2021-04-15 09:46:37,620 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.0443, top1-acc=69.20%, top5-acc=92.91%, remaining_time=0:00:12.626658, arrival_time=2021-04-15 09:46:50.247344, cost_time=0:00:24.870687 2021-04-15 09:46:39,519 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=1.0450, top1-acc=69.17%, top5-acc=92.90%, remaining_time=0:00:10.707984, arrival_time=2021-04-15 09:46:50.227938, cost_time=0:00:26.769973 2021-04-15 09:46:41,418 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.0467, top1-acc=69.16%, top5-acc=92.86%, remaining_time=0:00:08.791612, arrival_time=2021-04-15 09:46:50.209818, cost_time=0:00:28.668230 2021-04-15 09:46:43,317 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.0502, top1-acc=69.03%, top5-acc=92.79%, remaining_time=0:00:06.877692, arrival_time=2021-04-15 09:46:50.195219, cost_time=0:00:30.567469 2021-04-15 09:46:45,216 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=1.0537, top1-acc=68.92%, top5-acc=92.79%, remaining_time=0:00:04.965428, arrival_time=2021-04-15 09:46:50.181651, cost_time=0:00:32.466252 2021-04-15 09:46:47,114 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0567, top1-acc=68.93%, top5-acc=92.74%, remaining_time=0:00:03.054608, arrival_time=2021-04-15 09:46:50.168907, cost_time=0:00:34.364322 2021-04-15 09:46:49,014 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.0588, top1-acc=68.86%, top5-acc=92.72%, remaining_time=0:00:01.145178, arrival_time=2021-04-15 09:46:50.159216, cost_time=0:00:36.264062 2021-04-15 09:46:50,033 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.0617, top1-acc=68.80%, top5-acc=92.68%, remaining_time=0:00:00, arrival_time=2021-04-15 09:46:50.033590, cost_time=0:00:37.283620 2021-04-15 09:46:50,734 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.35ms, fps=3659 images/s, loss=1.5119, top1-acc=58.40%, top5-acc=86.13%, remaining_time=0:00:02.098740, arrival_time=2021-04-15 09:46:52.833611, cost_time=0:00:00.699579 2021-04-15 09:46:51,320 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.26ms, fps=4371 images/s, loss=1.5282, top1-acc=57.91%, top5-acc=86.25%, remaining_time=0:00:01.285560, arrival_time=2021-04-15 09:46:52.606407, cost_time=0:00:01.285569 2021-04-15 09:46:51,907 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.13ms, fps=4363 images/s, loss=1.5017, top1-acc=58.52%, top5-acc=86.54%, remaining_time=0:00:00.624220, arrival_time=2021-04-15 09:46:52.532156, cost_time=0:00:01.872648 2021-04-15 09:46:52,447 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.05ms, fps=4300 images/s, loss=1.5326, top1-acc=58.13%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-15 09:46:52.447803, cost_time=0:00:02.412532 2021-04-15 09:46:52,586 INFO : Epoch=0065 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:29:48.786360, arrival_time=2021-04-15 11:16:41.372763, cost_time=0:43:14.600862 2021-04-15 09:46:52,587 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 09:46:54,671 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.16ms, fps=1229 images/s, loss=1.0235, top1-acc=69.61%, top5-acc=92.93%, remaining_time=0:00:38.751612, arrival_time=2021-04-15 09:47:33.422723, cost_time=0:00:02.083418 2021-04-15 09:46:56,579 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.0154, top1-acc=69.88%, top5-acc=93.03%, remaining_time=0:00:35.128016, arrival_time=2021-04-15 09:47:31.707465, cost_time=0:00:03.991812 2021-04-15 09:46:58,488 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.0229, top1-acc=69.74%, top5-acc=92.79%, remaining_time=0:00:32.652864, arrival_time=2021-04-15 09:47:31.141617, cost_time=0:00:05.901109 2021-04-15 09:47:00,398 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=1.0281, top1-acc=69.59%, top5-acc=92.86%, remaining_time=0:00:30.463212, arrival_time=2021-04-15 09:47:30.862032, cost_time=0:00:07.811096 2021-04-15 09:47:02,307 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.0457, top1-acc=69.17%, top5-acc=92.77%, remaining_time=0:00:28.380502, arrival_time=2021-04-15 09:47:30.687498, cost_time=0:00:09.719360 2021-04-15 09:47:04,215 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=1.0438, top1-acc=69.17%, top5-acc=92.87%, remaining_time=0:00:26.356392, arrival_time=2021-04-15 09:47:30.571837, cost_time=0:00:11.627816 2021-04-15 09:47:06,126 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.27ms, fps=1340 images/s, loss=1.0418, top1-acc=69.21%, top5-acc=92.96%, remaining_time=0:00:24.369408, arrival_time=2021-04-15 09:47:30.495569, cost_time=0:00:13.538535 2021-04-15 09:47:08,036 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=1.0414, top1-acc=69.27%, top5-acc=92.93%, remaining_time=0:00:22.400644, arrival_time=2021-04-15 09:47:30.437106, cost_time=0:00:15.448750 2021-04-15 09:47:09,944 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0412, top1-acc=69.31%, top5-acc=92.99%, remaining_time=0:00:20.442524, arrival_time=2021-04-15 09:47:30.386998, cost_time=0:00:17.356837 2021-04-15 09:47:11,852 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0383, top1-acc=69.32%, top5-acc=93.04%, remaining_time=0:00:18.494016, arrival_time=2021-04-15 09:47:30.346206, cost_time=0:00:19.264554 2021-04-15 09:47:13,761 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=1.0400, top1-acc=69.27%, top5-acc=92.98%, remaining_time=0:00:16.553882, arrival_time=2021-04-15 09:47:30.315062, cost_time=0:00:21.173542 2021-04-15 09:47:15,669 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.0471, top1-acc=69.02%, top5-acc=92.93%, remaining_time=0:00:14.618600, arrival_time=2021-04-15 09:47:30.288231, cost_time=0:00:23.081997 2021-04-15 09:47:17,578 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.0512, top1-acc=68.90%, top5-acc=92.85%, remaining_time=0:00:12.687906, arrival_time=2021-04-15 09:47:30.266835, cost_time=0:00:24.991301 2021-04-15 09:47:19,487 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.0541, top1-acc=68.78%, top5-acc=92.82%, remaining_time=0:00:10.760064, arrival_time=2021-04-15 09:47:30.247956, cost_time=0:00:26.900188 2021-04-15 09:47:21,395 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.0561, top1-acc=68.72%, top5-acc=92.78%, remaining_time=0:00:08.834530, arrival_time=2021-04-15 09:47:30.230343, cost_time=0:00:28.808178 2021-04-15 09:47:23,304 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0553, top1-acc=68.84%, top5-acc=92.76%, remaining_time=0:00:06.911244, arrival_time=2021-04-15 09:47:30.215535, cost_time=0:00:30.716601 2021-04-15 09:47:25,212 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.0562, top1-acc=68.82%, top5-acc=92.76%, remaining_time=0:00:04.989634, arrival_time=2021-04-15 09:47:30.201825, cost_time=0:00:32.624566 2021-04-15 09:47:27,119 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.13ms, fps=1342 images/s, loss=1.0599, top1-acc=68.76%, top5-acc=92.73%, remaining_time=0:00:03.069520, arrival_time=2021-04-15 09:47:30.189286, cost_time=0:00:34.532135 2021-04-15 09:47:29,028 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.03ms, fps=1341 images/s, loss=1.0627, top1-acc=68.71%, top5-acc=92.71%, remaining_time=0:00:01.150770, arrival_time=2021-04-15 09:47:30.179406, cost_time=0:00:36.441022 2021-04-15 09:47:30,055 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.97ms, fps=1325 images/s, loss=1.0660, top1-acc=68.67%, top5-acc=92.68%, remaining_time=0:00:00, arrival_time=2021-04-15 09:47:30.055290, cost_time=0:00:37.467670 2021-04-15 09:47:30,754 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.37ms, fps=3672 images/s, loss=1.6194, top1-acc=54.92%, top5-acc=84.92%, remaining_time=0:00:02.091540, arrival_time=2021-04-15 09:47:32.845669, cost_time=0:00:00.697179 2021-04-15 09:47:31,341 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.21ms, fps=4360 images/s, loss=1.6177, top1-acc=55.66%, top5-acc=85.14%, remaining_time=0:00:01.284700, arrival_time=2021-04-15 09:47:32.626352, cost_time=0:00:01.284704 2021-04-15 09:47:31,929 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.09ms, fps=4361 images/s, loss=1.6069, top1-acc=55.85%, top5-acc=85.13%, remaining_time=0:00:00.624020, arrival_time=2021-04-15 09:47:32.553008, cost_time=0:00:01.872049 2021-04-15 09:47:32,468 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.6011, top1-acc=56.37%, top5-acc=85.41%, remaining_time=0:00:00, arrival_time=2021-04-15 09:47:32.468406, cost_time=0:00:02.411487 2021-04-15 09:47:32,618 INFO : Epoch=0066 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:29:09.103388, arrival_time=2021-04-15 11:16:41.721938, cost_time=0:43:54.633008 2021-04-15 09:47:32,619 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 09:47:34,681 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.17ms, fps=1242 images/s, loss=1.0606, top1-acc=67.73%, top5-acc=93.40%, remaining_time=0:00:38.339994, arrival_time=2021-04-15 09:48:13.021110, cost_time=0:00:02.061291 2021-04-15 09:47:36,579 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0323, top1-acc=69.37%, top5-acc=93.44%, remaining_time=0:00:34.843600, arrival_time=2021-04-15 09:48:11.422865, cost_time=0:00:03.959503 2021-04-15 09:47:38,477 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0229, top1-acc=69.69%, top5-acc=93.55%, remaining_time=0:00:32.410504, arrival_time=2021-04-15 09:48:10.887610, cost_time=0:00:05.857334 2021-04-15 09:47:40,379 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.15ms, fps=1346 images/s, loss=1.0227, top1-acc=69.67%, top5-acc=93.45%, remaining_time=0:00:30.262440, arrival_time=2021-04-15 09:48:10.641879, cost_time=0:00:07.759595 2021-04-15 09:47:42,277 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.0165, top1-acc=70.02%, top5-acc=93.42%, remaining_time=0:00:28.201068, arrival_time=2021-04-15 09:48:10.478703, cost_time=0:00:09.657876 2021-04-15 09:47:44,174 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=1.0206, top1-acc=69.87%, top5-acc=93.26%, remaining_time=0:00:26.191288, arrival_time=2021-04-15 09:48:10.366035, cost_time=0:00:11.554986 2021-04-15 09:47:46,074 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.35ms, fps=1348 images/s, loss=1.0192, top1-acc=70.02%, top5-acc=93.25%, remaining_time=0:00:24.218712, arrival_time=2021-04-15 09:48:10.293324, cost_time=0:00:13.454837 2021-04-15 09:47:47,973 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.11ms, fps=1348 images/s, loss=1.0222, top1-acc=69.89%, top5-acc=93.25%, remaining_time=0:00:22.263068, arrival_time=2021-04-15 09:48:10.236772, cost_time=0:00:15.353860 2021-04-15 09:47:49,871 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=1.0171, top1-acc=69.95%, top5-acc=93.33%, remaining_time=0:00:20.318398, arrival_time=2021-04-15 09:48:10.189635, cost_time=0:00:17.251467 2021-04-15 09:47:51,769 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0171, top1-acc=69.96%, top5-acc=93.36%, remaining_time=0:00:18.383712, arrival_time=2021-04-15 09:48:10.153161, cost_time=0:00:19.149686 2021-04-15 09:47:53,667 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0213, top1-acc=69.87%, top5-acc=93.32%, remaining_time=0:00:16.455842, arrival_time=2021-04-15 09:48:10.123789, cost_time=0:00:21.048176 2021-04-15 09:47:55,566 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0293, top1-acc=69.61%, top5-acc=93.21%, remaining_time=0:00:14.532872, arrival_time=2021-04-15 09:48:10.099267, cost_time=0:00:22.946630 2021-04-15 09:47:57,464 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0361, top1-acc=69.35%, top5-acc=93.16%, remaining_time=0:00:12.613458, arrival_time=2021-04-15 09:48:10.077907, cost_time=0:00:24.844689 2021-04-15 09:47:59,364 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=1.0396, top1-acc=69.26%, top5-acc=93.11%, remaining_time=0:00:10.697848, arrival_time=2021-04-15 09:48:10.062302, cost_time=0:00:26.744613 2021-04-15 09:48:01,265 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=1.0411, top1-acc=69.21%, top5-acc=93.04%, remaining_time=0:00:08.784804, arrival_time=2021-04-15 09:48:10.050657, cost_time=0:00:28.646085 2021-04-15 09:48:03,174 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.0436, top1-acc=69.15%, top5-acc=93.00%, remaining_time=0:00:06.874740, arrival_time=2021-04-15 09:48:10.048894, cost_time=0:00:30.554391 2021-04-15 09:48:05,082 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.0455, top1-acc=69.06%, top5-acc=92.96%, remaining_time=0:00:04.964830, arrival_time=2021-04-15 09:48:10.046877, cost_time=0:00:32.462277 2021-04-15 09:48:06,989 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.0480, top1-acc=68.93%, top5-acc=92.93%, remaining_time=0:00:03.055104, arrival_time=2021-04-15 09:48:10.044829, cost_time=0:00:34.369951 2021-04-15 09:48:08,898 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.02ms, fps=1342 images/s, loss=1.0537, top1-acc=68.79%, top5-acc=92.82%, remaining_time=0:00:01.145628, arrival_time=2021-04-15 09:48:10.043670, cost_time=0:00:36.278285 2021-04-15 09:48:09,924 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=0.97ms, fps=1325 images/s, loss=1.0551, top1-acc=68.79%, top5-acc=92.81%, remaining_time=0:00:00, arrival_time=2021-04-15 09:48:09.924743, cost_time=0:00:37.304990 2021-04-15 09:48:10,632 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.42ms, fps=3626 images/s, loss=1.5829, top1-acc=55.98%, top5-acc=84.77%, remaining_time=0:00:02.118000, arrival_time=2021-04-15 09:48:12.750481, cost_time=0:00:00.705996 2021-04-15 09:48:11,220 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.26ms, fps=4357 images/s, loss=1.5715, top1-acc=56.50%, top5-acc=85.20%, remaining_time=0:00:01.294100, arrival_time=2021-04-15 09:48:12.514631, cost_time=0:00:01.294094 2021-04-15 09:48:11,807 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.21ms, fps=4362 images/s, loss=1.5377, top1-acc=57.24%, top5-acc=85.73%, remaining_time=0:00:00.627130, arrival_time=2021-04-15 09:48:12.434923, cost_time=0:00:01.881380 2021-04-15 09:48:12,346 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.05ms, fps=4312 images/s, loss=1.5303, top1-acc=57.23%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-15 09:48:12.346130, cost_time=0:00:02.419664 2021-04-15 09:48:12,478 INFO : Epoch=0067 complete, best val top1-acc=58.74%, top5-acc=86.08% (epoch=59), remaining_time=1:28:29.068730, arrival_time=2021-04-15 11:16:41.547519, cost_time=0:44:34.493250 2021-04-15 09:48:12,480 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 09:48:14,542 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.19ms, fps=1241 images/s, loss=1.0337, top1-acc=69.65%, top5-acc=93.24%, remaining_time=0:00:38.363430, arrival_time=2021-04-15 09:48:52.906112, cost_time=0:00:02.062548 2021-04-15 09:48:16,450 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=1.0232, top1-acc=69.69%, top5-acc=93.48%, remaining_time=0:00:34.934592, arrival_time=2021-04-15 09:48:51.384567, cost_time=0:00:03.969843 2021-04-15 09:48:18,361 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.26ms, fps=1339 images/s, loss=1.0162, top1-acc=70.07%, top5-acc=93.44%, remaining_time=0:00:32.544134, arrival_time=2021-04-15 09:48:50.905855, cost_time=0:00:05.881469 2021-04-15 09:48:20,274 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.16ms, fps=1339 images/s, loss=1.0147, top1-acc=70.23%, top5-acc=93.51%, remaining_time=0:00:30.396756, arrival_time=2021-04-15 09:48:50.670945, cost_time=0:00:07.794051 2021-04-15 09:48:22,182 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.0084, top1-acc=70.41%, top5-acc=93.60%, remaining_time=0:00:28.330132, arrival_time=2021-04-15 09:48:50.512345, cost_time=0:00:09.702083 2021-04-15 09:48:24,090 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=1.0084, top1-acc=70.31%, top5-acc=93.62%, remaining_time=0:00:26.316408, arrival_time=2021-04-15 09:48:50.406713, cost_time=0:00:11.610153 2021-04-15 09:48:25,998 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.0162, top1-acc=69.96%, top5-acc=93.58%, remaining_time=0:00:24.332994, arrival_time=2021-04-15 09:48:50.331533, cost_time=0:00:13.518326 2021-04-15 09:48:27,906 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0228, top1-acc=69.79%, top5-acc=93.50%, remaining_time=0:00:22.368512, arrival_time=2021-04-15 09:48:50.275213, cost_time=0:00:15.426567 2021-04-15 09:48:29,816 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=1.0208, top1-acc=69.87%, top5-acc=93.61%, remaining_time=0:00:20.418038, arrival_time=2021-04-15 09:48:50.234256, cost_time=0:00:17.336071 2021-04-15 09:48:31,724 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=1.0237, top1-acc=69.71%, top5-acc=93.56%, remaining_time=0:00:18.474912, arrival_time=2021-04-15 09:48:50.199750, cost_time=0:00:19.244701 2021-04-15 09:48:33,635 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=1.0268, top1-acc=69.69%, top5-acc=93.47%, remaining_time=0:00:16.539176, arrival_time=2021-04-15 09:48:50.174127, cost_time=0:00:21.154738 2021-04-15 09:48:35,543 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0269, top1-acc=69.72%, top5-acc=93.43%, remaining_time=0:00:14.606516, arrival_time=2021-04-15 09:48:50.149513, cost_time=0:00:23.062864 2021-04-15 09:48:37,450 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=1.0278, top1-acc=69.68%, top5-acc=93.41%, remaining_time=0:00:12.677412, arrival_time=2021-04-15 09:48:50.128271, cost_time=0:00:24.970722 2021-04-15 09:48:39,358 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=1.0312, top1-acc=69.57%, top5-acc=93.36%, remaining_time=0:00:10.751440, arrival_time=2021-04-15 09:48:50.110188, cost_time=0:00:26.878610 2021-04-15 09:48:41,269 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.22ms, fps=1340 images/s, loss=1.0306, top1-acc=69.51%, top5-acc=93.36%, remaining_time=0:00:08.828826, arrival_time=2021-04-15 09:48:50.098602, cost_time=0:00:28.789644 2021-04-15 09:48:43,179 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=1.0329, top1-acc=69.45%, top5-acc=93.32%, remaining_time=0:00:06.907284, arrival_time=2021-04-15 09:48:50.086459, cost_time=0:00:30.698969 2021-04-15 09:48:45,087 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=1.0309, top1-acc=69.50%, top5-acc=93.34%, remaining_time=0:00:04.986956, arrival_time=2021-04-15 09:48:50.074057, cost_time=0:00:32.606969 2021-04-15 09:48:46,986 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=1.0313, top1-acc=69.49%, top5-acc=93.35%, remaining_time=0:00:03.067264, arrival_time=2021-04-15 09:48:50.054108, cost_time=0:00:34.506715 2021-04-15 09:48:48,886 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.0329, top1-acc=69.42%, top5-acc=93.30%, remaining_time=0:00:01.149660, arrival_time=2021-04-15 09:48:50.035661, cost_time=0:00:36.405873 2021-04-15 09:48:49,905 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.95ms, fps=1334 images/s, loss=1.0332, top1-acc=69.42%, top5-acc=93.31%, remaining_time=0:00:00, arrival_time=2021-04-15 09:48:49.905709, cost_time=0:00:37.425591 2021-04-15 09:48:50,603 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.24ms, fps=3678 images/s, loss=1.4391, top1-acc=60.20%, top5-acc=87.15%, remaining_time=0:00:02.087820, arrival_time=2021-04-15 09:48:52.691071, cost_time=0:00:00.695935 2021-04-15 09:48:51,189 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.11ms, fps=4369 images/s, loss=1.4217, top1-acc=60.37%, top5-acc=87.62%, remaining_time=0:00:01.282220, arrival_time=2021-04-15 09:48:52.471752, cost_time=0:00:01.282221 2021-04-15 09:48:51,777 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.41ms, fps=4357 images/s, loss=1.4327, top1-acc=60.27%, top5-acc=87.24%, remaining_time=0:00:00.623340, arrival_time=2021-04-15 09:48:52.400676, cost_time=0:00:01.870014 2021-04-15 09:48:52,323 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.05ms, fps=4249 images/s, loss=1.4542, top1-acc=59.67%, top5-acc=87.09%, remaining_time=0:00:00, arrival_time=2021-04-15 09:48:52.323613, cost_time=0:00:02.416315 2021-04-15 09:48:52,580 INFO : Epoch=0068 complete, best val top1-acc=59.67%, top5-acc=87.09% (epoch=68), remaining_time=1:27:49.508508, arrival_time=2021-04-15 11:16:42.089365, cost_time=0:45:14.595306 2021-04-15 09:48:52,582 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 09:48:54,643 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.28ms, fps=1242 images/s, loss=0.9864, top1-acc=70.94%, top5-acc=93.59%, remaining_time=0:00:38.343156, arrival_time=2021-04-15 09:49:32.986812, cost_time=0:00:02.061463 2021-04-15 09:48:56,541 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9850, top1-acc=70.55%, top5-acc=93.75%, remaining_time=0:00:34.845184, arrival_time=2021-04-15 09:49:31.386977, cost_time=0:00:03.959676 2021-04-15 09:48:58,444 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.22ms, fps=1346 images/s, loss=1.0084, top1-acc=69.84%, top5-acc=93.61%, remaining_time=0:00:32.438226, arrival_time=2021-04-15 09:49:30.882702, cost_time=0:00:05.862344 2021-04-15 09:49:00,345 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=0.9999, top1-acc=70.21%, top5-acc=93.62%, remaining_time=0:00:30.274608, arrival_time=2021-04-15 09:49:30.619543, cost_time=0:00:07.762729 2021-04-15 09:49:02,243 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.0054, top1-acc=70.05%, top5-acc=93.62%, remaining_time=0:00:28.211288, arrival_time=2021-04-15 09:49:30.454819, cost_time=0:00:09.661403 2021-04-15 09:49:04,141 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=1.0204, top1-acc=69.65%, top5-acc=93.42%, remaining_time=0:00:26.201352, arrival_time=2021-04-15 09:49:30.342872, cost_time=0:00:11.559409 2021-04-15 09:49:06,044 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=1.0220, top1-acc=69.56%, top5-acc=93.39%, remaining_time=0:00:24.231438, arrival_time=2021-04-15 09:49:30.275456, cost_time=0:00:13.461886 2021-04-15 09:49:07,946 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=1.0291, top1-acc=69.38%, top5-acc=93.28%, remaining_time=0:00:22.277916, arrival_time=2021-04-15 09:49:30.224174, cost_time=0:00:15.364054 2021-04-15 09:49:09,845 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0334, top1-acc=69.26%, top5-acc=93.22%, remaining_time=0:00:20.331860, arrival_time=2021-04-15 09:49:30.176902, cost_time=0:00:17.262925 2021-04-15 09:49:11,743 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0335, top1-acc=69.32%, top5-acc=93.27%, remaining_time=0:00:18.394560, arrival_time=2021-04-15 09:49:30.137633, cost_time=0:00:19.160955 2021-04-15 09:49:13,642 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=1.0343, top1-acc=69.19%, top5-acc=93.26%, remaining_time=0:00:16.465044, arrival_time=2021-04-15 09:49:30.107163, cost_time=0:00:21.059984 2021-04-15 09:49:15,541 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.37ms, fps=1348 images/s, loss=1.0384, top1-acc=69.08%, top5-acc=93.21%, remaining_time=0:00:14.541004, arrival_time=2021-04-15 09:49:30.082631, cost_time=0:00:22.959517 2021-04-15 09:49:17,445 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.11ms, fps=1345 images/s, loss=1.0399, top1-acc=69.10%, top5-acc=93.22%, remaining_time=0:00:12.622830, arrival_time=2021-04-15 09:49:30.068169, cost_time=0:00:24.863163 2021-04-15 09:49:19,353 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=1.0434, top1-acc=68.96%, top5-acc=93.16%, remaining_time=0:00:10.708544, arrival_time=2021-04-15 09:49:30.062033, cost_time=0:00:26.771375 2021-04-15 09:49:21,261 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=1.0451, top1-acc=68.89%, top5-acc=93.12%, remaining_time=0:00:08.795016, arrival_time=2021-04-15 09:49:30.056554, cost_time=0:00:28.679423 2021-04-15 09:49:23,170 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=1.0467, top1-acc=68.87%, top5-acc=93.06%, remaining_time=0:00:06.882336, arrival_time=2021-04-15 09:49:30.052577, cost_time=0:00:30.588108 2021-04-15 09:49:25,079 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.58ms, fps=1341 images/s, loss=1.0467, top1-acc=68.91%, top5-acc=93.04%, remaining_time=0:00:04.970160, arrival_time=2021-04-15 09:49:30.049526, cost_time=0:00:32.497167 2021-04-15 09:49:26,977 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=1.0494, top1-acc=68.80%, top5-acc=93.01%, remaining_time=0:00:03.057328, arrival_time=2021-04-15 09:49:30.034312, cost_time=0:00:34.394864 2021-04-15 09:49:28,878 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.03ms, fps=1347 images/s, loss=1.0508, top1-acc=68.78%, top5-acc=92.98%, remaining_time=0:00:01.146198, arrival_time=2021-04-15 09:49:30.024652, cost_time=0:00:36.296324 2021-04-15 09:49:29,900 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.02ms, fps=1331 images/s, loss=1.0528, top1-acc=68.73%, top5-acc=92.97%, remaining_time=0:00:00, arrival_time=2021-04-15 09:49:29.900610, cost_time=0:00:37.318419 2021-04-15 09:49:30,627 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.21ms, fps=3534 images/s, loss=1.6286, top1-acc=54.88%, top5-acc=84.92%, remaining_time=0:00:02.173320, arrival_time=2021-04-15 09:49:32.800263, cost_time=0:00:00.724444 2021-04-15 09:49:31,217 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.42ms, fps=4338 images/s, loss=1.6202, top1-acc=55.68%, top5-acc=85.02%, remaining_time=0:00:01.315120, arrival_time=2021-04-15 09:49:32.532719, cost_time=0:00:01.315123 2021-04-15 09:49:31,804 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.25ms, fps=4368 images/s, loss=1.6090, top1-acc=55.62%, top5-acc=85.23%, remaining_time=0:00:00.633880, arrival_time=2021-04-15 09:49:32.437919, cost_time=0:00:01.901648 2021-04-15 09:49:32,341 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.05ms, fps=4320 images/s, loss=1.5961, top1-acc=56.00%, top5-acc=85.25%, remaining_time=0:00:00, arrival_time=2021-04-15 09:49:32.341362, cost_time=0:00:02.438976 2021-04-15 09:49:32,481 INFO : Epoch=0069 complete, best val top1-acc=59.67%, top5-acc=87.09% (epoch=68), remaining_time=1:27:09.549213, arrival_time=2021-04-15 11:16:42.030183, cost_time=0:45:54.495394 2021-04-15 09:49:32,482 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 09:49:34,543 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.25ms, fps=1242 images/s, loss=1.0186, top1-acc=69.45%, top5-acc=93.48%, remaining_time=0:00:38.324184, arrival_time=2021-04-15 09:50:12.867500, cost_time=0:00:02.060438 2021-04-15 09:49:36,440 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=1.0021, top1-acc=69.69%, top5-acc=93.95%, remaining_time=0:00:34.829344, arrival_time=2021-04-15 09:50:11.270095, cost_time=0:00:03.957887 2021-04-15 09:49:38,342 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.45ms, fps=1347 images/s, loss=0.9932, top1-acc=70.04%, top5-acc=93.93%, remaining_time=0:00:32.420464, arrival_time=2021-04-15 09:50:10.762553, cost_time=0:00:05.859119 2021-04-15 09:49:40,240 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9837, top1-acc=70.45%, top5-acc=94.10%, remaining_time=0:00:30.255108, arrival_time=2021-04-15 09:50:10.495712, cost_time=0:00:07.757737 2021-04-15 09:49:42,138 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9894, top1-acc=70.34%, top5-acc=93.90%, remaining_time=0:00:28.193914, arrival_time=2021-04-15 09:50:10.332222, cost_time=0:00:09.655440 2021-04-15 09:49:44,037 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.9902, top1-acc=70.36%, top5-acc=93.80%, remaining_time=0:00:26.189520, arrival_time=2021-04-15 09:50:10.226588, cost_time=0:00:11.554195 2021-04-15 09:49:45,936 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.9989, top1-acc=70.06%, top5-acc=93.68%, remaining_time=0:00:24.217200, arrival_time=2021-04-15 09:50:10.154115, cost_time=0:00:13.453966 2021-04-15 09:49:47,834 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0003, top1-acc=70.14%, top5-acc=93.59%, remaining_time=0:00:22.260516, arrival_time=2021-04-15 09:50:10.095466, cost_time=0:00:15.352081 2021-04-15 09:49:49,735 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=1.0068, top1-acc=70.06%, top5-acc=93.54%, remaining_time=0:00:20.319458, arrival_time=2021-04-15 09:50:10.054750, cost_time=0:00:17.252413 2021-04-15 09:49:51,635 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=1.0115, top1-acc=69.97%, top5-acc=93.45%, remaining_time=0:00:18.386592, arrival_time=2021-04-15 09:50:10.022198, cost_time=0:00:19.152743 2021-04-15 09:49:53,534 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=1.0168, top1-acc=69.83%, top5-acc=93.37%, remaining_time=0:00:16.458422, arrival_time=2021-04-15 09:50:09.992879, cost_time=0:00:21.051524 2021-04-15 09:49:55,432 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.0215, top1-acc=69.71%, top5-acc=93.34%, remaining_time=0:00:14.534544, arrival_time=2021-04-15 09:50:09.966682, cost_time=0:00:22.949274 2021-04-15 09:49:57,330 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=1.0244, top1-acc=69.65%, top5-acc=93.24%, remaining_time=0:00:12.615108, arrival_time=2021-04-15 09:50:09.945969, cost_time=0:00:24.847992 2021-04-15 09:49:59,228 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=1.0284, top1-acc=69.62%, top5-acc=93.16%, remaining_time=0:00:10.698240, arrival_time=2021-04-15 09:50:09.926786, cost_time=0:00:26.745662 2021-04-15 09:50:01,127 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.0315, top1-acc=69.58%, top5-acc=93.15%, remaining_time=0:00:08.784252, arrival_time=2021-04-15 09:50:09.911407, cost_time=0:00:28.644283 2021-04-15 09:50:03,028 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.23ms, fps=1347 images/s, loss=1.0338, top1-acc=69.54%, top5-acc=93.14%, remaining_time=0:00:06.872652, arrival_time=2021-04-15 09:50:09.900755, cost_time=0:00:30.545149 2021-04-15 09:50:04,926 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=1.0376, top1-acc=69.40%, top5-acc=93.05%, remaining_time=0:00:04.961918, arrival_time=2021-04-15 09:50:09.888107, cost_time=0:00:32.443315 2021-04-15 09:50:06,823 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=1.0401, top1-acc=69.37%, top5-acc=93.01%, remaining_time=0:00:03.052496, arrival_time=2021-04-15 09:50:09.875951, cost_time=0:00:34.340582 2021-04-15 09:50:08,722 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.0418, top1-acc=69.35%, top5-acc=92.98%, remaining_time=0:00:01.144404, arrival_time=2021-04-15 09:50:09.866810, cost_time=0:00:36.239544 2021-04-15 09:50:09,741 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=1.0425, top1-acc=69.32%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 09:50:09.741921, cost_time=0:00:37.259067 2021-04-15 09:50:10,448 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=1.17ms, fps=3633 images/s, loss=1.4497, top1-acc=60.20%, top5-acc=86.76%, remaining_time=0:00:02.113680, arrival_time=2021-04-15 09:50:12.561788, cost_time=0:00:00.704557 2021-04-15 09:50:11,036 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.38ms, fps=4353 images/s, loss=1.4397, top1-acc=59.73%, top5-acc=86.86%, remaining_time=0:00:01.292920, arrival_time=2021-04-15 09:50:12.329394, cost_time=0:00:01.292927 2021-04-15 09:50:11,624 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.14ms, fps=4355 images/s, loss=1.4408, top1-acc=59.65%, top5-acc=86.87%, remaining_time=0:00:00.627010, arrival_time=2021-04-15 09:50:12.251595, cost_time=0:00:01.881041 2021-04-15 09:50:12,164 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.05ms, fps=4300 images/s, loss=1.4506, top1-acc=59.51%, top5-acc=86.92%, remaining_time=0:00:00, arrival_time=2021-04-15 09:50:12.164437, cost_time=0:00:02.420905 2021-04-15 09:50:12,308 INFO : Epoch=0070 complete, best val top1-acc=59.67%, top5-acc=87.09% (epoch=68), remaining_time=1:26:29.457390, arrival_time=2021-04-15 11:16:41.766144, cost_time=0:46:34.323210 2021-04-15 09:50:12,309 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 09:50:14,367 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.17ms, fps=1244 images/s, loss=0.9676, top1-acc=71.45%, top5-acc=93.63%, remaining_time=0:00:38.275266, arrival_time=2021-04-15 09:50:52.643144, cost_time=0:00:02.057814 2021-04-15 09:50:16,275 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.14ms, fps=1343 images/s, loss=1.0003, top1-acc=70.61%, top5-acc=93.44%, remaining_time=0:00:34.892000, arrival_time=2021-04-15 09:50:51.166996, cost_time=0:00:03.965008 2021-04-15 09:50:18,172 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9974, top1-acc=70.49%, top5-acc=93.52%, remaining_time=0:00:32.439554, arrival_time=2021-04-15 09:50:50.612108, cost_time=0:00:05.862557 2021-04-15 09:50:20,072 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.9989, top1-acc=70.46%, top5-acc=93.52%, remaining_time=0:00:30.273672, arrival_time=2021-04-15 09:50:50.346243, cost_time=0:00:07.762495 2021-04-15 09:50:21,969 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=1.0018, top1-acc=70.30%, top5-acc=93.51%, remaining_time=0:00:28.205886, arrival_time=2021-04-15 09:50:50.175442, cost_time=0:00:09.659565 2021-04-15 09:50:23,866 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=1.0100, top1-acc=70.07%, top5-acc=93.46%, remaining_time=0:00:26.195096, arrival_time=2021-04-15 09:50:50.061755, cost_time=0:00:11.556671 2021-04-15 09:50:25,765 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=1.0097, top1-acc=70.04%, top5-acc=93.54%, remaining_time=0:00:24.219468, arrival_time=2021-04-15 09:50:49.984725, cost_time=0:00:13.455259 2021-04-15 09:50:27,664 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.10ms, fps=1348 images/s, loss=1.0154, top1-acc=69.93%, top5-acc=93.44%, remaining_time=0:00:22.263416, arrival_time=2021-04-15 09:50:49.927540, cost_time=0:00:15.354062 2021-04-15 09:50:29,561 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=1.0183, top1-acc=69.70%, top5-acc=93.40%, remaining_time=0:00:20.318716, arrival_time=2021-04-15 09:50:49.880470, cost_time=0:00:17.251766 2021-04-15 09:50:31,459 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0265, top1-acc=69.50%, top5-acc=93.32%, remaining_time=0:00:18.383616, arrival_time=2021-04-15 09:50:49.843184, cost_time=0:00:19.149581 2021-04-15 09:50:33,357 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=1.0263, top1-acc=69.52%, top5-acc=93.27%, remaining_time=0:00:16.455412, arrival_time=2021-04-15 09:50:49.813036, cost_time=0:00:21.047625 2021-04-15 09:50:35,255 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=1.0308, top1-acc=69.35%, top5-acc=93.24%, remaining_time=0:00:14.532036, arrival_time=2021-04-15 09:50:49.787352, cost_time=0:00:22.945310 2021-04-15 09:50:37,152 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=1.0350, top1-acc=69.16%, top5-acc=93.19%, remaining_time=0:00:12.612402, arrival_time=2021-04-15 09:50:49.764975, cost_time=0:00:24.842570 2021-04-15 09:50:39,051 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.0368, top1-acc=69.10%, top5-acc=93.15%, remaining_time=0:00:10.696616, arrival_time=2021-04-15 09:50:49.748284, cost_time=0:00:26.741602 2021-04-15 09:50:40,948 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=1.0380, top1-acc=69.15%, top5-acc=93.10%, remaining_time=0:00:08.782596, arrival_time=2021-04-15 09:50:49.731470, cost_time=0:00:28.638876 2021-04-15 09:50:42,845 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=1.0394, top1-acc=69.07%, top5-acc=93.09%, remaining_time=0:00:06.870600, arrival_time=2021-04-15 09:50:49.716521, cost_time=0:00:30.535927 2021-04-15 09:50:44,744 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0400, top1-acc=69.04%, top5-acc=93.10%, remaining_time=0:00:04.960566, arrival_time=2021-04-15 09:50:49.704987, cost_time=0:00:32.434418 2021-04-15 09:50:46,644 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.13ms, fps=1347 images/s, loss=1.0427, top1-acc=68.93%, top5-acc=93.09%, remaining_time=0:00:03.051984, arrival_time=2021-04-15 09:50:49.696823, cost_time=0:00:34.334840 2021-04-15 09:50:48,543 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=1.0449, top1-acc=68.88%, top5-acc=93.04%, remaining_time=0:00:01.144206, arrival_time=2021-04-15 09:50:49.687444, cost_time=0:00:36.233257 2021-04-15 09:50:49,562 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=1.0444, top1-acc=68.95%, top5-acc=93.04%, remaining_time=0:00:00, arrival_time=2021-04-15 09:50:49.562442, cost_time=0:00:37.252462 2021-04-15 09:50:50,261 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.27ms, fps=3673 images/s, loss=1.5508, top1-acc=57.34%, top5-acc=85.31%, remaining_time=0:00:02.090910, arrival_time=2021-04-15 09:50:52.351981, cost_time=0:00:00.696968 2021-04-15 09:50:50,851 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.30ms, fps=4339 images/s, loss=1.5830, top1-acc=56.74%, top5-acc=85.20%, remaining_time=0:00:01.287300, arrival_time=2021-04-15 09:50:52.138704, cost_time=0:00:01.287306 2021-04-15 09:50:51,438 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.13ms, fps=4366 images/s, loss=1.5780, top1-acc=56.89%, top5-acc=85.66%, remaining_time=0:00:00.624640, arrival_time=2021-04-15 09:50:52.062669, cost_time=0:00:01.873930 2021-04-15 09:50:51,982 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.14ms, fps=4264 images/s, loss=1.5728, top1-acc=57.14%, top5-acc=85.90%, remaining_time=0:00:00, arrival_time=2021-04-15 09:50:51.982473, cost_time=0:00:02.418320 2021-04-15 09:50:52,134 INFO : Epoch=0071 complete, best val top1-acc=59.67%, top5-acc=87.09% (epoch=68), remaining_time=1:25:49.368465, arrival_time=2021-04-15 11:16:41.502516, cost_time=0:47:14.148508 2021-04-15 09:50:52,135 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 09:50:54,208 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.30ms, fps=1235 images/s, loss=1.0097, top1-acc=70.04%, top5-acc=93.67%, remaining_time=0:00:38.568216, arrival_time=2021-04-15 09:51:32.777135, cost_time=0:00:02.073565 2021-04-15 09:50:56,116 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.9775, top1-acc=70.82%, top5-acc=94.00%, remaining_time=0:00:35.035792, arrival_time=2021-04-15 09:51:31.152481, cost_time=0:00:03.981343 2021-04-15 09:50:58,027 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.45ms, fps=1340 images/s, loss=0.9795, top1-acc=70.99%, top5-acc=93.92%, remaining_time=0:00:32.605056, arrival_time=2021-04-15 09:51:30.632962, cost_time=0:00:05.892476 2021-04-15 09:50:59,938 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=0.9820, top1-acc=70.98%, top5-acc=93.91%, remaining_time=0:00:30.433416, arrival_time=2021-04-15 09:51:30.372210, cost_time=0:00:07.803442 2021-04-15 09:51:01,839 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=0.9797, top1-acc=70.98%, top5-acc=93.97%, remaining_time=0:00:28.337286, arrival_time=2021-04-15 09:51:30.177190, cost_time=0:00:09.704566 2021-04-15 09:51:03,739 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.9907, top1-acc=70.64%, top5-acc=93.83%, remaining_time=0:00:26.302128, arrival_time=2021-04-15 09:51:30.041511, cost_time=0:00:11.603851 2021-04-15 09:51:05,638 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.9959, top1-acc=70.60%, top5-acc=93.71%, remaining_time=0:00:24.306030, arrival_time=2021-04-15 09:51:29.944708, cost_time=0:00:13.503341 2021-04-15 09:51:07,536 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9992, top1-acc=70.43%, top5-acc=93.67%, remaining_time=0:00:22.331044, arrival_time=2021-04-15 09:51:29.867132, cost_time=0:00:15.400751 2021-04-15 09:51:09,434 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0007, top1-acc=70.26%, top5-acc=93.70%, remaining_time=0:00:20.374472, arrival_time=2021-04-15 09:51:29.808925, cost_time=0:00:17.299103 2021-04-15 09:51:11,333 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=1.0036, top1-acc=70.17%, top5-acc=93.63%, remaining_time=0:00:18.429888, arrival_time=2021-04-15 09:51:29.763047, cost_time=0:00:19.197809 2021-04-15 09:51:13,232 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=1.0041, top1-acc=70.27%, top5-acc=93.64%, remaining_time=0:00:16.494284, arrival_time=2021-04-15 09:51:29.727083, cost_time=0:00:21.097391 2021-04-15 09:51:15,131 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=1.0101, top1-acc=70.14%, top5-acc=93.52%, remaining_time=0:00:14.564336, arrival_time=2021-04-15 09:51:29.696039, cost_time=0:00:22.996365 2021-04-15 09:51:17,030 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=1.0070, top1-acc=70.22%, top5-acc=93.52%, remaining_time=0:00:12.638868, arrival_time=2021-04-15 09:51:29.668949, cost_time=0:00:24.894723 2021-04-15 09:51:18,928 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=1.0088, top1-acc=70.13%, top5-acc=93.45%, remaining_time=0:00:10.717224, arrival_time=2021-04-15 09:51:29.645622, cost_time=0:00:26.793048 2021-04-15 09:51:20,826 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=1.0138, top1-acc=70.01%, top5-acc=93.36%, remaining_time=0:00:08.798512, arrival_time=2021-04-15 09:51:29.624694, cost_time=0:00:28.690839 2021-04-15 09:51:22,725 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=1.0174, top1-acc=69.95%, top5-acc=93.34%, remaining_time=0:00:06.882732, arrival_time=2021-04-15 09:51:29.608099, cost_time=0:00:30.589928 2021-04-15 09:51:24,623 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=1.0177, top1-acc=69.91%, top5-acc=93.31%, remaining_time=0:00:04.968782, arrival_time=2021-04-15 09:51:29.592294, cost_time=0:00:32.488175 2021-04-15 09:51:26,520 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=1.0184, top1-acc=69.88%, top5-acc=93.26%, remaining_time=0:00:03.056496, arrival_time=2021-04-15 09:51:29.577362, cost_time=0:00:34.385526 2021-04-15 09:51:28,420 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=1.0205, top1-acc=69.79%, top5-acc=93.27%, remaining_time=0:00:01.145838, arrival_time=2021-04-15 09:51:29.566044, cost_time=0:00:36.284859 2021-04-15 09:51:29,442 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=0.99ms, fps=1331 images/s, loss=1.0258, top1-acc=69.65%, top5-acc=93.22%, remaining_time=0:00:00, arrival_time=2021-04-15 09:51:29.442107, cost_time=0:00:37.306773 2021-04-15 09:51:30,140 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.19ms, fps=3672 images/s, loss=1.6405, top1-acc=54.37%, top5-acc=84.02%, remaining_time=0:00:02.091390, arrival_time=2021-04-15 09:51:32.232264, cost_time=0:00:00.697128 2021-04-15 09:51:30,727 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.20ms, fps=4367 images/s, loss=1.6313, top1-acc=55.06%, top5-acc=84.32%, remaining_time=0:00:01.283620, arrival_time=2021-04-15 09:51:32.010974, cost_time=0:00:01.283613 2021-04-15 09:51:31,314 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.21ms, fps=4363 images/s, loss=1.6348, top1-acc=55.59%, top5-acc=84.05%, remaining_time=0:00:00.623550, arrival_time=2021-04-15 09:51:31.937976, cost_time=0:00:01.870653 2021-04-15 09:51:31,856 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.05ms, fps=4286 images/s, loss=1.6427, top1-acc=55.60%, top5-acc=83.96%, remaining_time=0:00:00, arrival_time=2021-04-15 09:51:31.856028, cost_time=0:00:02.412303 2021-04-15 09:51:31,992 INFO : Epoch=0072 complete, best val top1-acc=59.67%, top5-acc=87.09% (epoch=68), remaining_time=1:25:09.346176, arrival_time=2021-04-15 11:16:41.338958, cost_time=0:47:54.007228 2021-04-15 09:51:31,993 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 09:51:34,054 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.19ms, fps=1243 images/s, loss=1.0842, top1-acc=68.40%, top5-acc=91.84%, remaining_time=0:00:38.318046, arrival_time=2021-04-15 09:52:12.372258, cost_time=0:00:02.060108 2021-04-15 09:51:35,952 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=1.0257, top1-acc=69.82%, top5-acc=92.75%, remaining_time=0:00:34.833216, arrival_time=2021-04-15 09:52:10.785568, cost_time=0:00:03.958315 2021-04-15 09:51:37,853 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.24ms, fps=1347 images/s, loss=1.0151, top1-acc=70.21%, top5-acc=93.22%, remaining_time=0:00:32.420796, arrival_time=2021-04-15 09:52:10.273991, cost_time=0:00:05.859169 2021-04-15 09:51:39,755 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.10ms, fps=1346 images/s, loss=1.0002, top1-acc=70.66%, top5-acc=93.54%, remaining_time=0:00:30.267276, arrival_time=2021-04-15 09:52:10.022222, cost_time=0:00:07.760834 2021-04-15 09:51:41,652 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.9955, top1-acc=70.61%, top5-acc=93.63%, remaining_time=0:00:28.203550, arrival_time=2021-04-15 09:52:09.856355, cost_time=0:00:09.658773 2021-04-15 09:51:43,550 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.9924, top1-acc=70.69%, top5-acc=93.67%, remaining_time=0:00:26.193464, arrival_time=2021-04-15 09:52:09.743440, cost_time=0:00:11.555944 2021-04-15 09:51:45,449 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.9994, top1-acc=70.50%, top5-acc=93.51%, remaining_time=0:00:24.219342, arrival_time=2021-04-15 09:52:09.668599, cost_time=0:00:13.455197 2021-04-15 09:51:47,358 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.14ms, fps=1341 images/s, loss=0.9960, top1-acc=70.46%, top5-acc=93.53%, remaining_time=0:00:22.278496, arrival_time=2021-04-15 09:52:09.637069, cost_time=0:00:15.364465 2021-04-15 09:51:49,269 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.9964, top1-acc=70.35%, top5-acc=93.54%, remaining_time=0:00:20.346700, arrival_time=2021-04-15 09:52:09.616266, cost_time=0:00:17.275521 2021-04-15 09:51:51,178 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=0.9950, top1-acc=70.37%, top5-acc=93.57%, remaining_time=0:00:18.416832, arrival_time=2021-04-15 09:52:09.595065, cost_time=0:00:19.184195 2021-04-15 09:51:53,086 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.9969, top1-acc=70.42%, top5-acc=93.51%, remaining_time=0:00:16.490242, arrival_time=2021-04-15 09:52:09.576410, cost_time=0:00:21.092120 2021-04-15 09:51:54,993 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=1.0014, top1-acc=70.23%, top5-acc=93.48%, remaining_time=0:00:14.566464, arrival_time=2021-04-15 09:52:09.560147, cost_time=0:00:22.999638 2021-04-15 09:51:56,901 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=1.0051, top1-acc=70.13%, top5-acc=93.44%, remaining_time=0:00:12.645336, arrival_time=2021-04-15 09:52:09.546852, cost_time=0:00:24.907479 2021-04-15 09:51:58,809 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=1.0081, top1-acc=70.01%, top5-acc=93.41%, remaining_time=0:00:10.726128, arrival_time=2021-04-15 09:52:09.535628, cost_time=0:00:26.815384 2021-04-15 09:52:00,717 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=1.0107, top1-acc=69.98%, top5-acc=93.37%, remaining_time=0:00:08.808540, arrival_time=2021-04-15 09:52:09.526044, cost_time=0:00:28.723453 2021-04-15 09:52:02,625 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=1.0127, top1-acc=69.93%, top5-acc=93.33%, remaining_time=0:00:06.892020, arrival_time=2021-04-15 09:52:09.517216, cost_time=0:00:30.631155 2021-04-15 09:52:04,533 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=1.0168, top1-acc=69.87%, top5-acc=93.30%, remaining_time=0:00:04.976582, arrival_time=2021-04-15 09:52:09.509803, cost_time=0:00:32.539174 2021-04-15 09:52:06,440 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=1.0216, top1-acc=69.75%, top5-acc=93.21%, remaining_time=0:00:03.061904, arrival_time=2021-04-15 09:52:09.502407, cost_time=0:00:34.446449 2021-04-15 09:52:08,348 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.04ms, fps=1342 images/s, loss=1.0226, top1-acc=69.69%, top5-acc=93.22%, remaining_time=0:00:01.148046, arrival_time=2021-04-15 09:52:09.496866, cost_time=0:00:36.354796 2021-04-15 09:52:09,375 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.00ms, fps=1325 images/s, loss=1.0236, top1-acc=69.71%, top5-acc=93.23%, remaining_time=0:00:00, arrival_time=2021-04-15 09:52:09.375264, cost_time=0:00:37.381239 2021-04-15 09:52:10,074 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.16ms, fps=3672 images/s, loss=1.5235, top1-acc=56.56%, top5-acc=85.98%, remaining_time=0:00:02.091600, arrival_time=2021-04-15 09:52:12.165632, cost_time=0:00:00.697200 2021-04-15 09:52:10,661 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.29ms, fps=4363 images/s, loss=1.5105, top1-acc=57.44%, top5-acc=86.33%, remaining_time=0:00:01.284240, arrival_time=2021-04-15 09:52:11.945403, cost_time=0:00:01.284247 2021-04-15 09:52:11,253 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.35ms, fps=4329 images/s, loss=1.5283, top1-acc=57.21%, top5-acc=85.91%, remaining_time=0:00:00.625410, arrival_time=2021-04-15 09:52:11.878473, cost_time=0:00:01.876233 2021-04-15 09:52:11,790 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.05ms, fps=4317 images/s, loss=1.5324, top1-acc=56.88%, top5-acc=85.72%, remaining_time=0:00:00, arrival_time=2021-04-15 09:52:11.790797, cost_time=0:00:02.413923 2021-04-15 09:52:11,946 INFO : Epoch=0073 complete, best val top1-acc=59.67%, top5-acc=87.09% (epoch=68), remaining_time=1:24:29.493544, arrival_time=2021-04-15 11:16:41.439957, cost_time=0:48:33.960853 2021-04-15 09:52:11,947 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 09:52:14,015 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.21ms, fps=1238 images/s, loss=0.9904, top1-acc=70.51%, top5-acc=93.71%, remaining_time=0:00:38.461452, arrival_time=2021-04-15 09:52:52.477135, cost_time=0:00:02.067820 2021-04-15 09:52:15,926 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.9758, top1-acc=71.23%, top5-acc=94.12%, remaining_time=0:00:35.012912, arrival_time=2021-04-15 09:52:50.939526, cost_time=0:00:03.978749 2021-04-15 09:52:17,836 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.9752, top1-acc=71.05%, top5-acc=94.14%, remaining_time=0:00:32.584306, arrival_time=2021-04-15 09:52:50.420996, cost_time=0:00:05.888728 2021-04-15 09:52:19,735 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9697, top1-acc=71.21%, top5-acc=94.10%, remaining_time=0:00:30.371796, arrival_time=2021-04-15 09:52:50.107293, cost_time=0:00:07.787639 2021-04-15 09:52:21,639 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.16ms, fps=1345 images/s, loss=0.9677, top1-acc=71.26%, top5-acc=94.09%, remaining_time=0:00:28.299618, arrival_time=2021-04-15 09:52:49.939110, cost_time=0:00:09.691638 2021-04-15 09:52:23,537 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9684, top1-acc=71.11%, top5-acc=94.08%, remaining_time=0:00:26.269624, arrival_time=2021-04-15 09:52:49.806990, cost_time=0:00:11.589515 2021-04-15 09:52:25,436 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.9716, top1-acc=71.07%, top5-acc=93.97%, remaining_time=0:00:24.279192, arrival_time=2021-04-15 09:52:49.715597, cost_time=0:00:13.488464 2021-04-15 09:52:27,333 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.9731, top1-acc=70.96%, top5-acc=93.92%, remaining_time=0:00:22.309584, arrival_time=2021-04-15 09:52:49.643390, cost_time=0:00:15.385954 2021-04-15 09:52:29,233 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.9760, top1-acc=70.96%, top5-acc=93.86%, remaining_time=0:00:20.358254, arrival_time=2021-04-15 09:52:49.591443, cost_time=0:00:17.285321 2021-04-15 09:52:31,132 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.9812, top1-acc=70.79%, top5-acc=93.76%, remaining_time=0:00:18.417216, arrival_time=2021-04-15 09:52:49.549629, cost_time=0:00:19.184564 2021-04-15 09:52:33,031 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.9847, top1-acc=70.69%, top5-acc=93.73%, remaining_time=0:00:16.483448, arrival_time=2021-04-15 09:52:49.514844, cost_time=0:00:21.083474 2021-04-15 09:52:34,929 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.9924, top1-acc=70.48%, top5-acc=93.64%, remaining_time=0:00:14.554684, arrival_time=2021-04-15 09:52:49.483675, cost_time=0:00:22.981132 2021-04-15 09:52:36,831 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=2.49ms, fps=1346 images/s, loss=0.9963, top1-acc=70.44%, top5-acc=93.56%, remaining_time=0:00:12.633060, arrival_time=2021-04-15 09:52:49.464225, cost_time=0:00:24.883293 2021-04-15 09:52:38,729 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9982, top1-acc=70.41%, top5-acc=93.54%, remaining_time=0:00:10.712688, arrival_time=2021-04-15 09:52:49.442230, cost_time=0:00:26.781682 2021-04-15 09:52:40,627 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0017, top1-acc=70.29%, top5-acc=93.53%, remaining_time=0:00:08.795154, arrival_time=2021-04-15 09:52:49.422831, cost_time=0:00:28.679825 2021-04-15 09:52:42,528 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=1.0060, top1-acc=70.22%, top5-acc=93.48%, remaining_time=0:00:06.880500, arrival_time=2021-04-15 09:52:49.408479, cost_time=0:00:30.580051 2021-04-15 09:52:44,425 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=1.0072, top1-acc=70.11%, top5-acc=93.47%, remaining_time=0:00:04.967196, arrival_time=2021-04-15 09:52:49.392854, cost_time=0:00:32.477805 2021-04-15 09:52:46,324 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=1.0082, top1-acc=70.05%, top5-acc=93.48%, remaining_time=0:00:03.055680, arrival_time=2021-04-15 09:52:49.379996, cost_time=0:00:34.376463 2021-04-15 09:52:48,224 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=1.0089, top1-acc=70.01%, top5-acc=93.50%, remaining_time=0:00:01.145568, arrival_time=2021-04-15 09:52:49.369746, cost_time=0:00:36.276327 2021-04-15 09:52:49,243 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.02ms, fps=1334 images/s, loss=1.0097, top1-acc=69.95%, top5-acc=93.46%, remaining_time=0:00:00, arrival_time=2021-04-15 09:52:49.243669, cost_time=0:00:37.295825 2021-04-15 09:52:49,947 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.09ms, fps=3643 images/s, loss=1.4149, top1-acc=60.00%, top5-acc=87.97%, remaining_time=0:00:02.108070, arrival_time=2021-04-15 09:52:52.055979, cost_time=0:00:00.702689 2021-04-15 09:52:50,544 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.57ms, fps=4296 images/s, loss=1.4092, top1-acc=60.59%, top5-acc=87.62%, remaining_time=0:00:01.298960, arrival_time=2021-04-15 09:52:51.843173, cost_time=0:00:01.298950 2021-04-15 09:52:51,137 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.10ms, fps=4316 images/s, loss=1.4323, top1-acc=60.18%, top5-acc=87.16%, remaining_time=0:00:00.630860, arrival_time=2021-04-15 09:52:51.768708, cost_time=0:00:01.892569 2021-04-15 09:52:51,678 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.05ms, fps=4298 images/s, loss=1.4380, top1-acc=59.97%, top5-acc=87.22%, remaining_time=0:00:00, arrival_time=2021-04-15 09:52:51.678082, cost_time=0:00:02.432872 2021-04-15 09:52:51,938 INFO : Epoch=0074 complete, best val top1-acc=59.97%, top5-acc=87.22% (epoch=74), remaining_time=1:23:49.703532, arrival_time=2021-04-15 11:16:41.641990, cost_time=0:49:13.952897 2021-04-15 09:52:51,939 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 09:52:54,008 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.18ms, fps=1238 images/s, loss=0.9668, top1-acc=70.51%, top5-acc=93.98%, remaining_time=0:00:38.475588, arrival_time=2021-04-15 09:53:32.484046, cost_time=0:00:02.068577 2021-04-15 09:52:55,916 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.9612, top1-acc=71.64%, top5-acc=94.00%, remaining_time=0:00:34.992320, arrival_time=2021-04-15 09:53:30.908610, cost_time=0:00:03.976402 2021-04-15 09:52:57,825 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.9697, top1-acc=71.04%, top5-acc=93.89%, remaining_time=0:00:32.568536, arrival_time=2021-04-15 09:53:30.394365, cost_time=0:00:05.885879 2021-04-15 09:52:59,724 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9649, top1-acc=71.11%, top5-acc=94.13%, remaining_time=0:00:30.358068, arrival_time=2021-04-15 09:53:30.082054, cost_time=0:00:07.784108 2021-04-15 09:53:01,627 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.16ms, fps=1345 images/s, loss=0.9645, top1-acc=71.13%, top5-acc=94.08%, remaining_time=0:00:28.286770, arrival_time=2021-04-15 09:53:29.913915, cost_time=0:00:09.687266 2021-04-15 09:53:03,528 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.9610, top1-acc=71.36%, top5-acc=94.22%, remaining_time=0:00:26.267040, arrival_time=2021-04-15 09:53:29.795372, cost_time=0:00:11.588389 2021-04-15 09:53:05,428 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=3.91ms, fps=1347 images/s, loss=0.9687, top1-acc=71.21%, top5-acc=94.06%, remaining_time=0:00:24.280074, arrival_time=2021-04-15 09:53:29.708886, cost_time=0:00:13.488943 2021-04-15 09:53:07,326 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9698, top1-acc=71.18%, top5-acc=93.98%, remaining_time=0:00:22.311208, arrival_time=2021-04-15 09:53:29.638119, cost_time=0:00:15.387035 2021-04-15 09:53:09,226 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.9710, top1-acc=71.25%, top5-acc=93.95%, remaining_time=0:00:20.359314, arrival_time=2021-04-15 09:53:29.585365, cost_time=0:00:17.286172 2021-04-15 09:53:11,126 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.9737, top1-acc=71.16%, top5-acc=93.89%, remaining_time=0:00:18.418560, arrival_time=2021-04-15 09:53:29.544538, cost_time=0:00:19.186018 2021-04-15 09:53:13,023 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9732, top1-acc=71.23%, top5-acc=93.89%, remaining_time=0:00:16.483620, arrival_time=2021-04-15 09:53:29.507147, cost_time=0:00:21.083649 2021-04-15 09:53:14,921 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.9791, top1-acc=70.98%, top5-acc=93.87%, remaining_time=0:00:14.555140, arrival_time=2021-04-15 09:53:29.476859, cost_time=0:00:22.981849 2021-04-15 09:53:16,820 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.9826, top1-acc=70.88%, top5-acc=93.83%, remaining_time=0:00:12.631740, arrival_time=2021-04-15 09:53:29.452316, cost_time=0:00:24.880686 2021-04-15 09:53:18,718 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9876, top1-acc=70.75%, top5-acc=93.80%, remaining_time=0:00:10.711624, arrival_time=2021-04-15 09:53:29.430495, cost_time=0:00:26.778993 2021-04-15 09:53:20,617 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.9894, top1-acc=70.74%, top5-acc=93.76%, remaining_time=0:00:08.794418, arrival_time=2021-04-15 09:53:29.411758, cost_time=0:00:28.677464 2021-04-15 09:53:22,517 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.9905, top1-acc=70.69%, top5-acc=93.74%, remaining_time=0:00:06.879816, arrival_time=2021-04-15 09:53:29.396786, cost_time=0:00:30.577021 2021-04-15 09:53:24,424 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.9916, top1-acc=70.65%, top5-acc=93.72%, remaining_time=0:00:04.968262, arrival_time=2021-04-15 09:53:29.392902, cost_time=0:00:32.484764 2021-04-15 09:53:26,333 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.9941, top1-acc=70.55%, top5-acc=93.72%, remaining_time=0:00:03.057168, arrival_time=2021-04-15 09:53:29.390192, cost_time=0:00:34.393141 2021-04-15 09:53:28,242 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.05ms, fps=1341 images/s, loss=0.9957, top1-acc=70.53%, top5-acc=93.67%, remaining_time=0:00:01.146390, arrival_time=2021-04-15 09:53:29.388544, cost_time=0:00:36.302283 2021-04-15 09:53:29,268 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.99ms, fps=1325 images/s, loss=0.9989, top1-acc=70.50%, top5-acc=93.64%, remaining_time=0:00:00, arrival_time=2021-04-15 09:53:29.268760, cost_time=0:00:37.328897 2021-04-15 09:53:29,967 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.26ms, fps=3670 images/s, loss=1.4825, top1-acc=58.55%, top5-acc=86.91%, remaining_time=0:00:02.092620, arrival_time=2021-04-15 09:53:32.060494, cost_time=0:00:00.697544 2021-04-15 09:53:30,554 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.20ms, fps=4366 images/s, loss=1.4971, top1-acc=58.01%, top5-acc=86.74%, remaining_time=0:00:01.284300, arrival_time=2021-04-15 09:53:31.838897, cost_time=0:00:01.284305 2021-04-15 09:53:31,147 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.13ms, fps=4323 images/s, loss=1.4867, top1-acc=58.70%, top5-acc=86.54%, remaining_time=0:00:00.625600, arrival_time=2021-04-15 09:53:31.772711, cost_time=0:00:01.876802 2021-04-15 09:53:31,693 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.05ms, fps=4252 images/s, loss=1.4871, top1-acc=58.80%, top5-acc=86.47%, remaining_time=0:00:00, arrival_time=2021-04-15 09:53:31.693114, cost_time=0:00:02.422809 2021-04-15 09:53:31,783 INFO : Epoch=0075 complete, best val top1-acc=59.97%, top5-acc=87.22% (epoch=74), remaining_time=1:23:09.664000, arrival_time=2021-04-15 11:16:41.447917, cost_time=0:49:53.798365 2021-04-15 09:53:31,785 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 09:53:33,849 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.30ms, fps=1240 images/s, loss=0.9233, top1-acc=72.15%, top5-acc=94.96%, remaining_time=0:00:38.391330, arrival_time=2021-04-15 09:54:12.240773, cost_time=0:00:02.064048 2021-04-15 09:53:35,748 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9469, top1-acc=71.54%, top5-acc=94.53%, remaining_time=0:00:34.871936, arrival_time=2021-04-15 09:54:10.619977, cost_time=0:00:03.962710 2021-04-15 09:53:37,646 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.9426, top1-acc=71.87%, top5-acc=94.51%, remaining_time=0:00:32.434076, arrival_time=2021-04-15 09:54:10.080991, cost_time=0:00:05.861570 2021-04-15 09:53:39,547 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.9454, top1-acc=71.74%, top5-acc=94.37%, remaining_time=0:00:30.270240, arrival_time=2021-04-15 09:54:09.817260, cost_time=0:00:07.761594 2021-04-15 09:53:41,445 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9482, top1-acc=71.67%, top5-acc=94.39%, remaining_time=0:00:28.208660, arrival_time=2021-04-15 09:54:09.654510, cost_time=0:00:09.660525 2021-04-15 09:53:43,344 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.9579, top1-acc=71.39%, top5-acc=94.20%, remaining_time=0:00:26.200672, arrival_time=2021-04-15 09:54:09.545125, cost_time=0:00:11.559107 2021-04-15 09:53:45,245 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.18ms, fps=1347 images/s, loss=0.9632, top1-acc=71.29%, top5-acc=94.06%, remaining_time=0:00:24.227658, arrival_time=2021-04-15 09:54:09.472791, cost_time=0:00:13.459806 2021-04-15 09:53:47,146 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=0.9666, top1-acc=71.23%, top5-acc=94.05%, remaining_time=0:00:22.273740, arrival_time=2021-04-15 09:54:09.420330, cost_time=0:00:15.361188 2021-04-15 09:53:49,045 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.9704, top1-acc=71.07%, top5-acc=93.99%, remaining_time=0:00:20.328680, arrival_time=2021-04-15 09:54:09.374210, cost_time=0:00:17.260202 2021-04-15 09:53:50,943 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.9731, top1-acc=71.00%, top5-acc=93.95%, remaining_time=0:00:18.391680, arrival_time=2021-04-15 09:54:09.334997, cost_time=0:00:19.157983 2021-04-15 09:53:52,843 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.49ms, fps=1347 images/s, loss=0.9761, top1-acc=70.96%, top5-acc=93.91%, remaining_time=0:00:16.464012, arrival_time=2021-04-15 09:54:09.307953, cost_time=0:00:21.058593 2021-04-15 09:53:54,742 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9787, top1-acc=70.93%, top5-acc=93.83%, remaining_time=0:00:14.539560, arrival_time=2021-04-15 09:54:09.282137, cost_time=0:00:22.957241 2021-04-15 09:53:56,640 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.9839, top1-acc=70.76%, top5-acc=93.77%, remaining_time=0:00:12.618936, arrival_time=2021-04-15 09:54:09.259767, cost_time=0:00:24.855505 2021-04-15 09:53:58,539 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.9872, top1-acc=70.64%, top5-acc=93.78%, remaining_time=0:00:10.701768, arrival_time=2021-04-15 09:54:09.241618, cost_time=0:00:26.754433 2021-04-15 09:54:00,438 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9947, top1-acc=70.37%, top5-acc=93.67%, remaining_time=0:00:08.786920, arrival_time=2021-04-15 09:54:09.225332, cost_time=0:00:28.653070 2021-04-15 09:54:02,336 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9951, top1-acc=70.46%, top5-acc=93.63%, remaining_time=0:00:06.873984, arrival_time=2021-04-15 09:54:09.210425, cost_time=0:00:30.551114 2021-04-15 09:54:04,236 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.9997, top1-acc=70.34%, top5-acc=93.54%, remaining_time=0:00:04.963166, arrival_time=2021-04-15 09:54:09.199971, cost_time=0:00:32.451466 2021-04-15 09:54:06,136 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.54ms, fps=1348 images/s, loss=1.0039, top1-acc=70.27%, top5-acc=93.47%, remaining_time=0:00:03.053408, arrival_time=2021-04-15 09:54:09.189576, cost_time=0:00:34.350830 2021-04-15 09:54:08,037 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.01ms, fps=1347 images/s, loss=1.0037, top1-acc=70.32%, top5-acc=93.47%, remaining_time=0:00:01.144812, arrival_time=2021-04-15 09:54:09.182471, cost_time=0:00:36.252337 2021-04-15 09:54:09,057 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=1.0063, top1-acc=70.24%, top5-acc=93.46%, remaining_time=0:00:00, arrival_time=2021-04-15 09:54:09.057078, cost_time=0:00:37.271756 2021-04-15 09:54:09,754 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.07ms, fps=3680 images/s, loss=1.4792, top1-acc=59.57%, top5-acc=86.09%, remaining_time=0:00:02.086770, arrival_time=2021-04-15 09:54:11.840999, cost_time=0:00:00.695591 2021-04-15 09:54:10,339 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.20ms, fps=4373 images/s, loss=1.5002, top1-acc=58.57%, top5-acc=86.15%, remaining_time=0:00:01.281260, arrival_time=2021-04-15 09:54:11.621146, cost_time=0:00:01.281261 2021-04-15 09:54:10,926 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.17ms, fps=4363 images/s, loss=1.5040, top1-acc=58.70%, top5-acc=86.00%, remaining_time=0:00:00.622750, arrival_time=2021-04-15 09:54:11.549643, cost_time=0:00:01.868263 2021-04-15 09:54:11,463 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.5163, top1-acc=58.38%, top5-acc=86.09%, remaining_time=0:00:00, arrival_time=2021-04-15 09:54:11.463412, cost_time=0:00:02.404793 2021-04-15 09:54:11,558 INFO : Epoch=0076 complete, best val top1-acc=59.97%, top5-acc=87.22% (epoch=74), remaining_time=1:22:29.513444, arrival_time=2021-04-15 11:16:41.071735, cost_time=0:50:33.572742 2021-04-15 09:54:11,559 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 09:54:13,626 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.78ms, fps=1238 images/s, loss=1.0166, top1-acc=70.16%, top5-acc=93.28%, remaining_time=0:00:38.447130, arrival_time=2021-04-15 09:54:52.073786, cost_time=0:00:02.067047 2021-04-15 09:54:15,528 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=4.25ms, fps=1346 images/s, loss=0.9887, top1-acc=70.64%, top5-acc=94.06%, remaining_time=0:00:34.926496, arrival_time=2021-04-15 09:54:50.454974, cost_time=0:00:03.968915 2021-04-15 09:54:17,427 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.9877, top1-acc=70.53%, top5-acc=94.10%, remaining_time=0:00:32.466944, arrival_time=2021-04-15 09:54:49.894000, cost_time=0:00:05.867505 2021-04-15 09:54:19,325 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.9773, top1-acc=70.76%, top5-acc=94.24%, remaining_time=0:00:30.287556, arrival_time=2021-04-15 09:54:49.613166, cost_time=0:00:07.766043 2021-04-15 09:54:21,224 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.9742, top1-acc=70.71%, top5-acc=94.22%, remaining_time=0:00:28.222530, arrival_time=2021-04-15 09:54:49.447389, cost_time=0:00:09.665228 2021-04-15 09:54:23,122 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9682, top1-acc=70.91%, top5-acc=94.18%, remaining_time=0:00:26.209240, arrival_time=2021-04-15 09:54:49.331712, cost_time=0:00:11.562918 2021-04-15 09:54:25,020 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9723, top1-acc=70.78%, top5-acc=94.13%, remaining_time=0:00:24.228918, arrival_time=2021-04-15 09:54:49.249009, cost_time=0:00:13.460542 2021-04-15 09:54:26,920 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.9716, top1-acc=70.85%, top5-acc=94.04%, remaining_time=0:00:22.272928, arrival_time=2021-04-15 09:54:49.193141, cost_time=0:00:15.360649 2021-04-15 09:54:28,820 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=0.9760, top1-acc=70.65%, top5-acc=94.05%, remaining_time=0:00:20.329952, arrival_time=2021-04-15 09:54:49.150826, cost_time=0:00:17.261239 2021-04-15 09:54:30,719 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9749, top1-acc=70.60%, top5-acc=94.07%, remaining_time=0:00:18.393312, arrival_time=2021-04-15 09:54:49.112537, cost_time=0:00:19.159671 2021-04-15 09:54:32,616 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9791, top1-acc=70.47%, top5-acc=94.00%, remaining_time=0:00:16.462980, arrival_time=2021-04-15 09:54:49.079803, cost_time=0:00:21.057271 2021-04-15 09:54:34,521 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.16ms, fps=1345 images/s, loss=0.9843, top1-acc=70.35%, top5-acc=93.91%, remaining_time=0:00:14.542372, arrival_time=2021-04-15 09:54:49.063567, cost_time=0:00:22.961628 2021-04-15 09:54:36,419 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.9830, top1-acc=70.38%, top5-acc=93.92%, remaining_time=0:00:12.621312, arrival_time=2021-04-15 09:54:49.041069, cost_time=0:00:24.860201 2021-04-15 09:54:38,319 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.9837, top1-acc=70.43%, top5-acc=93.94%, remaining_time=0:00:10.703840, arrival_time=2021-04-15 09:54:49.023033, cost_time=0:00:26.759558 2021-04-15 09:54:40,218 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.9850, top1-acc=70.45%, top5-acc=93.89%, remaining_time=0:00:08.788576, arrival_time=2021-04-15 09:54:49.006598, cost_time=0:00:28.658470 2021-04-15 09:54:42,115 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9844, top1-acc=70.57%, top5-acc=93.84%, remaining_time=0:00:06.875136, arrival_time=2021-04-15 09:54:48.990837, cost_time=0:00:30.556152 2021-04-15 09:54:44,015 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.9848, top1-acc=70.53%, top5-acc=93.86%, remaining_time=0:00:04.963842, arrival_time=2021-04-15 09:54:48.979252, cost_time=0:00:32.455852 2021-04-15 09:54:45,915 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.9863, top1-acc=70.50%, top5-acc=93.86%, remaining_time=0:00:03.053808, arrival_time=2021-04-15 09:54:48.968774, cost_time=0:00:34.355417 2021-04-15 09:54:47,814 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.9856, top1-acc=70.52%, top5-acc=93.84%, remaining_time=0:00:01.144878, arrival_time=2021-04-15 09:54:48.958890, cost_time=0:00:36.254476 2021-04-15 09:54:48,833 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=0.9847, top1-acc=70.53%, top5-acc=93.85%, remaining_time=0:00:00, arrival_time=2021-04-15 09:54:48.833635, cost_time=0:00:37.274095 2021-04-15 09:54:49,531 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.16ms, fps=3679 images/s, loss=1.5346, top1-acc=58.59%, top5-acc=84.88%, remaining_time=0:00:02.087280, arrival_time=2021-04-15 09:54:51.618274, cost_time=0:00:00.695757 2021-04-15 09:54:50,115 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.14ms, fps=4380 images/s, loss=1.5819, top1-acc=57.36%, top5-acc=84.49%, remaining_time=0:00:01.280500, arrival_time=2021-04-15 09:54:51.396246, cost_time=0:00:01.280506 2021-04-15 09:54:50,702 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.17ms, fps=4366 images/s, loss=1.5691, top1-acc=57.89%, top5-acc=84.66%, remaining_time=0:00:00.622360, arrival_time=2021-04-15 09:54:51.324678, cost_time=0:00:01.867070 2021-04-15 09:54:51,239 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.5873, top1-acc=57.59%, top5-acc=84.52%, remaining_time=0:00:00, arrival_time=2021-04-15 09:54:51.238971, cost_time=0:00:02.403739 2021-04-15 09:54:51,393 INFO : Epoch=0077 complete, best val top1-acc=59.97%, top5-acc=87.22% (epoch=74), remaining_time=1:21:49.469601, arrival_time=2021-04-15 11:16:40.862951, cost_time=0:51:13.407805 2021-04-15 09:54:51,394 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 09:54:53,491 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.30ms, fps=1221 images/s, loss=0.9455, top1-acc=72.66%, top5-acc=93.67%, remaining_time=0:00:38.999922, arrival_time=2021-04-15 09:55:32.491380, cost_time=0:00:02.096766 2021-04-15 09:54:55,399 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.9448, top1-acc=72.17%, top5-acc=94.06%, remaining_time=0:00:35.239424, arrival_time=2021-04-15 09:55:30.638517, cost_time=0:00:04.004475 2021-04-15 09:54:57,307 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.9618, top1-acc=71.76%, top5-acc=93.84%, remaining_time=0:00:32.715944, arrival_time=2021-04-15 09:55:30.023076, cost_time=0:00:05.912510 2021-04-15 09:54:59,216 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.9551, top1-acc=72.09%, top5-acc=93.95%, remaining_time=0:00:30.506112, arrival_time=2021-04-15 09:55:29.722877, cost_time=0:00:07.822079 2021-04-15 09:55:01,124 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.9543, top1-acc=71.99%, top5-acc=93.93%, remaining_time=0:00:28.412184, arrival_time=2021-04-15 09:55:29.537018, cost_time=0:00:09.730217 2021-04-15 09:55:03,033 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.9532, top1-acc=71.93%, top5-acc=93.95%, remaining_time=0:00:26.381144, arrival_time=2021-04-15 09:55:29.414480, cost_time=0:00:11.638714 2021-04-15 09:55:04,941 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.9581, top1-acc=71.80%, top5-acc=93.89%, remaining_time=0:00:24.384906, arrival_time=2021-04-15 09:55:29.326727, cost_time=0:00:13.547196 2021-04-15 09:55:06,851 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.9596, top1-acc=71.72%, top5-acc=93.95%, remaining_time=0:00:22.412244, arrival_time=2021-04-15 09:55:29.263619, cost_time=0:00:15.456687 2021-04-15 09:55:08,759 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.9603, top1-acc=71.68%, top5-acc=93.93%, remaining_time=0:00:20.452170, arrival_time=2021-04-15 09:55:29.211883, cost_time=0:00:17.365087 2021-04-15 09:55:10,667 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.9655, top1-acc=71.52%, top5-acc=93.84%, remaining_time=0:00:18.501696, arrival_time=2021-04-15 09:55:29.168869, cost_time=0:00:19.272555 2021-04-15 09:55:12,576 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=0.9675, top1-acc=71.52%, top5-acc=93.84%, remaining_time=0:00:16.559988, arrival_time=2021-04-15 09:55:29.135956, cost_time=0:00:21.181338 2021-04-15 09:55:14,484 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.9666, top1-acc=71.49%, top5-acc=93.88%, remaining_time=0:00:14.623388, arrival_time=2021-04-15 09:55:29.107563, cost_time=0:00:23.089562 2021-04-15 09:55:16,393 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=0.9682, top1-acc=71.38%, top5-acc=93.89%, remaining_time=0:00:12.691536, arrival_time=2021-04-15 09:55:29.084652, cost_time=0:00:24.998501 2021-04-15 09:55:18,302 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=0.9718, top1-acc=71.25%, top5-acc=93.87%, remaining_time=0:00:10.763256, arrival_time=2021-04-15 09:55:29.066061, cost_time=0:00:26.908102 2021-04-15 09:55:20,210 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.9719, top1-acc=71.26%, top5-acc=93.87%, remaining_time=0:00:08.836968, arrival_time=2021-04-15 09:55:29.047742, cost_time=0:00:28.816158 2021-04-15 09:55:22,111 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.18ms, fps=1347 images/s, loss=0.9732, top1-acc=71.26%, top5-acc=93.85%, remaining_time=0:00:06.911352, arrival_time=2021-04-15 09:55:29.023060, cost_time=0:00:30.717097 2021-04-15 09:55:24,010 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.9769, top1-acc=71.14%, top5-acc=93.79%, remaining_time=0:00:04.988360, arrival_time=2021-04-15 09:55:28.999209, cost_time=0:00:32.616226 2021-04-15 09:55:25,909 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9821, top1-acc=70.95%, top5-acc=93.77%, remaining_time=0:00:03.067984, arrival_time=2021-04-15 09:55:28.977416, cost_time=0:00:34.514822 2021-04-15 09:55:27,808 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.9856, top1-acc=70.86%, top5-acc=93.71%, remaining_time=0:00:01.149918, arrival_time=2021-04-15 09:55:28.958570, cost_time=0:00:36.414055 2021-04-15 09:55:28,828 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=0.9857, top1-acc=70.84%, top5-acc=93.72%, remaining_time=0:00:00, arrival_time=2021-04-15 09:55:28.827965, cost_time=0:00:37.433365 2021-04-15 09:55:29,527 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.10ms, fps=3670 images/s, loss=1.5254, top1-acc=57.30%, top5-acc=85.08%, remaining_time=0:00:02.092710, arrival_time=2021-04-15 09:55:31.619775, cost_time=0:00:00.697574 2021-04-15 09:55:30,111 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.06ms, fps=4383 images/s, loss=1.5273, top1-acc=57.60%, top5-acc=85.39%, remaining_time=0:00:01.281920, arrival_time=2021-04-15 09:55:31.393348, cost_time=0:00:01.281922 2021-04-15 09:55:30,697 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.11ms, fps=4368 images/s, loss=1.5184, top1-acc=57.47%, top5-acc=85.62%, remaining_time=0:00:00.622760, arrival_time=2021-04-15 09:55:31.320553, cost_time=0:00:01.868292 2021-04-15 09:55:31,235 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.05ms, fps=4316 images/s, loss=1.4993, top1-acc=57.57%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-15 09:55:31.235653, cost_time=0:00:02.406167 2021-04-15 09:55:31,373 INFO : Epoch=0078 complete, best val top1-acc=59.97%, top5-acc=87.22% (epoch=74), remaining_time=1:21:09.658548, arrival_time=2021-04-15 11:16:41.032325, cost_time=0:51:53.388236 2021-04-15 09:55:31,374 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 09:55:33,456 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.28ms, fps=1230 images/s, loss=0.9892, top1-acc=70.08%, top5-acc=93.59%, remaining_time=0:00:38.719062, arrival_time=2021-04-15 09:56:12.175788, cost_time=0:00:02.081666 2021-04-15 09:55:35,354 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9527, top1-acc=71.27%, top5-acc=94.04%, remaining_time=0:00:35.021888, arrival_time=2021-04-15 09:56:10.376641, cost_time=0:00:03.979757 2021-04-15 09:55:37,252 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9467, top1-acc=71.28%, top5-acc=94.23%, remaining_time=0:00:32.522720, arrival_time=2021-04-15 09:56:09.775323, cost_time=0:00:05.877599 2021-04-15 09:55:39,153 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=0.9498, top1-acc=71.25%, top5-acc=94.18%, remaining_time=0:00:30.333888, arrival_time=2021-04-15 09:56:09.486885, cost_time=0:00:07.777914 2021-04-15 09:55:41,051 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9530, top1-acc=71.13%, top5-acc=94.20%, remaining_time=0:00:28.255380, arrival_time=2021-04-15 09:56:09.306890, cost_time=0:00:09.676502 2021-04-15 09:55:42,949 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9516, top1-acc=71.39%, top5-acc=94.18%, remaining_time=0:00:26.236168, arrival_time=2021-04-15 09:56:09.185944, cost_time=0:00:11.574774 2021-04-15 09:55:44,849 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.39ms, fps=1348 images/s, loss=0.9543, top1-acc=71.36%, top5-acc=94.10%, remaining_time=0:00:24.254622, arrival_time=2021-04-15 09:56:09.104537, cost_time=0:00:13.474811 2021-04-15 09:55:46,749 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.9554, top1-acc=71.47%, top5-acc=94.11%, remaining_time=0:00:22.292996, arrival_time=2021-04-15 09:56:09.042537, cost_time=0:00:15.374458 2021-04-15 09:55:48,648 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9615, top1-acc=71.38%, top5-acc=94.05%, remaining_time=0:00:20.344156, arrival_time=2021-04-15 09:56:08.992588, cost_time=0:00:17.273350 2021-04-15 09:55:50,547 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.9631, top1-acc=71.26%, top5-acc=94.02%, remaining_time=0:00:18.405888, arrival_time=2021-04-15 09:56:08.953692, cost_time=0:00:19.172806 2021-04-15 09:55:52,445 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9666, top1-acc=71.21%, top5-acc=93.99%, remaining_time=0:00:16.473644, arrival_time=2021-04-15 09:56:08.919579, cost_time=0:00:21.070922 2021-04-15 09:55:54,345 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.9703, top1-acc=71.08%, top5-acc=93.93%, remaining_time=0:00:14.547920, arrival_time=2021-04-15 09:56:08.893290, cost_time=0:00:22.970362 2021-04-15 09:55:56,243 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9716, top1-acc=71.01%, top5-acc=93.94%, remaining_time=0:00:12.625800, arrival_time=2021-04-15 09:56:08.869737, cost_time=0:00:24.868936 2021-04-15 09:55:58,150 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.9725, top1-acc=70.92%, top5-acc=93.96%, remaining_time=0:00:10.710056, arrival_time=2021-04-15 09:56:08.860292, cost_time=0:00:26.775158 2021-04-15 09:56:00,049 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9756, top1-acc=70.84%, top5-acc=93.96%, remaining_time=0:00:08.793360, arrival_time=2021-04-15 09:56:08.842326, cost_time=0:00:28.673969 2021-04-15 09:56:01,947 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=0.9795, top1-acc=70.76%, top5-acc=93.92%, remaining_time=0:00:06.878880, arrival_time=2021-04-15 09:56:08.826600, cost_time=0:00:30.572722 2021-04-15 09:56:03,847 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.9794, top1-acc=70.80%, top5-acc=93.92%, remaining_time=0:00:04.966312, arrival_time=2021-04-15 09:56:08.813396, cost_time=0:00:32.472076 2021-04-15 09:56:05,745 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9808, top1-acc=70.84%, top5-acc=93.89%, remaining_time=0:00:03.055136, arrival_time=2021-04-15 09:56:08.800409, cost_time=0:00:34.370270 2021-04-15 09:56:07,643 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.05ms, fps=1349 images/s, loss=0.9804, top1-acc=70.81%, top5-acc=93.91%, remaining_time=0:00:01.145328, arrival_time=2021-04-15 09:56:08.789046, cost_time=0:00:36.268732 2021-04-15 09:56:08,663 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.95ms, fps=1334 images/s, loss=0.9830, top1-acc=70.67%, top5-acc=93.87%, remaining_time=0:00:00, arrival_time=2021-04-15 09:56:08.663159, cost_time=0:00:37.288174 2021-04-15 09:56:09,360 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.15ms, fps=3679 images/s, loss=1.4465, top1-acc=58.87%, top5-acc=87.27%, remaining_time=0:00:02.087730, arrival_time=2021-04-15 09:56:11.448344, cost_time=0:00:00.695911 2021-04-15 09:56:09,946 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.21ms, fps=4372 images/s, loss=1.4299, top1-acc=59.98%, top5-acc=87.81%, remaining_time=0:00:01.281700, arrival_time=2021-04-15 09:56:11.228085, cost_time=0:00:01.281706 2021-04-15 09:56:10,532 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.27ms, fps=4371 images/s, loss=1.4393, top1-acc=59.64%, top5-acc=87.57%, remaining_time=0:00:00.622560, arrival_time=2021-04-15 09:56:11.154928, cost_time=0:00:01.867687 2021-04-15 09:56:11,072 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.05ms, fps=4298 images/s, loss=1.4185, top1-acc=60.05%, top5-acc=87.59%, remaining_time=0:00:00, arrival_time=2021-04-15 09:56:11.072504, cost_time=0:00:02.407821 2021-04-15 09:56:11,307 INFO : Epoch=0079 complete, best val top1-acc=60.05%, top5-acc=87.59% (epoch=79), remaining_time=1:20:29.770781, arrival_time=2021-04-15 11:16:41.077738, cost_time=0:52:33.321400 2021-04-15 09:56:11,308 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 09:56:13,376 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.25ms, fps=1238 images/s, loss=0.9680, top1-acc=71.99%, top5-acc=93.83%, remaining_time=0:00:38.467590, arrival_time=2021-04-15 09:56:51.844075, cost_time=0:00:02.068152 2021-04-15 09:56:15,285 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.9597, top1-acc=71.95%, top5-acc=93.77%, remaining_time=0:00:34.997776, arrival_time=2021-04-15 09:56:50.283041, cost_time=0:00:03.977023 2021-04-15 09:56:17,187 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.35ms, fps=1346 images/s, loss=0.9450, top1-acc=72.38%, top5-acc=94.09%, remaining_time=0:00:32.534008, arrival_time=2021-04-15 09:56:49.721893, cost_time=0:00:05.879644 2021-04-15 09:56:19,089 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.35ms, fps=1347 images/s, loss=0.9421, top1-acc=72.42%, top5-acc=94.11%, remaining_time=0:00:30.345120, arrival_time=2021-04-15 09:56:49.434242, cost_time=0:00:07.780804 2021-04-15 09:56:20,987 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=0.9475, top1-acc=72.08%, top5-acc=94.05%, remaining_time=0:00:28.264140, arrival_time=2021-04-15 09:56:49.251895, cost_time=0:00:09.679510 2021-04-15 09:56:22,886 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.9461, top1-acc=71.97%, top5-acc=94.19%, remaining_time=0:00:26.243512, arrival_time=2021-04-15 09:56:49.129767, cost_time=0:00:11.578017 2021-04-15 09:56:24,788 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.32ms, fps=1346 images/s, loss=0.9468, top1-acc=71.85%, top5-acc=94.16%, remaining_time=0:00:24.263568, arrival_time=2021-04-15 09:56:49.051587, cost_time=0:00:13.479766 2021-04-15 09:56:26,688 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.79ms, fps=1348 images/s, loss=0.9534, top1-acc=71.74%, top5-acc=94.11%, remaining_time=0:00:22.300884, arrival_time=2021-04-15 09:56:48.989083, cost_time=0:00:15.379893 2021-04-15 09:56:28,586 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.9594, top1-acc=71.57%, top5-acc=94.02%, remaining_time=0:00:20.350198, arrival_time=2021-04-15 09:56:48.936895, cost_time=0:00:17.278465 2021-04-15 09:56:30,485 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.55ms, fps=1349 images/s, loss=0.9563, top1-acc=71.66%, top5-acc=94.10%, remaining_time=0:00:18.409920, arrival_time=2021-04-15 09:56:48.895120, cost_time=0:00:19.176954 2021-04-15 09:56:32,383 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.9525, top1-acc=71.77%, top5-acc=94.15%, remaining_time=0:00:16.477256, arrival_time=2021-04-15 09:56:48.861077, cost_time=0:00:21.075572 2021-04-15 09:56:34,286 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.19ms, fps=1345 images/s, loss=0.9541, top1-acc=71.70%, top5-acc=94.10%, remaining_time=0:00:14.553164, arrival_time=2021-04-15 09:56:48.840066, cost_time=0:00:22.978661 2021-04-15 09:56:36,185 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.9528, top1-acc=71.70%, top5-acc=94.10%, remaining_time=0:00:12.629958, arrival_time=2021-04-15 09:56:48.815357, cost_time=0:00:24.877163 2021-04-15 09:56:38,084 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9605, top1-acc=71.47%, top5-acc=94.00%, remaining_time=0:00:10.710336, arrival_time=2021-04-15 09:56:48.794481, cost_time=0:00:26.775825 2021-04-15 09:56:39,982 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.9633, top1-acc=71.40%, top5-acc=94.01%, remaining_time=0:00:08.793452, arrival_time=2021-04-15 09:56:48.776054, cost_time=0:00:28.674370 2021-04-15 09:56:41,880 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9672, top1-acc=71.33%, top5-acc=93.96%, remaining_time=0:00:06.878808, arrival_time=2021-04-15 09:56:48.759528, cost_time=0:00:30.572482 2021-04-15 09:56:43,785 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.26ms, fps=1344 images/s, loss=0.9697, top1-acc=71.20%, top5-acc=93.94%, remaining_time=0:00:04.967066, arrival_time=2021-04-15 09:56:48.752336, cost_time=0:00:32.477028 2021-04-15 09:56:45,689 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.21ms, fps=1345 images/s, loss=0.9698, top1-acc=71.24%, top5-acc=93.93%, remaining_time=0:00:03.056096, arrival_time=2021-04-15 09:56:48.745457, cost_time=0:00:34.381046 2021-04-15 09:56:47,588 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.9737, top1-acc=71.07%, top5-acc=93.90%, remaining_time=0:00:01.145700, arrival_time=2021-04-15 09:56:48.734408, cost_time=0:00:36.280489 2021-04-15 09:56:48,608 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.00ms, fps=1334 images/s, loss=0.9754, top1-acc=71.05%, top5-acc=93.86%, remaining_time=0:00:00, arrival_time=2021-04-15 09:56:48.608253, cost_time=0:00:37.300036 2021-04-15 09:56:49,306 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.20ms, fps=3675 images/s, loss=1.5066, top1-acc=57.85%, top5-acc=86.72%, remaining_time=0:00:02.089590, arrival_time=2021-04-15 09:56:51.395944, cost_time=0:00:00.696528 2021-04-15 09:56:49,892 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.29ms, fps=4372 images/s, loss=1.5398, top1-acc=57.01%, top5-acc=85.84%, remaining_time=0:00:01.282360, arrival_time=2021-04-15 09:56:51.174546, cost_time=0:00:01.282370 2021-04-15 09:56:50,479 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.19ms, fps=4363 images/s, loss=1.5274, top1-acc=57.53%, top5-acc=86.24%, remaining_time=0:00:00.623120, arrival_time=2021-04-15 09:56:51.102297, cost_time=0:00:01.869363 2021-04-15 09:56:51,016 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=4317 images/s, loss=1.5382, top1-acc=57.24%, top5-acc=86.02%, remaining_time=0:00:00, arrival_time=2021-04-15 09:56:51.016933, cost_time=0:00:02.407135 2021-04-15 09:56:51,149 INFO : Epoch=0080 complete, best val top1-acc=60.05%, top5-acc=87.59% (epoch=79), remaining_time=1:19:49.745880, arrival_time=2021-04-15 11:16:40.895387, cost_time=0:53:13.163933 2021-04-15 09:56:51,151 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 09:56:53,248 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.23ms, fps=1221 images/s, loss=0.9283, top1-acc=71.45%, top5-acc=94.65%, remaining_time=0:00:38.998248, arrival_time=2021-04-15 09:57:32.246313, cost_time=0:00:02.096680 2021-04-15 09:56:55,156 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.9222, top1-acc=71.89%, top5-acc=94.49%, remaining_time=0:00:35.245232, arrival_time=2021-04-15 09:57:30.401767, cost_time=0:00:04.005148 2021-04-15 09:56:57,068 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.41ms, fps=1340 images/s, loss=0.9234, top1-acc=71.87%, top5-acc=94.44%, remaining_time=0:00:32.738188, arrival_time=2021-04-15 09:57:29.806181, cost_time=0:00:05.916539 2021-04-15 09:56:58,975 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.9299, top1-acc=71.95%, top5-acc=94.31%, remaining_time=0:00:30.514536, arrival_time=2021-04-15 09:57:29.490163, cost_time=0:00:07.824254 2021-04-15 09:57:00,874 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9231, top1-acc=72.08%, top5-acc=94.40%, remaining_time=0:00:28.389992, arrival_time=2021-04-15 09:57:29.263955, cost_time=0:00:09.722583 2021-04-15 09:57:02,778 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.12ms, fps=1345 images/s, loss=0.9286, top1-acc=71.95%, top5-acc=94.38%, remaining_time=0:00:26.354080, arrival_time=2021-04-15 09:57:29.132379, cost_time=0:00:11.626792 2021-04-15 09:57:04,676 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9278, top1-acc=72.00%, top5-acc=94.36%, remaining_time=0:00:24.345342, arrival_time=2021-04-15 09:57:29.021895, cost_time=0:00:13.525169 2021-04-15 09:57:06,573 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.9347, top1-acc=71.98%, top5-acc=94.22%, remaining_time=0:00:22.362480, arrival_time=2021-04-15 09:57:28.936291, cost_time=0:00:15.422434 2021-04-15 09:57:08,473 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.9361, top1-acc=71.91%, top5-acc=94.23%, remaining_time=0:00:20.401078, arrival_time=2021-04-15 09:57:28.874138, cost_time=0:00:17.321679 2021-04-15 09:57:10,371 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9427, top1-acc=71.85%, top5-acc=94.13%, remaining_time=0:00:18.451104, arrival_time=2021-04-15 09:57:28.822408, cost_time=0:00:19.219929 2021-04-15 09:57:12,270 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.9472, top1-acc=71.79%, top5-acc=94.08%, remaining_time=0:00:16.511484, arrival_time=2021-04-15 09:57:28.782296, cost_time=0:00:21.119359 2021-04-15 09:57:14,168 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9473, top1-acc=71.82%, top5-acc=94.09%, remaining_time=0:00:14.577788, arrival_time=2021-04-15 09:57:28.746702, cost_time=0:00:23.017544 2021-04-15 09:57:16,067 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9521, top1-acc=71.62%, top5-acc=94.08%, remaining_time=0:00:12.649494, arrival_time=2021-04-15 09:57:28.716492, cost_time=0:00:24.915623 2021-04-15 09:57:17,965 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9533, top1-acc=71.60%, top5-acc=94.08%, remaining_time=0:00:10.725456, arrival_time=2021-04-15 09:57:28.690519, cost_time=0:00:26.813677 2021-04-15 09:57:19,863 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9573, top1-acc=71.55%, top5-acc=94.06%, remaining_time=0:00:08.804998, arrival_time=2021-04-15 09:57:28.668277, cost_time=0:00:28.711905 2021-04-15 09:57:21,762 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.65ms, fps=1348 images/s, loss=0.9636, top1-acc=71.37%, top5-acc=94.00%, remaining_time=0:00:06.887484, arrival_time=2021-04-15 09:57:28.649897, cost_time=0:00:30.610974 2021-04-15 09:57:23,660 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9686, top1-acc=71.21%, top5-acc=93.95%, remaining_time=0:00:04.972058, arrival_time=2021-04-15 09:57:28.633013, cost_time=0:00:32.509577 2021-04-15 09:57:25,558 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9713, top1-acc=71.13%, top5-acc=93.91%, remaining_time=0:00:03.058416, arrival_time=2021-04-15 09:57:28.617033, cost_time=0:00:34.407237 2021-04-15 09:57:27,458 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=0.9747, top1-acc=71.00%, top5-acc=93.89%, remaining_time=0:00:01.146522, arrival_time=2021-04-15 09:57:28.604483, cost_time=0:00:36.306597 2021-04-15 09:57:28,477 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=0.9775, top1-acc=70.94%, top5-acc=93.88%, remaining_time=0:00:00, arrival_time=2021-04-15 09:57:28.477548, cost_time=0:00:37.326191 2021-04-15 09:57:29,178 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.16ms, fps=3661 images/s, loss=1.3856, top1-acc=61.45%, top5-acc=87.77%, remaining_time=0:00:02.098050, arrival_time=2021-04-15 09:57:31.276456, cost_time=0:00:00.699348 2021-04-15 09:57:29,763 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.16ms, fps=4375 images/s, loss=1.4286, top1-acc=60.14%, top5-acc=87.05%, remaining_time=0:00:01.284720, arrival_time=2021-04-15 09:57:31.048507, cost_time=0:00:01.284711 2021-04-15 09:57:30,353 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=4.65ms, fps=4341 images/s, loss=1.4367, top1-acc=60.16%, top5-acc=87.15%, remaining_time=0:00:00.624910, arrival_time=2021-04-15 09:57:30.978730, cost_time=0:00:01.874743 2021-04-15 09:57:30,891 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.4280, top1-acc=60.26%, top5-acc=87.35%, remaining_time=0:00:00, arrival_time=2021-04-15 09:57:30.891020, cost_time=0:00:02.411971 2021-04-15 09:57:31,139 INFO : Epoch=0081 complete, best val top1-acc=60.26%, top5-acc=87.35% (epoch=81), remaining_time=1:19:09.942834, arrival_time=2021-04-15 11:16:41.082722, cost_time=0:53:53.154337 2021-04-15 09:57:31,141 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 09:57:33,202 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.30ms, fps=1242 images/s, loss=0.9267, top1-acc=72.73%, top5-acc=95.04%, remaining_time=0:00:38.340552, arrival_time=2021-04-15 09:58:11.543095, cost_time=0:00:02.061322 2021-04-15 09:57:35,105 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.19ms, fps=1345 images/s, loss=0.9446, top1-acc=72.34%, top5-acc=94.45%, remaining_time=0:00:34.889184, arrival_time=2021-04-15 09:58:09.995023, cost_time=0:00:03.964683 2021-04-15 09:57:37,004 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=0.9342, top1-acc=72.47%, top5-acc=94.47%, remaining_time=0:00:32.441214, arrival_time=2021-04-15 09:58:09.445231, cost_time=0:00:05.862865 2021-04-15 09:57:38,906 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.25ms, fps=1346 images/s, loss=0.9238, top1-acc=72.48%, top5-acc=94.68%, remaining_time=0:00:30.283188, arrival_time=2021-04-15 09:58:09.189340, cost_time=0:00:07.764919 2021-04-15 09:57:40,805 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.39ms, fps=1348 images/s, loss=0.9293, top1-acc=72.28%, top5-acc=94.52%, remaining_time=0:00:28.219172, arrival_time=2021-04-15 09:58:09.024433, cost_time=0:00:09.664101 2021-04-15 09:57:42,703 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9322, top1-acc=72.25%, top5-acc=94.47%, remaining_time=0:00:26.206792, arrival_time=2021-04-15 09:58:08.909781, cost_time=0:00:11.561826 2021-04-15 09:57:44,603 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.37ms, fps=1347 images/s, loss=0.9380, top1-acc=72.04%, top5-acc=94.43%, remaining_time=0:00:24.231942, arrival_time=2021-04-15 09:58:08.835291, cost_time=0:00:13.462192 2021-04-15 09:57:46,502 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.9430, top1-acc=71.99%, top5-acc=94.32%, remaining_time=0:00:22.274320, arrival_time=2021-04-15 09:58:08.777183, cost_time=0:00:15.361638 2021-04-15 09:57:48,402 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.38ms, fps=1348 images/s, loss=0.9460, top1-acc=71.91%, top5-acc=94.24%, remaining_time=0:00:20.330164, arrival_time=2021-04-15 09:58:08.732759, cost_time=0:00:17.261435 2021-04-15 09:57:50,300 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9492, top1-acc=71.77%, top5-acc=94.22%, remaining_time=0:00:18.392928, arrival_time=2021-04-15 09:58:08.693364, cost_time=0:00:19.159277 2021-04-15 09:57:52,205 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.29ms, fps=1344 images/s, loss=0.9522, top1-acc=71.71%, top5-acc=94.17%, remaining_time=0:00:16.468828, arrival_time=2021-04-15 09:58:08.674734, cost_time=0:00:21.064744 2021-04-15 09:57:54,107 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.13ms, fps=1346 images/s, loss=0.9542, top1-acc=71.63%, top5-acc=94.14%, remaining_time=0:00:14.545412, arrival_time=2021-04-15 09:58:08.653007, cost_time=0:00:22.966436 2021-04-15 09:57:56,006 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.37ms, fps=1348 images/s, loss=0.9559, top1-acc=71.60%, top5-acc=94.09%, remaining_time=0:00:12.624150, arrival_time=2021-04-15 09:58:08.631048, cost_time=0:00:24.865746 2021-04-15 09:57:57,906 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.9548, top1-acc=71.66%, top5-acc=94.08%, remaining_time=0:00:10.706192, arrival_time=2021-04-15 09:58:08.612857, cost_time=0:00:26.765423 2021-04-15 09:57:59,805 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=0.9544, top1-acc=71.63%, top5-acc=94.08%, remaining_time=0:00:08.790370, arrival_time=2021-04-15 09:58:08.595763, cost_time=0:00:28.664240 2021-04-15 09:58:01,703 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=0.9576, top1-acc=71.55%, top5-acc=94.07%, remaining_time=0:00:06.876504, arrival_time=2021-04-15 09:58:08.579927, cost_time=0:00:30.562269 2021-04-15 09:58:03,602 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=0.9587, top1-acc=71.50%, top5-acc=94.07%, remaining_time=0:00:04.964700, arrival_time=2021-04-15 09:58:08.567436, cost_time=0:00:32.461572 2021-04-15 09:58:05,501 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.9598, top1-acc=71.48%, top5-acc=94.05%, remaining_time=0:00:03.054256, arrival_time=2021-04-15 09:58:08.555779, cost_time=0:00:34.360358 2021-04-15 09:58:07,400 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.9638, top1-acc=71.32%, top5-acc=93.99%, remaining_time=0:00:01.145040, arrival_time=2021-04-15 09:58:08.545731, cost_time=0:00:36.259546 2021-04-15 09:58:08,420 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=0.9663, top1-acc=71.27%, top5-acc=93.96%, remaining_time=0:00:00, arrival_time=2021-04-15 09:58:08.420234, cost_time=0:00:37.279088 2021-04-15 09:58:09,117 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.17ms, fps=3678 images/s, loss=1.5256, top1-acc=58.55%, top5-acc=85.20%, remaining_time=0:00:02.088090, arrival_time=2021-04-15 09:58:11.205907, cost_time=0:00:00.696031 2021-04-15 09:58:09,704 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.17ms, fps=4369 images/s, loss=1.5385, top1-acc=58.09%, top5-acc=85.43%, remaining_time=0:00:01.282260, arrival_time=2021-04-15 09:58:10.986295, cost_time=0:00:01.282269 2021-04-15 09:58:10,289 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.14ms, fps=4372 images/s, loss=1.5108, top1-acc=58.66%, top5-acc=86.02%, remaining_time=0:00:00.622700, arrival_time=2021-04-15 09:58:10.912578, cost_time=0:00:01.868113 2021-04-15 09:58:10,830 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.05ms, fps=4297 images/s, loss=1.5243, top1-acc=58.46%, top5-acc=86.12%, remaining_time=0:00:00, arrival_time=2021-04-15 09:58:10.830014, cost_time=0:00:02.408258 2021-04-15 09:58:10,935 INFO : Epoch=0082 complete, best val top1-acc=60.26%, top5-acc=87.35% (epoch=81), remaining_time=1:18:29.854714, arrival_time=2021-04-15 11:16:40.790101, cost_time=0:54:32.949846 2021-04-15 09:58:10,936 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 09:58:13,002 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.50ms, fps=1239 images/s, loss=1.0044, top1-acc=70.04%, top5-acc=93.75%, remaining_time=0:00:38.419602, arrival_time=2021-04-15 09:58:51.421864, cost_time=0:00:02.065566 2021-04-15 09:58:14,910 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.9566, top1-acc=71.41%, top5-acc=94.16%, remaining_time=0:00:34.971376, arrival_time=2021-04-15 09:58:49.882014, cost_time=0:00:03.974015 2021-04-15 09:58:16,820 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.27ms, fps=1340 images/s, loss=0.9390, top1-acc=71.78%, top5-acc=94.57%, remaining_time=0:00:32.559738, arrival_time=2021-04-15 09:58:49.380659, cost_time=0:00:05.884298 2021-04-15 09:58:18,729 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.9368, top1-acc=71.80%, top5-acc=94.67%, remaining_time=0:00:30.391764, arrival_time=2021-04-15 09:58:49.121309, cost_time=0:00:07.792769 2021-04-15 09:58:20,639 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.9245, top1-acc=72.20%, top5-acc=94.75%, remaining_time=0:00:28.331154, arrival_time=2021-04-15 09:58:48.970220, cost_time=0:00:09.702443 2021-04-15 09:58:22,547 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.9282, top1-acc=72.14%, top5-acc=94.61%, remaining_time=0:00:26.317360, arrival_time=2021-04-15 09:58:48.864597, cost_time=0:00:11.610616 2021-04-15 09:58:24,461 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.24ms, fps=1338 images/s, loss=0.9341, top1-acc=71.99%, top5-acc=94.50%, remaining_time=0:00:24.343956, arrival_time=2021-04-15 09:58:48.804990, cost_time=0:00:13.524397 2021-04-15 09:58:26,370 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.9334, top1-acc=72.04%, top5-acc=94.45%, remaining_time=0:00:22.378372, arrival_time=2021-04-15 09:58:48.748359, cost_time=0:00:15.433367 2021-04-15 09:58:28,281 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.24ms, fps=1339 images/s, loss=0.9387, top1-acc=71.85%, top5-acc=94.34%, remaining_time=0:00:20.428638, arrival_time=2021-04-15 09:58:48.710402, cost_time=0:00:17.345069 2021-04-15 09:58:30,185 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.24ms, fps=1345 images/s, loss=0.9444, top1-acc=71.70%, top5-acc=94.24%, remaining_time=0:00:18.478944, arrival_time=2021-04-15 09:58:48.664505, cost_time=0:00:19.248943 2021-04-15 09:58:32,084 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.49ms, fps=1348 images/s, loss=0.9472, top1-acc=71.61%, top5-acc=94.19%, remaining_time=0:00:16.533844, arrival_time=2021-04-15 09:58:48.618404, cost_time=0:00:21.147929 2021-04-15 09:58:33,986 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.17ms, fps=1346 images/s, loss=0.9519, top1-acc=71.53%, top5-acc=94.15%, remaining_time=0:00:14.598232, arrival_time=2021-04-15 09:58:48.584631, cost_time=0:00:23.049783 2021-04-15 09:58:35,885 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9536, top1-acc=71.51%, top5-acc=94.12%, remaining_time=0:00:12.666126, arrival_time=2021-04-15 09:58:48.551133, cost_time=0:00:24.948383 2021-04-15 09:58:37,784 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.9540, top1-acc=71.46%, top5-acc=94.14%, remaining_time=0:00:10.739008, arrival_time=2021-04-15 09:58:48.523197, cost_time=0:00:26.847495 2021-04-15 09:58:39,684 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=0.9547, top1-acc=71.47%, top5-acc=94.16%, remaining_time=0:00:08.816084, arrival_time=2021-04-15 09:58:48.500826, cost_time=0:00:28.748121 2021-04-15 09:58:41,586 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.36ms, fps=1346 images/s, loss=0.9572, top1-acc=71.48%, top5-acc=94.10%, remaining_time=0:00:06.896232, arrival_time=2021-04-15 09:58:48.482785, cost_time=0:00:30.649934 2021-04-15 09:58:43,491 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.31ms, fps=1344 images/s, loss=0.9574, top1-acc=71.53%, top5-acc=94.11%, remaining_time=0:00:04.978922, arrival_time=2021-04-15 09:58:48.469977, cost_time=0:00:32.554423 2021-04-15 09:58:45,395 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.25ms, fps=1345 images/s, loss=0.9591, top1-acc=71.45%, top5-acc=94.10%, remaining_time=0:00:03.062976, arrival_time=2021-04-15 09:58:48.458113, cost_time=0:00:34.458505 2021-04-15 09:58:47,303 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.02ms, fps=1342 images/s, loss=0.9610, top1-acc=71.34%, top5-acc=94.07%, remaining_time=0:00:01.148430, arrival_time=2021-04-15 09:58:48.451997, cost_time=0:00:36.366963 2021-04-15 09:58:48,330 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.01ms, fps=1325 images/s, loss=0.9629, top1-acc=71.29%, top5-acc=94.04%, remaining_time=0:00:00, arrival_time=2021-04-15 09:58:48.330040, cost_time=0:00:37.393429 2021-04-15 09:58:49,032 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.20ms, fps=3655 images/s, loss=1.5868, top1-acc=57.15%, top5-acc=84.18%, remaining_time=0:00:02.101110, arrival_time=2021-04-15 09:58:51.133106, cost_time=0:00:00.700373 2021-04-15 09:58:49,621 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.93ms, fps=4344 images/s, loss=1.5914, top1-acc=56.95%, top5-acc=84.12%, remaining_time=0:00:01.290040, arrival_time=2021-04-15 09:58:50.911742, cost_time=0:00:01.290045 2021-04-15 09:58:50,211 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.17ms, fps=4347 images/s, loss=1.5888, top1-acc=56.74%, top5-acc=84.52%, remaining_time=0:00:00.626470, arrival_time=2021-04-15 09:58:50.837500, cost_time=0:00:01.879413 2021-04-15 09:58:50,751 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.06ms, fps=4296 images/s, loss=1.5855, top1-acc=56.66%, top5-acc=84.60%, remaining_time=0:00:00, arrival_time=2021-04-15 09:58:50.751389, cost_time=0:00:02.419795 2021-04-15 09:58:50,893 INFO : Epoch=0083 complete, best val top1-acc=60.26%, top5-acc=87.35% (epoch=81), remaining_time=1:17:50.002584, arrival_time=2021-04-15 11:16:40.895954, cost_time=0:55:12.907811 2021-04-15 09:58:50,894 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 09:58:53,012 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=2.18ms, fps=1209 images/s, loss=0.8705, top1-acc=73.67%, top5-acc=94.84%, remaining_time=0:00:39.380850, arrival_time=2021-04-15 09:59:32.392941, cost_time=0:00:02.117249 2021-04-15 09:58:54,910 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.8770, top1-acc=73.42%, top5-acc=94.73%, remaining_time=0:00:35.340624, arrival_time=2021-04-15 09:59:30.251377, cost_time=0:00:04.015974 2021-04-15 09:58:56,810 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.8738, top1-acc=73.55%, top5-acc=94.80%, remaining_time=0:00:32.731050, arrival_time=2021-04-15 09:59:29.541083, cost_time=0:00:05.915240 2021-04-15 09:58:58,712 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.20ms, fps=1346 images/s, loss=0.8905, top1-acc=73.22%, top5-acc=94.58%, remaining_time=0:00:30.488796, arrival_time=2021-04-15 09:59:29.201346, cost_time=0:00:07.817625 2021-04-15 09:59:00,614 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.35ms, fps=1347 images/s, loss=0.9025, top1-acc=73.06%, top5-acc=94.42%, remaining_time=0:00:28.380940, arrival_time=2021-04-15 09:59:28.995203, cost_time=0:00:09.719491 2021-04-15 09:59:02,518 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.29ms, fps=1345 images/s, loss=0.9066, top1-acc=72.96%, top5-acc=94.54%, remaining_time=0:00:26.346872, arrival_time=2021-04-15 09:59:28.865314, cost_time=0:00:11.623631 2021-04-15 09:59:04,425 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.9099, top1-acc=72.90%, top5-acc=94.48%, remaining_time=0:00:24.356052, arrival_time=2021-04-15 09:59:28.781951, cost_time=0:00:13.531125 2021-04-15 09:59:06,333 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.9127, top1-acc=72.77%, top5-acc=94.42%, remaining_time=0:00:22.385448, arrival_time=2021-04-15 09:59:28.718551, cost_time=0:00:15.438260 2021-04-15 09:59:08,233 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.23ms, fps=1347 images/s, loss=0.9178, top1-acc=72.63%, top5-acc=94.41%, remaining_time=0:00:20.421218, arrival_time=2021-04-15 09:59:28.654784, cost_time=0:00:17.338794 2021-04-15 09:59:10,133 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.9235, top1-acc=72.46%, top5-acc=94.37%, remaining_time=0:00:18.468960, arrival_time=2021-04-15 09:59:28.602261, cost_time=0:00:19.238532 2021-04-15 09:59:12,033 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.9291, top1-acc=72.30%, top5-acc=94.29%, remaining_time=0:00:16.526362, arrival_time=2021-04-15 09:59:28.559531, cost_time=0:00:21.138384 2021-04-15 09:59:13,932 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.37ms, fps=1348 images/s, loss=0.9278, top1-acc=72.25%, top5-acc=94.37%, remaining_time=0:00:14.590632, arrival_time=2021-04-15 09:59:28.523276, cost_time=0:00:23.037866 2021-04-15 09:59:15,832 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.9331, top1-acc=72.12%, top5-acc=94.28%, remaining_time=0:00:12.660450, arrival_time=2021-04-15 09:59:28.492596, cost_time=0:00:24.937191 2021-04-15 09:59:17,731 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.9331, top1-acc=72.12%, top5-acc=94.32%, remaining_time=0:00:10.734696, arrival_time=2021-04-15 09:59:28.466211, cost_time=0:00:26.836744 2021-04-15 09:59:19,630 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.9348, top1-acc=72.08%, top5-acc=94.30%, remaining_time=0:00:08.812174, arrival_time=2021-04-15 09:59:28.442269, cost_time=0:00:28.735324 2021-04-15 09:59:21,529 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.9371, top1-acc=71.99%, top5-acc=94.30%, remaining_time=0:00:06.892848, arrival_time=2021-04-15 09:59:28.422542, cost_time=0:00:30.634917 2021-04-15 09:59:23,431 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.9411, top1-acc=71.92%, top5-acc=94.23%, remaining_time=0:00:04.976140, arrival_time=2021-04-15 09:59:28.407198, cost_time=0:00:32.536291 2021-04-15 09:59:25,334 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.20ms, fps=1345 images/s, loss=0.9484, top1-acc=71.76%, top5-acc=94.13%, remaining_time=0:00:03.061312, arrival_time=2021-04-15 09:59:28.395751, cost_time=0:00:34.439674 2021-04-15 09:59:27,233 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.9521, top1-acc=71.67%, top5-acc=94.07%, remaining_time=0:00:01.147530, arrival_time=2021-04-15 09:59:28.380687, cost_time=0:00:36.338401 2021-04-15 09:59:28,252 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.03ms, fps=1335 images/s, loss=0.9526, top1-acc=71.64%, top5-acc=94.07%, remaining_time=0:00:00, arrival_time=2021-04-15 09:59:28.252551, cost_time=0:00:37.357784 2021-04-15 09:59:28,951 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.39ms, fps=3670 images/s, loss=1.5657, top1-acc=57.54%, top5-acc=84.80%, remaining_time=0:00:02.092830, arrival_time=2021-04-15 09:59:31.044540, cost_time=0:00:00.697611 2021-04-15 09:59:29,539 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.42ms, fps=4355 images/s, loss=1.5283, top1-acc=58.61%, top5-acc=85.62%, remaining_time=0:00:01.285740, arrival_time=2021-04-15 09:59:30.825588, cost_time=0:00:01.285735 2021-04-15 09:59:30,134 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.25ms, fps=4312 images/s, loss=1.5232, top1-acc=58.33%, top5-acc=85.98%, remaining_time=0:00:00.626580, arrival_time=2021-04-15 09:59:30.760499, cost_time=0:00:01.879747 2021-04-15 09:59:30,676 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.06ms, fps=4283 images/s, loss=1.5425, top1-acc=57.97%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-15 09:59:30.676081, cost_time=0:00:02.421983 2021-04-15 09:59:30,803 INFO : Epoch=0084 complete, best val top1-acc=60.26%, top5-acc=87.35% (epoch=81), remaining_time=1:17:10.081420, arrival_time=2021-04-15 11:16:40.884564, cost_time=0:55:52.817590 2021-04-15 09:59:30,804 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 09:59:32,873 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.18ms, fps=1238 images/s, loss=0.9523, top1-acc=71.33%, top5-acc=94.49%, remaining_time=0:00:38.475402, arrival_time=2021-04-15 10:00:11.348633, cost_time=0:00:02.068574 2021-04-15 09:59:34,772 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9482, top1-acc=71.35%, top5-acc=94.75%, remaining_time=0:00:34.915056, arrival_time=2021-04-15 10:00:09.687194, cost_time=0:00:03.967625 2021-04-15 09:59:36,670 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9332, top1-acc=71.90%, top5-acc=94.66%, remaining_time=0:00:32.455822, arrival_time=2021-04-15 10:00:09.125836, cost_time=0:00:05.865497 2021-04-15 09:59:38,567 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9221, top1-acc=72.38%, top5-acc=94.73%, remaining_time=0:00:30.275544, arrival_time=2021-04-15 10:00:08.843016, cost_time=0:00:07.762946 2021-04-15 09:59:40,465 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9251, top1-acc=72.31%, top5-acc=94.60%, remaining_time=0:00:28.210558, arrival_time=2021-04-15 10:00:08.676310, cost_time=0:00:09.661147 2021-04-15 09:59:42,363 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9276, top1-acc=72.43%, top5-acc=94.57%, remaining_time=0:00:26.200400, arrival_time=2021-04-15 10:00:08.563937, cost_time=0:00:11.559021 2021-04-15 09:59:44,262 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9305, top1-acc=72.28%, top5-acc=94.46%, remaining_time=0:00:24.223500, arrival_time=2021-04-15 10:00:08.485546, cost_time=0:00:13.457528 2021-04-15 09:59:46,161 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.36ms, fps=1348 images/s, loss=0.9334, top1-acc=72.10%, top5-acc=94.46%, remaining_time=0:00:22.267360, arrival_time=2021-04-15 10:00:08.428710, cost_time=0:00:15.356824 2021-04-15 09:59:48,059 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9360, top1-acc=72.03%, top5-acc=94.41%, remaining_time=0:00:20.322426, arrival_time=2021-04-15 10:00:08.381809, cost_time=0:00:17.254872 2021-04-15 09:59:49,959 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.9378, top1-acc=71.90%, top5-acc=94.43%, remaining_time=0:00:18.388800, arrival_time=2021-04-15 10:00:08.348342, cost_time=0:00:19.155027 2021-04-15 09:59:51,859 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.9371, top1-acc=71.96%, top5-acc=94.38%, remaining_time=0:00:16.460744, arrival_time=2021-04-15 10:00:08.319736, cost_time=0:00:21.054408 2021-04-15 09:59:53,756 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9355, top1-acc=72.03%, top5-acc=94.39%, remaining_time=0:00:14.536368, arrival_time=2021-04-15 10:00:08.292990, cost_time=0:00:22.952111 2021-04-15 09:59:55,656 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.9394, top1-acc=71.87%, top5-acc=94.30%, remaining_time=0:00:12.617088, arrival_time=2021-04-15 10:00:08.273434, cost_time=0:00:24.851831 2021-04-15 09:59:57,555 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.9439, top1-acc=71.73%, top5-acc=94.30%, remaining_time=0:00:10.700256, arrival_time=2021-04-15 10:00:08.255443, cost_time=0:00:26.750656 2021-04-15 09:59:59,453 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.9499, top1-acc=71.57%, top5-acc=94.20%, remaining_time=0:00:08.785678, arrival_time=2021-04-15 10:00:08.239136, cost_time=0:00:28.648940 2021-04-15 10:00:01,351 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9501, top1-acc=71.54%, top5-acc=94.17%, remaining_time=0:00:06.873012, arrival_time=2021-04-15 10:00:08.224313, cost_time=0:00:30.546787 2021-04-15 10:00:03,257 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.9526, top1-acc=71.45%, top5-acc=94.12%, remaining_time=0:00:04.963348, arrival_time=2021-04-15 10:00:08.220491, cost_time=0:00:32.452630 2021-04-15 10:00:05,154 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9549, top1-acc=71.40%, top5-acc=94.08%, remaining_time=0:00:03.053360, arrival_time=2021-04-15 10:00:08.208240, cost_time=0:00:34.350360 2021-04-15 10:00:07,054 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.63ms, fps=1348 images/s, loss=0.9563, top1-acc=71.42%, top5-acc=94.07%, remaining_time=0:00:01.144728, arrival_time=2021-04-15 10:00:08.198976, cost_time=0:00:36.249689 2021-04-15 10:00:08,073 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.9576, top1-acc=71.37%, top5-acc=94.04%, remaining_time=0:00:00, arrival_time=2021-04-15 10:00:08.073387, cost_time=0:00:37.268882 2021-04-15 10:00:08,807 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.17ms, fps=3493 images/s, loss=1.3578, top1-acc=62.11%, top5-acc=88.12%, remaining_time=0:00:02.198460, arrival_time=2021-04-15 10:00:11.006260, cost_time=0:00:00.732824 2021-04-15 10:00:09,393 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.13ms, fps=4371 images/s, loss=1.3703, top1-acc=62.34%, top5-acc=87.75%, remaining_time=0:00:01.318840, arrival_time=2021-04-15 10:00:10.712637, cost_time=0:00:01.318844 2021-04-15 10:00:09,983 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.36ms, fps=4345 images/s, loss=1.3921, top1-acc=61.81%, top5-acc=87.62%, remaining_time=0:00:00.636120, arrival_time=2021-04-15 10:00:10.619451, cost_time=0:00:01.908361 2021-04-15 10:00:10,527 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.05ms, fps=4265 images/s, loss=1.4005, top1-acc=61.47%, top5-acc=87.65%, remaining_time=0:00:00, arrival_time=2021-04-15 10:00:10.527640, cost_time=0:00:02.452682 2021-04-15 10:00:10,766 INFO : Epoch=0085 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:16:30.232820, arrival_time=2021-04-15 11:16:40.999133, cost_time=0:56:32.780757 2021-04-15 10:00:10,767 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 10:00:12,856 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.41ms, fps=1226 images/s, loss=0.9381, top1-acc=71.87%, top5-acc=93.79%, remaining_time=0:00:38.847030, arrival_time=2021-04-15 10:00:51.703291, cost_time=0:00:02.088550 2021-04-15 10:00:14,765 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.9017, top1-acc=72.54%, top5-acc=94.67%, remaining_time=0:00:35.179232, arrival_time=2021-04-15 10:00:49.944601, cost_time=0:00:03.997646 2021-04-15 10:00:16,673 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8878, top1-acc=73.26%, top5-acc=94.70%, remaining_time=0:00:32.677266, arrival_time=2021-04-15 10:00:49.350420, cost_time=0:00:05.905520 2021-04-15 10:00:18,580 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.8882, top1-acc=73.48%, top5-acc=94.73%, remaining_time=0:00:30.470076, arrival_time=2021-04-15 10:00:49.050558, cost_time=0:00:07.812841 2021-04-15 10:00:20,488 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.8858, top1-acc=73.62%, top5-acc=94.77%, remaining_time=0:00:28.386050, arrival_time=2021-04-15 10:00:48.874953, cost_time=0:00:09.721258 2021-04-15 10:00:22,397 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.8955, top1-acc=73.15%, top5-acc=94.73%, remaining_time=0:00:26.360336, arrival_time=2021-04-15 10:00:48.757616, cost_time=0:00:11.629580 2021-04-15 10:00:24,297 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.9039, top1-acc=72.90%, top5-acc=94.61%, remaining_time=0:00:24.353028, arrival_time=2021-04-15 10:00:48.650121, cost_time=0:00:13.529466 2021-04-15 10:00:26,194 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9040, top1-acc=72.91%, top5-acc=94.60%, remaining_time=0:00:22.369208, arrival_time=2021-04-15 10:00:48.563855, cost_time=0:00:15.427017 2021-04-15 10:00:28,092 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9034, top1-acc=72.91%, top5-acc=94.62%, remaining_time=0:00:20.404364, arrival_time=2021-04-15 10:00:48.496497, cost_time=0:00:17.324491 2021-04-15 10:00:29,992 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=3.97ms, fps=1347 images/s, loss=0.9098, top1-acc=72.73%, top5-acc=94.56%, remaining_time=0:00:18.456096, arrival_time=2021-04-15 10:00:48.448855, cost_time=0:00:19.225132 2021-04-15 10:00:31,892 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9149, top1-acc=72.58%, top5-acc=94.54%, remaining_time=0:00:16.516042, arrival_time=2021-04-15 10:00:48.408861, cost_time=0:00:21.125194 2021-04-15 10:00:33,792 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.9197, top1-acc=72.40%, top5-acc=94.51%, remaining_time=0:00:14.582424, arrival_time=2021-04-15 10:00:48.375006, cost_time=0:00:23.024876 2021-04-15 10:00:35,690 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9196, top1-acc=72.40%, top5-acc=94.54%, remaining_time=0:00:12.652926, arrival_time=2021-04-15 10:00:48.342977, cost_time=0:00:24.922422 2021-04-15 10:00:37,587 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.9235, top1-acc=72.29%, top5-acc=94.49%, remaining_time=0:00:10.727808, arrival_time=2021-04-15 10:00:48.314952, cost_time=0:00:26.819512 2021-04-15 10:00:39,485 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.9295, top1-acc=72.14%, top5-acc=94.46%, remaining_time=0:00:08.806700, arrival_time=2021-04-15 10:00:48.291809, cost_time=0:00:28.717468 2021-04-15 10:00:41,382 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9352, top1-acc=71.97%, top5-acc=94.39%, remaining_time=0:00:06.888420, arrival_time=2021-04-15 10:00:48.271303, cost_time=0:00:30.615250 2021-04-15 10:00:43,279 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.9390, top1-acc=71.88%, top5-acc=94.32%, remaining_time=0:00:04.972422, arrival_time=2021-04-15 10:00:48.252114, cost_time=0:00:32.512063 2021-04-15 10:00:45,177 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.9417, top1-acc=71.83%, top5-acc=94.25%, remaining_time=0:00:03.058656, arrival_time=2021-04-15 10:00:48.236093, cost_time=0:00:34.409809 2021-04-15 10:00:47,075 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.9420, top1-acc=71.81%, top5-acc=94.27%, remaining_time=0:00:01.146564, arrival_time=2021-04-15 10:00:48.222065, cost_time=0:00:36.307886 2021-04-15 10:00:48,094 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.9435, top1-acc=71.80%, top5-acc=94.25%, remaining_time=0:00:00, arrival_time=2021-04-15 10:00:48.094849, cost_time=0:00:37.327233 2021-04-15 10:00:48,798 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.27ms, fps=3646 images/s, loss=1.4586, top1-acc=61.05%, top5-acc=85.43%, remaining_time=0:00:02.106150, arrival_time=2021-04-15 10:00:50.904644, cost_time=0:00:00.702047 2021-04-15 10:00:49,384 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.25ms, fps=4376 images/s, loss=1.4274, top1-acc=61.58%, top5-acc=86.39%, remaining_time=0:00:01.287600, arrival_time=2021-04-15 10:00:50.671565, cost_time=0:00:01.287605 2021-04-15 10:00:49,970 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.27ms, fps=4366 images/s, loss=1.4192, top1-acc=61.17%, top5-acc=86.85%, remaining_time=0:00:00.624760, arrival_time=2021-04-15 10:00:50.595407, cost_time=0:00:01.874295 2021-04-15 10:00:50,507 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.4397, top1-acc=61.12%, top5-acc=86.97%, remaining_time=0:00:00, arrival_time=2021-04-15 10:00:50.507799, cost_time=0:00:02.411449 2021-04-15 10:00:50,662 INFO : Epoch=0086 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:15:50.292444, arrival_time=2021-04-15 11:16:40.954790, cost_time=0:57:12.676799 2021-04-15 10:00:50,663 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 10:00:52,702 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.16ms, fps=1256 images/s, loss=0.8898, top1-acc=73.12%, top5-acc=94.77%, remaining_time=0:00:37.924284, arrival_time=2021-04-15 10:01:30.626894, cost_time=0:00:02.038938 2021-04-15 10:00:54,603 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.8925, top1-acc=72.87%, top5-acc=94.71%, remaining_time=0:00:34.672000, arrival_time=2021-04-15 10:01:29.275750, cost_time=0:00:03.939994 2021-04-15 10:00:56,501 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.9001, top1-acc=72.67%, top5-acc=94.88%, remaining_time=0:00:32.299782, arrival_time=2021-04-15 10:01:28.800769, cost_time=0:00:05.837306 2021-04-15 10:00:58,398 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9111, top1-acc=72.56%, top5-acc=94.71%, remaining_time=0:00:30.166656, arrival_time=2021-04-15 10:01:28.565375, cost_time=0:00:07.735037 2021-04-15 10:01:00,299 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.9059, top1-acc=72.83%, top5-acc=94.80%, remaining_time=0:00:28.136974, arrival_time=2021-04-15 10:01:28.436648, cost_time=0:00:09.635973 2021-04-15 10:01:02,199 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.9053, top1-acc=72.77%, top5-acc=94.80%, remaining_time=0:00:26.147360, arrival_time=2021-04-15 10:01:28.346732, cost_time=0:00:11.535608 2021-04-15 10:01:04,096 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.9023, top1-acc=72.94%, top5-acc=94.84%, remaining_time=0:00:24.179652, arrival_time=2021-04-15 10:01:28.276434, cost_time=0:00:13.433109 2021-04-15 10:01:05,994 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.9048, top1-acc=72.87%, top5-acc=94.76%, remaining_time=0:00:22.229776, arrival_time=2021-04-15 10:01:28.224346, cost_time=0:00:15.330896 2021-04-15 10:01:07,892 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9086, top1-acc=72.75%, top5-acc=94.67%, remaining_time=0:00:20.291792, arrival_time=2021-04-15 10:01:28.184342, cost_time=0:00:17.228860 2021-04-15 10:01:09,795 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.14ms, fps=1346 images/s, loss=0.9130, top1-acc=72.70%, top5-acc=94.54%, remaining_time=0:00:18.366048, arrival_time=2021-04-15 10:01:28.161118, cost_time=0:00:19.131316 2021-04-15 10:01:11,693 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9175, top1-acc=72.58%, top5-acc=94.55%, remaining_time=0:00:16.441308, arrival_time=2021-04-15 10:01:28.134571, cost_time=0:00:21.029585 2021-04-15 10:01:13,591 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=0.9231, top1-acc=72.42%, top5-acc=94.46%, remaining_time=0:00:14.520712, arrival_time=2021-04-15 10:01:28.111845, cost_time=0:00:22.927432 2021-04-15 10:01:15,491 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.44ms, fps=1347 images/s, loss=0.9219, top1-acc=72.44%, top5-acc=94.50%, remaining_time=0:00:12.604878, arrival_time=2021-04-15 10:01:28.096424, cost_time=0:00:24.827788 2021-04-15 10:01:17,388 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.9220, top1-acc=72.54%, top5-acc=94.49%, remaining_time=0:00:10.689952, arrival_time=2021-04-15 10:01:28.078449, cost_time=0:00:26.724811 2021-04-15 10:01:19,286 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9243, top1-acc=72.47%, top5-acc=94.46%, remaining_time=0:00:08.777720, arrival_time=2021-04-15 10:01:28.064457, cost_time=0:00:28.623048 2021-04-15 10:01:21,186 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.9268, top1-acc=72.36%, top5-acc=94.41%, remaining_time=0:00:06.867504, arrival_time=2021-04-15 10:01:28.053434, cost_time=0:00:30.522185 2021-04-15 10:01:23,083 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.9323, top1-acc=72.19%, top5-acc=94.34%, remaining_time=0:00:04.958278, arrival_time=2021-04-15 10:01:28.041502, cost_time=0:00:32.419550 2021-04-15 10:01:24,980 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9354, top1-acc=72.12%, top5-acc=94.29%, remaining_time=0:00:03.050400, arrival_time=2021-04-15 10:01:28.031156, cost_time=0:00:34.317080 2021-04-15 10:01:26,879 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.9364, top1-acc=72.06%, top5-acc=94.27%, remaining_time=0:00:01.143666, arrival_time=2021-04-15 10:01:28.023491, cost_time=0:00:36.216151 2021-04-15 10:01:27,899 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.00ms, fps=1334 images/s, loss=0.9384, top1-acc=71.99%, top5-acc=94.26%, remaining_time=0:00:00, arrival_time=2021-04-15 10:01:27.899341, cost_time=0:00:37.235673 2021-04-15 10:01:28,611 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.19ms, fps=3601 images/s, loss=1.4483, top1-acc=59.65%, top5-acc=86.80%, remaining_time=0:00:02.132580, arrival_time=2021-04-15 10:01:30.744415, cost_time=0:00:00.710859 2021-04-15 10:01:29,196 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.11ms, fps=4380 images/s, loss=1.4627, top1-acc=59.57%, top5-acc=87.07%, remaining_time=0:00:01.295900, arrival_time=2021-04-15 10:01:30.492689, cost_time=0:00:01.295895 2021-04-15 10:01:29,783 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.19ms, fps=4366 images/s, loss=1.4320, top1-acc=60.61%, top5-acc=87.49%, remaining_time=0:00:00.627500, arrival_time=2021-04-15 10:01:30.410916, cost_time=0:00:01.882512 2021-04-15 10:01:30,321 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.05ms, fps=4318 images/s, loss=1.4530, top1-acc=60.15%, top5-acc=87.54%, remaining_time=0:00:00, arrival_time=2021-04-15 10:01:30.321007, cost_time=0:00:02.420119 2021-04-15 10:01:30,464 INFO : Epoch=0087 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:15:10.231376, arrival_time=2021-04-15 11:16:40.695916, cost_time=0:57:52.478982 2021-04-15 10:01:30,465 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 10:01:32,511 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.11ms, fps=1252 images/s, loss=0.8932, top1-acc=73.44%, top5-acc=94.96%, remaining_time=0:00:38.040720, arrival_time=2021-04-15 10:02:10.551797, cost_time=0:00:02.045202 2021-04-15 10:01:34,407 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.9008, top1-acc=73.28%, top5-acc=94.80%, remaining_time=0:00:34.690304, arrival_time=2021-04-15 10:02:09.098249, cost_time=0:00:03.942070 2021-04-15 10:01:36,312 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.42ms, fps=1345 images/s, loss=0.9059, top1-acc=72.77%, top5-acc=94.95%, remaining_time=0:00:32.350246, arrival_time=2021-04-15 10:02:08.662621, cost_time=0:00:05.846423 2021-04-15 10:01:38,209 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.8982, top1-acc=72.90%, top5-acc=95.17%, remaining_time=0:00:30.200664, arrival_time=2021-04-15 10:02:08.410318, cost_time=0:00:07.743777 2021-04-15 10:01:40,107 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.8997, top1-acc=72.83%, top5-acc=95.07%, remaining_time=0:00:28.153034, arrival_time=2021-04-15 10:02:08.260360, cost_time=0:00:09.641447 2021-04-15 10:01:42,004 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.9073, top1-acc=72.55%, top5-acc=94.93%, remaining_time=0:00:26.154432, arrival_time=2021-04-15 10:02:08.159023, cost_time=0:00:11.538707 2021-04-15 10:01:43,908 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.18ms, fps=1345 images/s, loss=0.9044, top1-acc=72.67%, top5-acc=94.89%, remaining_time=0:00:24.196284, arrival_time=2021-04-15 10:02:08.104634, cost_time=0:00:13.442399 2021-04-15 10:01:45,805 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.9058, top1-acc=72.71%, top5-acc=94.88%, remaining_time=0:00:22.242072, arrival_time=2021-04-15 10:02:08.047283, cost_time=0:00:15.339332 2021-04-15 10:01:47,703 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9105, top1-acc=72.65%, top5-acc=94.77%, remaining_time=0:00:20.301544, arrival_time=2021-04-15 10:02:08.004577, cost_time=0:00:17.237138 2021-04-15 10:01:49,600 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9105, top1-acc=72.54%, top5-acc=94.79%, remaining_time=0:00:18.369408, arrival_time=2021-04-15 10:02:07.970070, cost_time=0:00:19.134785 2021-04-15 10:01:51,498 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9125, top1-acc=72.55%, top5-acc=94.68%, remaining_time=0:00:16.443802, arrival_time=2021-04-15 10:02:07.942572, cost_time=0:00:21.032818 2021-04-15 10:01:53,395 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.9135, top1-acc=72.44%, top5-acc=94.70%, remaining_time=0:00:14.522308, arrival_time=2021-04-15 10:02:07.918114, cost_time=0:00:22.929928 2021-04-15 10:01:55,292 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.9155, top1-acc=72.42%, top5-acc=94.61%, remaining_time=0:00:12.604416, arrival_time=2021-04-15 10:02:07.897184, cost_time=0:00:24.826818 2021-04-15 10:01:57,191 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9196, top1-acc=72.26%, top5-acc=94.60%, remaining_time=0:00:10.690064, arrival_time=2021-04-15 10:02:07.881143, cost_time=0:00:26.725202 2021-04-15 10:01:59,088 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9220, top1-acc=72.23%, top5-acc=94.51%, remaining_time=0:00:08.777628, arrival_time=2021-04-15 10:02:07.866257, cost_time=0:00:28.622751 2021-04-15 10:02:00,987 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.9249, top1-acc=72.18%, top5-acc=94.47%, remaining_time=0:00:06.867396, arrival_time=2021-04-15 10:02:07.855113, cost_time=0:00:30.521766 2021-04-15 10:02:02,885 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9249, top1-acc=72.17%, top5-acc=94.47%, remaining_time=0:00:04.958278, arrival_time=2021-04-15 10:02:07.843676, cost_time=0:00:32.419518 2021-04-15 10:02:04,783 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9263, top1-acc=72.12%, top5-acc=94.46%, remaining_time=0:00:03.050416, arrival_time=2021-04-15 10:02:07.833386, cost_time=0:00:34.317092 2021-04-15 10:02:06,684 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=0.99ms, fps=1347 images/s, loss=0.9272, top1-acc=72.11%, top5-acc=94.44%, remaining_time=0:00:01.143732, arrival_time=2021-04-15 10:02:07.827758, cost_time=0:00:36.218153 2021-04-15 10:02:07,703 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.9345, top1-acc=72.01%, top5-acc=94.37%, remaining_time=0:00:00, arrival_time=2021-04-15 10:02:07.703074, cost_time=0:00:37.237205 2021-04-15 10:02:08,407 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.26ms, fps=3644 images/s, loss=1.4610, top1-acc=58.52%, top5-acc=86.95%, remaining_time=0:00:02.107290, arrival_time=2021-04-15 10:02:10.514368, cost_time=0:00:00.702434 2021-04-15 10:02:08,993 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.12ms, fps=4369 images/s, loss=1.5192, top1-acc=57.79%, top5-acc=86.27%, remaining_time=0:00:01.288660, arrival_time=2021-04-15 10:02:10.281960, cost_time=0:00:01.288662 2021-04-15 10:02:09,579 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.28ms, fps=4371 images/s, loss=1.5037, top1-acc=58.31%, top5-acc=86.30%, remaining_time=0:00:00.624880, arrival_time=2021-04-15 10:02:10.204163, cost_time=0:00:01.874648 2021-04-15 10:02:10,116 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.5126, top1-acc=58.12%, top5-acc=86.30%, remaining_time=0:00:00, arrival_time=2021-04-15 10:02:10.116237, cost_time=0:00:02.411615 2021-04-15 10:02:10,248 INFO : Epoch=0088 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:14:30.152288, arrival_time=2021-04-15 11:16:40.400367, cost_time=0:58:32.262540 2021-04-15 10:02:10,249 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 10:02:12,335 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.26ms, fps=1227 images/s, loss=0.9398, top1-acc=71.60%, top5-acc=94.92%, remaining_time=0:00:38.806482, arrival_time=2021-04-15 10:02:51.142153, cost_time=0:00:02.086372 2021-04-15 10:02:14,233 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.9401, top1-acc=72.27%, top5-acc=94.75%, remaining_time=0:00:35.059728, arrival_time=2021-04-15 10:02:49.293083, cost_time=0:00:03.984059 2021-04-15 10:02:16,133 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.32ms, fps=1347 images/s, loss=0.9271, top1-acc=72.59%, top5-acc=94.77%, remaining_time=0:00:32.560070, arrival_time=2021-04-15 10:02:48.693789, cost_time=0:00:05.884342 2021-04-15 10:02:18,036 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.18ms, fps=1346 images/s, loss=0.9123, top1-acc=73.07%, top5-acc=94.86%, remaining_time=0:00:30.368364, arrival_time=2021-04-15 10:02:48.404525, cost_time=0:00:07.786779 2021-04-15 10:02:19,933 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.9147, top1-acc=72.90%, top5-acc=94.79%, remaining_time=0:00:28.279032, arrival_time=2021-04-15 10:02:48.212903, cost_time=0:00:09.684576 2021-04-15 10:02:21,831 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.9162, top1-acc=72.81%, top5-acc=94.80%, remaining_time=0:00:26.253576, arrival_time=2021-04-15 10:02:48.085356, cost_time=0:00:11.582484 2021-04-15 10:02:23,729 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.9112, top1-acc=72.96%, top5-acc=94.84%, remaining_time=0:00:24.265080, arrival_time=2021-04-15 10:02:47.994985, cost_time=0:00:13.480597 2021-04-15 10:02:25,629 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.9118, top1-acc=72.88%, top5-acc=94.82%, remaining_time=0:00:22.301000, arrival_time=2021-04-15 10:02:47.930396, cost_time=0:00:15.380026 2021-04-15 10:02:27,527 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.9149, top1-acc=72.81%, top5-acc=94.77%, remaining_time=0:00:20.349350, arrival_time=2021-04-15 10:02:47.876355, cost_time=0:00:17.277707 2021-04-15 10:02:29,424 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9140, top1-acc=72.87%, top5-acc=94.73%, remaining_time=0:00:18.408000, arrival_time=2021-04-15 10:02:47.832345, cost_time=0:00:19.175048 2021-04-15 10:02:31,322 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.9149, top1-acc=72.88%, top5-acc=94.73%, remaining_time=0:00:16.475450, arrival_time=2021-04-15 10:02:47.797965, cost_time=0:00:21.073202 2021-04-15 10:02:33,220 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.9182, top1-acc=72.81%, top5-acc=94.67%, remaining_time=0:00:14.548452, arrival_time=2021-04-15 10:02:47.769024, cost_time=0:00:22.971264 2021-04-15 10:02:35,118 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.9188, top1-acc=72.69%, top5-acc=94.69%, remaining_time=0:00:12.625668, arrival_time=2021-04-15 10:02:47.743710, cost_time=0:00:24.868745 2021-04-15 10:02:37,017 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.9172, top1-acc=72.69%, top5-acc=94.74%, remaining_time=0:00:10.707144, arrival_time=2021-04-15 10:02:47.724368, cost_time=0:00:26.767851 2021-04-15 10:02:38,914 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9165, top1-acc=72.73%, top5-acc=94.71%, remaining_time=0:00:08.790692, arrival_time=2021-04-15 10:02:47.705361, cost_time=0:00:28.665372 2021-04-15 10:02:40,813 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.41ms, fps=1349 images/s, loss=0.9154, top1-acc=72.80%, top5-acc=94.72%, remaining_time=0:00:06.876864, arrival_time=2021-04-15 10:02:47.689978, cost_time=0:00:30.563800 2021-04-15 10:02:42,710 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.9154, top1-acc=72.76%, top5-acc=94.75%, remaining_time=0:00:04.964622, arrival_time=2021-04-15 10:02:47.674913, cost_time=0:00:32.460988 2021-04-15 10:02:44,608 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.9179, top1-acc=72.69%, top5-acc=94.70%, remaining_time=0:00:03.054128, arrival_time=2021-04-15 10:02:47.662380, cost_time=0:00:34.358951 2021-04-15 10:02:46,506 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.9215, top1-acc=72.61%, top5-acc=94.65%, remaining_time=0:00:01.144962, arrival_time=2021-04-15 10:02:47.651434, cost_time=0:00:36.257189 2021-04-15 10:02:47,525 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.9234, top1-acc=72.56%, top5-acc=94.60%, remaining_time=0:00:00, arrival_time=2021-04-15 10:02:47.525597, cost_time=0:00:37.276310 2021-04-15 10:02:48,235 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.16ms, fps=3613 images/s, loss=1.4738, top1-acc=59.96%, top5-acc=86.09%, remaining_time=0:00:02.125410, arrival_time=2021-04-15 10:02:50.361110, cost_time=0:00:00.708472 2021-04-15 10:02:48,833 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.24ms, fps=4286 images/s, loss=1.4510, top1-acc=60.51%, top5-acc=86.87%, remaining_time=0:00:01.306100, arrival_time=2021-04-15 10:02:50.139405, cost_time=0:00:01.306096 2021-04-15 10:02:49,422 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.17ms, fps=4347 images/s, loss=1.4415, top1-acc=60.57%, top5-acc=87.34%, remaining_time=0:00:00.631780, arrival_time=2021-04-15 10:02:50.054489, cost_time=0:00:01.895347 2021-04-15 10:02:49,963 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=4294 images/s, loss=1.4486, top1-acc=60.48%, top5-acc=87.36%, remaining_time=0:00:00, arrival_time=2021-04-15 10:02:49.963438, cost_time=0:00:02.436234 2021-04-15 10:02:50,102 INFO : Epoch=0089 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:13:50.167842, arrival_time=2021-04-15 11:16:40.269941, cost_time=0:59:12.116556 2021-04-15 10:02:50,103 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 10:02:52,178 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.46ms, fps=1234 images/s, loss=0.9005, top1-acc=72.15%, top5-acc=95.04%, remaining_time=0:00:38.582910, arrival_time=2021-04-15 10:03:30.760789, cost_time=0:00:02.074346 2021-04-15 10:02:54,095 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.41ms, fps=1336 images/s, loss=0.9053, top1-acc=72.48%, top5-acc=94.71%, remaining_time=0:00:35.125904, arrival_time=2021-04-15 10:03:29.220964, cost_time=0:00:03.991575 2021-04-15 10:02:56,014 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.18ms, fps=1334 images/s, loss=0.9101, top1-acc=72.75%, top5-acc=94.78%, remaining_time=0:00:32.705486, arrival_time=2021-04-15 10:03:28.719542, cost_time=0:00:05.910631 2021-04-15 10:02:57,923 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.9048, top1-acc=72.78%, top5-acc=94.83%, remaining_time=0:00:30.498000, arrival_time=2021-04-15 10:03:28.421479, cost_time=0:00:07.819982 2021-04-15 10:02:59,831 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.9055, top1-acc=73.02%, top5-acc=94.72%, remaining_time=0:00:28.404592, arrival_time=2021-04-15 10:03:28.235616, cost_time=0:00:09.727602 2021-04-15 10:03:01,738 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.9055, top1-acc=73.07%, top5-acc=94.72%, remaining_time=0:00:26.372440, arrival_time=2021-04-15 10:03:28.110825, cost_time=0:00:11.634925 2021-04-15 10:03:03,647 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=0.9040, top1-acc=73.11%, top5-acc=94.66%, remaining_time=0:00:24.379866, arrival_time=2021-04-15 10:03:28.027755, cost_time=0:00:13.544342 2021-04-15 10:03:05,555 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8993, top1-acc=73.22%, top5-acc=94.75%, remaining_time=0:00:22.405516, arrival_time=2021-04-15 10:03:27.961015, cost_time=0:00:15.452083 2021-04-15 10:03:07,462 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.8995, top1-acc=73.21%, top5-acc=94.70%, remaining_time=0:00:20.445492, arrival_time=2021-04-15 10:03:27.908301, cost_time=0:00:17.359394 2021-04-15 10:03:09,370 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.9021, top1-acc=73.05%, top5-acc=94.70%, remaining_time=0:00:18.496416, arrival_time=2021-04-15 10:03:27.866977, cost_time=0:00:19.267147 2021-04-15 10:03:11,280 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.9051, top1-acc=72.97%, top5-acc=94.58%, remaining_time=0:00:16.556376, arrival_time=2021-04-15 10:03:27.836677, cost_time=0:00:21.176807 2021-04-15 10:03:13,188 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.9060, top1-acc=72.93%, top5-acc=94.59%, remaining_time=0:00:14.620652, arrival_time=2021-04-15 10:03:27.809260, cost_time=0:00:23.085190 2021-04-15 10:03:15,096 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.9118, top1-acc=72.82%, top5-acc=94.53%, remaining_time=0:00:12.688962, arrival_time=2021-04-15 10:03:27.785791, cost_time=0:00:24.993405 2021-04-15 10:03:17,005 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.9150, top1-acc=72.74%, top5-acc=94.51%, remaining_time=0:00:10.760960, arrival_time=2021-04-15 10:03:27.766817, cost_time=0:00:26.902430 2021-04-15 10:03:18,914 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.9169, top1-acc=72.69%, top5-acc=94.52%, remaining_time=0:00:08.835266, arrival_time=2021-04-15 10:03:27.749379, cost_time=0:00:28.810695 2021-04-15 10:03:20,822 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.9163, top1-acc=72.68%, top5-acc=94.52%, remaining_time=0:00:06.911748, arrival_time=2021-04-15 10:03:27.734076, cost_time=0:00:30.718903 2021-04-15 10:03:22,731 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.9210, top1-acc=72.58%, top5-acc=94.46%, remaining_time=0:00:04.990102, arrival_time=2021-04-15 10:03:27.721226, cost_time=0:00:32.627622 2021-04-15 10:03:24,639 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.9256, top1-acc=72.47%, top5-acc=94.45%, remaining_time=0:00:03.069840, arrival_time=2021-04-15 10:03:27.709036, cost_time=0:00:34.535774 2021-04-15 10:03:26,551 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.26ms, fps=1339 images/s, loss=0.9280, top1-acc=72.39%, top5-acc=94.43%, remaining_time=0:00:01.150974, arrival_time=2021-04-15 10:03:27.701977, cost_time=0:00:36.447590 2021-04-15 10:03:27,577 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.98ms, fps=1326 images/s, loss=0.9298, top1-acc=72.36%, top5-acc=94.41%, remaining_time=0:00:00, arrival_time=2021-04-15 10:03:27.577192, cost_time=0:00:37.473791 2021-04-15 10:03:28,276 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.17ms, fps=3671 images/s, loss=1.5310, top1-acc=58.48%, top5-acc=86.09%, remaining_time=0:00:02.091900, arrival_time=2021-04-15 10:03:30.367968, cost_time=0:00:00.697303 2021-04-15 10:03:28,868 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.09ms, fps=4321 images/s, loss=1.4943, top1-acc=59.69%, top5-acc=86.52%, remaining_time=0:00:01.290120, arrival_time=2021-04-15 10:03:30.158997, cost_time=0:00:01.290124 2021-04-15 10:03:29,464 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.07ms, fps=4302 images/s, loss=1.4809, top1-acc=60.10%, top5-acc=86.64%, remaining_time=0:00:00.628520, arrival_time=2021-04-15 10:03:30.092816, cost_time=0:00:01.885546 2021-04-15 10:03:30,010 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=4247 images/s, loss=1.4984, top1-acc=60.43%, top5-acc=86.64%, remaining_time=0:00:00, arrival_time=2021-04-15 10:03:30.010874, cost_time=0:00:02.432131 2021-04-15 10:03:30,130 INFO : Epoch=0090 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:13:10.399640, arrival_time=2021-04-15 11:16:40.530349, cost_time=0:59:52.145165 2021-04-15 10:03:30,131 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 10:03:32,187 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.22ms, fps=1246 images/s, loss=0.8797, top1-acc=73.32%, top5-acc=95.39%, remaining_time=0:00:38.224674, arrival_time=2021-04-15 10:04:10.411771, cost_time=0:00:02.055086 2021-04-15 10:03:34,084 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.8730, top1-acc=73.79%, top5-acc=95.31%, remaining_time=0:00:34.785168, arrival_time=2021-04-15 10:04:08.869979, cost_time=0:00:03.952866 2021-04-15 10:03:35,982 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8615, top1-acc=74.21%, top5-acc=95.26%, remaining_time=0:00:32.375146, arrival_time=2021-04-15 10:04:08.358036, cost_time=0:00:05.850919 2021-04-15 10:03:37,891 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8550, top1-acc=74.35%, top5-acc=95.28%, remaining_time=0:00:30.261816, arrival_time=2021-04-15 10:04:08.153261, cost_time=0:00:07.759421 2021-04-15 10:03:39,789 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8589, top1-acc=74.34%, top5-acc=95.15%, remaining_time=0:00:28.199608, arrival_time=2021-04-15 10:04:07.988962, cost_time=0:00:09.657408 2021-04-15 10:03:41,686 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.8626, top1-acc=74.22%, top5-acc=95.14%, remaining_time=0:00:26.191016, arrival_time=2021-04-15 10:04:07.877831, cost_time=0:00:11.554861 2021-04-15 10:03:43,589 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.27ms, fps=1346 images/s, loss=0.8682, top1-acc=74.09%, top5-acc=95.08%, remaining_time=0:00:24.223500, arrival_time=2021-04-15 10:04:07.812962, cost_time=0:00:13.457519 2021-04-15 10:03:45,489 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=0.8675, top1-acc=74.03%, top5-acc=95.11%, remaining_time=0:00:22.267940, arrival_time=2021-04-15 10:04:07.757193, cost_time=0:00:15.357230 2021-04-15 10:03:47,387 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8714, top1-acc=73.96%, top5-acc=95.05%, remaining_time=0:00:20.322744, arrival_time=2021-04-15 10:04:07.709804, cost_time=0:00:17.255115 2021-04-15 10:03:49,284 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.8769, top1-acc=73.88%, top5-acc=95.02%, remaining_time=0:00:18.386688, arrival_time=2021-04-15 10:04:07.671454, cost_time=0:00:19.152823 2021-04-15 10:03:51,186 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.25ms, fps=1346 images/s, loss=0.8755, top1-acc=73.89%, top5-acc=95.05%, remaining_time=0:00:16.460744, arrival_time=2021-04-15 10:04:07.647153, cost_time=0:00:21.054457 2021-04-15 10:03:53,084 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=0.8834, top1-acc=73.72%, top5-acc=94.95%, remaining_time=0:00:14.536444, arrival_time=2021-04-15 10:04:07.620650, cost_time=0:00:22.952254 2021-04-15 10:03:54,982 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8894, top1-acc=73.58%, top5-acc=94.93%, remaining_time=0:00:12.616296, arrival_time=2021-04-15 10:04:07.598500, cost_time=0:00:24.850247 2021-04-15 10:03:56,881 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.8913, top1-acc=73.55%, top5-acc=94.89%, remaining_time=0:00:10.699752, arrival_time=2021-04-15 10:04:07.581104, cost_time=0:00:26.749320 2021-04-15 10:03:58,779 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.8949, top1-acc=73.40%, top5-acc=94.81%, remaining_time=0:00:08.785172, arrival_time=2021-04-15 10:04:07.564349, cost_time=0:00:28.647225 2021-04-15 10:04:00,677 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.8974, top1-acc=73.34%, top5-acc=94.76%, remaining_time=0:00:06.872796, arrival_time=2021-04-15 10:04:07.550510, cost_time=0:00:30.545704 2021-04-15 10:04:02,576 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.8993, top1-acc=73.27%, top5-acc=94.77%, remaining_time=0:00:04.962100, arrival_time=2021-04-15 10:04:07.538513, cost_time=0:00:32.444471 2021-04-15 10:04:04,474 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.9019, top1-acc=73.17%, top5-acc=94.72%, remaining_time=0:00:03.052656, arrival_time=2021-04-15 10:04:07.526970, cost_time=0:00:34.342367 2021-04-15 10:04:06,373 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.9032, top1-acc=73.13%, top5-acc=94.70%, remaining_time=0:00:01.144482, arrival_time=2021-04-15 10:04:07.518277, cost_time=0:00:36.241860 2021-04-15 10:04:07,393 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.99ms, fps=1334 images/s, loss=0.9047, top1-acc=73.06%, top5-acc=94.71%, remaining_time=0:00:00, arrival_time=2021-04-15 10:04:07.393395, cost_time=0:00:37.261458 2021-04-15 10:04:08,096 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.14ms, fps=3649 images/s, loss=1.4358, top1-acc=60.47%, top5-acc=87.11%, remaining_time=0:00:02.104920, arrival_time=2021-04-15 10:04:10.201489, cost_time=0:00:00.701639 2021-04-15 10:04:08,682 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.14ms, fps=4370 images/s, loss=1.4231, top1-acc=60.31%, top5-acc=87.66%, remaining_time=0:00:01.287780, arrival_time=2021-04-15 10:04:09.970470, cost_time=0:00:01.287775 2021-04-15 10:04:09,271 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.13ms, fps=4350 images/s, loss=1.4300, top1-acc=60.09%, top5-acc=87.50%, remaining_time=0:00:00.625540, arrival_time=2021-04-15 10:04:09.897079, cost_time=0:00:01.876606 2021-04-15 10:04:09,808 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.4221, top1-acc=60.46%, top5-acc=87.49%, remaining_time=0:00:00, arrival_time=2021-04-15 10:04:09.808138, cost_time=0:00:02.413229 2021-04-15 10:04:09,905 INFO : Epoch=0091 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:12:30.321999, arrival_time=2021-04-15 11:16:40.227699, cost_time=1:00:31.920158 2021-04-15 10:04:09,906 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 10:04:11,966 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.34ms, fps=1243 images/s, loss=0.8819, top1-acc=72.46%, top5-acc=95.16%, remaining_time=0:00:38.308374, arrival_time=2021-04-15 10:04:50.274940, cost_time=0:00:02.059591 2021-04-15 10:04:13,865 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8626, top1-acc=73.50%, top5-acc=95.35%, remaining_time=0:00:34.831456, arrival_time=2021-04-15 10:04:48.696471, cost_time=0:00:03.958118 2021-04-15 10:04:15,762 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8563, top1-acc=73.85%, top5-acc=95.03%, remaining_time=0:00:32.401706, arrival_time=2021-04-15 10:04:48.164328, cost_time=0:00:05.855724 2021-04-15 10:04:17,662 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.8497, top1-acc=74.11%, top5-acc=95.20%, remaining_time=0:00:30.246840, arrival_time=2021-04-15 10:04:47.909413, cost_time=0:00:07.755585 2021-04-15 10:04:19,560 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.8571, top1-acc=73.98%, top5-acc=95.15%, remaining_time=0:00:28.189388, arrival_time=2021-04-15 10:04:47.750174, cost_time=0:00:09.653890 2021-04-15 10:04:21,458 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8615, top1-acc=73.96%, top5-acc=95.01%, remaining_time=0:00:26.184080, arrival_time=2021-04-15 10:04:47.642796, cost_time=0:00:11.551820 2021-04-15 10:04:23,357 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.8621, top1-acc=74.00%, top5-acc=95.03%, remaining_time=0:00:24.211782, arrival_time=2021-04-15 10:04:47.569676, cost_time=0:00:13.450991 2021-04-15 10:04:25,258 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.84ms, fps=1348 images/s, loss=0.8602, top1-acc=74.09%, top5-acc=95.03%, remaining_time=0:00:22.259008, arrival_time=2021-04-15 10:04:47.517019, cost_time=0:00:15.351045 2021-04-15 10:04:27,156 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.8648, top1-acc=73.89%, top5-acc=95.03%, remaining_time=0:00:20.315854, arrival_time=2021-04-15 10:04:47.472020, cost_time=0:00:17.249269 2021-04-15 10:04:29,054 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.8746, top1-acc=73.61%, top5-acc=94.91%, remaining_time=0:00:18.381216, arrival_time=2021-04-15 10:04:47.435218, cost_time=0:00:19.147106 2021-04-15 10:04:30,952 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.8817, top1-acc=73.44%, top5-acc=94.85%, remaining_time=0:00:16.453950, arrival_time=2021-04-15 10:04:47.406592, cost_time=0:00:21.045728 2021-04-15 10:04:32,851 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.8850, top1-acc=73.36%, top5-acc=94.79%, remaining_time=0:00:14.531428, arrival_time=2021-04-15 10:04:47.382627, cost_time=0:00:22.944301 2021-04-15 10:04:34,749 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=0.8867, top1-acc=73.28%, top5-acc=94.79%, remaining_time=0:00:12.612402, arrival_time=2021-04-15 10:04:47.361903, cost_time=0:00:24.842596 2021-04-15 10:04:36,649 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.8871, top1-acc=73.29%, top5-acc=94.79%, remaining_time=0:00:10.696952, arrival_time=2021-04-15 10:04:47.346311, cost_time=0:00:26.742384 2021-04-15 10:04:38,546 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.8903, top1-acc=73.16%, top5-acc=94.76%, remaining_time=0:00:08.782780, arrival_time=2021-04-15 10:04:47.329246, cost_time=0:00:28.639570 2021-04-15 10:04:40,444 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.8952, top1-acc=73.03%, top5-acc=94.72%, remaining_time=0:00:06.870852, arrival_time=2021-04-15 10:04:47.314918, cost_time=0:00:30.537170 2021-04-15 10:04:42,342 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.8982, top1-acc=72.99%, top5-acc=94.70%, remaining_time=0:00:04.960774, arrival_time=2021-04-15 10:04:47.303565, cost_time=0:00:32.435885 2021-04-15 10:04:44,243 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.23ms, fps=1347 images/s, loss=0.9011, top1-acc=72.89%, top5-acc=94.65%, remaining_time=0:00:03.052176, arrival_time=2021-04-15 10:04:47.295969, cost_time=0:00:34.336895 2021-04-15 10:04:46,142 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.9015, top1-acc=72.91%, top5-acc=94.64%, remaining_time=0:00:01.144290, arrival_time=2021-04-15 10:04:47.287032, cost_time=0:00:36.235855 2021-04-15 10:04:47,164 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.98ms, fps=1332 images/s, loss=0.9023, top1-acc=72.89%, top5-acc=94.64%, remaining_time=0:00:00, arrival_time=2021-04-15 10:04:47.164273, cost_time=0:00:37.257384 2021-04-15 10:04:47,862 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.10ms, fps=3676 images/s, loss=1.5257, top1-acc=58.44%, top5-acc=85.78%, remaining_time=0:00:02.088960, arrival_time=2021-04-15 10:04:49.951108, cost_time=0:00:00.696324 2021-04-15 10:04:48,452 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.13ms, fps=4337 images/s, loss=1.5193, top1-acc=59.10%, top5-acc=85.80%, remaining_time=0:00:01.286880, arrival_time=2021-04-15 10:04:49.739646, cost_time=0:00:01.286876 2021-04-15 10:04:49,040 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.19ms, fps=4361 images/s, loss=1.4897, top1-acc=59.32%, top5-acc=86.29%, remaining_time=0:00:00.624770, arrival_time=2021-04-15 10:04:49.664918, cost_time=0:00:01.874315 2021-04-15 10:04:49,580 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.05ms, fps=4298 images/s, loss=1.4819, top1-acc=59.28%, top5-acc=86.15%, remaining_time=0:00:00, arrival_time=2021-04-15 10:04:49.580328, cost_time=0:00:02.414451 2021-04-15 10:04:49,731 INFO : Epoch=0092 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:11:50.310024, arrival_time=2021-04-15 11:16:40.041191, cost_time=1:01:11.745592 2021-04-15 10:04:49,732 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 10:04:51,801 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.24ms, fps=1238 images/s, loss=0.8748, top1-acc=72.73%, top5-acc=95.20%, remaining_time=0:00:38.473542, arrival_time=2021-04-15 10:05:30.274774, cost_time=0:00:02.068469 2021-04-15 10:04:53,710 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8500, top1-acc=74.57%, top5-acc=95.29%, remaining_time=0:00:35.000416, arrival_time=2021-04-15 10:05:28.710399, cost_time=0:00:03.977317 2021-04-15 10:04:55,617 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8521, top1-acc=74.75%, top5-acc=95.08%, remaining_time=0:00:32.563888, arrival_time=2021-04-15 10:05:28.181593, cost_time=0:00:05.885042 2021-04-15 10:04:57,526 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.8591, top1-acc=74.26%, top5-acc=95.12%, remaining_time=0:00:30.394416, arrival_time=2021-04-15 10:05:27.920506, cost_time=0:00:07.793427 2021-04-15 10:04:59,434 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.8594, top1-acc=74.21%, top5-acc=95.16%, remaining_time=0:00:28.329402, arrival_time=2021-04-15 10:05:27.763997, cost_time=0:00:09.701864 2021-04-15 10:05:01,343 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.8660, top1-acc=73.96%, top5-acc=95.14%, remaining_time=0:00:26.316816, arrival_time=2021-04-15 10:05:27.659847, cost_time=0:00:11.610368 2021-04-15 10:05:03,252 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.8706, top1-acc=73.83%, top5-acc=95.01%, remaining_time=0:00:24.335262, arrival_time=2021-04-15 10:05:27.587517, cost_time=0:00:13.519578 2021-04-15 10:05:05,161 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=0.8683, top1-acc=73.95%, top5-acc=95.00%, remaining_time=0:00:22.371992, arrival_time=2021-04-15 10:05:27.533621, cost_time=0:00:15.428964 2021-04-15 10:05:07,063 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.16ms, fps=1346 images/s, loss=0.8700, top1-acc=73.85%, top5-acc=95.01%, remaining_time=0:00:20.412102, arrival_time=2021-04-15 10:05:27.475896, cost_time=0:00:17.331063 2021-04-15 10:05:08,962 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.8744, top1-acc=73.66%, top5-acc=94.98%, remaining_time=0:00:18.460416, arrival_time=2021-04-15 10:05:27.422649, cost_time=0:00:19.229570 2021-04-15 10:05:10,860 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8732, top1-acc=73.66%, top5-acc=95.02%, remaining_time=0:00:16.517762, arrival_time=2021-04-15 10:05:27.377888, cost_time=0:00:21.127402 2021-04-15 10:05:12,758 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8764, top1-acc=73.63%, top5-acc=94.93%, remaining_time=0:00:14.582804, arrival_time=2021-04-15 10:05:27.340968, cost_time=0:00:23.025487 2021-04-15 10:05:14,658 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.8780, top1-acc=73.52%, top5-acc=94.96%, remaining_time=0:00:12.654510, arrival_time=2021-04-15 10:05:27.312747, cost_time=0:00:24.925577 2021-04-15 10:05:16,557 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.8794, top1-acc=73.48%, top5-acc=94.97%, remaining_time=0:00:10.729880, arrival_time=2021-04-15 10:05:27.287336, cost_time=0:00:26.824725 2021-04-15 10:05:18,454 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.8799, top1-acc=73.46%, top5-acc=94.94%, remaining_time=0:00:08.808126, arrival_time=2021-04-15 10:05:27.262927, cost_time=0:00:28.722141 2021-04-15 10:05:20,353 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8841, top1-acc=73.37%, top5-acc=94.88%, remaining_time=0:00:06.889644, arrival_time=2021-04-15 10:05:27.242976, cost_time=0:00:30.620671 2021-04-15 10:05:22,251 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8883, top1-acc=73.31%, top5-acc=94.80%, remaining_time=0:00:04.973436, arrival_time=2021-04-15 10:05:27.224729, cost_time=0:00:32.518623 2021-04-15 10:05:24,149 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8894, top1-acc=73.27%, top5-acc=94.77%, remaining_time=0:00:03.059280, arrival_time=2021-04-15 10:05:27.208920, cost_time=0:00:34.416982 2021-04-15 10:05:26,048 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.8909, top1-acc=73.24%, top5-acc=94.76%, remaining_time=0:00:01.146804, arrival_time=2021-04-15 10:05:27.194846, cost_time=0:00:36.315398 2021-04-15 10:05:27,067 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.8949, top1-acc=73.12%, top5-acc=94.72%, remaining_time=0:00:00, arrival_time=2021-04-15 10:05:27.067675, cost_time=0:00:37.335027 2021-04-15 10:05:27,769 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=2.04ms, fps=3655 images/s, loss=1.5921, top1-acc=57.34%, top5-acc=86.33%, remaining_time=0:00:02.101080, arrival_time=2021-04-15 10:05:29.870706, cost_time=0:00:00.700357 2021-04-15 10:05:28,359 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.23ms, fps=4341 images/s, loss=1.5650, top1-acc=58.36%, top5-acc=86.33%, remaining_time=0:00:01.290480, arrival_time=2021-04-15 10:05:29.650197, cost_time=0:00:01.290486 2021-04-15 10:05:28,955 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.14ms, fps=4304 images/s, loss=1.5590, top1-acc=58.48%, top5-acc=86.30%, remaining_time=0:00:00.628550, arrival_time=2021-04-15 10:05:29.583508, cost_time=0:00:01.885649 2021-04-15 10:05:29,494 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=1.5578, top1-acc=58.09%, top5-acc=86.17%, remaining_time=0:00:00, arrival_time=2021-04-15 10:05:29.494483, cost_time=0:00:02.425265 2021-04-15 10:05:29,641 INFO : Epoch=0093 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:11:10.400281, arrival_time=2021-04-15 11:16:40.042141, cost_time=1:01:51.656299 2021-04-15 10:05:29,643 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 10:05:31,716 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.28ms, fps=1235 images/s, loss=0.9169, top1-acc=72.30%, top5-acc=94.26%, remaining_time=0:00:38.556498, arrival_time=2021-04-15 10:06:10.272749, cost_time=0:00:02.072929 2021-04-15 10:05:33,626 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.8823, top1-acc=73.57%, top5-acc=94.61%, remaining_time=0:00:35.048288, arrival_time=2021-04-15 10:06:08.674372, cost_time=0:00:03.982763 2021-04-15 10:05:35,534 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8766, top1-acc=73.44%, top5-acc=95.03%, remaining_time=0:00:32.595594, arrival_time=2021-04-15 10:06:08.129603, cost_time=0:00:05.890765 2021-04-15 10:05:37,445 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.8712, top1-acc=73.64%, top5-acc=95.07%, remaining_time=0:00:30.429828, arrival_time=2021-04-15 10:06:07.875640, cost_time=0:00:07.802534 2021-04-15 10:05:39,354 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.8656, top1-acc=73.71%, top5-acc=95.23%, remaining_time=0:00:28.356120, arrival_time=2021-04-15 10:06:07.710383, cost_time=0:00:09.711019 2021-04-15 10:05:41,263 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.8656, top1-acc=73.77%, top5-acc=95.25%, remaining_time=0:00:26.339120, arrival_time=2021-04-15 10:06:07.602623, cost_time=0:00:11.620189 2021-04-15 10:05:43,171 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.8676, top1-acc=73.82%, top5-acc=95.14%, remaining_time=0:00:24.350508, arrival_time=2021-04-15 10:06:07.521812, cost_time=0:00:13.528059 2021-04-15 10:05:45,079 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.8702, top1-acc=73.85%, top5-acc=95.07%, remaining_time=0:00:22.382664, arrival_time=2021-04-15 10:06:07.462247, cost_time=0:00:15.436342 2021-04-15 10:05:46,988 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.8705, top1-acc=73.82%, top5-acc=95.06%, remaining_time=0:00:20.429380, arrival_time=2021-04-15 10:06:07.418326, cost_time=0:00:17.345696 2021-04-15 10:05:48,899 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.8746, top1-acc=73.60%, top5-acc=94.98%, remaining_time=0:00:18.486144, arrival_time=2021-04-15 10:06:07.385752, cost_time=0:00:19.256353 2021-04-15 10:05:50,807 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.8717, top1-acc=73.69%, top5-acc=95.04%, remaining_time=0:00:16.546572, arrival_time=2021-04-15 10:06:07.354136, cost_time=0:00:21.164244 2021-04-15 10:05:52,706 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.8700, top1-acc=73.83%, top5-acc=95.02%, remaining_time=0:00:14.606440, arrival_time=2021-04-15 10:06:07.312470, cost_time=0:00:23.062789 2021-04-15 10:05:54,604 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.8723, top1-acc=73.67%, top5-acc=94.98%, remaining_time=0:00:12.672594, arrival_time=2021-04-15 10:06:07.277071, cost_time=0:00:24.961223 2021-04-15 10:05:56,504 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.8732, top1-acc=73.64%, top5-acc=94.98%, remaining_time=0:00:10.744328, arrival_time=2021-04-15 10:06:07.248458, cost_time=0:00:26.860816 2021-04-15 10:05:58,402 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8757, top1-acc=73.59%, top5-acc=94.98%, remaining_time=0:00:08.819350, arrival_time=2021-04-15 10:06:07.221398, cost_time=0:00:28.758804 2021-04-15 10:06:00,299 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.8781, top1-acc=73.54%, top5-acc=94.99%, remaining_time=0:00:06.897708, arrival_time=2021-04-15 10:06:07.197557, cost_time=0:00:30.656554 2021-04-15 10:06:02,201 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.31ms, fps=1346 images/s, loss=0.8802, top1-acc=73.52%, top5-acc=94.94%, remaining_time=0:00:04.979520, arrival_time=2021-04-15 10:06:07.181164, cost_time=0:00:32.558403 2021-04-15 10:06:04,101 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.8833, top1-acc=73.44%, top5-acc=94.93%, remaining_time=0:00:03.062960, arrival_time=2021-04-15 10:06:07.164562, cost_time=0:00:34.458289 2021-04-15 10:06:06,000 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.8881, top1-acc=73.29%, top5-acc=94.90%, remaining_time=0:00:01.148118, arrival_time=2021-04-15 10:06:07.148446, cost_time=0:00:36.357098 2021-04-15 10:06:07,020 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.8912, top1-acc=73.21%, top5-acc=94.86%, remaining_time=0:00:00, arrival_time=2021-04-15 10:06:07.020166, cost_time=0:00:37.376933 2021-04-15 10:06:07,718 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.17ms, fps=3676 images/s, loss=1.5138, top1-acc=59.30%, top5-acc=86.02%, remaining_time=0:00:02.089380, arrival_time=2021-04-15 10:06:09.807595, cost_time=0:00:00.696458 2021-04-15 10:06:08,305 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.12ms, fps=4365 images/s, loss=1.5633, top1-acc=57.91%, top5-acc=85.31%, remaining_time=0:00:01.283260, arrival_time=2021-04-15 10:06:09.588282, cost_time=0:00:01.283267 2021-04-15 10:06:08,891 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.13ms, fps=4368 images/s, loss=1.5713, top1-acc=57.50%, top5-acc=85.04%, remaining_time=0:00:00.623230, arrival_time=2021-04-15 10:06:09.514658, cost_time=0:00:01.869690 2021-04-15 10:06:09,427 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.5532, top1-acc=57.67%, top5-acc=85.09%, remaining_time=0:00:00, arrival_time=2021-04-15 10:06:09.427912, cost_time=0:00:02.406182 2021-04-15 10:06:09,559 INFO : Epoch=0094 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:10:30.498796, arrival_time=2021-04-15 11:16:40.058741, cost_time=1:02:31.574404 2021-04-15 10:06:09,561 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 10:06:11,620 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.16ms, fps=1243 images/s, loss=0.8328, top1-acc=74.57%, top5-acc=95.08%, remaining_time=0:00:38.300190, arrival_time=2021-04-15 10:06:49.920596, cost_time=0:00:02.059147 2021-04-15 10:06:13,518 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.8396, top1-acc=74.34%, top5-acc=95.00%, remaining_time=0:00:34.820544, arrival_time=2021-04-15 10:06:48.338598, cost_time=0:00:03.956876 2021-04-15 10:06:15,415 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8370, top1-acc=74.79%, top5-acc=95.23%, remaining_time=0:00:32.393406, arrival_time=2021-04-15 10:06:47.808827, cost_time=0:00:05.854227 2021-04-15 10:06:17,316 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.13ms, fps=1347 images/s, loss=0.8390, top1-acc=74.76%, top5-acc=95.28%, remaining_time=0:00:30.245748, arrival_time=2021-04-15 10:06:47.562347, cost_time=0:00:07.755314 2021-04-15 10:06:19,220 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.21ms, fps=1345 images/s, loss=0.8409, top1-acc=74.55%, top5-acc=95.36%, remaining_time=0:00:28.205594, arrival_time=2021-04-15 10:06:47.426225, cost_time=0:00:09.659445 2021-04-15 10:06:21,118 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.08ms, fps=1349 images/s, loss=0.8413, top1-acc=74.52%, top5-acc=95.35%, remaining_time=0:00:26.196456, arrival_time=2021-04-15 10:06:47.314868, cost_time=0:00:11.557233 2021-04-15 10:06:23,017 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.8518, top1-acc=74.23%, top5-acc=95.20%, remaining_time=0:00:24.220980, arrival_time=2021-04-15 10:06:47.238246, cost_time=0:00:13.456075 2021-04-15 10:06:24,917 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.8592, top1-acc=73.98%, top5-acc=95.08%, remaining_time=0:00:22.266084, arrival_time=2021-04-15 10:06:47.183293, cost_time=0:00:15.355954 2021-04-15 10:06:26,814 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8643, top1-acc=73.87%, top5-acc=95.00%, remaining_time=0:00:20.321048, arrival_time=2021-04-15 10:06:47.135942, cost_time=0:00:17.253705 2021-04-15 10:06:28,712 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.8682, top1-acc=73.85%, top5-acc=94.95%, remaining_time=0:00:18.385248, arrival_time=2021-04-15 10:06:47.097726, cost_time=0:00:19.151283 2021-04-15 10:06:30,611 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.8678, top1-acc=73.80%, top5-acc=95.00%, remaining_time=0:00:16.457132, arrival_time=2021-04-15 10:06:47.068163, cost_time=0:00:21.049833 2021-04-15 10:06:32,509 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8660, top1-acc=73.78%, top5-acc=95.05%, remaining_time=0:00:14.533632, arrival_time=2021-04-15 10:06:47.042678, cost_time=0:00:22.947858 2021-04-15 10:06:34,407 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.8663, top1-acc=73.80%, top5-acc=95.06%, remaining_time=0:00:12.614250, arrival_time=2021-04-15 10:06:47.021640, cost_time=0:00:24.846214 2021-04-15 10:06:36,306 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.8685, top1-acc=73.76%, top5-acc=95.04%, remaining_time=0:00:10.698184, arrival_time=2021-04-15 10:06:47.004882, cost_time=0:00:26.745442 2021-04-15 10:06:38,204 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8713, top1-acc=73.65%, top5-acc=95.00%, remaining_time=0:00:08.784022, arrival_time=2021-04-15 10:06:46.988707, cost_time=0:00:28.643505 2021-04-15 10:06:40,101 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.8762, top1-acc=73.54%, top5-acc=94.98%, remaining_time=0:00:06.871680, arrival_time=2021-04-15 10:06:46.973605, cost_time=0:00:30.540745 2021-04-15 10:06:42,000 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.8810, top1-acc=73.42%, top5-acc=94.91%, remaining_time=0:00:04.961346, arrival_time=2021-04-15 10:06:46.962066, cost_time=0:00:32.439523 2021-04-15 10:06:43,899 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.8831, top1-acc=73.37%, top5-acc=94.91%, remaining_time=0:00:03.052256, arrival_time=2021-04-15 10:06:46.951378, cost_time=0:00:34.337933 2021-04-15 10:06:45,800 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=3.25ms, fps=1347 images/s, loss=0.8851, top1-acc=73.34%, top5-acc=94.91%, remaining_time=0:00:01.144386, arrival_time=2021-04-15 10:06:46.944407, cost_time=0:00:36.238847 2021-04-15 10:06:46,819 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.8863, top1-acc=73.30%, top5-acc=94.88%, remaining_time=0:00:00, arrival_time=2021-04-15 10:06:46.819155, cost_time=0:00:37.257985 2021-04-15 10:06:47,535 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.20ms, fps=3583 images/s, loss=1.4595, top1-acc=59.53%, top5-acc=87.19%, remaining_time=0:00:02.143680, arrival_time=2021-04-15 10:06:49.678924, cost_time=0:00:00.714562 2021-04-15 10:06:48,125 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.11ms, fps=4338 images/s, loss=1.4304, top1-acc=60.35%, top5-acc=87.70%, remaining_time=0:00:01.305040, arrival_time=2021-04-15 10:06:49.430766, cost_time=0:00:01.305033 2021-04-15 10:06:48,715 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.25ms, fps=4346 images/s, loss=1.4091, top1-acc=61.09%, top5-acc=88.05%, remaining_time=0:00:00.631490, arrival_time=2021-04-15 10:06:49.346650, cost_time=0:00:01.894471 2021-04-15 10:06:49,253 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.05ms, fps=4312 images/s, loss=1.4116, top1-acc=61.02%, top5-acc=87.72%, remaining_time=0:00:00, arrival_time=2021-04-15 10:06:49.253492, cost_time=0:00:02.432758 2021-04-15 10:06:49,351 INFO : Epoch=0095 complete, best val top1-acc=61.47%, top5-acc=87.65% (epoch=85), remaining_time=1:09:50.457285, arrival_time=2021-04-15 11:16:39.808908, cost_time=1:03:11.366082 2021-04-15 10:06:49,352 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 10:06:51,420 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.89ms, fps=1238 images/s, loss=0.8382, top1-acc=74.73%, top5-acc=95.35%, remaining_time=0:00:38.461266, arrival_time=2021-04-15 10:07:29.882113, cost_time=0:00:02.067810 2021-04-15 10:06:53,329 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.8425, top1-acc=74.49%, top5-acc=95.35%, remaining_time=0:00:34.997776, arrival_time=2021-04-15 10:07:28.327724, cost_time=0:00:03.977025 2021-04-15 10:06:55,238 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.8367, top1-acc=74.87%, top5-acc=95.44%, remaining_time=0:00:32.566378, arrival_time=2021-04-15 10:07:27.804805, cost_time=0:00:05.885499 2021-04-15 10:06:57,149 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.8381, top1-acc=74.52%, top5-acc=95.48%, remaining_time=0:00:30.406116, arrival_time=2021-04-15 10:07:27.555467, cost_time=0:00:07.796423 2021-04-15 10:06:59,059 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.8414, top1-acc=74.45%, top5-acc=95.47%, remaining_time=0:00:28.343856, arrival_time=2021-04-15 10:07:27.403671, cost_time=0:00:09.706822 2021-04-15 10:07:00,968 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.8380, top1-acc=74.63%, top5-acc=95.51%, remaining_time=0:00:26.327560, arrival_time=2021-04-15 10:07:27.295600, cost_time=0:00:11.615116 2021-04-15 10:07:02,878 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.93ms, fps=1340 images/s, loss=0.8396, top1-acc=74.57%, top5-acc=95.50%, remaining_time=0:00:24.345342, arrival_time=2021-04-15 10:07:27.223490, cost_time=0:00:13.525213 2021-04-15 10:07:04,787 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.8418, top1-acc=74.51%, top5-acc=95.49%, remaining_time=0:00:22.379764, arrival_time=2021-04-15 10:07:27.166973, cost_time=0:00:15.434282 2021-04-15 10:07:06,687 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.13ms, fps=1347 images/s, loss=0.8431, top1-acc=74.46%, top5-acc=95.53%, remaining_time=0:00:20.416130, arrival_time=2021-04-15 10:07:27.103558, cost_time=0:00:17.334435 2021-04-15 10:07:08,585 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8481, top1-acc=74.43%, top5-acc=95.46%, remaining_time=0:00:18.463584, arrival_time=2021-04-15 10:07:27.049430, cost_time=0:00:19.232929 2021-04-15 10:07:10,484 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.8514, top1-acc=74.38%, top5-acc=95.38%, remaining_time=0:00:16.521288, arrival_time=2021-04-15 10:07:27.006062, cost_time=0:00:21.131847 2021-04-15 10:07:12,382 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8546, top1-acc=74.34%, top5-acc=95.32%, remaining_time=0:00:14.585540, arrival_time=2021-04-15 10:07:26.968300, cost_time=0:00:23.029841 2021-04-15 10:07:14,281 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.8561, top1-acc=74.28%, top5-acc=95.27%, remaining_time=0:00:12.656160, arrival_time=2021-04-15 10:07:26.937836, cost_time=0:00:24.928756 2021-04-15 10:07:16,182 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.8613, top1-acc=74.08%, top5-acc=95.23%, remaining_time=0:00:10.731728, arrival_time=2021-04-15 10:07:26.914006, cost_time=0:00:26.829274 2021-04-15 10:07:18,081 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.8649, top1-acc=73.96%, top5-acc=95.16%, remaining_time=0:00:08.810012, arrival_time=2021-04-15 10:07:26.891221, cost_time=0:00:28.728288 2021-04-15 10:07:19,979 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8681, top1-acc=73.87%, top5-acc=95.10%, remaining_time=0:00:06.890940, arrival_time=2021-04-15 10:07:26.870274, cost_time=0:00:30.626401 2021-04-15 10:07:21,878 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.8730, top1-acc=73.72%, top5-acc=95.05%, remaining_time=0:00:04.974528, arrival_time=2021-04-15 10:07:26.853226, cost_time=0:00:32.525765 2021-04-15 10:07:23,776 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.8755, top1-acc=73.58%, top5-acc=95.03%, remaining_time=0:00:03.059872, arrival_time=2021-04-15 10:07:26.836434, cost_time=0:00:34.423632 2021-04-15 10:07:25,674 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.8766, top1-acc=73.55%, top5-acc=95.01%, remaining_time=0:00:01.147008, arrival_time=2021-04-15 10:07:26.821860, cost_time=0:00:36.321943 2021-04-15 10:07:26,694 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=0.8800, top1-acc=73.56%, top5-acc=95.00%, remaining_time=0:00:00, arrival_time=2021-04-15 10:07:26.694379, cost_time=0:00:37.341472 2021-04-15 10:07:27,419 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.19ms, fps=3539 images/s, loss=1.3799, top1-acc=61.02%, top5-acc=88.09%, remaining_time=0:00:02.170110, arrival_time=2021-04-15 10:07:29.589416, cost_time=0:00:00.723368 2021-04-15 10:07:28,005 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.34ms, fps=4370 images/s, loss=1.3788, top1-acc=60.66%, top5-acc=88.18%, remaining_time=0:00:01.309440, arrival_time=2021-04-15 10:07:29.314801, cost_time=0:00:01.309446 2021-04-15 10:07:28,591 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.16ms, fps=4366 images/s, loss=1.3402, top1-acc=61.87%, top5-acc=88.46%, remaining_time=0:00:00.632010, arrival_time=2021-04-15 10:07:29.223969, cost_time=0:00:01.896036 2021-04-15 10:07:29,128 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.3523, top1-acc=61.84%, top5-acc=88.57%, remaining_time=0:00:00, arrival_time=2021-04-15 10:07:29.128518, cost_time=0:00:02.432595 2021-04-15 10:07:29,366 INFO : Epoch=0096 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:09:10.662880, arrival_time=2021-04-15 11:16:40.029530, cost_time=1:03:51.381094 2021-04-15 10:07:29,367 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 10:07:31,432 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.30ms, fps=1240 images/s, loss=0.8616, top1-acc=74.22%, top5-acc=95.62%, remaining_time=0:00:38.395608, arrival_time=2021-04-15 10:08:09.827947, cost_time=0:00:02.064282 2021-04-15 10:07:33,331 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8438, top1-acc=74.84%, top5-acc=95.57%, remaining_time=0:00:34.876160, arrival_time=2021-04-15 10:08:08.207279, cost_time=0:00:03.963190 2021-04-15 10:07:35,231 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.8237, top1-acc=75.39%, top5-acc=95.79%, remaining_time=0:00:32.444202, arrival_time=2021-04-15 10:08:07.675558, cost_time=0:00:05.863423 2021-04-15 10:07:37,130 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.8255, top1-acc=75.10%, top5-acc=95.83%, remaining_time=0:00:30.272112, arrival_time=2021-04-15 10:08:07.402140, cost_time=0:00:07.762089 2021-04-15 10:07:39,030 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.8279, top1-acc=75.03%, top5-acc=95.73%, remaining_time=0:00:28.213332, arrival_time=2021-04-15 10:08:07.243450, cost_time=0:00:09.662115 2021-04-15 10:07:40,928 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8291, top1-acc=75.03%, top5-acc=95.66%, remaining_time=0:00:26.204208, arrival_time=2021-04-15 10:08:07.132843, cost_time=0:00:11.560696 2021-04-15 10:07:42,826 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.8339, top1-acc=74.91%, top5-acc=95.69%, remaining_time=0:00:24.224760, arrival_time=2021-04-15 10:08:07.050877, cost_time=0:00:13.458186 2021-04-15 10:07:44,726 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.8395, top1-acc=74.76%, top5-acc=95.54%, remaining_time=0:00:22.270144, arrival_time=2021-04-15 10:08:06.996824, cost_time=0:00:15.358741 2021-04-15 10:07:46,626 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.8436, top1-acc=74.71%, top5-acc=95.46%, remaining_time=0:00:20.326878, arrival_time=2021-04-15 10:08:06.953574, cost_time=0:00:17.258692 2021-04-15 10:07:48,525 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.8500, top1-acc=74.47%, top5-acc=95.38%, remaining_time=0:00:18.390912, arrival_time=2021-04-15 10:08:06.916071, cost_time=0:00:19.157228 2021-04-15 10:07:50,423 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.8572, top1-acc=74.16%, top5-acc=95.32%, remaining_time=0:00:16.461518, arrival_time=2021-04-15 10:08:06.884862, cost_time=0:00:21.055415 2021-04-15 10:07:52,321 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8570, top1-acc=74.13%, top5-acc=95.31%, remaining_time=0:00:14.537432, arrival_time=2021-04-15 10:08:06.859238, cost_time=0:00:22.953864 2021-04-15 10:07:54,220 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.8604, top1-acc=74.05%, top5-acc=95.24%, remaining_time=0:00:12.617550, arrival_time=2021-04-15 10:08:06.838199, cost_time=0:00:24.852713 2021-04-15 10:07:56,119 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8645, top1-acc=73.86%, top5-acc=95.14%, remaining_time=0:00:10.700368, arrival_time=2021-04-15 10:08:06.819369, cost_time=0:00:26.750907 2021-04-15 10:07:58,019 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.8648, top1-acc=73.89%, top5-acc=95.14%, remaining_time=0:00:08.786322, arrival_time=2021-04-15 10:08:06.805309, cost_time=0:00:28.651055 2021-04-15 10:07:59,916 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8667, top1-acc=73.89%, top5-acc=95.11%, remaining_time=0:00:06.873480, arrival_time=2021-04-15 10:08:06.790212, cost_time=0:00:30.548791 2021-04-15 10:08:01,815 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.8696, top1-acc=73.75%, top5-acc=95.06%, remaining_time=0:00:04.962620, arrival_time=2021-04-15 10:08:06.778479, cost_time=0:00:32.447916 2021-04-15 10:08:03,716 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.8715, top1-acc=73.69%, top5-acc=95.03%, remaining_time=0:00:03.053200, arrival_time=2021-04-15 10:08:06.769596, cost_time=0:00:34.348461 2021-04-15 10:08:05,615 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.8721, top1-acc=73.69%, top5-acc=95.02%, remaining_time=0:00:01.144656, arrival_time=2021-04-15 10:08:06.759982, cost_time=0:00:36.247407 2021-04-15 10:08:06,634 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.8714, top1-acc=73.70%, top5-acc=95.03%, remaining_time=0:00:00, arrival_time=2021-04-15 10:08:06.634686, cost_time=0:00:37.266716 2021-04-15 10:08:07,333 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.23ms, fps=3674 images/s, loss=1.5249, top1-acc=58.44%, top5-acc=86.33%, remaining_time=0:00:02.090490, arrival_time=2021-04-15 10:08:09.424401, cost_time=0:00:00.696828 2021-04-15 10:08:07,926 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.12ms, fps=4322 images/s, loss=1.5244, top1-acc=58.32%, top5-acc=86.27%, remaining_time=0:00:01.289400, arrival_time=2021-04-15 10:08:09.215901, cost_time=0:00:01.289408 2021-04-15 10:08:08,524 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.18ms, fps=4284 images/s, loss=1.5434, top1-acc=58.05%, top5-acc=86.02%, remaining_time=0:00:00.629110, arrival_time=2021-04-15 10:08:09.153550, cost_time=0:00:01.887337 2021-04-15 10:08:09,074 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.05ms, fps=4221 images/s, loss=1.5548, top1-acc=58.38%, top5-acc=85.94%, remaining_time=0:00:00, arrival_time=2021-04-15 10:08:09.074466, cost_time=0:00:02.437291 2021-04-15 10:08:09,202 INFO : Epoch=0097 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:08:30.673968, arrival_time=2021-04-15 11:16:39.876758, cost_time=1:04:31.217233 2021-04-15 10:08:09,204 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 10:08:11,292 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.18ms, fps=1226 images/s, loss=0.7982, top1-acc=76.48%, top5-acc=95.66%, remaining_time=0:00:38.841822, arrival_time=2021-04-15 10:08:50.134534, cost_time=0:00:02.088269 2021-04-15 10:08:13,201 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.8032, top1-acc=76.13%, top5-acc=95.88%, remaining_time=0:00:35.168496, arrival_time=2021-04-15 10:08:48.369524, cost_time=0:00:03.996427 2021-04-15 10:08:15,110 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.8074, top1-acc=76.16%, top5-acc=95.73%, remaining_time=0:00:32.679258, arrival_time=2021-04-15 10:08:47.789611, cost_time=0:00:05.905901 2021-04-15 10:08:17,018 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.8030, top1-acc=76.08%, top5-acc=95.74%, remaining_time=0:00:30.474756, arrival_time=2021-04-15 10:08:47.493223, cost_time=0:00:07.814021 2021-04-15 10:08:18,927 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.8071, top1-acc=75.74%, top5-acc=95.68%, remaining_time=0:00:28.389846, arrival_time=2021-04-15 10:08:47.316833, cost_time=0:00:09.722530 2021-04-15 10:08:20,837 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.8115, top1-acc=75.61%, top5-acc=95.73%, remaining_time=0:00:26.367408, arrival_time=2021-04-15 10:08:47.204617, cost_time=0:00:11.632689 2021-04-15 10:08:22,745 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8184, top1-acc=75.45%, top5-acc=95.65%, remaining_time=0:00:24.374448, arrival_time=2021-04-15 10:08:47.120256, cost_time=0:00:13.541359 2021-04-15 10:08:24,654 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.39ms, fps=1341 images/s, loss=0.8267, top1-acc=75.24%, top5-acc=95.51%, remaining_time=0:00:22.402616, arrival_time=2021-04-15 10:08:47.057144, cost_time=0:00:15.450071 2021-04-15 10:08:26,563 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=0.8314, top1-acc=74.95%, top5-acc=95.49%, remaining_time=0:00:20.445598, arrival_time=2021-04-15 10:08:47.009503, cost_time=0:00:17.359454 2021-04-15 10:08:28,473 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.8377, top1-acc=74.77%, top5-acc=95.40%, remaining_time=0:00:18.497856, arrival_time=2021-04-15 10:08:46.970967, cost_time=0:00:19.268593 2021-04-15 10:08:30,381 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8430, top1-acc=74.64%, top5-acc=95.40%, remaining_time=0:00:16.556548, arrival_time=2021-04-15 10:08:46.938029, cost_time=0:00:21.177019 2021-04-15 10:08:32,289 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8462, top1-acc=74.59%, top5-acc=95.40%, remaining_time=0:00:14.620728, arrival_time=2021-04-15 10:08:46.910539, cost_time=0:00:23.085359 2021-04-15 10:08:34,198 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.8492, top1-acc=74.52%, top5-acc=95.35%, remaining_time=0:00:12.689226, arrival_time=2021-04-15 10:08:46.887602, cost_time=0:00:24.993920 2021-04-15 10:08:36,106 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.8498, top1-acc=74.51%, top5-acc=95.30%, remaining_time=0:00:10.760960, arrival_time=2021-04-15 10:08:46.867876, cost_time=0:00:26.902457 2021-04-15 10:08:38,016 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.15ms, fps=1341 images/s, loss=0.8512, top1-acc=74.44%, top5-acc=95.30%, remaining_time=0:00:08.835772, arrival_time=2021-04-15 10:08:46.852571, cost_time=0:00:28.812286 2021-04-15 10:08:39,924 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8530, top1-acc=74.37%, top5-acc=95.28%, remaining_time=0:00:06.912000, arrival_time=2021-04-15 10:08:46.836463, cost_time=0:00:30.720017 2021-04-15 10:08:41,832 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.8568, top1-acc=74.23%, top5-acc=95.24%, remaining_time=0:00:04.990180, arrival_time=2021-04-15 10:08:46.822769, cost_time=0:00:32.628143 2021-04-15 10:08:43,740 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8574, top1-acc=74.22%, top5-acc=95.22%, remaining_time=0:00:03.069904, arrival_time=2021-04-15 10:08:46.810756, cost_time=0:00:34.536396 2021-04-15 10:08:45,645 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.09ms, fps=1344 images/s, loss=0.8598, top1-acc=74.14%, top5-acc=95.19%, remaining_time=0:00:01.150776, arrival_time=2021-04-15 10:08:46.796431, cost_time=0:00:36.441228 2021-04-15 10:08:46,665 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=0.8618, top1-acc=74.07%, top5-acc=95.18%, remaining_time=0:00:00, arrival_time=2021-04-15 10:08:46.665363, cost_time=0:00:37.460933 2021-04-15 10:08:47,367 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=2.27ms, fps=3656 images/s, loss=1.4332, top1-acc=60.86%, top5-acc=87.30%, remaining_time=0:00:02.100600, arrival_time=2021-04-15 10:08:49.467811, cost_time=0:00:00.700205 2021-04-15 10:08:47,952 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.15ms, fps=4376 images/s, loss=1.4488, top1-acc=60.61%, top5-acc=87.07%, remaining_time=0:00:01.285620, arrival_time=2021-04-15 10:08:49.238145, cost_time=0:00:01.285624 2021-04-15 10:08:48,540 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.15ms, fps=4360 images/s, loss=1.4362, top1-acc=61.22%, top5-acc=87.14%, remaining_time=0:00:00.624370, arrival_time=2021-04-15 10:08:49.164469, cost_time=0:00:01.873114 2021-04-15 10:08:49,083 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.05ms, fps=4274 images/s, loss=1.4265, top1-acc=61.17%, top5-acc=87.21%, remaining_time=0:00:00, arrival_time=2021-04-15 10:08:49.083346, cost_time=0:00:02.416448 2021-04-15 10:08:49,215 INFO : Epoch=0098 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:07:50.872122, arrival_time=2021-04-15 11:16:40.087742, cost_time=1:05:11.230076 2021-04-15 10:08:49,216 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 10:08:51,287 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.22ms, fps=1236 images/s, loss=0.8133, top1-acc=75.16%, top5-acc=96.25%, remaining_time=0:00:38.518368, arrival_time=2021-04-15 10:09:29.806184, cost_time=0:00:02.070876 2021-04-15 10:08:53,190 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.35ms, fps=1346 images/s, loss=0.8184, top1-acc=75.41%, top5-acc=95.90%, remaining_time=0:00:34.962752, arrival_time=2021-04-15 10:09:28.152743, cost_time=0:00:03.973050 2021-04-15 10:08:55,089 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.8240, top1-acc=75.00%, top5-acc=95.90%, remaining_time=0:00:32.494168, arrival_time=2021-04-15 10:09:27.583625, cost_time=0:00:05.872445 2021-04-15 10:08:56,987 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.8199, top1-acc=74.98%, top5-acc=95.95%, remaining_time=0:00:30.306588, arrival_time=2021-04-15 10:09:27.294466, cost_time=0:00:07.770933 2021-04-15 10:08:58,886 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.8232, top1-acc=74.97%, top5-acc=95.84%, remaining_time=0:00:28.234648, arrival_time=2021-04-15 10:09:27.121006, cost_time=0:00:09.669419 2021-04-15 10:09:00,787 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.8197, top1-acc=75.13%, top5-acc=95.79%, remaining_time=0:00:26.226920, arrival_time=2021-04-15 10:09:27.014672, cost_time=0:00:11.570720 2021-04-15 10:09:02,686 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.8228, top1-acc=74.88%, top5-acc=95.78%, remaining_time=0:00:24.245802, arrival_time=2021-04-15 10:09:26.932646, cost_time=0:00:13.469896 2021-04-15 10:09:04,584 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.8275, top1-acc=74.79%, top5-acc=95.72%, remaining_time=0:00:22.283368, arrival_time=2021-04-15 10:09:26.868172, cost_time=0:00:15.367862 2021-04-15 10:09:06,483 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.8343, top1-acc=74.57%, top5-acc=95.64%, remaining_time=0:00:20.335676, arrival_time=2021-04-15 10:09:26.818778, cost_time=0:00:17.266158 2021-04-15 10:09:08,385 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.39ms, fps=1346 images/s, loss=0.8373, top1-acc=74.54%, top5-acc=95.59%, remaining_time=0:00:18.402048, arrival_time=2021-04-15 10:09:26.787822, cost_time=0:00:19.168762 2021-04-15 10:09:10,292 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.8399, top1-acc=74.40%, top5-acc=95.60%, remaining_time=0:00:16.477256, arrival_time=2021-04-15 10:09:26.769808, cost_time=0:00:21.075601 2021-04-15 10:09:12,199 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8393, top1-acc=74.50%, top5-acc=95.55%, remaining_time=0:00:14.555824, arrival_time=2021-04-15 10:09:26.755675, cost_time=0:00:22.982910 2021-04-15 10:09:14,113 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.17ms, fps=1338 images/s, loss=0.8405, top1-acc=74.45%, top5-acc=95.57%, remaining_time=0:00:12.639726, arrival_time=2021-04-15 10:09:26.753239, cost_time=0:00:24.896493 2021-04-15 10:09:16,021 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.8436, top1-acc=74.41%, top5-acc=95.52%, remaining_time=0:00:10.721760, arrival_time=2021-04-15 10:09:26.743106, cost_time=0:00:26.804396 2021-04-15 10:09:17,929 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.8447, top1-acc=74.36%, top5-acc=95.50%, remaining_time=0:00:08.805044, arrival_time=2021-04-15 10:09:26.734134, cost_time=0:00:28.712148 2021-04-15 10:09:19,838 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.8483, top1-acc=74.24%, top5-acc=95.44%, remaining_time=0:00:06.889896, arrival_time=2021-04-15 10:09:26.728771, cost_time=0:00:30.621747 2021-04-15 10:09:21,748 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.8493, top1-acc=74.23%, top5-acc=95.39%, remaining_time=0:00:04.975334, arrival_time=2021-04-15 10:09:26.723296, cost_time=0:00:32.531021 2021-04-15 10:09:23,655 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.8491, top1-acc=74.22%, top5-acc=95.38%, remaining_time=0:00:03.061232, arrival_time=2021-04-15 10:09:26.716966, cost_time=0:00:34.438787 2021-04-15 10:09:25,564 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.02ms, fps=1342 images/s, loss=0.8512, top1-acc=74.13%, top5-acc=95.38%, remaining_time=0:00:01.147812, arrival_time=2021-04-15 10:09:26.712149, cost_time=0:00:36.347403 2021-04-15 10:09:26,590 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.00ms, fps=1325 images/s, loss=0.8521, top1-acc=74.13%, top5-acc=95.37%, remaining_time=0:00:00, arrival_time=2021-04-15 10:09:26.590930, cost_time=0:00:37.373998 2021-04-15 10:09:27,304 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.91ms, fps=3598 images/s, loss=1.4486, top1-acc=60.94%, top5-acc=87.19%, remaining_time=0:00:02.134590, arrival_time=2021-04-15 10:09:29.438621, cost_time=0:00:00.711534 2021-04-15 10:09:27,894 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.20ms, fps=4338 images/s, loss=1.4621, top1-acc=60.23%, top5-acc=87.54%, remaining_time=0:00:01.301900, arrival_time=2021-04-15 10:09:29.196448, cost_time=0:00:01.301895 2021-04-15 10:09:28,482 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.21ms, fps=4358 images/s, loss=1.4852, top1-acc=59.30%, top5-acc=87.33%, remaining_time=0:00:00.630030, arrival_time=2021-04-15 10:09:29.112614, cost_time=0:00:01.890089 2021-04-15 10:09:29,023 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.05ms, fps=4295 images/s, loss=1.4659, top1-acc=59.41%, top5-acc=87.52%, remaining_time=0:00:00, arrival_time=2021-04-15 10:09:29.023003, cost_time=0:00:02.430530 2021-04-15 10:09:29,173 INFO : Epoch=0099 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:07:11.010091, arrival_time=2021-04-15 11:16:40.183705, cost_time=1:05:51.188073 2021-04-15 10:09:29,174 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 10:09:31,251 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.14ms, fps=1233 images/s, loss=0.8230, top1-acc=74.41%, top5-acc=95.78%, remaining_time=0:00:38.629410, arrival_time=2021-04-15 10:10:09.881183, cost_time=0:00:02.076849 2021-04-15 10:09:33,150 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.8256, top1-acc=75.02%, top5-acc=95.66%, remaining_time=0:00:34.984224, arrival_time=2021-04-15 10:10:08.134649, cost_time=0:00:03.975490 2021-04-15 10:09:35,051 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=0.8202, top1-acc=75.16%, top5-acc=95.74%, remaining_time=0:00:32.516744, arrival_time=2021-04-15 10:10:07.568251, cost_time=0:00:05.876509 2021-04-15 10:09:36,950 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.8177, top1-acc=75.38%, top5-acc=95.49%, remaining_time=0:00:30.322812, arrival_time=2021-04-15 10:10:07.272830, cost_time=0:00:07.775090 2021-04-15 10:09:38,848 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.8222, top1-acc=75.16%, top5-acc=95.62%, remaining_time=0:00:28.245306, arrival_time=2021-04-15 10:10:07.093266, cost_time=0:00:09.673030 2021-04-15 10:09:40,748 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.8233, top1-acc=75.28%, top5-acc=95.70%, remaining_time=0:00:26.233720, arrival_time=2021-04-15 10:10:06.982425, cost_time=0:00:11.573700 2021-04-15 10:09:42,647 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.8244, top1-acc=75.21%, top5-acc=95.69%, remaining_time=0:00:24.250716, arrival_time=2021-04-15 10:10:06.898283, cost_time=0:00:13.472639 2021-04-15 10:09:44,546 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.8274, top1-acc=75.06%, top5-acc=95.59%, remaining_time=0:00:22.288936, arrival_time=2021-04-15 10:10:06.835525, cost_time=0:00:15.371664 2021-04-15 10:09:46,445 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.8314, top1-acc=74.96%, top5-acc=95.55%, remaining_time=0:00:20.341188, arrival_time=2021-04-15 10:10:06.786956, cost_time=0:00:17.270841 2021-04-15 10:09:48,346 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.8343, top1-acc=74.96%, top5-acc=95.51%, remaining_time=0:00:18.404640, arrival_time=2021-04-15 10:10:06.751096, cost_time=0:00:19.171464 2021-04-15 10:09:50,244 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8383, top1-acc=74.87%, top5-acc=95.45%, remaining_time=0:00:16.472784, arrival_time=2021-04-15 10:10:06.717511, cost_time=0:00:21.069797 2021-04-15 10:09:52,142 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8381, top1-acc=74.81%, top5-acc=95.48%, remaining_time=0:00:14.546172, arrival_time=2021-04-15 10:10:06.688743, cost_time=0:00:22.967645 2021-04-15 10:09:54,041 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.8392, top1-acc=74.76%, top5-acc=95.48%, remaining_time=0:00:12.624546, arrival_time=2021-04-15 10:10:06.665964, cost_time=0:00:24.866488 2021-04-15 10:09:55,940 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.8394, top1-acc=74.79%, top5-acc=95.49%, remaining_time=0:00:10.706248, arrival_time=2021-04-15 10:10:06.646839, cost_time=0:00:26.765656 2021-04-15 10:09:57,841 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.8436, top1-acc=74.71%, top5-acc=95.46%, remaining_time=0:00:08.790922, arrival_time=2021-04-15 10:10:06.631892, cost_time=0:00:28.666038 2021-04-15 10:09:59,740 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.8479, top1-acc=74.60%, top5-acc=95.39%, remaining_time=0:00:06.877260, arrival_time=2021-04-15 10:10:06.617793, cost_time=0:00:30.565524 2021-04-15 10:10:01,639 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.8486, top1-acc=74.56%, top5-acc=95.36%, remaining_time=0:00:04.965194, arrival_time=2021-04-15 10:10:06.604875, cost_time=0:00:32.464761 2021-04-15 10:10:03,537 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8513, top1-acc=74.49%, top5-acc=95.31%, remaining_time=0:00:03.054464, arrival_time=2021-04-15 10:10:06.592131, cost_time=0:00:34.362740 2021-04-15 10:10:05,436 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.8540, top1-acc=74.38%, top5-acc=95.29%, remaining_time=0:00:01.145106, arrival_time=2021-04-15 10:10:06.581642, cost_time=0:00:36.261607 2021-04-15 10:10:06,456 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.8537, top1-acc=74.42%, top5-acc=95.28%, remaining_time=0:00:00, arrival_time=2021-04-15 10:10:06.456000, cost_time=0:00:37.281089 2021-04-15 10:10:07,156 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.17ms, fps=3665 images/s, loss=1.4704, top1-acc=60.35%, top5-acc=86.80%, remaining_time=0:00:02.095350, arrival_time=2021-04-15 10:10:09.251350, cost_time=0:00:00.698448 2021-04-15 10:10:07,745 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.22ms, fps=4344 images/s, loss=1.4867, top1-acc=59.53%, top5-acc=86.68%, remaining_time=0:00:01.288080, arrival_time=2021-04-15 10:10:09.033712, cost_time=0:00:01.288083 2021-04-15 10:10:08,334 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.15ms, fps=4349 images/s, loss=1.4841, top1-acc=59.66%, top5-acc=86.52%, remaining_time=0:00:00.625690, arrival_time=2021-04-15 10:10:08.960364, cost_time=0:00:01.877068 2021-04-15 10:10:08,875 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.05ms, fps=4295 images/s, loss=1.4698, top1-acc=59.95%, top5-acc=86.54%, remaining_time=0:00:00, arrival_time=2021-04-15 10:10:08.875270, cost_time=0:00:02.417743 2021-04-15 10:10:09,029 INFO : Epoch=0100 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:06:31.043800, arrival_time=2021-04-15 11:16:40.073117, cost_time=1:06:31.043767 2021-04-15 10:10:09,030 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 10:10:11,063 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.09ms, fps=1259 images/s, loss=0.8120, top1-acc=75.08%, top5-acc=95.51%, remaining_time=0:00:37.812684, arrival_time=2021-04-15 10:10:48.876224, cost_time=0:00:02.032944 2021-04-15 10:10:12,961 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.8230, top1-acc=74.75%, top5-acc=95.35%, remaining_time=0:00:34.592096, arrival_time=2021-04-15 10:10:47.553611, cost_time=0:00:03.930914 2021-04-15 10:10:14,862 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=0.8048, top1-acc=75.35%, top5-acc=95.59%, remaining_time=0:00:32.270068, arrival_time=2021-04-15 10:10:47.132690, cost_time=0:00:05.831934 2021-04-15 10:10:16,764 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.27ms, fps=1346 images/s, loss=0.7958, top1-acc=75.59%, top5-acc=95.78%, remaining_time=0:00:30.163224, arrival_time=2021-04-15 10:10:46.928081, cost_time=0:00:07.734174 2021-04-15 10:10:18,669 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.30ms, fps=1345 images/s, loss=0.7933, top1-acc=75.77%, top5-acc=95.81%, remaining_time=0:00:28.144712, arrival_time=2021-04-15 10:10:46.814000, cost_time=0:00:09.638615 2021-04-15 10:10:20,573 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.23ms, fps=1345 images/s, loss=0.7974, top1-acc=75.53%, top5-acc=95.81%, remaining_time=0:00:26.163544, arrival_time=2021-04-15 10:10:46.736981, cost_time=0:00:11.542762 2021-04-15 10:10:22,473 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=0.7944, top1-acc=75.57%, top5-acc=95.91%, remaining_time=0:00:24.196662, arrival_time=2021-04-15 10:10:46.669877, cost_time=0:00:13.442615 2021-04-15 10:10:24,374 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.24ms, fps=1347 images/s, loss=0.7933, top1-acc=75.73%, top5-acc=95.93%, remaining_time=0:00:22.248568, arrival_time=2021-04-15 10:10:46.623009, cost_time=0:00:15.343840 2021-04-15 10:10:26,274 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.7939, top1-acc=75.69%, top5-acc=95.91%, remaining_time=0:00:20.308752, arrival_time=2021-04-15 10:10:46.582708, cost_time=0:00:17.243284 2021-04-15 10:10:28,171 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.8004, top1-acc=75.54%, top5-acc=95.77%, remaining_time=0:00:18.375456, arrival_time=2021-04-15 10:10:46.547244, cost_time=0:00:19.141147 2021-04-15 10:10:30,070 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.8040, top1-acc=75.47%, top5-acc=95.75%, remaining_time=0:00:16.449650, arrival_time=2021-04-15 10:10:46.520475, cost_time=0:00:21.040227 2021-04-15 10:10:31,969 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.8067, top1-acc=75.40%, top5-acc=95.74%, remaining_time=0:00:14.527704, arrival_time=2021-04-15 10:10:46.496749, cost_time=0:00:22.938449 2021-04-15 10:10:33,869 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.8110, top1-acc=75.34%, top5-acc=95.71%, remaining_time=0:00:12.610224, arrival_time=2021-04-15 10:10:46.479210, cost_time=0:00:24.838326 2021-04-15 10:10:35,767 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.8151, top1-acc=75.17%, top5-acc=95.69%, remaining_time=0:00:10.694768, arrival_time=2021-04-15 10:10:46.462231, cost_time=0:00:26.736868 2021-04-15 10:10:37,665 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.8206, top1-acc=75.08%, top5-acc=95.60%, remaining_time=0:00:08.781308, arrival_time=2021-04-15 10:10:46.446591, cost_time=0:00:28.634686 2021-04-15 10:10:39,566 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=0.8232, top1-acc=75.01%, top5-acc=95.57%, remaining_time=0:00:06.870636, arrival_time=2021-04-15 10:10:46.437462, cost_time=0:00:30.536224 2021-04-15 10:10:41,464 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8262, top1-acc=74.93%, top5-acc=95.52%, remaining_time=0:00:04.960514, arrival_time=2021-04-15 10:10:46.425286, cost_time=0:00:32.434178 2021-04-15 10:10:43,362 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.8296, top1-acc=74.82%, top5-acc=95.52%, remaining_time=0:00:03.051680, arrival_time=2021-04-15 10:10:46.413757, cost_time=0:00:34.331476 2021-04-15 10:10:45,260 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.8334, top1-acc=74.72%, top5-acc=95.47%, remaining_time=0:00:01.144098, arrival_time=2021-04-15 10:10:46.404496, cost_time=0:00:36.229814 2021-04-15 10:10:46,280 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.8349, top1-acc=74.66%, top5-acc=95.44%, remaining_time=0:00:00, arrival_time=2021-04-15 10:10:46.280197, cost_time=0:00:37.249610 2021-04-15 10:10:46,983 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=2.07ms, fps=3650 images/s, loss=1.4012, top1-acc=62.38%, top5-acc=87.66%, remaining_time=0:00:02.104020, arrival_time=2021-04-15 10:10:49.087114, cost_time=0:00:00.701345 2021-04-15 10:10:47,577 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.28ms, fps=4312 images/s, loss=1.3957, top1-acc=61.93%, top5-acc=87.83%, remaining_time=0:00:01.295280, arrival_time=2021-04-15 10:10:48.872468, cost_time=0:00:01.295270 2021-04-15 10:10:48,165 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.19ms, fps=4352 images/s, loss=1.4041, top1-acc=61.59%, top5-acc=87.70%, remaining_time=0:00:00.628060, arrival_time=2021-04-15 10:10:48.793979, cost_time=0:00:01.884168 2021-04-15 10:10:48,708 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.05ms, fps=4276 images/s, loss=1.3970, top1-acc=61.56%, top5-acc=87.71%, remaining_time=0:00:00, arrival_time=2021-04-15 10:10:48.708788, cost_time=0:00:02.426972 2021-04-15 10:10:48,857 INFO : Epoch=0101 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:05:51.052776, arrival_time=2021-04-15 11:16:39.910335, cost_time=1:07:10.871992 2021-04-15 10:10:48,858 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 10:10:50,931 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=5.29ms, fps=1235 images/s, loss=0.8063, top1-acc=76.29%, top5-acc=95.94%, remaining_time=0:00:38.544408, arrival_time=2021-04-15 10:11:29.475686, cost_time=0:00:02.072282 2021-04-15 10:10:52,854 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=12.56ms, fps=1331 images/s, loss=0.8172, top1-acc=75.68%, top5-acc=95.84%, remaining_time=0:00:35.163040, arrival_time=2021-04-15 10:11:28.017847, cost_time=0:00:03.995806 2021-04-15 10:10:54,766 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.28ms, fps=1339 images/s, loss=0.8200, top1-acc=75.30%, top5-acc=95.79%, remaining_time=0:00:32.688222, arrival_time=2021-04-15 10:11:27.454793, cost_time=0:00:05.907502 2021-04-15 10:10:56,675 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=0.8189, top1-acc=75.29%, top5-acc=95.80%, remaining_time=0:00:30.485676, arrival_time=2021-04-15 10:11:27.161519, cost_time=0:00:07.816857 2021-04-15 10:10:58,583 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.8122, top1-acc=75.41%, top5-acc=95.87%, remaining_time=0:00:28.395248, arrival_time=2021-04-15 10:11:26.978657, cost_time=0:00:09.724423 2021-04-15 10:11:00,492 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.80ms, fps=1341 images/s, loss=0.8127, top1-acc=75.39%, top5-acc=95.77%, remaining_time=0:00:26.369584, arrival_time=2021-04-15 10:11:26.862264, cost_time=0:00:11.633630 2021-04-15 10:11:02,402 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.8084, top1-acc=75.36%, top5-acc=95.84%, remaining_time=0:00:24.377976, arrival_time=2021-04-15 10:11:26.780287, cost_time=0:00:13.543315 2021-04-15 10:11:04,310 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.8113, top1-acc=75.34%, top5-acc=95.75%, remaining_time=0:00:22.404472, arrival_time=2021-04-15 10:11:26.714823, cost_time=0:00:15.451368 2021-04-15 10:11:06,218 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.38ms, fps=1342 images/s, loss=0.8113, top1-acc=75.26%, top5-acc=95.75%, remaining_time=0:00:20.445916, arrival_time=2021-04-15 10:11:26.664632, cost_time=0:00:17.359732 2021-04-15 10:11:08,127 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.8123, top1-acc=75.23%, top5-acc=95.69%, remaining_time=0:00:18.498048, arrival_time=2021-04-15 10:11:26.625847, cost_time=0:00:19.268752 2021-04-15 10:11:10,036 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.8143, top1-acc=75.26%, top5-acc=95.66%, remaining_time=0:00:16.556806, arrival_time=2021-04-15 10:11:26.593062, cost_time=0:00:21.177268 2021-04-15 10:11:11,943 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.8177, top1-acc=75.12%, top5-acc=95.62%, remaining_time=0:00:14.620424, arrival_time=2021-04-15 10:11:26.564233, cost_time=0:00:23.084821 2021-04-15 10:11:13,852 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.8218, top1-acc=75.01%, top5-acc=95.56%, remaining_time=0:00:12.688962, arrival_time=2021-04-15 10:11:26.541380, cost_time=0:00:24.993427 2021-04-15 10:11:15,760 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.8210, top1-acc=75.04%, top5-acc=95.54%, remaining_time=0:00:10.760568, arrival_time=2021-04-15 10:11:26.520981, cost_time=0:00:26.901425 2021-04-15 10:11:17,668 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.8241, top1-acc=74.96%, top5-acc=95.48%, remaining_time=0:00:08.834852, arrival_time=2021-04-15 10:11:26.503163, cost_time=0:00:28.809332 2021-04-15 10:11:19,577 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.8262, top1-acc=74.96%, top5-acc=95.48%, remaining_time=0:00:06.911712, arrival_time=2021-04-15 10:11:26.489499, cost_time=0:00:30.718729 2021-04-15 10:11:21,486 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.8306, top1-acc=74.80%, top5-acc=95.43%, remaining_time=0:00:04.990102, arrival_time=2021-04-15 10:11:26.476746, cost_time=0:00:32.627663 2021-04-15 10:11:23,394 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.8352, top1-acc=74.66%, top5-acc=95.41%, remaining_time=0:00:03.069808, arrival_time=2021-04-15 10:11:26.464100, cost_time=0:00:34.535307 2021-04-15 10:11:25,306 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.02ms, fps=1339 images/s, loss=0.8384, top1-acc=74.58%, top5-acc=95.41%, remaining_time=0:00:01.150968, arrival_time=2021-04-15 10:11:26.457357, cost_time=0:00:36.447367 2021-04-15 10:11:26,333 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=0.99ms, fps=1325 images/s, loss=0.8391, top1-acc=74.56%, top5-acc=95.41%, remaining_time=0:00:00, arrival_time=2021-04-15 10:11:26.333149, cost_time=0:00:37.474181 2021-04-15 10:11:27,030 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.16ms, fps=3678 images/s, loss=1.3733, top1-acc=62.34%, top5-acc=88.83%, remaining_time=0:00:02.087790, arrival_time=2021-04-15 10:11:29.118414, cost_time=0:00:00.695928 2021-04-15 10:11:27,617 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.14ms, fps=4361 images/s, loss=1.4127, top1-acc=61.37%, top5-acc=88.12%, remaining_time=0:00:01.283260, arrival_time=2021-04-15 10:11:28.901205, cost_time=0:00:01.283253 2021-04-15 10:11:28,205 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.39ms, fps=4358 images/s, loss=1.3981, top1-acc=61.41%, top5-acc=88.22%, remaining_time=0:00:00.623670, arrival_time=2021-04-15 10:11:28.829364, cost_time=0:00:01.870998 2021-04-15 10:11:28,747 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.05ms, fps=4284 images/s, loss=1.3876, top1-acc=61.33%, top5-acc=88.34%, remaining_time=0:00:00, arrival_time=2021-04-15 10:11:28.747534, cost_time=0:00:02.412856 2021-04-15 10:11:28,876 INFO : Epoch=0102 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:05:11.248012, arrival_time=2021-04-15 11:16:40.124320, cost_time=1:07:50.890761 2021-04-15 10:11:28,877 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 10:11:30,944 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.22ms, fps=1238 images/s, loss=0.7871, top1-acc=76.87%, top5-acc=96.05%, remaining_time=0:00:38.448804, arrival_time=2021-04-15 10:12:09.393511, cost_time=0:00:02.067144 2021-04-15 10:11:32,854 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.18ms, fps=1340 images/s, loss=0.8059, top1-acc=76.05%, top5-acc=95.74%, remaining_time=0:00:34.999888, arrival_time=2021-04-15 10:12:07.854708, cost_time=0:00:03.977256 2021-04-15 10:11:34,767 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.24ms, fps=1339 images/s, loss=0.8046, top1-acc=76.07%, top5-acc=95.81%, remaining_time=0:00:32.587626, arrival_time=2021-04-15 10:12:07.354580, cost_time=0:00:05.889317 2021-04-15 10:11:36,675 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.7954, top1-acc=76.01%, top5-acc=95.86%, remaining_time=0:00:30.411108, arrival_time=2021-04-15 10:12:07.086399, cost_time=0:00:07.797728 2021-04-15 10:11:38,583 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.7889, top1-acc=76.36%, top5-acc=95.82%, remaining_time=0:00:28.341520, arrival_time=2021-04-15 10:12:06.925090, cost_time=0:00:09.706007 2021-04-15 10:11:40,489 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.15ms, fps=1344 images/s, loss=0.7956, top1-acc=76.16%, top5-acc=95.70%, remaining_time=0:00:26.319128, arrival_time=2021-04-15 10:12:06.808113, cost_time=0:00:11.611358 2021-04-15 10:11:42,386 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.7979, top1-acc=76.14%, top5-acc=95.64%, remaining_time=0:00:24.316488, arrival_time=2021-04-15 10:12:06.703193, cost_time=0:00:13.509144 2021-04-15 10:11:44,284 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=0.8012, top1-acc=75.95%, top5-acc=95.62%, remaining_time=0:00:22.340440, arrival_time=2021-04-15 10:12:06.625200, cost_time=0:00:15.407206 2021-04-15 10:11:46,187 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.36ms, fps=1346 images/s, loss=0.7996, top1-acc=75.96%, top5-acc=95.65%, remaining_time=0:00:20.386662, arrival_time=2021-04-15 10:12:06.573754, cost_time=0:00:17.309474 2021-04-15 10:11:48,085 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.8006, top1-acc=75.91%, top5-acc=95.70%, remaining_time=0:00:18.439968, arrival_time=2021-04-15 10:12:06.525855, cost_time=0:00:19.208336 2021-04-15 10:11:49,984 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8048, top1-acc=75.71%, top5-acc=95.68%, remaining_time=0:00:16.501508, arrival_time=2021-04-15 10:12:06.485693, cost_time=0:00:21.106626 2021-04-15 10:11:51,885 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.78ms, fps=1347 images/s, loss=0.8067, top1-acc=75.68%, top5-acc=95.68%, remaining_time=0:00:14.571784, arrival_time=2021-04-15 10:12:06.457481, cost_time=0:00:23.008079 2021-04-15 10:11:53,784 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.8104, top1-acc=75.66%, top5-acc=95.62%, remaining_time=0:00:12.645138, arrival_time=2021-04-15 10:12:06.429835, cost_time=0:00:24.907133 2021-04-15 10:11:55,682 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.8149, top1-acc=75.51%, top5-acc=95.56%, remaining_time=0:00:10.722152, arrival_time=2021-04-15 10:12:06.405099, cost_time=0:00:26.805391 2021-04-15 10:11:57,584 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.29ms, fps=1347 images/s, loss=0.8171, top1-acc=75.39%, top5-acc=95.57%, remaining_time=0:00:08.803434, arrival_time=2021-04-15 10:12:06.387912, cost_time=0:00:28.706910 2021-04-15 10:11:59,484 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.8192, top1-acc=75.33%, top5-acc=95.55%, remaining_time=0:00:06.886476, arrival_time=2021-04-15 10:12:06.370598, cost_time=0:00:30.606501 2021-04-15 10:12:01,381 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.8200, top1-acc=75.31%, top5-acc=95.51%, remaining_time=0:00:04.971226, arrival_time=2021-04-15 10:12:06.353000, cost_time=0:00:32.504214 2021-04-15 10:12:03,279 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.8196, top1-acc=75.32%, top5-acc=95.53%, remaining_time=0:00:03.057984, arrival_time=2021-04-15 10:12:06.337846, cost_time=0:00:34.402242 2021-04-15 10:12:05,179 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.02ms, fps=1348 images/s, loss=0.8210, top1-acc=75.25%, top5-acc=95.52%, remaining_time=0:00:01.146366, arrival_time=2021-04-15 10:12:06.325560, cost_time=0:00:36.301655 2021-04-15 10:12:06,200 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.98ms, fps=1332 images/s, loss=0.8231, top1-acc=75.20%, top5-acc=95.51%, remaining_time=0:00:00, arrival_time=2021-04-15 10:12:06.200408, cost_time=0:00:37.322806 2021-04-15 10:12:06,899 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=2.05ms, fps=3673 images/s, loss=1.4718, top1-acc=60.23%, top5-acc=86.45%, remaining_time=0:00:02.090760, arrival_time=2021-04-15 10:12:08.989781, cost_time=0:00:00.696915 2021-04-15 10:12:07,486 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.13ms, fps=4363 images/s, loss=1.4629, top1-acc=59.90%, top5-acc=86.74%, remaining_time=0:00:01.284020, arrival_time=2021-04-15 10:12:08.770133, cost_time=0:00:01.284029 2021-04-15 10:12:08,073 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.15ms, fps=4361 images/s, loss=1.4520, top1-acc=60.08%, top5-acc=86.93%, remaining_time=0:00:00.623770, arrival_time=2021-04-15 10:12:08.697157, cost_time=0:00:01.871300 2021-04-15 10:12:08,612 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.4253, top1-acc=60.43%, top5-acc=87.10%, remaining_time=0:00:00, arrival_time=2021-04-15 10:12:08.612897, cost_time=0:00:02.410819 2021-04-15 10:12:08,721 INFO : Epoch=0103 complete, best val top1-acc=61.84%, top5-acc=88.57% (epoch=96), remaining_time=1:04:31.275529, arrival_time=2021-04-15 11:16:39.996977, cost_time=1:08:30.735897 2021-04-15 10:12:08,722 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 10:12:10,751 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.12ms, fps=1262 images/s, loss=0.8100, top1-acc=75.23%, top5-acc=95.82%, remaining_time=0:00:37.725264, arrival_time=2021-04-15 10:12:48.476225, cost_time=0:00:02.028236 2021-04-15 10:12:12,648 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.8152, top1-acc=75.00%, top5-acc=95.68%, remaining_time=0:00:34.543696, arrival_time=2021-04-15 10:12:47.191857, cost_time=0:00:03.925427 2021-04-15 10:12:14,548 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.7955, top1-acc=75.73%, top5-acc=95.86%, remaining_time=0:00:32.232552, arrival_time=2021-04-15 10:12:46.780546, cost_time=0:00:05.825167 2021-04-15 10:12:16,446 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.7860, top1-acc=76.11%, top5-acc=95.95%, remaining_time=0:00:30.123756, arrival_time=2021-04-15 10:12:46.570529, cost_time=0:00:07.724041 2021-04-15 10:12:18,344 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7831, top1-acc=76.11%, top5-acc=95.98%, remaining_time=0:00:28.094634, arrival_time=2021-04-15 10:12:46.438803, cost_time=0:00:09.621428 2021-04-15 10:12:20,243 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.76ms, fps=1348 images/s, loss=0.7840, top1-acc=76.10%, top5-acc=95.96%, remaining_time=0:00:26.113496, arrival_time=2021-04-15 10:12:46.356957, cost_time=0:00:11.520658 2021-04-15 10:12:22,142 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.7772, top1-acc=76.28%, top5-acc=96.03%, remaining_time=0:00:24.155334, arrival_time=2021-04-15 10:12:46.297731, cost_time=0:00:13.419651 2021-04-15 10:12:24,040 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7816, top1-acc=76.26%, top5-acc=95.99%, remaining_time=0:00:22.210056, arrival_time=2021-04-15 10:12:46.250089, cost_time=0:00:15.317303 2021-04-15 10:12:25,937 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.7849, top1-acc=76.20%, top5-acc=95.92%, remaining_time=0:00:20.275574, arrival_time=2021-04-15 10:12:46.213394, cost_time=0:00:17.215086 2021-04-15 10:12:27,837 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.7904, top1-acc=76.08%, top5-acc=95.78%, remaining_time=0:00:18.349728, arrival_time=2021-04-15 10:12:46.186852, cost_time=0:00:19.114327 2021-04-15 10:12:29,735 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.7932, top1-acc=76.05%, top5-acc=95.74%, remaining_time=0:00:16.427892, arrival_time=2021-04-15 10:12:46.162997, cost_time=0:00:21.012377 2021-04-15 10:12:31,632 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.7920, top1-acc=76.07%, top5-acc=95.77%, remaining_time=0:00:14.509692, arrival_time=2021-04-15 10:12:46.142452, cost_time=0:00:22.910025 2021-04-15 10:12:33,531 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.7938, top1-acc=76.01%, top5-acc=95.72%, remaining_time=0:00:12.595110, arrival_time=2021-04-15 10:12:46.126352, cost_time=0:00:24.808501 2021-04-15 10:12:35,428 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.7959, top1-acc=75.99%, top5-acc=95.73%, remaining_time=0:00:10.682168, arrival_time=2021-04-15 10:12:46.110279, cost_time=0:00:26.705371 2021-04-15 10:12:37,326 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.8000, top1-acc=75.87%, top5-acc=95.66%, remaining_time=0:00:08.771740, arrival_time=2021-04-15 10:12:46.097906, cost_time=0:00:28.603429 2021-04-15 10:12:39,225 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.8048, top1-acc=75.67%, top5-acc=95.62%, remaining_time=0:00:06.863004, arrival_time=2021-04-15 10:12:46.088118, cost_time=0:00:30.502294 2021-04-15 10:12:41,122 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.8079, top1-acc=75.60%, top5-acc=95.60%, remaining_time=0:00:04.955314, arrival_time=2021-04-15 10:12:46.078173, cost_time=0:00:32.400127 2021-04-15 10:12:43,020 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.8104, top1-acc=75.52%, top5-acc=95.60%, remaining_time=0:00:03.048704, arrival_time=2021-04-15 10:12:46.069432, cost_time=0:00:34.297988 2021-04-15 10:12:44,919 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.8134, top1-acc=75.43%, top5-acc=95.55%, remaining_time=0:00:01.143054, arrival_time=2021-04-15 10:12:46.062527, cost_time=0:00:36.196737 2021-04-15 10:12:45,939 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=0.99ms, fps=1334 images/s, loss=0.8160, top1-acc=75.39%, top5-acc=95.52%, remaining_time=0:00:00, arrival_time=2021-04-15 10:12:45.939226, cost_time=0:00:37.216504 2021-04-15 10:12:46,639 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.16ms, fps=3662 images/s, loss=1.3720, top1-acc=60.47%, top5-acc=88.55%, remaining_time=0:00:02.096940, arrival_time=2021-04-15 10:12:48.736703, cost_time=0:00:00.698981 2021-04-15 10:12:47,228 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.20ms, fps=4352 images/s, loss=1.3450, top1-acc=61.58%, top5-acc=88.93%, remaining_time=0:00:01.287440, arrival_time=2021-04-15 10:12:48.515677, cost_time=0:00:01.287436 2021-04-15 10:12:47,816 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.18ms, fps=4357 images/s, loss=1.3300, top1-acc=62.03%, top5-acc=89.09%, remaining_time=0:00:00.625100, arrival_time=2021-04-15 10:12:48.441193, cost_time=0:00:01.875307 2021-04-15 10:12:48,355 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.05ms, fps=4305 images/s, loss=1.3327, top1-acc=62.66%, top5-acc=89.26%, remaining_time=0:00:00, arrival_time=2021-04-15 10:12:48.355240, cost_time=0:00:02.414468 2021-04-15 10:12:48,582 INFO : Epoch=0104 complete, best val top1-acc=62.66%, top5-acc=89.26% (epoch=104), remaining_time=1:03:51.320256, arrival_time=2021-04-15 11:16:39.902769, cost_time=1:09:10.596948 2021-04-15 10:12:48,583 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 10:12:50,647 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.10ms, fps=1240 images/s, loss=0.7769, top1-acc=76.13%, top5-acc=95.94%, remaining_time=0:00:38.384634, arrival_time=2021-04-15 10:13:29.032136, cost_time=0:00:02.063691 2021-04-15 10:12:52,545 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.7666, top1-acc=76.82%, top5-acc=96.02%, remaining_time=0:00:34.866656, arrival_time=2021-04-15 10:13:27.412597, cost_time=0:00:03.962127 2021-04-15 10:12:54,446 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=0.7668, top1-acc=76.84%, top5-acc=96.11%, remaining_time=0:00:32.438558, arrival_time=2021-04-15 10:13:26.884825, cost_time=0:00:05.862384 2021-04-15 10:12:56,344 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.7623, top1-acc=76.97%, top5-acc=96.11%, remaining_time=0:00:30.267588, arrival_time=2021-04-15 10:13:26.612341, cost_time=0:00:07.760927 2021-04-15 10:12:58,252 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.7610, top1-acc=76.80%, top5-acc=96.10%, remaining_time=0:00:28.232750, arrival_time=2021-04-15 10:13:26.485339, cost_time=0:00:09.668762 2021-04-15 10:13:00,164 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.30ms, fps=1339 images/s, loss=0.7621, top1-acc=76.73%, top5-acc=96.09%, remaining_time=0:00:26.249632, arrival_time=2021-04-15 10:13:26.414283, cost_time=0:00:11.580732 2021-04-15 10:13:02,074 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.37ms, fps=1341 images/s, loss=0.7645, top1-acc=76.60%, top5-acc=96.05%, remaining_time=0:00:24.283728, arrival_time=2021-04-15 10:13:26.358499, cost_time=0:00:13.490948 2021-04-15 10:13:03,982 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.7697, top1-acc=76.46%, top5-acc=96.01%, remaining_time=0:00:22.328608, arrival_time=2021-04-15 10:13:26.311512, cost_time=0:00:15.399079 2021-04-15 10:13:05,895 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.41ms, fps=1339 images/s, loss=0.7720, top1-acc=76.38%, top5-acc=96.04%, remaining_time=0:00:20.389418, arrival_time=2021-04-15 10:13:26.285122, cost_time=0:00:17.311758 2021-04-15 10:13:07,798 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.15ms, fps=1346 images/s, loss=0.7731, top1-acc=76.29%, top5-acc=96.04%, remaining_time=0:00:18.445728, arrival_time=2021-04-15 10:13:26.243816, cost_time=0:00:19.214271 2021-04-15 10:13:09,696 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.37ms, fps=1349 images/s, loss=0.7733, top1-acc=76.26%, top5-acc=96.03%, remaining_time=0:00:16.506410, arrival_time=2021-04-15 10:13:26.203109, cost_time=0:00:21.112891 2021-04-15 10:13:11,604 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.7757, top1-acc=76.23%, top5-acc=96.03%, remaining_time=0:00:14.579840, arrival_time=2021-04-15 10:13:26.184444, cost_time=0:00:23.020780 2021-04-15 10:13:13,504 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.7781, top1-acc=76.18%, top5-acc=95.99%, remaining_time=0:00:12.652002, arrival_time=2021-04-15 10:13:26.156549, cost_time=0:00:24.920655 2021-04-15 10:13:15,402 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.7772, top1-acc=76.22%, top5-acc=96.04%, remaining_time=0:00:10.727472, arrival_time=2021-04-15 10:13:26.129965, cost_time=0:00:26.818666 2021-04-15 10:13:17,299 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7824, top1-acc=76.05%, top5-acc=96.03%, remaining_time=0:00:08.806240, arrival_time=2021-04-15 10:13:26.106052, cost_time=0:00:28.715999 2021-04-15 10:13:19,198 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.7870, top1-acc=75.99%, top5-acc=95.94%, remaining_time=0:00:06.888348, arrival_time=2021-04-15 10:13:26.086988, cost_time=0:00:30.614813 2021-04-15 10:13:21,097 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.7925, top1-acc=75.85%, top5-acc=95.93%, remaining_time=0:00:04.972604, arrival_time=2021-04-15 10:13:26.069657, cost_time=0:00:32.513232 2021-04-15 10:13:22,995 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7969, top1-acc=75.76%, top5-acc=95.89%, remaining_time=0:00:03.058800, arrival_time=2021-04-15 10:13:26.054184, cost_time=0:00:34.411565 2021-04-15 10:13:24,894 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.02ms, fps=1348 images/s, loss=0.7998, top1-acc=75.71%, top5-acc=95.87%, remaining_time=0:00:01.146666, arrival_time=2021-04-15 10:13:26.041546, cost_time=0:00:36.311011 2021-04-15 10:13:25,914 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.8034, top1-acc=75.65%, top5-acc=95.82%, remaining_time=0:00:00, arrival_time=2021-04-15 10:13:25.914252, cost_time=0:00:37.330451 2021-04-15 10:13:26,615 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=2.09ms, fps=3660 images/s, loss=1.3515, top1-acc=62.30%, top5-acc=88.63%, remaining_time=0:00:02.098470, arrival_time=2021-04-15 10:13:28.713766, cost_time=0:00:00.699490 2021-04-15 10:13:27,200 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.25ms, fps=4376 images/s, loss=1.3312, top1-acc=63.14%, top5-acc=88.67%, remaining_time=0:00:01.284840, arrival_time=2021-04-15 10:13:28.485470, cost_time=0:00:01.284839 2021-04-15 10:13:27,787 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.15ms, fps=4366 images/s, loss=1.3315, top1-acc=63.49%, top5-acc=88.40%, remaining_time=0:00:00.623830, arrival_time=2021-04-15 10:13:28.411096, cost_time=0:00:01.871480 2021-04-15 10:13:28,324 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.05ms, fps=4320 images/s, loss=1.3347, top1-acc=63.65%, top5-acc=88.80%, remaining_time=0:00:00, arrival_time=2021-04-15 10:13:28.324606, cost_time=0:00:02.408829 2021-04-15 10:13:28,567 INFO : Epoch=0105 complete, best val top1-acc=63.65%, top5-acc=88.80% (epoch=105), remaining_time=1:03:11.478975, arrival_time=2021-04-15 11:16:40.046530, cost_time=1:09:50.582000 2021-04-15 10:13:28,568 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 10:13:30,627 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.22ms, fps=1243 images/s, loss=0.8029, top1-acc=76.87%, top5-acc=95.66%, remaining_time=0:00:38.291820, arrival_time=2021-04-15 10:14:08.919373, cost_time=0:00:02.058699 2021-04-15 10:13:32,525 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7791, top1-acc=76.80%, top5-acc=96.05%, remaining_time=0:00:34.814736, arrival_time=2021-04-15 10:14:07.339803, cost_time=0:00:03.956217 2021-04-15 10:13:34,439 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.19ms, fps=1337 images/s, loss=0.7878, top1-acc=76.25%, top5-acc=95.91%, remaining_time=0:00:32.485702, arrival_time=2021-04-15 10:14:06.925575, cost_time=0:00:05.870897 2021-04-15 10:13:36,348 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.7828, top1-acc=76.26%, top5-acc=96.10%, remaining_time=0:00:30.339192, arrival_time=2021-04-15 10:14:06.687332, cost_time=0:00:07.779278 2021-04-15 10:13:38,255 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.7826, top1-acc=76.24%, top5-acc=95.98%, remaining_time=0:00:28.285894, arrival_time=2021-04-15 10:14:06.541689, cost_time=0:00:09.686934 2021-04-15 10:13:40,164 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.7790, top1-acc=76.42%, top5-acc=96.02%, remaining_time=0:00:26.282816, arrival_time=2021-04-15 10:14:06.447059, cost_time=0:00:11.595377 2021-04-15 10:13:42,073 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.7820, top1-acc=76.27%, top5-acc=95.92%, remaining_time=0:00:24.308046, arrival_time=2021-04-15 10:14:06.381445, cost_time=0:00:13.504472 2021-04-15 10:13:43,981 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.7804, top1-acc=76.28%, top5-acc=95.96%, remaining_time=0:00:22.347864, arrival_time=2021-04-15 10:14:06.329043, cost_time=0:00:15.412311 2021-04-15 10:13:45,893 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.19ms, fps=1339 images/s, loss=0.7800, top1-acc=76.25%, top5-acc=95.99%, remaining_time=0:00:20.404258, arrival_time=2021-04-15 10:14:06.297519, cost_time=0:00:17.324389 2021-04-15 10:13:47,799 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.7797, top1-acc=76.27%, top5-acc=96.05%, remaining_time=0:00:18.461376, arrival_time=2021-04-15 10:14:06.260870, cost_time=0:00:19.230636 2021-04-15 10:13:49,699 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.7802, top1-acc=76.26%, top5-acc=96.03%, remaining_time=0:00:16.520600, arrival_time=2021-04-15 10:14:06.220484, cost_time=0:00:21.130954 2021-04-15 10:13:51,601 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.23ms, fps=1347 images/s, loss=0.7811, top1-acc=76.26%, top5-acc=96.05%, remaining_time=0:00:14.587288, arrival_time=2021-04-15 10:14:06.188669, cost_time=0:00:23.032521 2021-04-15 10:13:53,500 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=0.7815, top1-acc=76.23%, top5-acc=96.05%, remaining_time=0:00:12.657546, arrival_time=2021-04-15 10:14:06.157950, cost_time=0:00:24.931546 2021-04-15 10:13:55,398 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7800, top1-acc=76.28%, top5-acc=96.06%, remaining_time=0:00:10.731952, arrival_time=2021-04-15 10:14:06.130724, cost_time=0:00:26.829915 2021-04-15 10:13:57,296 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=0.7803, top1-acc=76.24%, top5-acc=96.07%, remaining_time=0:00:08.809828, arrival_time=2021-04-15 10:14:06.106431, cost_time=0:00:28.727743 2021-04-15 10:13:59,196 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.7840, top1-acc=76.16%, top5-acc=96.02%, remaining_time=0:00:06.891156, arrival_time=2021-04-15 10:14:06.087411, cost_time=0:00:30.627320 2021-04-15 10:14:01,094 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.7868, top1-acc=76.06%, top5-acc=96.01%, remaining_time=0:00:04.974554, arrival_time=2021-04-15 10:14:06.069360, cost_time=0:00:32.525944 2021-04-15 10:14:02,992 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.7930, top1-acc=75.89%, top5-acc=95.96%, remaining_time=0:00:03.059920, arrival_time=2021-04-15 10:14:06.052850, cost_time=0:00:34.424073 2021-04-15 10:14:04,892 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.7977, top1-acc=75.76%, top5-acc=95.89%, remaining_time=0:00:01.147050, arrival_time=2021-04-15 10:14:06.039174, cost_time=0:00:36.323268 2021-04-15 10:14:05,911 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.7987, top1-acc=75.75%, top5-acc=95.87%, remaining_time=0:00:00, arrival_time=2021-04-15 10:14:05.911856, cost_time=0:00:37.343003 2021-04-15 10:14:06,608 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.17ms, fps=3685 images/s, loss=1.3915, top1-acc=61.80%, top5-acc=88.40%, remaining_time=0:00:02.084220, arrival_time=2021-04-15 10:14:08.692403, cost_time=0:00:00.694743 2021-04-15 10:14:07,202 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.29ms, fps=4309 images/s, loss=1.4023, top1-acc=61.70%, top5-acc=87.79%, remaining_time=0:00:01.289100, arrival_time=2021-04-15 10:14:08.491622, cost_time=0:00:01.289098 2021-04-15 10:14:07,793 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.11ms, fps=4332 images/s, loss=1.4046, top1-acc=61.63%, top5-acc=87.83%, remaining_time=0:00:00.626790, arrival_time=2021-04-15 10:14:08.420668, cost_time=0:00:01.880382 2021-04-15 10:14:08,331 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.05ms, fps=4316 images/s, loss=1.4316, top1-acc=61.56%, top5-acc=87.64%, remaining_time=0:00:00, arrival_time=2021-04-15 10:14:08.331771, cost_time=0:00:02.418356 2021-04-15 10:14:08,432 INFO : Epoch=0106 complete, best val top1-acc=63.65%, top5-acc=88.80% (epoch=105), remaining_time=1:02:31.528062, arrival_time=2021-04-15 11:16:39.960152, cost_time=1:10:30.446540 2021-04-15 10:14:08,433 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 10:14:10,529 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.20ms, fps=1222 images/s, loss=0.7325, top1-acc=77.19%, top5-acc=96.41%, remaining_time=0:00:38.981136, arrival_time=2021-04-15 10:14:49.510356, cost_time=0:00:02.095762 2021-04-15 10:14:12,426 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.7406, top1-acc=77.15%, top5-acc=96.33%, remaining_time=0:00:35.138576, arrival_time=2021-04-15 10:14:47.565058, cost_time=0:00:03.993022 2021-04-15 10:14:14,326 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.78ms, fps=1348 images/s, loss=0.7438, top1-acc=77.43%, top5-acc=96.45%, remaining_time=0:00:32.607878, arrival_time=2021-04-15 10:14:46.934399, cost_time=0:00:05.892999 2021-04-15 10:14:16,223 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.7561, top1-acc=77.06%, top5-acc=96.33%, remaining_time=0:00:30.382716, arrival_time=2021-04-15 10:14:46.606628, cost_time=0:00:07.790450 2021-04-15 10:14:18,122 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.7590, top1-acc=77.08%, top5-acc=96.24%, remaining_time=0:00:28.290712, arrival_time=2021-04-15 10:14:46.412785, cost_time=0:00:09.688614 2021-04-15 10:14:20,020 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7649, top1-acc=76.84%, top5-acc=96.18%, remaining_time=0:00:26.264184, arrival_time=2021-04-15 10:14:46.284770, cost_time=0:00:11.587118 2021-04-15 10:14:21,919 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.7646, top1-acc=76.89%, top5-acc=96.13%, remaining_time=0:00:24.274530, arrival_time=2021-04-15 10:14:46.194063, cost_time=0:00:13.485861 2021-04-15 10:14:23,818 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7684, top1-acc=76.77%, top5-acc=96.10%, remaining_time=0:00:22.308076, arrival_time=2021-04-15 10:14:46.126444, cost_time=0:00:15.384906 2021-04-15 10:14:25,716 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7718, top1-acc=76.77%, top5-acc=96.02%, remaining_time=0:00:20.355286, arrival_time=2021-04-15 10:14:46.071581, cost_time=0:00:17.282834 2021-04-15 10:14:27,614 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7724, top1-acc=76.72%, top5-acc=95.99%, remaining_time=0:00:18.413856, arrival_time=2021-04-15 10:14:46.028390, cost_time=0:00:19.181058 2021-04-15 10:14:29,512 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7730, top1-acc=76.71%, top5-acc=95.93%, remaining_time=0:00:16.479664, arrival_time=2021-04-15 10:14:45.991735, cost_time=0:00:21.078615 2021-04-15 10:14:31,410 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.7748, top1-acc=76.71%, top5-acc=95.90%, remaining_time=0:00:14.552024, arrival_time=2021-04-15 10:14:45.962392, cost_time=0:00:22.976908 2021-04-15 10:14:33,309 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.7785, top1-acc=76.50%, top5-acc=95.90%, remaining_time=0:00:12.629232, arrival_time=2021-04-15 10:14:45.938520, cost_time=0:00:24.875752 2021-04-15 10:14:35,207 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.7787, top1-acc=76.53%, top5-acc=95.89%, remaining_time=0:00:10.709664, arrival_time=2021-04-15 10:14:45.917287, cost_time=0:00:26.774163 2021-04-15 10:14:37,105 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7836, top1-acc=76.41%, top5-acc=95.86%, remaining_time=0:00:08.792808, arrival_time=2021-04-15 10:14:45.898471, cost_time=0:00:28.672204 2021-04-15 10:14:39,003 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.7862, top1-acc=76.36%, top5-acc=95.84%, remaining_time=0:00:06.878232, arrival_time=2021-04-15 10:14:45.881649, cost_time=0:00:30.569941 2021-04-15 10:14:40,901 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=0.7859, top1-acc=76.37%, top5-acc=95.84%, remaining_time=0:00:04.965688, arrival_time=2021-04-15 10:14:45.867181, cost_time=0:00:32.468031 2021-04-15 10:14:42,798 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.7864, top1-acc=76.35%, top5-acc=95.82%, remaining_time=0:00:03.054672, arrival_time=2021-04-15 10:14:45.853261, cost_time=0:00:34.365118 2021-04-15 10:14:44,697 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.7897, top1-acc=76.28%, top5-acc=95.78%, remaining_time=0:00:01.145166, arrival_time=2021-04-15 10:14:45.842179, cost_time=0:00:36.263557 2021-04-15 10:14:45,716 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.99ms, fps=1334 images/s, loss=0.7907, top1-acc=76.26%, top5-acc=95.77%, remaining_time=0:00:00, arrival_time=2021-04-15 10:14:45.716705, cost_time=0:00:37.283253 2021-04-15 10:14:46,416 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.95ms, fps=3669 images/s, loss=1.3514, top1-acc=63.44%, top5-acc=88.01%, remaining_time=0:00:02.093250, arrival_time=2021-04-15 10:14:48.509228, cost_time=0:00:00.697747 2021-04-15 10:14:47,001 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.09ms, fps=4375 images/s, loss=1.3510, top1-acc=63.32%, top5-acc=88.26%, remaining_time=0:00:01.283180, arrival_time=2021-04-15 10:14:48.284591, cost_time=0:00:01.283183 2021-04-15 10:14:47,588 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.04ms, fps=4366 images/s, loss=1.3384, top1-acc=63.41%, top5-acc=88.37%, remaining_time=0:00:00.623260, arrival_time=2021-04-15 10:14:48.211241, cost_time=0:00:01.869769 2021-04-15 10:14:48,131 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=4275 images/s, loss=1.3225, top1-acc=63.28%, top5-acc=88.63%, remaining_time=0:00:00, arrival_time=2021-04-15 10:14:48.131070, cost_time=0:00:02.412722 2021-04-15 10:14:48,275 INFO : Epoch=0107 complete, best val top1-acc=63.65%, top5-acc=88.80% (epoch=105), remaining_time=1:01:51.560436, arrival_time=2021-04-15 11:16:39.835938, cost_time=1:11:10.289958 2021-04-15 10:14:48,276 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 10:14:50,375 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.19ms, fps=1220 images/s, loss=0.7588, top1-acc=77.30%, top5-acc=96.52%, remaining_time=0:00:39.028194, arrival_time=2021-04-15 10:15:29.403296, cost_time=0:00:02.098292 2021-04-15 10:14:52,275 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.22ms, fps=1347 images/s, loss=0.7537, top1-acc=77.52%, top5-acc=96.35%, remaining_time=0:00:35.189088, arrival_time=2021-04-15 10:15:27.464659, cost_time=0:00:03.998769 2021-04-15 10:14:54,178 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.44ms, fps=1345 images/s, loss=0.7450, top1-acc=77.46%, top5-acc=96.56%, remaining_time=0:00:32.657014, arrival_time=2021-04-15 10:15:26.835753, cost_time=0:00:05.901861 2021-04-15 10:14:56,077 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7452, top1-acc=77.20%, top5-acc=96.48%, remaining_time=0:00:30.421872, arrival_time=2021-04-15 10:15:26.499170, cost_time=0:00:07.800494 2021-04-15 10:14:57,975 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.7485, top1-acc=77.05%, top5-acc=96.34%, remaining_time=0:00:28.320496, arrival_time=2021-04-15 10:15:26.296115, cost_time=0:00:09.698815 2021-04-15 10:14:59,873 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.7507, top1-acc=76.89%, top5-acc=96.32%, remaining_time=0:00:26.286488, arrival_time=2021-04-15 10:15:26.160265, cost_time=0:00:11.596954 2021-04-15 10:15:01,773 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.7558, top1-acc=76.70%, top5-acc=96.29%, remaining_time=0:00:24.293808, arrival_time=2021-04-15 10:15:26.067262, cost_time=0:00:13.496565 2021-04-15 10:15:03,672 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.7580, top1-acc=76.60%, top5-acc=96.25%, remaining_time=0:00:22.323272, arrival_time=2021-04-15 10:15:25.995472, cost_time=0:00:15.395391 2021-04-15 10:15:05,574 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.16ms, fps=1346 images/s, loss=0.7587, top1-acc=76.61%, top5-acc=96.24%, remaining_time=0:00:20.372670, arrival_time=2021-04-15 10:15:25.947065, cost_time=0:00:17.297576 2021-04-15 10:15:07,473 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.7595, top1-acc=76.56%, top5-acc=96.30%, remaining_time=0:00:18.428736, arrival_time=2021-04-15 10:15:25.902105, cost_time=0:00:19.196561 2021-04-15 10:15:09,372 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.7651, top1-acc=76.48%, top5-acc=96.20%, remaining_time=0:00:16.493166, arrival_time=2021-04-15 10:15:25.865985, cost_time=0:00:21.095940 2021-04-15 10:15:11,270 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.7672, top1-acc=76.52%, top5-acc=96.18%, remaining_time=0:00:14.562892, arrival_time=2021-04-15 10:15:25.833803, cost_time=0:00:22.994099 2021-04-15 10:15:13,169 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.49ms, fps=1348 images/s, loss=0.7702, top1-acc=76.49%, top5-acc=96.16%, remaining_time=0:00:12.637944, arrival_time=2021-04-15 10:15:25.807624, cost_time=0:00:24.892866 2021-04-15 10:15:15,070 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=0.7705, top1-acc=76.47%, top5-acc=96.17%, remaining_time=0:00:10.717448, arrival_time=2021-04-15 10:15:25.787915, cost_time=0:00:26.793656 2021-04-15 10:15:16,971 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.79ms, fps=1347 images/s, loss=0.7749, top1-acc=76.40%, top5-acc=96.11%, remaining_time=0:00:08.799570, arrival_time=2021-04-15 10:15:25.770670, cost_time=0:00:28.694285 2021-04-15 10:15:18,871 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.7760, top1-acc=76.44%, top5-acc=96.10%, remaining_time=0:00:06.883740, arrival_time=2021-04-15 10:15:25.754974, cost_time=0:00:30.594349 2021-04-15 10:15:20,769 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.7824, top1-acc=76.28%, top5-acc=96.05%, remaining_time=0:00:04.969432, arrival_time=2021-04-15 10:15:25.738727, cost_time=0:00:32.492485 2021-04-15 10:15:22,667 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.7832, top1-acc=76.27%, top5-acc=96.03%, remaining_time=0:00:03.056928, arrival_time=2021-04-15 10:15:25.724164, cost_time=0:00:34.390425 2021-04-15 10:15:24,566 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.7875, top1-acc=76.17%, top5-acc=95.99%, remaining_time=0:00:01.145976, arrival_time=2021-04-15 10:15:25.712076, cost_time=0:00:36.289294 2021-04-15 10:15:25,585 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.7878, top1-acc=76.11%, top5-acc=95.99%, remaining_time=0:00:00, arrival_time=2021-04-15 10:15:25.585218, cost_time=0:00:37.308420 2021-04-15 10:15:26,314 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.23ms, fps=3516 images/s, loss=1.3522, top1-acc=62.38%, top5-acc=88.67%, remaining_time=0:00:02.184120, arrival_time=2021-04-15 10:15:28.498939, cost_time=0:00:00.728040 2021-04-15 10:15:26,901 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.17ms, fps=4366 images/s, loss=1.3272, top1-acc=63.22%, top5-acc=89.10%, remaining_time=0:00:01.314700, arrival_time=2021-04-15 10:15:28.216186, cost_time=0:00:01.314704 2021-04-15 10:15:27,488 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.11ms, fps=4366 images/s, loss=1.3217, top1-acc=63.19%, top5-acc=88.88%, remaining_time=0:00:00.633780, arrival_time=2021-04-15 10:15:28.121897, cost_time=0:00:01.901355 2021-04-15 10:15:28,025 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.3323, top1-acc=63.25%, top5-acc=88.85%, remaining_time=0:00:00, arrival_time=2021-04-15 10:15:28.024963, cost_time=0:00:02.438203 2021-04-15 10:15:28,154 INFO : Epoch=0108 complete, best val top1-acc=63.65%, top5-acc=88.80% (epoch=105), remaining_time=1:01:11.625516, arrival_time=2021-04-15 11:16:39.780180, cost_time=1:11:50.169115 2021-04-15 10:15:28,155 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 10:15:30,205 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.42ms, fps=1249 images/s, loss=0.7305, top1-acc=78.32%, top5-acc=95.82%, remaining_time=0:00:38.118468, arrival_time=2021-04-15 10:16:08.323716, cost_time=0:00:02.049381 2021-04-15 10:15:32,113 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.7317, top1-acc=78.09%, top5-acc=96.33%, remaining_time=0:00:34.825824, arrival_time=2021-04-15 10:16:06.939172, cost_time=0:00:03.957489 2021-04-15 10:15:34,021 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=0.7246, top1-acc=77.92%, top5-acc=96.46%, remaining_time=0:00:32.454826, arrival_time=2021-04-15 10:16:06.476095, cost_time=0:00:05.865336 2021-04-15 10:15:35,920 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.7343, top1-acc=77.75%, top5-acc=96.40%, remaining_time=0:00:30.281316, arrival_time=2021-04-15 10:16:06.201608, cost_time=0:00:07.764427 2021-04-15 10:15:37,817 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.7321, top1-acc=77.79%, top5-acc=96.43%, remaining_time=0:00:28.212164, arrival_time=2021-04-15 10:16:06.029718, cost_time=0:00:09.661697 2021-04-15 10:15:39,718 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.13ms, fps=1347 images/s, loss=0.7392, top1-acc=77.67%, top5-acc=96.37%, remaining_time=0:00:26.208696, arrival_time=2021-04-15 10:16:05.927282, cost_time=0:00:11.562655 2021-04-15 10:15:41,616 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.7392, top1-acc=77.72%, top5-acc=96.33%, remaining_time=0:00:24.228666, arrival_time=2021-04-15 10:16:05.844919, cost_time=0:00:13.460394 2021-04-15 10:15:43,514 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.7421, top1-acc=77.58%, top5-acc=96.30%, remaining_time=0:00:22.269564, arrival_time=2021-04-15 10:16:05.783752, cost_time=0:00:15.358332 2021-04-15 10:15:45,417 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.19ms, fps=1346 images/s, loss=0.7487, top1-acc=77.40%, top5-acc=96.24%, remaining_time=0:00:20.329740, arrival_time=2021-04-15 10:16:05.746759, cost_time=0:00:17.261137 2021-04-15 10:15:47,317 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.22ms, fps=1347 images/s, loss=0.7456, top1-acc=77.51%, top5-acc=96.32%, remaining_time=0:00:18.394848, arrival_time=2021-04-15 10:16:05.712092, cost_time=0:00:19.161315 2021-04-15 10:15:49,215 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.7490, top1-acc=77.37%, top5-acc=96.30%, remaining_time=0:00:16.464872, arrival_time=2021-04-15 10:16:05.680475, cost_time=0:00:21.059743 2021-04-15 10:15:51,113 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.7518, top1-acc=77.23%, top5-acc=96.29%, remaining_time=0:00:14.539788, arrival_time=2021-04-15 10:16:05.653237, cost_time=0:00:22.957595 2021-04-15 10:15:53,012 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.7540, top1-acc=77.20%, top5-acc=96.29%, remaining_time=0:00:12.619332, arrival_time=2021-04-15 10:16:05.631396, cost_time=0:00:24.856195 2021-04-15 10:15:54,912 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.44ms, fps=1348 images/s, loss=0.7549, top1-acc=77.21%, top5-acc=96.26%, remaining_time=0:00:10.702552, arrival_time=2021-04-15 10:16:05.614765, cost_time=0:00:26.756328 2021-04-15 10:15:56,813 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=0.7574, top1-acc=77.12%, top5-acc=96.26%, remaining_time=0:00:08.788438, arrival_time=2021-04-15 10:16:05.602294, cost_time=0:00:28.657918 2021-04-15 10:15:58,712 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7580, top1-acc=77.07%, top5-acc=96.26%, remaining_time=0:00:06.875208, arrival_time=2021-04-15 10:16:05.587510, cost_time=0:00:30.556443 2021-04-15 10:16:00,613 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.28ms, fps=1347 images/s, loss=0.7617, top1-acc=76.98%, top5-acc=96.21%, remaining_time=0:00:04.964076, arrival_time=2021-04-15 10:16:05.577323, cost_time=0:00:32.457375 2021-04-15 10:16:02,518 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.21ms, fps=1344 images/s, loss=0.7664, top1-acc=76.84%, top5-acc=96.14%, remaining_time=0:00:03.054416, arrival_time=2021-04-15 10:16:05.572478, cost_time=0:00:34.362127 2021-04-15 10:16:04,416 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.7668, top1-acc=76.79%, top5-acc=96.13%, remaining_time=0:00:01.145064, arrival_time=2021-04-15 10:16:05.561248, cost_time=0:00:36.260343 2021-04-15 10:16:05,435 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.01ms, fps=1334 images/s, loss=0.7692, top1-acc=76.76%, top5-acc=96.09%, remaining_time=0:00:00, arrival_time=2021-04-15 10:16:05.435687, cost_time=0:00:37.279841 2021-04-15 10:16:06,133 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.20ms, fps=3678 images/s, loss=1.2799, top1-acc=64.77%, top5-acc=89.37%, remaining_time=0:00:02.088210, arrival_time=2021-04-15 10:16:08.221538, cost_time=0:00:00.696069 2021-04-15 10:16:06,724 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.53ms, fps=4333 images/s, loss=1.2833, top1-acc=64.71%, top5-acc=89.30%, remaining_time=0:00:01.287180, arrival_time=2021-04-15 10:16:08.011642, cost_time=0:00:01.287182 2021-04-15 10:16:07,315 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.32ms, fps=4336 images/s, loss=1.2736, top1-acc=64.73%, top5-acc=89.44%, remaining_time=0:00:00.625970, arrival_time=2021-04-15 10:16:07.941326, cost_time=0:00:01.877923 2021-04-15 10:16:07,856 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=4294 images/s, loss=1.2521, top1-acc=64.84%, top5-acc=89.58%, remaining_time=0:00:00, arrival_time=2021-04-15 10:16:07.856168, cost_time=0:00:02.418916 2021-04-15 10:16:08,092 INFO : Epoch=0109 complete, best val top1-acc=64.84%, top5-acc=89.58% (epoch=109), remaining_time=1:00:31.740840, arrival_time=2021-04-15 11:16:39.833564, cost_time=1:12:30.107158 2021-04-15 10:16:08,094 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 10:16:10,166 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.29ms, fps=1235 images/s, loss=0.7269, top1-acc=78.01%, top5-acc=96.41%, remaining_time=0:00:38.540688, arrival_time=2021-04-15 10:16:48.706886, cost_time=0:00:02.072075 2021-04-15 10:16:12,076 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.7000, top1-acc=78.40%, top5-acc=96.68%, remaining_time=0:00:35.043008, arrival_time=2021-04-15 10:16:47.119281, cost_time=0:00:03.982152 2021-04-15 10:16:13,992 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.7165, top1-acc=77.89%, top5-acc=96.61%, remaining_time=0:00:32.634604, arrival_time=2021-04-15 10:16:46.626638, cost_time=0:00:05.897829 2021-04-15 10:16:15,906 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.31ms, fps=1337 images/s, loss=0.7124, top1-acc=78.12%, top5-acc=96.58%, remaining_time=0:00:30.468516, arrival_time=2021-04-15 10:16:46.375095, cost_time=0:00:07.812452 2021-04-15 10:16:17,817 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.7153, top1-acc=78.15%, top5-acc=96.49%, remaining_time=0:00:28.390868, arrival_time=2021-04-15 10:16:46.207880, cost_time=0:00:09.722892 2021-04-15 10:16:19,730 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.81ms, fps=1338 images/s, loss=0.7133, top1-acc=78.18%, top5-acc=96.57%, remaining_time=0:00:26.374888, arrival_time=2021-04-15 10:16:46.105060, cost_time=0:00:11.635978 2021-04-15 10:16:21,641 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.80ms, fps=1340 images/s, loss=0.7093, top1-acc=78.12%, top5-acc=96.64%, remaining_time=0:00:24.384528, arrival_time=2021-04-15 10:16:46.025593, cost_time=0:00:13.546932 2021-04-15 10:16:23,552 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.28ms, fps=1340 images/s, loss=0.7156, top1-acc=78.03%, top5-acc=96.53%, remaining_time=0:00:22.413868, arrival_time=2021-04-15 10:16:45.965840, cost_time=0:00:15.457844 2021-04-15 10:16:25,463 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.7189, top1-acc=77.94%, top5-acc=96.55%, remaining_time=0:00:20.456834, arrival_time=2021-04-15 10:16:45.919928, cost_time=0:00:17.368974 2021-04-15 10:16:27,376 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.24ms, fps=1338 images/s, loss=0.7245, top1-acc=77.77%, top5-acc=96.53%, remaining_time=0:00:18.511008, arrival_time=2021-04-15 10:16:45.887629, cost_time=0:00:19.282289 2021-04-15 10:16:29,288 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.39ms, fps=1340 images/s, loss=0.7307, top1-acc=77.56%, top5-acc=96.50%, remaining_time=0:00:16.569964, arrival_time=2021-04-15 10:16:45.858274, cost_time=0:00:21.194186 2021-04-15 10:16:31,199 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.30ms, fps=1340 images/s, loss=0.7327, top1-acc=77.46%, top5-acc=96.51%, remaining_time=0:00:14.633572, arrival_time=2021-04-15 10:16:45.833315, cost_time=0:00:23.105622 2021-04-15 10:16:33,111 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.7420, top1-acc=77.24%, top5-acc=96.45%, remaining_time=0:00:12.700974, arrival_time=2021-04-15 10:16:45.812234, cost_time=0:00:25.017126 2021-04-15 10:16:35,022 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.28ms, fps=1340 images/s, loss=0.7483, top1-acc=77.06%, top5-acc=96.38%, remaining_time=0:00:10.771208, arrival_time=2021-04-15 10:16:45.793336, cost_time=0:00:26.928000 2021-04-15 10:16:36,932 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.37ms, fps=1340 images/s, loss=0.7498, top1-acc=77.07%, top5-acc=96.36%, remaining_time=0:00:08.843776, arrival_time=2021-04-15 10:16:45.776286, cost_time=0:00:28.838367 2021-04-15 10:16:38,843 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.7544, top1-acc=76.96%, top5-acc=96.30%, remaining_time=0:00:06.918588, arrival_time=2021-04-15 10:16:45.762018, cost_time=0:00:30.749225 2021-04-15 10:16:40,754 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.7591, top1-acc=76.88%, top5-acc=96.23%, remaining_time=0:00:04.995042, arrival_time=2021-04-15 10:16:45.749141, cost_time=0:00:32.659973 2021-04-15 10:16:42,664 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.30ms, fps=1340 images/s, loss=0.7632, top1-acc=76.73%, top5-acc=96.18%, remaining_time=0:00:03.072912, arrival_time=2021-04-15 10:16:45.737356, cost_time=0:00:34.570318 2021-04-15 10:16:44,575 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.10ms, fps=1340 images/s, loss=0.7646, top1-acc=76.68%, top5-acc=96.17%, remaining_time=0:00:01.152036, arrival_time=2021-04-15 10:16:45.727278, cost_time=0:00:36.481124 2021-04-15 10:16:45,604 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.09ms, fps=1322 images/s, loss=0.7655, top1-acc=76.67%, top5-acc=96.15%, remaining_time=0:00:00, arrival_time=2021-04-15 10:16:45.604241, cost_time=0:00:37.510139 2021-04-15 10:16:46,304 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.96ms, fps=3664 images/s, loss=1.3698, top1-acc=62.23%, top5-acc=88.16%, remaining_time=0:00:02.095830, arrival_time=2021-04-15 10:16:48.400241, cost_time=0:00:00.698610 2021-04-15 10:16:46,892 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.51ms, fps=4359 images/s, loss=1.3785, top1-acc=61.78%, top5-acc=88.32%, remaining_time=0:00:01.286180, arrival_time=2021-04-15 10:16:48.178159, cost_time=0:00:01.286174 2021-04-15 10:16:47,481 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.25ms, fps=4343 images/s, loss=1.3786, top1-acc=62.19%, top5-acc=88.22%, remaining_time=0:00:00.625290, arrival_time=2021-04-15 10:16:48.107036, cost_time=0:00:01.875872 2021-04-15 10:16:48,023 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.06ms, fps=4290 images/s, loss=1.3929, top1-acc=62.08%, top5-acc=88.09%, remaining_time=0:00:00, arrival_time=2021-04-15 10:16:48.023018, cost_time=0:00:02.417223 2021-04-15 10:16:48,123 INFO : Epoch=0110 complete, best val top1-acc=64.84%, top5-acc=89.58% (epoch=109), remaining_time=0:59:51.931050, arrival_time=2021-04-15 11:16:40.054595, cost_time=1:13:10.137991 2021-04-15 10:16:48,124 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 10:16:50,199 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.13ms, fps=1234 images/s, loss=0.7496, top1-acc=77.23%, top5-acc=96.72%, remaining_time=0:00:38.588490, arrival_time=2021-04-15 10:17:28.788064, cost_time=0:00:02.074649 2021-04-15 10:16:52,097 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.7223, top1-acc=77.89%, top5-acc=96.74%, remaining_time=0:00:34.955360, arrival_time=2021-04-15 10:17:27.052490, cost_time=0:00:03.972200 2021-04-15 10:16:53,996 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.38ms, fps=1348 images/s, loss=0.7182, top1-acc=78.16%, top5-acc=96.67%, remaining_time=0:00:32.491180, arrival_time=2021-04-15 10:17:26.488079, cost_time=0:00:05.871888 2021-04-15 10:16:55,898 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.7175, top1-acc=78.16%, top5-acc=96.60%, remaining_time=0:00:30.315168, arrival_time=2021-04-15 10:17:26.213307, cost_time=0:00:07.773128 2021-04-15 10:16:57,795 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.7105, top1-acc=78.30%, top5-acc=96.70%, remaining_time=0:00:28.238006, arrival_time=2021-04-15 10:17:26.033474, cost_time=0:00:09.670537 2021-04-15 10:16:59,693 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7144, top1-acc=78.29%, top5-acc=96.67%, remaining_time=0:00:26.221208, arrival_time=2021-04-15 10:17:25.914332, cost_time=0:00:11.568191 2021-04-15 10:17:01,591 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.7159, top1-acc=78.16%, top5-acc=96.65%, remaining_time=0:00:24.240510, arrival_time=2021-04-15 10:17:25.832430, cost_time=0:00:13.466972 2021-04-15 10:17:03,491 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.7195, top1-acc=78.13%, top5-acc=96.63%, remaining_time=0:00:22.280932, arrival_time=2021-04-15 10:17:25.772104, cost_time=0:00:15.366172 2021-04-15 10:17:05,389 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7206, top1-acc=78.09%, top5-acc=96.63%, remaining_time=0:00:20.333980, arrival_time=2021-04-15 10:17:25.723635, cost_time=0:00:17.264722 2021-04-15 10:17:07,287 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.7259, top1-acc=77.90%, top5-acc=96.57%, remaining_time=0:00:18.395808, arrival_time=2021-04-15 10:17:25.683020, cost_time=0:00:19.162278 2021-04-15 10:17:09,191 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.22ms, fps=1345 images/s, loss=0.7292, top1-acc=77.81%, top5-acc=96.53%, remaining_time=0:00:16.469946, arrival_time=2021-04-15 10:17:25.661078, cost_time=0:00:21.066188 2021-04-15 10:17:11,092 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=0.7336, top1-acc=77.63%, top5-acc=96.50%, remaining_time=0:00:14.545868, arrival_time=2021-04-15 10:17:25.637959, cost_time=0:00:22.967156 2021-04-15 10:17:12,992 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.67ms, fps=1347 images/s, loss=0.7364, top1-acc=77.50%, top5-acc=96.46%, remaining_time=0:00:12.624942, arrival_time=2021-04-15 10:17:25.617199, cost_time=0:00:24.867309 2021-04-15 10:17:14,896 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.19ms, fps=1344 images/s, loss=0.7382, top1-acc=77.47%, top5-acc=96.40%, remaining_time=0:00:10.708768, arrival_time=2021-04-15 10:17:25.605672, cost_time=0:00:26.771893 2021-04-15 10:17:16,795 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.7389, top1-acc=77.44%, top5-acc=96.38%, remaining_time=0:00:08.792210, arrival_time=2021-04-15 10:17:25.587361, cost_time=0:00:28.670215 2021-04-15 10:17:18,694 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=0.7425, top1-acc=77.37%, top5-acc=96.31%, remaining_time=0:00:06.878160, arrival_time=2021-04-15 10:17:25.572626, cost_time=0:00:30.569527 2021-04-15 10:17:20,594 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.7440, top1-acc=77.32%, top5-acc=96.28%, remaining_time=0:00:04.965922, arrival_time=2021-04-15 10:17:25.560420, cost_time=0:00:32.469424 2021-04-15 10:17:22,492 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7463, top1-acc=77.26%, top5-acc=96.26%, remaining_time=0:00:03.054880, arrival_time=2021-04-15 10:17:25.547172, cost_time=0:00:34.367362 2021-04-15 10:17:24,391 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=0.7500, top1-acc=77.13%, top5-acc=96.22%, remaining_time=0:00:01.145250, arrival_time=2021-04-15 10:17:25.536442, cost_time=0:00:36.266278 2021-04-15 10:17:25,410 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.7520, top1-acc=77.08%, top5-acc=96.22%, remaining_time=0:00:00, arrival_time=2021-04-15 10:17:25.410115, cost_time=0:00:37.285196 2021-04-15 10:17:26,113 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.28ms, fps=3645 images/s, loss=1.3668, top1-acc=62.70%, top5-acc=87.93%, remaining_time=0:00:02.106840, arrival_time=2021-04-15 10:17:28.220789, cost_time=0:00:00.702278 2021-04-15 10:17:26,701 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.30ms, fps=4356 images/s, loss=1.3558, top1-acc=62.93%, top5-acc=88.20%, remaining_time=0:00:01.290220, arrival_time=2021-04-15 10:17:27.992132, cost_time=0:00:01.290221 2021-04-15 10:17:27,289 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.14ms, fps=4361 images/s, loss=1.3321, top1-acc=63.14%, top5-acc=88.41%, remaining_time=0:00:00.625880, arrival_time=2021-04-15 10:17:27.915171, cost_time=0:00:01.877625 2021-04-15 10:17:27,828 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=1.3651, top1-acc=62.63%, top5-acc=88.27%, remaining_time=0:00:00, arrival_time=2021-04-15 10:17:27.828584, cost_time=0:00:02.416929 2021-04-15 10:17:27,934 INFO : Epoch=0111 complete, best val top1-acc=64.84%, top5-acc=89.58% (epoch=109), remaining_time=0:59:11.940605, arrival_time=2021-04-15 11:16:39.874572, cost_time=1:13:49.948420 2021-04-15 10:17:27,935 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 10:17:29,990 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.22ms, fps=1245 images/s, loss=0.7396, top1-acc=77.85%, top5-acc=96.13%, remaining_time=0:00:38.230812, arrival_time=2021-04-15 10:18:08.221418, cost_time=0:00:02.055423 2021-04-15 10:17:31,888 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.7255, top1-acc=78.20%, top5-acc=96.27%, remaining_time=0:00:34.790976, arrival_time=2021-04-15 10:18:06.679685, cost_time=0:00:03.953527 2021-04-15 10:17:33,789 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.43ms, fps=1347 images/s, loss=0.7147, top1-acc=78.52%, top5-acc=96.51%, remaining_time=0:00:32.391912, arrival_time=2021-04-15 10:18:06.181133, cost_time=0:00:05.853950 2021-04-15 10:17:35,690 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.36ms, fps=1347 images/s, loss=0.7131, top1-acc=78.54%, top5-acc=96.60%, remaining_time=0:00:30.244344, arrival_time=2021-04-15 10:18:05.934577, cost_time=0:00:07.754956 2021-04-15 10:17:37,587 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7067, top1-acc=78.68%, top5-acc=96.69%, remaining_time=0:00:28.185592, arrival_time=2021-04-15 10:18:05.773397, cost_time=0:00:09.652622 2021-04-15 10:17:39,488 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.36ms, fps=1347 images/s, loss=0.7136, top1-acc=78.29%, top5-acc=96.74%, remaining_time=0:00:26.187752, arrival_time=2021-04-15 10:18:05.676370, cost_time=0:00:11.553435 2021-04-15 10:17:41,387 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.7158, top1-acc=78.33%, top5-acc=96.66%, remaining_time=0:00:24.214428, arrival_time=2021-04-15 10:18:05.602057, cost_time=0:00:13.452440 2021-04-15 10:17:43,286 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.85ms, fps=1348 images/s, loss=0.7175, top1-acc=78.19%, top5-acc=96.70%, remaining_time=0:00:22.259356, arrival_time=2021-04-15 10:18:05.545869, cost_time=0:00:15.351253 2021-04-15 10:17:45,184 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7183, top1-acc=78.26%, top5-acc=96.68%, remaining_time=0:00:20.316278, arrival_time=2021-04-15 10:18:05.501105, cost_time=0:00:17.249643 2021-04-15 10:17:47,082 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.7233, top1-acc=78.06%, top5-acc=96.59%, remaining_time=0:00:18.381408, arrival_time=2021-04-15 10:18:05.463893, cost_time=0:00:19.147294 2021-04-15 10:17:48,980 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.7268, top1-acc=78.01%, top5-acc=96.54%, remaining_time=0:00:16.453262, arrival_time=2021-04-15 10:18:05.433349, cost_time=0:00:21.044903 2021-04-15 10:17:50,878 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.7276, top1-acc=78.07%, top5-acc=96.54%, remaining_time=0:00:14.530744, arrival_time=2021-04-15 10:18:05.409206, cost_time=0:00:22.943259 2021-04-15 10:17:52,778 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.7267, top1-acc=78.11%, top5-acc=96.55%, remaining_time=0:00:12.612864, arrival_time=2021-04-15 10:18:05.391614, cost_time=0:00:24.843559 2021-04-15 10:17:54,677 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.87ms, fps=1349 images/s, loss=0.7254, top1-acc=78.10%, top5-acc=96.57%, remaining_time=0:00:10.696840, arrival_time=2021-04-15 10:18:05.374251, cost_time=0:00:26.742153 2021-04-15 10:17:56,575 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.7262, top1-acc=78.11%, top5-acc=96.58%, remaining_time=0:00:08.783148, arrival_time=2021-04-15 10:18:05.359066, cost_time=0:00:28.640736 2021-04-15 10:17:58,474 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.7257, top1-acc=78.07%, top5-acc=96.58%, remaining_time=0:00:06.871356, arrival_time=2021-04-15 10:18:05.345820, cost_time=0:00:30.539281 2021-04-15 10:18:00,372 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7285, top1-acc=77.94%, top5-acc=96.59%, remaining_time=0:00:04.960982, arrival_time=2021-04-15 10:18:05.333315, cost_time=0:00:32.437134 2021-04-15 10:18:02,271 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=0.7335, top1-acc=77.86%, top5-acc=96.48%, remaining_time=0:00:03.052144, arrival_time=2021-04-15 10:18:05.323951, cost_time=0:00:34.336619 2021-04-15 10:18:04,170 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.7368, top1-acc=77.78%, top5-acc=96.44%, remaining_time=0:00:01.144278, arrival_time=2021-04-15 10:18:05.314884, cost_time=0:00:36.235431 2021-04-15 10:18:05,190 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.13ms, fps=1334 images/s, loss=0.7391, top1-acc=77.74%, top5-acc=96.42%, remaining_time=0:00:00, arrival_time=2021-04-15 10:18:05.190171, cost_time=0:00:37.254989 2021-04-15 10:18:05,889 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=1.21ms, fps=3667 images/s, loss=1.2840, top1-acc=64.22%, top5-acc=89.30%, remaining_time=0:00:02.094150, arrival_time=2021-04-15 10:18:07.983908, cost_time=0:00:00.698047 2021-04-15 10:18:06,475 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.10ms, fps=4371 images/s, loss=1.3212, top1-acc=62.77%, top5-acc=88.91%, remaining_time=0:00:01.284040, arrival_time=2021-04-15 10:18:07.759785, cost_time=0:00:01.284036 2021-04-15 10:18:07,062 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.13ms, fps=4369 images/s, loss=1.3096, top1-acc=63.31%, top5-acc=88.89%, remaining_time=0:00:00.623420, arrival_time=2021-04-15 10:18:07.685396, cost_time=0:00:01.870271 2021-04-15 10:18:07,599 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.2855, top1-acc=63.59%, top5-acc=89.21%, remaining_time=0:00:00, arrival_time=2021-04-15 10:18:07.599115, cost_time=0:00:02.407415 2021-04-15 10:18:07,703 INFO : Epoch=0112 complete, best val top1-acc=64.84%, top5-acc=89.58% (epoch=109), remaining_time=0:58:31.921336, arrival_time=2021-04-15 11:16:39.624903, cost_time=1:14:29.718026 2021-04-15 10:18:07,704 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 10:18:09,757 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.13ms, fps=1247 images/s, loss=0.7411, top1-acc=77.62%, top5-acc=96.41%, remaining_time=0:00:38.185242, arrival_time=2021-04-15 10:18:47.943023, cost_time=0:00:02.052966 2021-04-15 10:18:11,658 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=0.7197, top1-acc=78.38%, top5-acc=96.45%, remaining_time=0:00:34.791504, arrival_time=2021-04-15 10:18:46.449914, cost_time=0:00:03.953588 2021-04-15 10:18:13,557 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7262, top1-acc=78.01%, top5-acc=96.42%, remaining_time=0:00:32.382118, arrival_time=2021-04-15 10:18:45.939219, cost_time=0:00:05.852200 2021-04-15 10:18:15,455 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7217, top1-acc=78.30%, top5-acc=96.49%, remaining_time=0:00:30.226092, arrival_time=2021-04-15 10:18:45.681200, cost_time=0:00:07.750277 2021-04-15 10:18:17,352 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7130, top1-acc=78.34%, top5-acc=96.61%, remaining_time=0:00:28.172452, arrival_time=2021-04-15 10:18:45.525379, cost_time=0:00:09.648107 2021-04-15 10:18:19,252 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.7109, top1-acc=78.44%, top5-acc=96.63%, remaining_time=0:00:26.175512, arrival_time=2021-04-15 10:18:45.428406, cost_time=0:00:11.547997 2021-04-15 10:18:21,151 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.7093, top1-acc=78.37%, top5-acc=96.75%, remaining_time=0:00:24.203214, arrival_time=2021-04-15 10:18:45.354263, cost_time=0:00:13.446225 2021-04-15 10:18:23,048 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7119, top1-acc=78.15%, top5-acc=96.76%, remaining_time=0:00:22.248916, arrival_time=2021-04-15 10:18:45.297818, cost_time=0:00:15.344080 2021-04-15 10:18:24,947 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.7146, top1-acc=78.08%, top5-acc=96.72%, remaining_time=0:00:20.308010, arrival_time=2021-04-15 10:18:45.255491, cost_time=0:00:17.242642 2021-04-15 10:18:26,849 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.20ms, fps=1346 images/s, loss=0.7153, top1-acc=78.08%, top5-acc=96.73%, remaining_time=0:00:18.378912, arrival_time=2021-04-15 10:18:45.228508, cost_time=0:00:19.144692 2021-04-15 10:18:28,747 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.7158, top1-acc=78.04%, top5-acc=96.72%, remaining_time=0:00:16.451542, arrival_time=2021-04-15 10:18:45.198985, cost_time=0:00:21.042618 2021-04-15 10:18:30,645 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.7177, top1-acc=77.94%, top5-acc=96.67%, remaining_time=0:00:14.528844, arrival_time=2021-04-15 10:18:45.173912, cost_time=0:00:22.940244 2021-04-15 10:18:32,543 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7209, top1-acc=77.88%, top5-acc=96.62%, remaining_time=0:00:12.610488, arrival_time=2021-04-15 10:18:45.154164, cost_time=0:00:24.838843 2021-04-15 10:18:34,440 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.7236, top1-acc=77.77%, top5-acc=96.61%, remaining_time=0:00:10.694432, arrival_time=2021-04-15 10:18:45.135349, cost_time=0:00:26.736091 2021-04-15 10:18:36,338 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.7274, top1-acc=77.67%, top5-acc=96.54%, remaining_time=0:00:08.781078, arrival_time=2021-04-15 10:18:45.119833, cost_time=0:00:28.633935 2021-04-15 10:18:38,237 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.7276, top1-acc=77.67%, top5-acc=96.53%, remaining_time=0:00:06.869772, arrival_time=2021-04-15 10:18:45.107060, cost_time=0:00:30.532383 2021-04-15 10:18:40,135 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.7314, top1-acc=77.59%, top5-acc=96.47%, remaining_time=0:00:04.959942, arrival_time=2021-04-15 10:18:45.095147, cost_time=0:00:32.430382 2021-04-15 10:18:42,033 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.7351, top1-acc=77.51%, top5-acc=96.44%, remaining_time=0:00:03.051424, arrival_time=2021-04-15 10:18:45.084794, cost_time=0:00:34.328548 2021-04-15 10:18:43,932 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=0.7371, top1-acc=77.45%, top5-acc=96.44%, remaining_time=0:00:01.144020, arrival_time=2021-04-15 10:18:45.076143, cost_time=0:00:36.227306 2021-04-15 10:18:44,951 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=0.7385, top1-acc=77.43%, top5-acc=96.40%, remaining_time=0:00:00, arrival_time=2021-04-15 10:18:44.951903, cost_time=0:00:37.247089 2021-04-15 10:18:45,652 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.15ms, fps=3662 images/s, loss=1.3274, top1-acc=62.38%, top5-acc=88.79%, remaining_time=0:00:02.096910, arrival_time=2021-04-15 10:18:47.749346, cost_time=0:00:00.698973 2021-04-15 10:18:46,238 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.31ms, fps=4371 images/s, loss=1.3262, top1-acc=62.64%, top5-acc=89.06%, remaining_time=0:00:01.284980, arrival_time=2021-04-15 10:18:47.523422, cost_time=0:00:01.284979 2021-04-15 10:18:46,824 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.21ms, fps=4368 images/s, loss=1.2859, top1-acc=63.54%, top5-acc=89.57%, remaining_time=0:00:00.623770, arrival_time=2021-04-15 10:18:47.448553, cost_time=0:00:01.871323 2021-04-15 10:18:47,361 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.3071, top1-acc=63.76%, top5-acc=89.36%, remaining_time=0:00:00, arrival_time=2021-04-15 10:18:47.361659, cost_time=0:00:02.408212 2021-04-15 10:18:47,497 INFO : Epoch=0113 complete, best val top1-acc=64.84%, top5-acc=89.58% (epoch=109), remaining_time=0:57:51.925356, arrival_time=2021-04-15 11:16:39.423092, cost_time=1:15:09.512189 2021-04-15 10:18:47,498 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 10:18:49,588 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.19ms, fps=1225 images/s, loss=0.7101, top1-acc=78.52%, top5-acc=96.72%, remaining_time=0:00:38.864514, arrival_time=2021-04-15 10:19:28.453004, cost_time=0:00:02.089491 2021-04-15 10:18:51,495 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.6988, top1-acc=78.73%, top5-acc=96.80%, remaining_time=0:00:35.171488, arrival_time=2021-04-15 10:19:26.667246, cost_time=0:00:03.996770 2021-04-15 10:18:53,405 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.6953, top1-acc=78.88%, top5-acc=96.87%, remaining_time=0:00:32.682080, arrival_time=2021-04-15 10:19:26.087531, cost_time=0:00:05.906390 2021-04-15 10:18:55,314 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.6952, top1-acc=78.75%, top5-acc=96.87%, remaining_time=0:00:30.479592, arrival_time=2021-04-15 10:19:25.793858, cost_time=0:00:07.815277 2021-04-15 10:18:57,221 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.6890, top1-acc=78.97%, top5-acc=96.97%, remaining_time=0:00:28.390284, arrival_time=2021-04-15 10:19:25.612006, cost_time=0:00:09.722724 2021-04-15 10:18:59,133 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.32ms, fps=1339 images/s, loss=0.6807, top1-acc=79.16%, top5-acc=97.04%, remaining_time=0:00:26.371216, arrival_time=2021-04-15 10:19:25.504614, cost_time=0:00:11.634333 2021-04-15 10:19:01,041 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.6792, top1-acc=79.23%, top5-acc=97.06%, remaining_time=0:00:24.375834, arrival_time=2021-04-15 10:19:25.416944, cost_time=0:00:13.542120 2021-04-15 10:19:02,948 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.64ms, fps=1342 images/s, loss=0.6858, top1-acc=79.01%, top5-acc=97.05%, remaining_time=0:00:22.401572, arrival_time=2021-04-15 10:19:25.349887, cost_time=0:00:15.449324 2021-04-15 10:19:04,854 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.6896, top1-acc=78.94%, top5-acc=97.01%, remaining_time=0:00:20.440616, arrival_time=2021-04-15 10:19:25.294906, cost_time=0:00:17.355221 2021-04-15 10:19:06,751 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.7005, top1-acc=78.59%, top5-acc=96.91%, remaining_time=0:00:18.482784, arrival_time=2021-04-15 10:19:25.234644, cost_time=0:00:19.252864 2021-04-15 10:19:08,649 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.7053, top1-acc=78.40%, top5-acc=96.83%, remaining_time=0:00:16.536166, arrival_time=2021-04-15 10:19:25.186054, cost_time=0:00:21.150903 2021-04-15 10:19:10,549 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=0.7082, top1-acc=78.39%, top5-acc=96.75%, remaining_time=0:00:14.598384, arrival_time=2021-04-15 10:19:25.147564, cost_time=0:00:23.050129 2021-04-15 10:19:12,446 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.7092, top1-acc=78.38%, top5-acc=96.72%, remaining_time=0:00:12.665862, arrival_time=2021-04-15 10:19:25.112773, cost_time=0:00:24.947933 2021-04-15 10:19:14,353 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.7082, top1-acc=78.45%, top5-acc=96.71%, remaining_time=0:00:10.741584, arrival_time=2021-04-15 10:19:25.094587, cost_time=0:00:26.854002 2021-04-15 10:19:16,265 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.24ms, fps=1339 images/s, loss=0.7094, top1-acc=78.40%, top5-acc=96.70%, remaining_time=0:00:08.821604, arrival_time=2021-04-15 10:19:25.086922, cost_time=0:00:28.766133 2021-04-15 10:19:18,175 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.7114, top1-acc=78.30%, top5-acc=96.71%, remaining_time=0:00:06.902208, arrival_time=2021-04-15 10:19:25.077677, cost_time=0:00:30.676469 2021-04-15 10:19:20,082 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.7148, top1-acc=78.15%, top5-acc=96.69%, remaining_time=0:00:04.983420, arrival_time=2021-04-15 10:19:25.066347, cost_time=0:00:32.583935 2021-04-15 10:19:21,997 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.24ms, fps=1337 images/s, loss=0.7187, top1-acc=77.98%, top5-acc=96.69%, remaining_time=0:00:03.066544, arrival_time=2021-04-15 10:19:25.064125, cost_time=0:00:34.498574 2021-04-15 10:19:23,908 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.01ms, fps=1340 images/s, loss=0.7218, top1-acc=77.89%, top5-acc=96.64%, remaining_time=0:00:01.149768, arrival_time=2021-04-15 10:19:25.058205, cost_time=0:00:36.409288 2021-04-15 10:19:24,936 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.24ms, fps=1323 images/s, loss=0.7222, top1-acc=77.87%, top5-acc=96.63%, remaining_time=0:00:00, arrival_time=2021-04-15 10:19:24.936665, cost_time=0:00:37.437677 2021-04-15 10:19:25,636 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.25ms, fps=3666 images/s, loss=1.2671, top1-acc=64.06%, top5-acc=90.70%, remaining_time=0:00:02.094750, arrival_time=2021-04-15 10:19:27.731272, cost_time=0:00:00.698253 2021-04-15 10:19:26,223 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.17ms, fps=4366 images/s, loss=1.2565, top1-acc=64.80%, top5-acc=90.47%, remaining_time=0:00:01.284840, arrival_time=2021-04-15 10:19:27.507946, cost_time=0:00:01.284847 2021-04-15 10:19:26,809 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.13ms, fps=4366 images/s, loss=1.2473, top1-acc=65.23%, top5-acc=90.25%, remaining_time=0:00:00.623820, arrival_time=2021-04-15 10:19:27.433525, cost_time=0:00:01.871460 2021-04-15 10:19:27,348 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.05ms, fps=4305 images/s, loss=1.2608, top1-acc=65.15%, top5-acc=90.01%, remaining_time=0:00:00, arrival_time=2021-04-15 10:19:27.348947, cost_time=0:00:02.410703 2021-04-15 10:19:27,577 INFO : Epoch=0114 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:57:12.148458, arrival_time=2021-04-15 11:16:39.726184, cost_time=1:15:49.592168 2021-04-15 10:19:27,578 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 10:19:29,651 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.18ms, fps=1235 images/s, loss=0.6851, top1-acc=80.04%, top5-acc=97.03%, remaining_time=0:00:38.554824, arrival_time=2021-04-15 10:20:08.206710, cost_time=0:00:02.072835 2021-04-15 10:19:31,560 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.7116, top1-acc=78.57%, top5-acc=96.84%, remaining_time=0:00:35.036672, arrival_time=2021-04-15 10:20:06.597182, cost_time=0:00:03.981444 2021-04-15 10:19:33,470 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=0.6935, top1-acc=78.87%, top5-acc=96.95%, remaining_time=0:00:32.599744, arrival_time=2021-04-15 10:20:06.070383, cost_time=0:00:05.891520 2021-04-15 10:19:35,379 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.24ms, fps=1341 images/s, loss=0.6951, top1-acc=78.99%, top5-acc=97.08%, remaining_time=0:00:30.421404, arrival_time=2021-04-15 10:20:05.800832, cost_time=0:00:07.800378 2021-04-15 10:19:37,287 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.7036, top1-acc=78.59%, top5-acc=97.02%, remaining_time=0:00:28.348674, arrival_time=2021-04-15 10:20:05.636162, cost_time=0:00:09.708430 2021-04-15 10:19:39,197 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.7063, top1-acc=78.41%, top5-acc=96.95%, remaining_time=0:00:26.335040, arrival_time=2021-04-15 10:20:05.532583, cost_time=0:00:11.618417 2021-04-15 10:19:41,106 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.7038, top1-acc=78.47%, top5-acc=96.86%, remaining_time=0:00:24.348870, arrival_time=2021-04-15 10:20:05.455039, cost_time=0:00:13.527124 2021-04-15 10:19:43,017 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.61ms, fps=1339 images/s, loss=0.7022, top1-acc=78.42%, top5-acc=96.90%, remaining_time=0:00:22.386376, arrival_time=2021-04-15 10:20:05.404271, cost_time=0:00:15.438842 2021-04-15 10:19:44,927 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.7086, top1-acc=78.18%, top5-acc=96.84%, remaining_time=0:00:20.431924, arrival_time=2021-04-15 10:20:05.358899, cost_time=0:00:17.347903 2021-04-15 10:19:46,837 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.27ms, fps=1340 images/s, loss=0.7050, top1-acc=78.32%, top5-acc=96.90%, remaining_time=0:00:18.488160, arrival_time=2021-04-15 10:20:05.325828, cost_time=0:00:19.258541 2021-04-15 10:19:48,745 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.7052, top1-acc=78.34%, top5-acc=96.88%, remaining_time=0:00:16.548378, arrival_time=2021-04-15 10:20:05.294008, cost_time=0:00:21.166582 2021-04-15 10:19:50,654 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.7075, top1-acc=78.26%, top5-acc=96.84%, remaining_time=0:00:14.614116, arrival_time=2021-04-15 10:20:05.268096, cost_time=0:00:23.074934 2021-04-15 10:19:52,562 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.7095, top1-acc=78.22%, top5-acc=96.81%, remaining_time=0:00:12.683946, arrival_time=2021-04-15 10:20:05.246528, cost_time=0:00:24.983518 2021-04-15 10:19:54,470 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.7107, top1-acc=78.16%, top5-acc=96.81%, remaining_time=0:00:10.756760, arrival_time=2021-04-15 10:20:05.227695, cost_time=0:00:26.891900 2021-04-15 10:19:56,379 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.7162, top1-acc=78.00%, top5-acc=96.73%, remaining_time=0:00:08.832138, arrival_time=2021-04-15 10:20:05.211591, cost_time=0:00:28.800405 2021-04-15 10:19:58,288 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.7187, top1-acc=77.92%, top5-acc=96.68%, remaining_time=0:00:06.909660, arrival_time=2021-04-15 10:20:05.198371, cost_time=0:00:30.709575 2021-04-15 10:20:00,196 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.7193, top1-acc=77.90%, top5-acc=96.68%, remaining_time=0:00:04.988568, arrival_time=2021-04-15 10:20:05.185182, cost_time=0:00:32.617569 2021-04-15 10:20:02,106 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.26ms, fps=1341 images/s, loss=0.7208, top1-acc=77.87%, top5-acc=96.63%, remaining_time=0:00:03.069072, arrival_time=2021-04-15 10:20:05.175115, cost_time=0:00:34.526997 2021-04-15 10:20:04,015 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.02ms, fps=1341 images/s, loss=0.7224, top1-acc=77.84%, top5-acc=96.63%, remaining_time=0:00:01.150626, arrival_time=2021-04-15 10:20:05.166225, cost_time=0:00:36.436556 2021-04-15 10:20:05,042 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.02ms, fps=1325 images/s, loss=0.7240, top1-acc=77.84%, top5-acc=96.62%, remaining_time=0:00:00, arrival_time=2021-04-15 10:20:05.042088, cost_time=0:00:37.463049 2021-04-15 10:20:05,742 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.20ms, fps=3664 images/s, loss=1.3321, top1-acc=62.30%, top5-acc=89.30%, remaining_time=0:00:02.096160, arrival_time=2021-04-15 10:20:07.838512, cost_time=0:00:00.698722 2021-04-15 10:20:06,331 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.15ms, fps=4347 images/s, loss=1.3269, top1-acc=62.44%, top5-acc=89.39%, remaining_time=0:00:01.287900, arrival_time=2021-04-15 10:20:07.619524, cost_time=0:00:01.287898 2021-04-15 10:20:06,924 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.53ms, fps=4324 images/s, loss=1.3196, top1-acc=62.90%, top5-acc=89.32%, remaining_time=0:00:00.626840, arrival_time=2021-04-15 10:20:07.551017, cost_time=0:00:01.880517 2021-04-15 10:20:07,466 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.05ms, fps=4279 images/s, loss=1.3169, top1-acc=62.81%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-15 10:20:07.466718, cost_time=0:00:02.423035 2021-04-15 10:20:07,625 INFO : Epoch=0115 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:56:32.342520, arrival_time=2021-04-15 11:16:39.967958, cost_time=1:16:29.639883 2021-04-15 10:20:07,626 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 10:20:09,694 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.24ms, fps=1238 images/s, loss=0.6965, top1-acc=79.10%, top5-acc=96.80%, remaining_time=0:00:38.449548, arrival_time=2021-04-15 10:20:48.143615, cost_time=0:00:02.067176 2021-04-15 10:20:11,592 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.6809, top1-acc=79.75%, top5-acc=96.89%, remaining_time=0:00:34.900800, arrival_time=2021-04-15 10:20:46.493615, cost_time=0:00:03.965995 2021-04-15 10:20:13,491 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.6851, top1-acc=79.41%, top5-acc=96.76%, remaining_time=0:00:32.451672, arrival_time=2021-04-15 10:20:45.943241, cost_time=0:00:05.864758 2021-04-15 10:20:15,404 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.24ms, fps=1339 images/s, loss=0.6793, top1-acc=79.42%, top5-acc=96.81%, remaining_time=0:00:30.330456, arrival_time=2021-04-15 10:20:45.734397, cost_time=0:00:07.777036 2021-04-15 10:20:17,312 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.6813, top1-acc=79.12%, top5-acc=96.78%, remaining_time=0:00:28.280638, arrival_time=2021-04-15 10:20:45.592624, cost_time=0:00:09.685159 2021-04-15 10:20:19,220 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.6868, top1-acc=78.98%, top5-acc=96.71%, remaining_time=0:00:26.277784, arrival_time=2021-04-15 10:20:45.497760, cost_time=0:00:11.593160 2021-04-15 10:20:21,129 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.6898, top1-acc=78.87%, top5-acc=96.75%, remaining_time=0:00:24.304014, arrival_time=2021-04-15 10:20:45.433076, cost_time=0:00:13.502238 2021-04-15 10:20:23,038 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.6906, top1-acc=78.86%, top5-acc=96.75%, remaining_time=0:00:22.346356, arrival_time=2021-04-15 10:20:45.384568, cost_time=0:00:15.411318 2021-04-15 10:20:24,946 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.6968, top1-acc=78.73%, top5-acc=96.72%, remaining_time=0:00:20.398110, arrival_time=2021-04-15 10:20:45.344087, cost_time=0:00:17.319148 2021-04-15 10:20:26,853 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.6971, top1-acc=78.68%, top5-acc=96.72%, remaining_time=0:00:18.457248, arrival_time=2021-04-15 10:20:45.310346, cost_time=0:00:19.226281 2021-04-15 10:20:28,761 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.6970, top1-acc=78.73%, top5-acc=96.76%, remaining_time=0:00:16.523438, arrival_time=2021-04-15 10:20:45.284874, cost_time=0:00:21.134609 2021-04-15 10:20:30,669 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.6982, top1-acc=78.65%, top5-acc=96.76%, remaining_time=0:00:14.593596, arrival_time=2021-04-15 10:20:45.262903, cost_time=0:00:23.042485 2021-04-15 10:20:32,577 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.6970, top1-acc=78.69%, top5-acc=96.77%, remaining_time=0:00:12.667248, arrival_time=2021-04-15 10:20:45.244770, cost_time=0:00:24.950705 2021-04-15 10:20:34,486 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.6982, top1-acc=78.68%, top5-acc=96.78%, remaining_time=0:00:10.743712, arrival_time=2021-04-15 10:20:45.229852, cost_time=0:00:26.859249 2021-04-15 10:20:36,394 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.7002, top1-acc=78.61%, top5-acc=96.81%, remaining_time=0:00:08.821972, arrival_time=2021-04-15 10:20:45.216026, cost_time=0:00:28.767240 2021-04-15 10:20:38,301 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.7041, top1-acc=78.49%, top5-acc=96.77%, remaining_time=0:00:06.901776, arrival_time=2021-04-15 10:20:45.203215, cost_time=0:00:30.674622 2021-04-15 10:20:40,209 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.7057, top1-acc=78.44%, top5-acc=96.75%, remaining_time=0:00:04.983186, arrival_time=2021-04-15 10:20:45.192460, cost_time=0:00:32.582449 2021-04-15 10:20:42,117 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.7061, top1-acc=78.42%, top5-acc=96.72%, remaining_time=0:00:03.065840, arrival_time=2021-04-15 10:20:45.183420, cost_time=0:00:34.490756 2021-04-15 10:20:44,026 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.02ms, fps=1342 images/s, loss=0.7081, top1-acc=78.36%, top5-acc=96.72%, remaining_time=0:00:01.149450, arrival_time=2021-04-15 10:20:45.175508, cost_time=0:00:36.399255 2021-04-15 10:20:45,052 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=0.99ms, fps=1326 images/s, loss=0.7093, top1-acc=78.33%, top5-acc=96.70%, remaining_time=0:00:00, arrival_time=2021-04-15 10:20:45.052097, cost_time=0:00:37.425292 2021-04-15 10:20:45,751 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.20ms, fps=3667 images/s, loss=1.2915, top1-acc=64.10%, top5-acc=89.49%, remaining_time=0:00:02.094480, arrival_time=2021-04-15 10:20:47.846331, cost_time=0:00:00.698160 2021-04-15 10:20:46,339 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.11ms, fps=4359 images/s, loss=1.2957, top1-acc=63.77%, top5-acc=89.75%, remaining_time=0:00:01.285800, arrival_time=2021-04-15 10:20:47.625360, cost_time=0:00:01.285799 2021-04-15 10:20:46,927 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.13ms, fps=4361 images/s, loss=1.3020, top1-acc=63.75%, top5-acc=89.74%, remaining_time=0:00:00.624450, arrival_time=2021-04-15 10:20:47.551477, cost_time=0:00:01.873346 2021-04-15 10:20:47,466 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=1.3250, top1-acc=63.23%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-15 10:20:47.466744, cost_time=0:00:02.413084 2021-04-15 10:20:47,604 INFO : Epoch=0116 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:55:52.482924, arrival_time=2021-04-15 11:16:40.087776, cost_time=1:17:09.619307 2021-04-15 10:20:47,606 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 10:20:49,673 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.25ms, fps=1238 images/s, loss=0.6849, top1-acc=79.26%, top5-acc=96.84%, remaining_time=0:00:38.452152, arrival_time=2021-04-15 10:21:28.125683, cost_time=0:00:02.067316 2021-04-15 10:20:51,576 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.27ms, fps=1346 images/s, loss=0.6815, top1-acc=79.20%, top5-acc=97.11%, remaining_time=0:00:34.936176, arrival_time=2021-04-15 10:21:26.512365, cost_time=0:00:03.970027 2021-04-15 10:20:53,475 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.6817, top1-acc=79.39%, top5-acc=97.07%, remaining_time=0:00:32.477402, arrival_time=2021-04-15 10:21:25.953178, cost_time=0:00:05.869415 2021-04-15 10:20:55,376 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.6791, top1-acc=79.35%, top5-acc=97.02%, remaining_time=0:00:30.302532, arrival_time=2021-04-15 10:21:25.678554, cost_time=0:00:07.769867 2021-04-15 10:20:57,275 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.55ms, fps=1348 images/s, loss=0.6805, top1-acc=79.19%, top5-acc=97.03%, remaining_time=0:00:28.233334, arrival_time=2021-04-15 10:21:25.508432, cost_time=0:00:09.668947 2021-04-15 10:20:59,172 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.6740, top1-acc=79.34%, top5-acc=97.01%, remaining_time=0:00:26.217400, arrival_time=2021-04-15 10:21:25.390075, cost_time=0:00:11.566527 2021-04-15 10:21:01,071 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.6719, top1-acc=79.41%, top5-acc=97.01%, remaining_time=0:00:24.237360, arrival_time=2021-04-15 10:21:25.308673, cost_time=0:00:13.465166 2021-04-15 10:21:02,970 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.6811, top1-acc=79.18%, top5-acc=96.91%, remaining_time=0:00:22.278264, arrival_time=2021-04-15 10:21:25.248792, cost_time=0:00:15.364294 2021-04-15 10:21:04,868 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.6835, top1-acc=79.11%, top5-acc=96.87%, remaining_time=0:00:20.331118, arrival_time=2021-04-15 10:21:25.199512, cost_time=0:00:17.262228 2021-04-15 10:21:06,766 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.6852, top1-acc=78.99%, top5-acc=96.87%, remaining_time=0:00:18.393696, arrival_time=2021-04-15 10:21:25.159933, cost_time=0:00:19.160084 2021-04-15 10:21:08,665 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.6843, top1-acc=78.98%, top5-acc=96.91%, remaining_time=0:00:16.464442, arrival_time=2021-04-15 10:21:25.129800, cost_time=0:00:21.059198 2021-04-15 10:21:10,562 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6822, top1-acc=79.09%, top5-acc=96.96%, remaining_time=0:00:14.539256, arrival_time=2021-04-15 10:21:25.102162, cost_time=0:00:22.956752 2021-04-15 10:21:12,460 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.6840, top1-acc=79.01%, top5-acc=96.99%, remaining_time=0:00:12.618408, arrival_time=2021-04-15 10:21:25.078942, cost_time=0:00:24.854378 2021-04-15 10:21:14,359 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.6865, top1-acc=78.95%, top5-acc=96.93%, remaining_time=0:00:10.701208, arrival_time=2021-04-15 10:21:25.060355, cost_time=0:00:26.752991 2021-04-15 10:21:16,259 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.33ms, fps=1347 images/s, loss=0.6868, top1-acc=78.95%, top5-acc=96.92%, remaining_time=0:00:08.787012, arrival_time=2021-04-15 10:21:25.046515, cost_time=0:00:28.653355 2021-04-15 10:21:18,157 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6888, top1-acc=78.88%, top5-acc=96.91%, remaining_time=0:00:06.873948, arrival_time=2021-04-15 10:21:25.031074, cost_time=0:00:30.550802 2021-04-15 10:21:20,056 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.6910, top1-acc=78.83%, top5-acc=96.92%, remaining_time=0:00:04.962958, arrival_time=2021-04-15 10:21:25.019252, cost_time=0:00:32.450142 2021-04-15 10:21:21,954 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.6943, top1-acc=78.75%, top5-acc=96.86%, remaining_time=0:00:03.053184, arrival_time=2021-04-15 10:21:25.007659, cost_time=0:00:34.348315 2021-04-15 10:21:23,852 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.6949, top1-acc=78.72%, top5-acc=96.87%, remaining_time=0:00:01.144638, arrival_time=2021-04-15 10:21:24.997555, cost_time=0:00:36.246779 2021-04-15 10:21:24,872 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.01ms, fps=1335 images/s, loss=0.6965, top1-acc=78.71%, top5-acc=96.86%, remaining_time=0:00:00, arrival_time=2021-04-15 10:21:24.872000, cost_time=0:00:37.265859 2021-04-15 10:21:25,570 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.22ms, fps=3672 images/s, loss=1.2515, top1-acc=65.51%, top5-acc=89.92%, remaining_time=0:00:02.091540, arrival_time=2021-04-15 10:21:27.662253, cost_time=0:00:00.697175 2021-04-15 10:21:26,157 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.12ms, fps=4364 images/s, loss=1.2641, top1-acc=65.12%, top5-acc=89.88%, remaining_time=0:00:01.284080, arrival_time=2021-04-15 10:21:27.441673, cost_time=0:00:01.284072 2021-04-15 10:21:26,745 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.20ms, fps=4360 images/s, loss=1.2631, top1-acc=65.26%, top5-acc=89.71%, remaining_time=0:00:00.623840, arrival_time=2021-04-15 10:21:27.368899, cost_time=0:00:01.871528 2021-04-15 10:21:27,284 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.05ms, fps=4305 images/s, loss=1.2744, top1-acc=64.82%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-15 10:21:27.284211, cost_time=0:00:02.410687 2021-04-15 10:21:27,389 INFO : Epoch=0117 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:55:12.482939, arrival_time=2021-04-15 11:16:39.872183, cost_time=1:17:49.403700 2021-04-15 10:21:27,390 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 10:21:29,407 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.18ms, fps=1269 images/s, loss=0.6453, top1-acc=79.69%, top5-acc=97.46%, remaining_time=0:00:37.521222, arrival_time=2021-04-15 10:22:06.929037, cost_time=0:00:02.017270 2021-04-15 10:21:31,306 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.6610, top1-acc=79.36%, top5-acc=97.03%, remaining_time=0:00:34.460096, arrival_time=2021-04-15 10:22:05.766493, cost_time=0:00:03.915917 2021-04-15 10:21:33,204 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.6609, top1-acc=79.40%, top5-acc=97.15%, remaining_time=0:00:32.170966, arrival_time=2021-04-15 10:22:05.375486, cost_time=0:00:05.814032 2021-04-15 10:21:35,105 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.6463, top1-acc=80.07%, top5-acc=97.23%, remaining_time=0:00:30.087096, arrival_time=2021-04-15 10:22:05.192298, cost_time=0:00:07.714651 2021-04-15 10:21:37,006 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=0.6550, top1-acc=79.80%, top5-acc=97.14%, remaining_time=0:00:28.079888, arrival_time=2021-04-15 10:22:05.086763, cost_time=0:00:09.616388 2021-04-15 10:21:38,905 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.6547, top1-acc=79.90%, top5-acc=97.20%, remaining_time=0:00:26.099896, arrival_time=2021-04-15 10:22:05.005066, cost_time=0:00:11.514687 2021-04-15 10:21:40,804 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.6587, top1-acc=79.82%, top5-acc=97.12%, remaining_time=0:00:24.144624, arrival_time=2021-04-15 10:22:04.948824, cost_time=0:00:13.413708 2021-04-15 10:21:42,706 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.14ms, fps=1346 images/s, loss=0.6616, top1-acc=79.81%, top5-acc=97.04%, remaining_time=0:00:22.207852, arrival_time=2021-04-15 10:22:04.914309, cost_time=0:00:15.315777 2021-04-15 10:21:44,605 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.6662, top1-acc=79.78%, top5-acc=97.04%, remaining_time=0:00:20.275998, arrival_time=2021-04-15 10:22:04.881953, cost_time=0:00:17.215473 2021-04-15 10:21:46,504 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.6648, top1-acc=79.81%, top5-acc=97.05%, remaining_time=0:00:18.349824, arrival_time=2021-04-15 10:22:04.854698, cost_time=0:00:19.114394 2021-04-15 10:21:48,403 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.6678, top1-acc=79.64%, top5-acc=97.02%, remaining_time=0:00:16.428408, arrival_time=2021-04-15 10:22:04.831937, cost_time=0:00:21.013040 2021-04-15 10:21:50,303 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.6736, top1-acc=79.47%, top5-acc=96.98%, remaining_time=0:00:14.511668, arrival_time=2021-04-15 10:22:04.815407, cost_time=0:00:22.913182 2021-04-15 10:21:52,201 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.6749, top1-acc=79.41%, top5-acc=96.97%, remaining_time=0:00:12.596430, arrival_time=2021-04-15 10:22:04.797999, cost_time=0:00:24.811096 2021-04-15 10:21:54,099 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.6773, top1-acc=79.39%, top5-acc=96.95%, remaining_time=0:00:10.683512, arrival_time=2021-04-15 10:22:04.782720, cost_time=0:00:26.708736 2021-04-15 10:21:55,998 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=0.6808, top1-acc=79.27%, top5-acc=96.88%, remaining_time=0:00:08.772982, arrival_time=2021-04-15 10:22:04.771127, cost_time=0:00:28.607498 2021-04-15 10:21:57,897 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.6849, top1-acc=79.10%, top5-acc=96.86%, remaining_time=0:00:06.864012, arrival_time=2021-04-15 10:22:04.761129, cost_time=0:00:30.506643 2021-04-15 10:21:59,795 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.6883, top1-acc=78.97%, top5-acc=96.83%, remaining_time=0:00:04.956120, arrival_time=2021-04-15 10:22:04.751933, cost_time=0:00:32.405341 2021-04-15 10:22:01,695 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.6908, top1-acc=78.87%, top5-acc=96.81%, remaining_time=0:00:03.049312, arrival_time=2021-04-15 10:22:04.744606, cost_time=0:00:34.304797 2021-04-15 10:22:03,594 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.6923, top1-acc=78.84%, top5-acc=96.80%, remaining_time=0:00:01.143288, arrival_time=2021-04-15 10:22:04.737831, cost_time=0:00:36.204076 2021-04-15 10:22:04,615 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.97ms, fps=1333 images/s, loss=0.6955, top1-acc=78.74%, top5-acc=96.79%, remaining_time=0:00:00, arrival_time=2021-04-15 10:22:04.615418, cost_time=0:00:37.224890 2021-04-15 10:22:05,313 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.15ms, fps=3678 images/s, loss=1.3731, top1-acc=62.62%, top5-acc=88.98%, remaining_time=0:00:02.087910, arrival_time=2021-04-15 10:22:07.400978, cost_time=0:00:00.695968 2021-04-15 10:22:05,899 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.19ms, fps=4371 images/s, loss=1.3754, top1-acc=63.12%, top5-acc=88.59%, remaining_time=0:00:01.281920, arrival_time=2021-04-15 10:22:07.180930, cost_time=0:00:01.281918 2021-04-15 10:22:06,484 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.12ms, fps=4374 images/s, loss=1.3689, top1-acc=63.22%, top5-acc=88.53%, remaining_time=0:00:00.622500, arrival_time=2021-04-15 10:22:07.107083, cost_time=0:00:01.867491 2021-04-15 10:22:07,021 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.3526, top1-acc=63.66%, top5-acc=88.74%, remaining_time=0:00:00, arrival_time=2021-04-15 10:22:07.020986, cost_time=0:00:02.403900 2021-04-15 10:22:07,156 INFO : Epoch=0118 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:54:32.474942, arrival_time=2021-04-15 11:16:39.631753, cost_time=1:18:29.171269 2021-04-15 10:22:07,157 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 10:22:09,192 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.70ms, fps=1258 images/s, loss=0.6895, top1-acc=79.73%, top5-acc=96.72%, remaining_time=0:00:37.840584, arrival_time=2021-04-15 10:22:47.033106, cost_time=0:00:02.034440 2021-04-15 10:22:11,091 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.6722, top1-acc=79.69%, top5-acc=96.91%, remaining_time=0:00:34.613040, arrival_time=2021-04-15 10:22:45.704345, cost_time=0:00:03.933294 2021-04-15 10:22:12,988 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.6628, top1-acc=79.84%, top5-acc=97.08%, remaining_time=0:00:32.262432, arrival_time=2021-04-15 10:22:45.251016, cost_time=0:00:05.830559 2021-04-15 10:22:14,887 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.6602, top1-acc=79.95%, top5-acc=97.08%, remaining_time=0:00:30.145128, arrival_time=2021-04-15 10:22:45.032674, cost_time=0:00:07.729520 2021-04-15 10:22:16,786 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.6557, top1-acc=79.92%, top5-acc=97.21%, remaining_time=0:00:28.114782, arrival_time=2021-04-15 10:22:44.901259, cost_time=0:00:09.628335 2021-04-15 10:22:18,685 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.6592, top1-acc=79.77%, top5-acc=97.25%, remaining_time=0:00:26.128728, arrival_time=2021-04-15 10:22:44.814096, cost_time=0:00:11.527355 2021-04-15 10:22:20,585 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.6556, top1-acc=79.94%, top5-acc=97.28%, remaining_time=0:00:24.168312, arrival_time=2021-04-15 10:22:44.753261, cost_time=0:00:13.426859 2021-04-15 10:22:22,483 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.6559, top1-acc=79.82%, top5-acc=97.27%, remaining_time=0:00:22.222236, arrival_time=2021-04-15 10:22:44.705956, cost_time=0:00:15.325699 2021-04-15 10:22:24,381 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.6595, top1-acc=79.70%, top5-acc=97.19%, remaining_time=0:00:20.285962, arrival_time=2021-04-15 10:22:44.667909, cost_time=0:00:17.223939 2021-04-15 10:22:26,279 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6665, top1-acc=79.42%, top5-acc=97.11%, remaining_time=0:00:18.356736, arrival_time=2021-04-15 10:22:44.636317, cost_time=0:00:19.121574 2021-04-15 10:22:28,177 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.6665, top1-acc=79.47%, top5-acc=97.08%, remaining_time=0:00:16.433396, arrival_time=2021-04-15 10:22:44.610947, cost_time=0:00:21.019472 2021-04-15 10:22:30,076 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.6676, top1-acc=79.36%, top5-acc=97.11%, remaining_time=0:00:14.515240, arrival_time=2021-04-15 10:22:44.592029, cost_time=0:00:22.918777 2021-04-15 10:22:31,974 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.6678, top1-acc=79.37%, top5-acc=97.12%, remaining_time=0:00:12.599004, arrival_time=2021-04-15 10:22:44.573252, cost_time=0:00:24.816189 2021-04-15 10:22:33,871 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.6708, top1-acc=79.22%, top5-acc=97.12%, remaining_time=0:00:10.685472, arrival_time=2021-04-15 10:22:44.557197, cost_time=0:00:26.713715 2021-04-15 10:22:35,769 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.6736, top1-acc=79.10%, top5-acc=97.12%, remaining_time=0:00:08.774040, arrival_time=2021-04-15 10:22:44.543108, cost_time=0:00:28.611061 2021-04-15 10:22:37,665 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.6776, top1-acc=78.94%, top5-acc=97.07%, remaining_time=0:00:06.864264, arrival_time=2021-04-15 10:22:44.530093, cost_time=0:00:30.507824 2021-04-15 10:22:39,563 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.6763, top1-acc=78.98%, top5-acc=97.07%, remaining_time=0:00:04.956068, arrival_time=2021-04-15 10:22:44.519096, cost_time=0:00:32.405021 2021-04-15 10:22:41,460 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.6800, top1-acc=78.91%, top5-acc=97.04%, remaining_time=0:00:03.049088, arrival_time=2021-04-15 10:22:44.509382, cost_time=0:00:34.302286 2021-04-15 10:22:43,359 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.6808, top1-acc=78.93%, top5-acc=97.00%, remaining_time=0:00:01.143192, arrival_time=2021-04-15 10:22:44.502251, cost_time=0:00:36.201001 2021-04-15 10:22:44,378 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.6841, top1-acc=78.85%, top5-acc=96.98%, remaining_time=0:00:00, arrival_time=2021-04-15 10:22:44.378233, cost_time=0:00:37.220237 2021-04-15 10:22:45,076 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.18ms, fps=3676 images/s, loss=1.3628, top1-acc=62.42%, top5-acc=88.20%, remaining_time=0:00:02.089440, arrival_time=2021-04-15 10:22:47.165704, cost_time=0:00:00.696475 2021-04-15 10:22:45,664 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.11ms, fps=4354 images/s, loss=1.4001, top1-acc=61.52%, top5-acc=87.95%, remaining_time=0:00:01.284800, arrival_time=2021-04-15 10:22:46.949381, cost_time=0:00:01.284794 2021-04-15 10:22:46,253 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.39ms, fps=4347 images/s, loss=1.3958, top1-acc=61.80%, top5-acc=88.20%, remaining_time=0:00:00.624650, arrival_time=2021-04-15 10:22:46.878382, cost_time=0:00:01.873948 2021-04-15 10:22:46,795 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=4287 images/s, loss=1.3913, top1-acc=62.10%, top5-acc=88.12%, remaining_time=0:00:00, arrival_time=2021-04-15 10:22:46.795275, cost_time=0:00:02.415434 2021-04-15 10:22:46,925 INFO : Epoch=0119 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:53:52.471455, arrival_time=2021-04-15 11:16:39.396567, cost_time=1:19:08.939550 2021-04-15 10:22:46,926 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 10:22:49,020 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.30ms, fps=1223 images/s, loss=0.6717, top1-acc=79.77%, top5-acc=97.11%, remaining_time=0:00:38.949144, arrival_time=2021-04-15 10:23:27.969747, cost_time=0:00:02.094036 2021-04-15 10:22:50,927 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.15ms, fps=1343 images/s, loss=0.6615, top1-acc=80.29%, top5-acc=97.34%, remaining_time=0:00:35.206160, arrival_time=2021-04-15 10:23:26.133419, cost_time=0:00:04.000695 2021-04-15 10:22:52,848 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.84ms, fps=1333 images/s, loss=0.6470, top1-acc=80.49%, top5-acc=97.42%, remaining_time=0:00:32.764748, arrival_time=2021-04-15 10:23:25.612724, cost_time=0:00:05.921337 2021-04-15 10:22:54,758 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.91ms, fps=1341 images/s, loss=0.6511, top1-acc=80.16%, top5-acc=97.29%, remaining_time=0:00:30.542928, arrival_time=2021-04-15 10:23:25.301094, cost_time=0:00:07.831526 2021-04-15 10:22:56,666 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.6532, top1-acc=80.14%, top5-acc=97.19%, remaining_time=0:00:28.440070, arrival_time=2021-04-15 10:23:25.106401, cost_time=0:00:09.739748 2021-04-15 10:22:58,573 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.6516, top1-acc=80.21%, top5-acc=97.21%, remaining_time=0:00:26.399640, arrival_time=2021-04-15 10:23:24.973136, cost_time=0:00:11.646929 2021-04-15 10:23:00,481 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.6518, top1-acc=80.06%, top5-acc=97.18%, remaining_time=0:00:24.398262, arrival_time=2021-04-15 10:23:24.879429, cost_time=0:00:13.554592 2021-04-15 10:23:02,392 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.75ms, fps=1340 images/s, loss=0.6537, top1-acc=79.96%, top5-acc=97.14%, remaining_time=0:00:22.425004, arrival_time=2021-04-15 10:23:24.817138, cost_time=0:00:15.465501 2021-04-15 10:23:04,300 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.40ms, fps=1342 images/s, loss=0.6485, top1-acc=80.13%, top5-acc=97.20%, remaining_time=0:00:20.462558, arrival_time=2021-04-15 10:23:24.763006, cost_time=0:00:17.373874 2021-04-15 10:23:06,213 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.24ms, fps=1339 images/s, loss=0.6513, top1-acc=80.11%, top5-acc=97.18%, remaining_time=0:00:18.514944, arrival_time=2021-04-15 10:23:24.727904, cost_time=0:00:19.286389 2021-04-15 10:23:08,113 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=0.6520, top1-acc=80.06%, top5-acc=97.18%, remaining_time=0:00:16.564546, arrival_time=2021-04-15 10:23:24.678339, cost_time=0:00:21.187228 2021-04-15 10:23:10,013 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.6552, top1-acc=79.94%, top5-acc=97.14%, remaining_time=0:00:14.621716, arrival_time=2021-04-15 10:23:24.635230, cost_time=0:00:23.086864 2021-04-15 10:23:11,910 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.6554, top1-acc=79.98%, top5-acc=97.13%, remaining_time=0:00:12.684276, arrival_time=2021-04-15 10:23:24.595075, cost_time=0:00:24.984236 2021-04-15 10:23:13,809 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.6589, top1-acc=79.87%, top5-acc=97.13%, remaining_time=0:00:10.753120, arrival_time=2021-04-15 10:23:24.562482, cost_time=0:00:26.882784 2021-04-15 10:23:15,706 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.6606, top1-acc=79.81%, top5-acc=97.11%, remaining_time=0:00:08.825744, arrival_time=2021-04-15 10:23:24.531871, cost_time=0:00:28.779561 2021-04-15 10:23:17,604 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.6649, top1-acc=79.62%, top5-acc=97.07%, remaining_time=0:00:06.902460, arrival_time=2021-04-15 10:23:24.506614, cost_time=0:00:30.677590 2021-04-15 10:23:19,502 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.6655, top1-acc=79.66%, top5-acc=97.01%, remaining_time=0:00:04.982198, arrival_time=2021-04-15 10:23:24.484694, cost_time=0:00:32.575935 2021-04-15 10:23:21,401 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.6659, top1-acc=79.61%, top5-acc=97.01%, remaining_time=0:00:03.064416, arrival_time=2021-04-15 10:23:24.465608, cost_time=0:00:34.474627 2021-04-15 10:23:23,299 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.6694, top1-acc=79.52%, top5-acc=96.97%, remaining_time=0:00:01.148598, arrival_time=2021-04-15 10:23:24.447569, cost_time=0:00:36.372255 2021-04-15 10:23:24,318 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.94ms, fps=1334 images/s, loss=0.6727, top1-acc=79.44%, top5-acc=96.94%, remaining_time=0:00:00, arrival_time=2021-04-15 10:23:24.318631, cost_time=0:00:37.392084 2021-04-15 10:23:25,024 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.15ms, fps=3633 images/s, loss=1.2159, top1-acc=65.86%, top5-acc=90.43%, remaining_time=0:00:02.113740, arrival_time=2021-04-15 10:23:27.138545, cost_time=0:00:00.704582 2021-04-15 10:23:25,610 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.14ms, fps=4373 images/s, loss=1.2409, top1-acc=65.62%, top5-acc=90.04%, remaining_time=0:00:01.290380, arrival_time=2021-04-15 10:23:26.900907, cost_time=0:00:01.290378 2021-04-15 10:23:26,195 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.05ms, fps=4375 images/s, loss=1.2665, top1-acc=64.69%, top5-acc=89.73%, remaining_time=0:00:00.625260, arrival_time=2021-04-15 10:23:26.821182, cost_time=0:00:01.875777 2021-04-15 10:23:26,732 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.05ms, fps=4322 images/s, loss=1.2645, top1-acc=64.84%, top5-acc=89.86%, remaining_time=0:00:00, arrival_time=2021-04-15 10:23:26.732958, cost_time=0:00:02.412820 2021-04-15 10:23:26,868 INFO : Epoch=0120 complete, best val top1-acc=65.15%, top5-acc=90.01% (epoch=114), remaining_time=0:53:12.588880, arrival_time=2021-04-15 11:16:39.457702, cost_time=1:19:48.883269 2021-04-15 10:23:26,870 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 10:23:28,941 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.20ms, fps=1236 images/s, loss=0.6562, top1-acc=79.57%, top5-acc=96.99%, remaining_time=0:00:38.518368, arrival_time=2021-04-15 10:24:07.459364, cost_time=0:00:02.070877 2021-04-15 10:23:30,851 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.6462, top1-acc=80.08%, top5-acc=97.29%, remaining_time=0:00:35.031568, arrival_time=2021-04-15 10:24:05.882573, cost_time=0:00:03.980860 2021-04-15 10:23:32,760 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.6412, top1-acc=80.42%, top5-acc=97.34%, remaining_time=0:00:32.590946, arrival_time=2021-04-15 10:24:05.351083, cost_time=0:00:05.889933 2021-04-15 10:23:34,667 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.6347, top1-acc=80.58%, top5-acc=97.34%, remaining_time=0:00:30.410640, arrival_time=2021-04-15 10:24:05.078379, cost_time=0:00:07.797612 2021-04-15 10:23:36,576 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.6347, top1-acc=80.60%, top5-acc=97.30%, remaining_time=0:00:28.343272, arrival_time=2021-04-15 10:24:04.919992, cost_time=0:00:09.706589 2021-04-15 10:23:38,483 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.6324, top1-acc=80.62%, top5-acc=97.32%, remaining_time=0:00:26.324024, arrival_time=2021-04-15 10:24:04.807665, cost_time=0:00:11.613519 2021-04-15 10:23:40,390 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.6333, top1-acc=80.64%, top5-acc=97.29%, remaining_time=0:00:24.336144, arrival_time=2021-04-15 10:24:04.726359, cost_time=0:00:13.520094 2021-04-15 10:23:42,302 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.17ms, fps=1339 images/s, loss=0.6365, top1-acc=80.54%, top5-acc=97.23%, remaining_time=0:00:22.376748, arrival_time=2021-04-15 10:24:04.679208, cost_time=0:00:15.432267 2021-04-15 10:23:44,204 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.17ms, fps=1346 images/s, loss=0.6382, top1-acc=80.51%, top5-acc=97.19%, remaining_time=0:00:20.416448, arrival_time=2021-04-15 10:24:04.621286, cost_time=0:00:17.334724 2021-04-15 10:23:46,102 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.6414, top1-acc=80.41%, top5-acc=97.21%, remaining_time=0:00:18.463296, arrival_time=2021-04-15 10:24:04.566002, cost_time=0:00:19.232594 2021-04-15 10:23:48,001 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.6426, top1-acc=80.38%, top5-acc=97.20%, remaining_time=0:00:16.520600, arrival_time=2021-04-15 10:24:04.521696, cost_time=0:00:21.130971 2021-04-15 10:23:49,899 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.6419, top1-acc=80.43%, top5-acc=97.21%, remaining_time=0:00:14.585008, arrival_time=2021-04-15 10:24:04.484069, cost_time=0:00:23.028936 2021-04-15 10:23:51,797 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.6443, top1-acc=80.33%, top5-acc=97.23%, remaining_time=0:00:12.655302, arrival_time=2021-04-15 10:24:04.452708, cost_time=0:00:24.927100 2021-04-15 10:23:53,696 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6470, top1-acc=80.20%, top5-acc=97.20%, remaining_time=0:00:10.730384, arrival_time=2021-04-15 10:24:04.426428, cost_time=0:00:26.825927 2021-04-15 10:23:55,592 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=0.6479, top1-acc=80.19%, top5-acc=97.19%, remaining_time=0:00:08.808310, arrival_time=2021-04-15 10:24:04.401183, cost_time=0:00:28.722761 2021-04-15 10:23:57,491 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.6492, top1-acc=80.12%, top5-acc=97.17%, remaining_time=0:00:06.889860, arrival_time=2021-04-15 10:24:04.381563, cost_time=0:00:30.621573 2021-04-15 10:23:59,391 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.6505, top1-acc=80.05%, top5-acc=97.20%, remaining_time=0:00:04.973904, arrival_time=2021-04-15 10:24:04.365744, cost_time=0:00:32.521655 2021-04-15 10:24:01,289 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.6540, top1-acc=79.94%, top5-acc=97.17%, remaining_time=0:00:03.059504, arrival_time=2021-04-15 10:24:04.349118, cost_time=0:00:34.419499 2021-04-15 10:24:03,188 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.00ms, fps=1348 images/s, loss=0.6563, top1-acc=79.89%, top5-acc=97.15%, remaining_time=0:00:01.146900, arrival_time=2021-04-15 10:24:04.335560, cost_time=0:00:36.318499 2021-04-15 10:24:04,208 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.00ms, fps=1334 images/s, loss=0.6576, top1-acc=79.84%, top5-acc=97.14%, remaining_time=0:00:00, arrival_time=2021-04-15 10:24:04.208363, cost_time=0:00:37.338249 2021-04-15 10:24:04,909 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.16ms, fps=3661 images/s, loss=1.2236, top1-acc=65.51%, top5-acc=90.86%, remaining_time=0:00:02.098020, arrival_time=2021-04-15 10:24:07.007349, cost_time=0:00:00.699343 2021-04-15 10:24:05,502 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.22ms, fps=4316 images/s, loss=1.2302, top1-acc=65.74%, top5-acc=90.39%, remaining_time=0:00:01.292880, arrival_time=2021-04-15 10:24:06.795777, cost_time=0:00:01.292882 2021-04-15 10:24:06,092 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.36ms, fps=4348 images/s, loss=1.2420, top1-acc=65.42%, top5-acc=90.13%, remaining_time=0:00:00.627360, arrival_time=2021-04-15 10:24:06.719399, cost_time=0:00:01.882089 2021-04-15 10:24:06,632 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=4296 images/s, loss=1.2503, top1-acc=65.39%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-15 10:24:06.632445, cost_time=0:00:02.422509 2021-04-15 10:24:06,856 INFO : Epoch=0121 complete, best val top1-acc=65.39%, top5-acc=89.93% (epoch=121), remaining_time=0:52:32.733738, arrival_time=2021-04-15 11:16:39.589951, cost_time=1:20:28.870623 2021-04-15 10:24:06,858 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 10:24:08,928 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.38ms, fps=1236 images/s, loss=0.6193, top1-acc=79.53%, top5-acc=97.77%, remaining_time=0:00:38.515950, arrival_time=2021-04-15 10:24:47.444862, cost_time=0:00:02.070749 2021-04-15 10:24:10,838 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.6141, top1-acc=80.20%, top5-acc=97.81%, remaining_time=0:00:35.029280, arrival_time=2021-04-15 10:24:45.868015, cost_time=0:00:03.980592 2021-04-15 10:24:12,744 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.72ms, fps=1344 images/s, loss=0.6294, top1-acc=79.99%, top5-acc=97.76%, remaining_time=0:00:32.570860, arrival_time=2021-04-15 10:24:45.315376, cost_time=0:00:05.886303 2021-04-15 10:24:14,641 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.6380, top1-acc=79.93%, top5-acc=97.65%, remaining_time=0:00:30.356196, arrival_time=2021-04-15 10:24:44.997966, cost_time=0:00:07.783639 2021-04-15 10:24:16,538 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.6403, top1-acc=79.91%, top5-acc=97.64%, remaining_time=0:00:28.267498, arrival_time=2021-04-15 10:24:44.806270, cost_time=0:00:09.680642 2021-04-15 10:24:18,436 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.6424, top1-acc=79.90%, top5-acc=97.55%, remaining_time=0:00:26.243784, arrival_time=2021-04-15 10:24:44.680085, cost_time=0:00:11.578162 2021-04-15 10:24:20,335 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.6412, top1-acc=80.00%, top5-acc=97.52%, remaining_time=0:00:24.259158, arrival_time=2021-04-15 10:24:44.594677, cost_time=0:00:13.477323 2021-04-15 10:24:22,232 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.6391, top1-acc=80.11%, top5-acc=97.51%, remaining_time=0:00:22.292996, arrival_time=2021-04-15 10:24:44.525623, cost_time=0:00:15.374500 2021-04-15 10:24:24,130 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.6401, top1-acc=80.12%, top5-acc=97.47%, remaining_time=0:00:20.343202, arrival_time=2021-04-15 10:24:44.473902, cost_time=0:00:17.272564 2021-04-15 10:24:26,030 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=0.6405, top1-acc=80.12%, top5-acc=97.43%, remaining_time=0:00:18.405792, arrival_time=2021-04-15 10:24:44.436641, cost_time=0:00:19.172715 2021-04-15 10:24:27,929 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.6395, top1-acc=80.22%, top5-acc=97.39%, remaining_time=0:00:16.473730, arrival_time=2021-04-15 10:24:44.402959, cost_time=0:00:21.071032 2021-04-15 10:24:29,826 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=0.6411, top1-acc=80.23%, top5-acc=97.34%, remaining_time=0:00:14.546324, arrival_time=2021-04-15 10:24:44.372352, cost_time=0:00:22.967905 2021-04-15 10:24:31,724 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.6420, top1-acc=80.23%, top5-acc=97.35%, remaining_time=0:00:12.624216, arrival_time=2021-04-15 10:24:44.348356, cost_time=0:00:24.865944 2021-04-15 10:24:33,622 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.6418, top1-acc=80.27%, top5-acc=97.32%, remaining_time=0:00:10.705520, arrival_time=2021-04-15 10:24:44.327516, cost_time=0:00:26.763869 2021-04-15 10:24:35,518 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=0.6430, top1-acc=80.25%, top5-acc=97.30%, remaining_time=0:00:08.789312, arrival_time=2021-04-15 10:24:44.308251, cost_time=0:00:28.660814 2021-04-15 10:24:37,417 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.6451, top1-acc=80.22%, top5-acc=97.26%, remaining_time=0:00:06.875820, arrival_time=2021-04-15 10:24:44.293254, cost_time=0:00:30.559225 2021-04-15 10:24:39,315 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.6454, top1-acc=80.26%, top5-acc=97.23%, remaining_time=0:00:04.963998, arrival_time=2021-04-15 10:24:44.278960, cost_time=0:00:32.456832 2021-04-15 10:24:41,212 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.6496, top1-acc=80.09%, top5-acc=97.20%, remaining_time=0:00:03.053696, arrival_time=2021-04-15 10:24:44.265851, cost_time=0:00:34.354028 2021-04-15 10:24:43,110 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.6513, top1-acc=80.06%, top5-acc=97.21%, remaining_time=0:00:01.144812, arrival_time=2021-04-15 10:24:44.255302, cost_time=0:00:36.252367 2021-04-15 10:24:44,129 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.00ms, fps=1335 images/s, loss=0.6537, top1-acc=80.04%, top5-acc=97.20%, remaining_time=0:00:00, arrival_time=2021-04-15 10:24:44.129296, cost_time=0:00:37.271179 2021-04-15 10:24:44,827 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.26ms, fps=3676 images/s, loss=1.2423, top1-acc=65.12%, top5-acc=90.08%, remaining_time=0:00:02.088960, arrival_time=2021-04-15 10:24:46.916133, cost_time=0:00:00.696318 2021-04-15 10:24:45,414 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.29ms, fps=4359 images/s, loss=1.2276, top1-acc=65.80%, top5-acc=90.39%, remaining_time=0:00:01.283940, arrival_time=2021-04-15 10:24:46.698708, cost_time=0:00:01.283941 2021-04-15 10:24:46,001 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.13ms, fps=4362 images/s, loss=1.2313, top1-acc=66.02%, top5-acc=90.23%, remaining_time=0:00:00.623680, arrival_time=2021-04-15 10:24:46.625555, cost_time=0:00:01.871054 2021-04-15 10:24:46,539 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.2652, top1-acc=66.05%, top5-acc=90.23%, remaining_time=0:00:00, arrival_time=2021-04-15 10:24:46.539039, cost_time=0:00:02.408232 2021-04-15 10:24:46,767 INFO : Epoch=0122 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:51:52.827744, arrival_time=2021-04-15 11:16:39.595146, cost_time=1:21:08.781842 2021-04-15 10:24:46,768 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 10:24:48,854 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.16ms, fps=1227 images/s, loss=0.5950, top1-acc=81.56%, top5-acc=97.81%, remaining_time=0:00:38.798112, arrival_time=2021-04-15 10:25:27.652739, cost_time=0:00:02.085920 2021-04-15 10:24:50,751 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.6049, top1-acc=80.96%, top5-acc=97.64%, remaining_time=0:00:35.050928, arrival_time=2021-04-15 10:25:25.802687, cost_time=0:00:03.983051 2021-04-15 10:24:52,649 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.6040, top1-acc=81.37%, top5-acc=97.67%, remaining_time=0:00:32.538988, arrival_time=2021-04-15 10:25:25.188231, cost_time=0:00:05.880539 2021-04-15 10:24:54,549 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.29ms, fps=1347 images/s, loss=0.6071, top1-acc=81.19%, top5-acc=97.69%, remaining_time=0:00:30.345588, arrival_time=2021-04-15 10:25:24.895265, cost_time=0:00:07.780905 2021-04-15 10:24:56,447 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6030, top1-acc=81.44%, top5-acc=97.71%, remaining_time=0:00:28.261074, arrival_time=2021-04-15 10:25:24.708249, cost_time=0:00:09.678467 2021-04-15 10:24:58,344 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.6042, top1-acc=81.46%, top5-acc=97.71%, remaining_time=0:00:26.238888, arrival_time=2021-04-15 10:25:24.583577, cost_time=0:00:11.575984 2021-04-15 10:25:00,242 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.6101, top1-acc=81.23%, top5-acc=97.65%, remaining_time=0:00:24.251976, arrival_time=2021-04-15 10:25:24.494002, cost_time=0:00:13.473316 2021-04-15 10:25:02,139 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.6173, top1-acc=81.07%, top5-acc=97.57%, remaining_time=0:00:22.287428, arrival_time=2021-04-15 10:25:24.426804, cost_time=0:00:15.370671 2021-04-15 10:25:04,036 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6202, top1-acc=80.96%, top5-acc=97.53%, remaining_time=0:00:20.338008, arrival_time=2021-04-15 10:25:24.374795, cost_time=0:00:17.268084 2021-04-15 10:25:05,933 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.6182, top1-acc=81.01%, top5-acc=97.57%, remaining_time=0:00:18.398400, arrival_time=2021-04-15 10:25:24.332103, cost_time=0:00:19.165003 2021-04-15 10:25:07,830 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=0.6205, top1-acc=81.00%, top5-acc=97.52%, remaining_time=0:00:16.466592, arrival_time=2021-04-15 10:25:24.297200, cost_time=0:00:21.061908 2021-04-15 10:25:09,727 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.6211, top1-acc=80.91%, top5-acc=97.51%, remaining_time=0:00:14.540624, arrival_time=2021-04-15 10:25:24.268203, cost_time=0:00:22.958876 2021-04-15 10:25:11,624 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.6231, top1-acc=80.81%, top5-acc=97.49%, remaining_time=0:00:12.619002, arrival_time=2021-04-15 10:25:24.243271, cost_time=0:00:24.855563 2021-04-15 10:25:13,521 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.6271, top1-acc=80.71%, top5-acc=97.45%, remaining_time=0:00:10.701152, arrival_time=2021-04-15 10:25:24.222732, cost_time=0:00:26.752875 2021-04-15 10:25:15,421 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.6276, top1-acc=80.67%, top5-acc=97.45%, remaining_time=0:00:08.786828, arrival_time=2021-04-15 10:25:24.208316, cost_time=0:00:28.652775 2021-04-15 10:25:17,321 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.6302, top1-acc=80.59%, top5-acc=97.42%, remaining_time=0:00:06.874308, arrival_time=2021-04-15 10:25:24.195540, cost_time=0:00:30.552526 2021-04-15 10:25:19,218 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.6329, top1-acc=80.48%, top5-acc=97.42%, remaining_time=0:00:04.962880, arrival_time=2021-04-15 10:25:24.181203, cost_time=0:00:32.449620 2021-04-15 10:25:21,117 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.6367, top1-acc=80.37%, top5-acc=97.39%, remaining_time=0:00:03.053168, arrival_time=2021-04-15 10:25:24.170122, cost_time=0:00:34.348173 2021-04-15 10:25:23,014 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.6402, top1-acc=80.27%, top5-acc=97.35%, remaining_time=0:00:01.144608, arrival_time=2021-04-15 10:25:24.159278, cost_time=0:00:36.245977 2021-04-15 10:25:24,033 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.6421, top1-acc=80.22%, top5-acc=97.31%, remaining_time=0:00:00, arrival_time=2021-04-15 10:25:24.033525, cost_time=0:00:37.264837 2021-04-15 10:25:24,732 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.26ms, fps=3672 images/s, loss=1.3039, top1-acc=64.45%, top5-acc=90.27%, remaining_time=0:00:02.091720, arrival_time=2021-04-15 10:25:26.824031, cost_time=0:00:00.697239 2021-04-15 10:25:25,318 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.14ms, fps=4367 images/s, loss=1.2757, top1-acc=64.75%, top5-acc=90.12%, remaining_time=0:00:01.283780, arrival_time=2021-04-15 10:25:26.602629, cost_time=0:00:01.283789 2021-04-15 10:25:25,905 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.22ms, fps=4367 images/s, loss=1.2897, top1-acc=64.73%, top5-acc=89.96%, remaining_time=0:00:00.623450, arrival_time=2021-04-15 10:25:26.528865, cost_time=0:00:01.870344 2021-04-15 10:25:26,441 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.05ms, fps=4329 images/s, loss=1.2842, top1-acc=64.75%, top5-acc=89.69%, remaining_time=0:00:00, arrival_time=2021-04-15 10:25:26.441639, cost_time=0:00:02.406592 2021-04-15 10:25:26,581 INFO : Epoch=0123 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:51:12.860637, arrival_time=2021-04-15 11:16:39.441772, cost_time=1:21:48.595588 2021-04-15 10:25:26,582 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 10:25:28,662 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.21ms, fps=1231 images/s, loss=0.5911, top1-acc=81.29%, top5-acc=97.58%, remaining_time=0:00:38.693022, arrival_time=2021-04-15 10:26:07.355849, cost_time=0:00:02.080271 2021-04-15 10:25:30,563 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.5957, top1-acc=81.31%, top5-acc=97.70%, remaining_time=0:00:35.030160, arrival_time=2021-04-15 10:26:05.593259, cost_time=0:00:03.980698 2021-04-15 10:25:32,460 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.5932, top1-acc=81.38%, top5-acc=97.75%, remaining_time=0:00:32.525210, arrival_time=2021-04-15 10:26:04.985666, cost_time=0:00:05.878055 2021-04-15 10:25:34,363 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.68ms, fps=1346 images/s, loss=0.5963, top1-acc=81.19%, top5-acc=97.86%, remaining_time=0:00:30.345588, arrival_time=2021-04-15 10:26:04.708959, cost_time=0:00:07.780902 2021-04-15 10:25:36,260 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.5986, top1-acc=81.17%, top5-acc=97.88%, remaining_time=0:00:28.258592, arrival_time=2021-04-15 10:26:04.518572, cost_time=0:00:09.677583 2021-04-15 10:25:38,161 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=4.50ms, fps=1347 images/s, loss=0.6005, top1-acc=81.07%, top5-acc=97.88%, remaining_time=0:00:26.245280, arrival_time=2021-04-15 10:26:04.406483, cost_time=0:00:11.578804 2021-04-15 10:25:40,058 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.42ms, fps=1350 images/s, loss=0.6042, top1-acc=81.16%, top5-acc=97.81%, remaining_time=0:00:24.256260, arrival_time=2021-04-15 10:26:04.314371, cost_time=0:00:13.475703 2021-04-15 10:25:41,960 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.13ms, fps=1346 images/s, loss=0.6093, top1-acc=81.08%, top5-acc=97.71%, remaining_time=0:00:22.297868, arrival_time=2021-04-15 10:26:04.258220, cost_time=0:00:15.377875 2021-04-15 10:25:43,862 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.17ms, fps=1346 images/s, loss=0.6098, top1-acc=81.10%, top5-acc=97.70%, remaining_time=0:00:20.351894, arrival_time=2021-04-15 10:26:04.214249, cost_time=0:00:17.279948 2021-04-15 10:25:45,759 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.6092, top1-acc=81.07%, top5-acc=97.68%, remaining_time=0:00:18.410016, arrival_time=2021-04-15 10:26:04.169487, cost_time=0:00:19.177072 2021-04-15 10:25:47,656 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.6084, top1-acc=81.09%, top5-acc=97.70%, remaining_time=0:00:16.476224, arrival_time=2021-04-15 10:26:04.132815, cost_time=0:00:21.074191 2021-04-15 10:25:49,555 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.6071, top1-acc=81.18%, top5-acc=97.68%, remaining_time=0:00:14.549440, arrival_time=2021-04-15 10:26:04.104658, cost_time=0:00:22.972740 2021-04-15 10:25:51,452 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.6112, top1-acc=81.02%, top5-acc=97.64%, remaining_time=0:00:12.626526, arrival_time=2021-04-15 10:26:04.079293, cost_time=0:00:24.870368 2021-04-15 10:25:53,350 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.6120, top1-acc=80.98%, top5-acc=97.65%, remaining_time=0:00:10.707144, arrival_time=2021-04-15 10:26:04.057380, cost_time=0:00:26.767821 2021-04-15 10:25:55,247 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.11ms, fps=1349 images/s, loss=0.6145, top1-acc=80.91%, top5-acc=97.62%, remaining_time=0:00:08.790738, arrival_time=2021-04-15 10:26:04.038616, cost_time=0:00:28.665478 2021-04-15 10:25:57,144 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.6146, top1-acc=80.93%, top5-acc=97.63%, remaining_time=0:00:06.876504, arrival_time=2021-04-15 10:26:04.021101, cost_time=0:00:30.562195 2021-04-15 10:25:59,042 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.6191, top1-acc=80.84%, top5-acc=97.59%, remaining_time=0:00:04.964518, arrival_time=2021-04-15 10:26:04.007211, cost_time=0:00:32.460293 2021-04-15 10:26:00,939 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.6239, top1-acc=80.69%, top5-acc=97.52%, remaining_time=0:00:03.054000, arrival_time=2021-04-15 10:26:03.993860, cost_time=0:00:34.357456 2021-04-15 10:26:02,837 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.6242, top1-acc=80.69%, top5-acc=97.51%, remaining_time=0:00:01.144914, arrival_time=2021-04-15 10:26:03.982822, cost_time=0:00:36.255521 2021-04-15 10:26:03,858 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.96ms, fps=1334 images/s, loss=0.6269, top1-acc=80.62%, top5-acc=97.47%, remaining_time=0:00:00, arrival_time=2021-04-15 10:26:03.858115, cost_time=0:00:37.275658 2021-04-15 10:26:04,560 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.24ms, fps=3652 images/s, loss=1.3092, top1-acc=63.79%, top5-acc=89.69%, remaining_time=0:00:02.103120, arrival_time=2021-04-15 10:26:06.663974, cost_time=0:00:00.701039 2021-04-15 10:26:05,147 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.13ms, fps=4366 images/s, loss=1.3058, top1-acc=64.47%, top5-acc=89.67%, remaining_time=0:00:01.287680, arrival_time=2021-04-15 10:26:06.435171, cost_time=0:00:01.287682 2021-04-15 10:26:05,734 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.19ms, fps=4365 images/s, loss=1.2772, top1-acc=64.82%, top5-acc=89.86%, remaining_time=0:00:00.624840, arrival_time=2021-04-15 10:26:06.359165, cost_time=0:00:01.874505 2021-04-15 10:26:06,271 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.2790, top1-acc=65.15%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-15 10:26:06.271101, cost_time=0:00:02.411308 2021-04-15 10:26:06,362 INFO : Epoch=0124 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:50:32.876140, arrival_time=2021-04-15 11:16:39.238506, cost_time=1:22:28.376822 2021-04-15 10:26:06,363 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 10:26:08,399 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.29ms, fps=1258 images/s, loss=0.6125, top1-acc=81.25%, top5-acc=97.30%, remaining_time=0:00:37.863090, arrival_time=2021-04-15 10:26:46.262437, cost_time=0:00:02.035651 2021-04-15 10:26:10,307 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.6120, top1-acc=81.31%, top5-acc=97.46%, remaining_time=0:00:34.706496, arrival_time=2021-04-15 10:26:45.013998, cost_time=0:00:03.943915 2021-04-15 10:26:12,214 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.5988, top1-acc=81.51%, top5-acc=97.72%, remaining_time=0:00:32.374648, arrival_time=2021-04-15 10:26:44.589055, cost_time=0:00:05.850828 2021-04-15 10:26:14,121 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.35ms, fps=1342 images/s, loss=0.5972, top1-acc=81.71%, top5-acc=97.74%, remaining_time=0:00:30.257136, arrival_time=2021-04-15 10:26:44.378957, cost_time=0:00:07.758232 2021-04-15 10:26:16,031 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.32ms, fps=1341 images/s, loss=0.5962, top1-acc=81.80%, top5-acc=97.69%, remaining_time=0:00:28.229538, arrival_time=2021-04-15 10:26:44.260869, cost_time=0:00:09.667672 2021-04-15 10:26:17,939 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.5982, top1-acc=81.80%, top5-acc=97.62%, remaining_time=0:00:26.237528, arrival_time=2021-04-15 10:26:44.176496, cost_time=0:00:11.575379 2021-04-15 10:26:19,846 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.5999, top1-acc=81.71%, top5-acc=97.62%, remaining_time=0:00:24.269742, arrival_time=2021-04-15 10:26:44.116528, cost_time=0:00:13.483202 2021-04-15 10:26:21,755 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.6033, top1-acc=81.63%, top5-acc=97.60%, remaining_time=0:00:22.317472, arrival_time=2021-04-15 10:26:44.072436, cost_time=0:00:15.391382 2021-04-15 10:26:23,663 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.6010, top1-acc=81.67%, top5-acc=97.63%, remaining_time=0:00:20.375426, arrival_time=2021-04-15 10:26:44.039004, cost_time=0:00:17.299916 2021-04-15 10:26:25,570 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.6048, top1-acc=81.54%, top5-acc=97.61%, remaining_time=0:00:18.439008, arrival_time=2021-04-15 10:26:44.009935, cost_time=0:00:19.207348 2021-04-15 10:26:27,481 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.6051, top1-acc=81.57%, top5-acc=97.59%, remaining_time=0:00:16.510452, arrival_time=2021-04-15 10:26:43.992099, cost_time=0:00:21.118061 2021-04-15 10:26:29,388 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.6042, top1-acc=81.57%, top5-acc=97.60%, remaining_time=0:00:14.582728, arrival_time=2021-04-15 10:26:43.971611, cost_time=0:00:23.025303 2021-04-15 10:26:31,296 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.6073, top1-acc=81.45%, top5-acc=97.58%, remaining_time=0:00:12.658206, arrival_time=2021-04-15 10:26:43.954616, cost_time=0:00:24.932828 2021-04-15 10:26:33,205 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.6101, top1-acc=81.38%, top5-acc=97.59%, remaining_time=0:00:10.736544, arrival_time=2021-04-15 10:26:43.941523, cost_time=0:00:26.841320 2021-04-15 10:26:35,112 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.6109, top1-acc=81.33%, top5-acc=97.59%, remaining_time=0:00:08.816406, arrival_time=2021-04-15 10:26:43.929063, cost_time=0:00:28.749080 2021-04-15 10:26:37,021 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.6123, top1-acc=81.27%, top5-acc=97.57%, remaining_time=0:00:06.897924, arrival_time=2021-04-15 10:26:43.918914, cost_time=0:00:30.657411 2021-04-15 10:26:38,928 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.6135, top1-acc=81.24%, top5-acc=97.56%, remaining_time=0:00:04.980560, arrival_time=2021-04-15 10:26:43.909360, cost_time=0:00:32.565214 2021-04-15 10:26:40,835 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.6168, top1-acc=81.11%, top5-acc=97.53%, remaining_time=0:00:03.064192, arrival_time=2021-04-15 10:26:43.900005, cost_time=0:00:34.472235 2021-04-15 10:26:42,743 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.6166, top1-acc=81.10%, top5-acc=97.53%, remaining_time=0:00:01.148850, arrival_time=2021-04-15 10:26:43.892600, cost_time=0:00:36.380186 2021-04-15 10:26:43,770 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.99ms, fps=1325 images/s, loss=0.6181, top1-acc=81.05%, top5-acc=97.53%, remaining_time=0:00:00, arrival_time=2021-04-15 10:26:43.770244, cost_time=0:00:37.406681 2021-04-15 10:26:44,468 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.26ms, fps=3672 images/s, loss=1.3213, top1-acc=63.98%, top5-acc=88.63%, remaining_time=0:00:02.091420, arrival_time=2021-04-15 10:26:46.560359, cost_time=0:00:00.697140 2021-04-15 10:26:45,055 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.09ms, fps=4367 images/s, loss=1.3330, top1-acc=64.08%, top5-acc=88.38%, remaining_time=0:00:01.283700, arrival_time=2021-04-15 10:26:46.339197, cost_time=0:00:01.283699 2021-04-15 10:26:45,643 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.25ms, fps=4357 images/s, loss=1.3209, top1-acc=63.95%, top5-acc=88.83%, remaining_time=0:00:00.623830, arrival_time=2021-04-15 10:26:46.267120, cost_time=0:00:01.871495 2021-04-15 10:26:46,180 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.05ms, fps=4319 images/s, loss=1.3370, top1-acc=63.86%, top5-acc=88.64%, remaining_time=0:00:00, arrival_time=2021-04-15 10:26:46.180794, cost_time=0:00:02.409003 2021-04-15 10:26:46,287 INFO : Epoch=0125 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:49:52.980975, arrival_time=2021-04-15 11:16:39.268085, cost_time=1:23:08.301564 2021-04-15 10:26:46,288 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 10:26:48,375 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.85ms, fps=1227 images/s, loss=0.6176, top1-acc=81.80%, top5-acc=97.50%, remaining_time=0:00:38.813736, arrival_time=2021-04-15 10:27:27.188863, cost_time=0:00:02.086762 2021-04-15 10:26:50,282 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.5856, top1-acc=82.50%, top5-acc=97.93%, remaining_time=0:00:35.147904, arrival_time=2021-04-15 10:27:25.430307, cost_time=0:00:03.994081 2021-04-15 10:26:52,190 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.5819, top1-acc=82.41%, top5-acc=98.01%, remaining_time=0:00:32.657180, arrival_time=2021-04-15 10:27:24.847381, cost_time=0:00:05.901886 2021-04-15 10:26:54,101 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.34ms, fps=1340 images/s, loss=0.5822, top1-acc=82.27%, top5-acc=97.97%, remaining_time=0:00:30.471168, arrival_time=2021-04-15 10:27:24.572636, cost_time=0:00:07.813126 2021-04-15 10:26:56,010 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.5789, top1-acc=82.27%, top5-acc=97.89%, remaining_time=0:00:28.389408, arrival_time=2021-04-15 10:27:24.400186, cost_time=0:00:09.722395 2021-04-15 10:26:57,917 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.5824, top1-acc=82.13%, top5-acc=97.90%, remaining_time=0:00:26.358568, arrival_time=2021-04-15 10:27:24.275665, cost_time=0:00:11.628777 2021-04-15 10:26:59,825 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.5799, top1-acc=82.17%, top5-acc=97.91%, remaining_time=0:00:24.367644, arrival_time=2021-04-15 10:27:24.193535, cost_time=0:00:13.537565 2021-04-15 10:27:01,733 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.5833, top1-acc=81.97%, top5-acc=97.88%, remaining_time=0:00:22.395192, arrival_time=2021-04-15 10:27:24.128466, cost_time=0:00:15.444949 2021-04-15 10:27:03,641 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.5832, top1-acc=82.02%, top5-acc=97.92%, remaining_time=0:00:20.438496, arrival_time=2021-04-15 10:27:24.080345, cost_time=0:00:17.353449 2021-04-15 10:27:05,549 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.5869, top1-acc=81.90%, top5-acc=97.87%, remaining_time=0:00:18.490368, arrival_time=2021-04-15 10:27:24.039463, cost_time=0:00:19.260781 2021-04-15 10:27:07,455 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.5897, top1-acc=81.77%, top5-acc=97.85%, remaining_time=0:00:16.549238, arrival_time=2021-04-15 10:27:24.005143, cost_time=0:00:21.167592 2021-04-15 10:27:09,363 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.5943, top1-acc=81.57%, top5-acc=97.80%, remaining_time=0:00:14.614496, arrival_time=2021-04-15 10:27:23.978351, cost_time=0:00:23.075519 2021-04-15 10:27:11,274 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.32ms, fps=1340 images/s, loss=0.5953, top1-acc=81.57%, top5-acc=97.79%, remaining_time=0:00:12.685266, arrival_time=2021-04-15 10:27:23.959679, cost_time=0:00:24.986104 2021-04-15 10:27:13,183 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.5984, top1-acc=81.42%, top5-acc=97.76%, remaining_time=0:00:10.757880, arrival_time=2021-04-15 10:27:23.940943, cost_time=0:00:26.894676 2021-04-15 10:27:15,089 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.6023, top1-acc=81.30%, top5-acc=97.72%, remaining_time=0:00:08.832460, arrival_time=2021-04-15 10:27:23.922256, cost_time=0:00:28.801478 2021-04-15 10:27:16,997 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.6038, top1-acc=81.26%, top5-acc=97.71%, remaining_time=0:00:06.909588, arrival_time=2021-04-15 10:27:23.907164, cost_time=0:00:30.709255 2021-04-15 10:27:18,905 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.6033, top1-acc=81.27%, top5-acc=97.69%, remaining_time=0:00:04.988516, arrival_time=2021-04-15 10:27:23.894076, cost_time=0:00:32.617234 2021-04-15 10:27:20,812 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.6051, top1-acc=81.25%, top5-acc=97.65%, remaining_time=0:00:03.068800, arrival_time=2021-04-15 10:27:23.881033, cost_time=0:00:34.523911 2021-04-15 10:27:22,719 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.02ms, fps=1342 images/s, loss=0.6086, top1-acc=81.15%, top5-acc=97.62%, remaining_time=0:00:01.150458, arrival_time=2021-04-15 10:27:23.869918, cost_time=0:00:36.431159 2021-04-15 10:27:23,745 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.00ms, fps=1326 images/s, loss=0.6095, top1-acc=81.14%, top5-acc=97.61%, remaining_time=0:00:00, arrival_time=2021-04-15 10:27:23.745529, cost_time=0:00:37.457223 2021-04-15 10:27:24,448 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.15ms, fps=3649 images/s, loss=1.2802, top1-acc=65.43%, top5-acc=89.30%, remaining_time=0:00:02.104560, arrival_time=2021-04-15 10:27:26.553176, cost_time=0:00:00.701518 2021-04-15 10:27:25,046 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.12ms, fps=4287 images/s, loss=1.3038, top1-acc=65.00%, top5-acc=89.18%, remaining_time=0:00:01.298980, arrival_time=2021-04-15 10:27:26.345052, cost_time=0:00:01.298979 2021-04-15 10:27:25,637 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.28ms, fps=4333 images/s, loss=1.2966, top1-acc=64.69%, top5-acc=89.48%, remaining_time=0:00:00.630020, arrival_time=2021-04-15 10:27:26.267235, cost_time=0:00:01.890053 2021-04-15 10:27:26,176 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.05ms, fps=4306 images/s, loss=1.3017, top1-acc=64.91%, top5-acc=89.73%, remaining_time=0:00:00, arrival_time=2021-04-15 10:27:26.176508, cost_time=0:00:02.429415 2021-04-15 10:27:26,279 INFO : Epoch=0126 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:49:13.124734, arrival_time=2021-04-15 11:16:39.403715, cost_time=1:23:48.293430 2021-04-15 10:27:26,280 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 10:27:28,346 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.26ms, fps=1239 images/s, loss=0.5814, top1-acc=82.11%, top5-acc=97.77%, remaining_time=0:00:38.428530, arrival_time=2021-04-15 10:28:06.775008, cost_time=0:00:02.066054 2021-04-15 10:27:30,246 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.5779, top1-acc=82.29%, top5-acc=98.12%, remaining_time=0:00:34.902560, arrival_time=2021-04-15 10:28:05.149087, cost_time=0:00:03.966193 2021-04-15 10:27:32,143 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.5811, top1-acc=82.06%, top5-acc=98.09%, remaining_time=0:00:32.443538, arrival_time=2021-04-15 10:28:04.587170, cost_time=0:00:05.863302 2021-04-15 10:27:34,043 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.41ms, fps=1348 images/s, loss=0.5771, top1-acc=82.16%, top5-acc=98.09%, remaining_time=0:00:30.274296, arrival_time=2021-04-15 10:28:04.317347, cost_time=0:00:07.762636 2021-04-15 10:27:35,947 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.15ms, fps=1345 images/s, loss=0.5760, top1-acc=82.19%, top5-acc=98.11%, remaining_time=0:00:28.227494, arrival_time=2021-04-15 10:28:04.174841, cost_time=0:00:09.666935 2021-04-15 10:27:37,845 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.5818, top1-acc=81.98%, top5-acc=98.01%, remaining_time=0:00:26.213864, arrival_time=2021-04-15 10:28:04.059142, cost_time=0:00:11.564937 2021-04-15 10:27:39,743 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.5855, top1-acc=81.91%, top5-acc=97.94%, remaining_time=0:00:24.233832, arrival_time=2021-04-15 10:28:03.977575, cost_time=0:00:13.463221 2021-04-15 10:27:41,642 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.5869, top1-acc=81.92%, top5-acc=97.92%, remaining_time=0:00:22.274436, arrival_time=2021-04-15 10:28:03.916488, cost_time=0:00:15.361718 2021-04-15 10:27:43,543 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.38ms, fps=1346 images/s, loss=0.5870, top1-acc=81.86%, top5-acc=97.97%, remaining_time=0:00:20.332390, arrival_time=2021-04-15 10:28:03.876064, cost_time=0:00:17.263332 2021-04-15 10:27:45,440 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.11ms, fps=1350 images/s, loss=0.5869, top1-acc=81.90%, top5-acc=97.96%, remaining_time=0:00:18.394176, arrival_time=2021-04-15 10:28:03.835081, cost_time=0:00:19.160559 2021-04-15 10:27:47,338 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.5880, top1-acc=81.84%, top5-acc=97.92%, remaining_time=0:00:16.463582, arrival_time=2021-04-15 10:28:03.802028, cost_time=0:00:21.058113 2021-04-15 10:27:49,237 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.5902, top1-acc=81.76%, top5-acc=97.91%, remaining_time=0:00:14.539180, arrival_time=2021-04-15 10:28:03.776149, cost_time=0:00:22.956561 2021-04-15 10:27:51,133 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.5921, top1-acc=81.72%, top5-acc=97.87%, remaining_time=0:00:12.617814, arrival_time=2021-04-15 10:28:03.751366, cost_time=0:00:24.853217 2021-04-15 10:27:53,030 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.5944, top1-acc=81.64%, top5-acc=97.85%, remaining_time=0:00:10.700144, arrival_time=2021-04-15 10:28:03.730790, cost_time=0:00:26.750309 2021-04-15 10:27:54,928 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.5969, top1-acc=81.56%, top5-acc=97.78%, remaining_time=0:00:08.785402, arrival_time=2021-04-15 10:28:03.713732, cost_time=0:00:28.647987 2021-04-15 10:27:56,825 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.6009, top1-acc=81.44%, top5-acc=97.74%, remaining_time=0:00:06.872616, arrival_time=2021-04-15 10:28:03.697846, cost_time=0:00:30.544892 2021-04-15 10:27:58,722 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.6021, top1-acc=81.40%, top5-acc=97.72%, remaining_time=0:00:04.961736, arrival_time=2021-04-15 10:28:03.684206, cost_time=0:00:32.442132 2021-04-15 10:28:00,620 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.6038, top1-acc=81.36%, top5-acc=97.69%, remaining_time=0:00:03.052416, arrival_time=2021-04-15 10:28:03.672470, cost_time=0:00:34.339716 2021-04-15 10:28:02,518 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.6060, top1-acc=81.28%, top5-acc=97.69%, remaining_time=0:00:01.144362, arrival_time=2021-04-15 10:28:03.662786, cost_time=0:00:36.238102 2021-04-15 10:28:03,537 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.6074, top1-acc=81.26%, top5-acc=97.68%, remaining_time=0:00:00, arrival_time=2021-04-15 10:28:03.537686, cost_time=0:00:37.257357 2021-04-15 10:28:04,241 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=2.04ms, fps=3647 images/s, loss=1.2582, top1-acc=66.05%, top5-acc=89.73%, remaining_time=0:00:02.105940, arrival_time=2021-04-15 10:28:06.347162, cost_time=0:00:00.701985 2021-04-15 10:28:04,830 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.11ms, fps=4350 images/s, loss=1.2734, top1-acc=65.92%, top5-acc=89.45%, remaining_time=0:00:01.290760, arrival_time=2021-04-15 10:28:06.120835, cost_time=0:00:01.290765 2021-04-15 10:28:05,418 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.36ms, fps=4353 images/s, loss=1.2673, top1-acc=65.34%, top5-acc=89.77%, remaining_time=0:00:00.626450, arrival_time=2021-04-15 10:28:06.045035, cost_time=0:00:01.879343 2021-04-15 10:28:05,958 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.2448, top1-acc=65.72%, top5-acc=89.98%, remaining_time=0:00:00, arrival_time=2021-04-15 10:28:05.958053, cost_time=0:00:02.418833 2021-04-15 10:28:06,105 INFO : Epoch=0127 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:48:33.171215, arrival_time=2021-04-15 11:16:39.276578, cost_time=1:24:28.119815 2021-04-15 10:28:06,106 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 10:28:08,178 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.21ms, fps=1236 images/s, loss=0.5764, top1-acc=82.50%, top5-acc=97.73%, remaining_time=0:00:38.533992, arrival_time=2021-04-15 10:28:46.712451, cost_time=0:00:02.071724 2021-04-15 10:28:10,085 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.5489, top1-acc=83.03%, top5-acc=98.18%, remaining_time=0:00:35.016960, arrival_time=2021-04-15 10:28:45.102816, cost_time=0:00:03.979203 2021-04-15 10:28:11,992 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.5456, top1-acc=83.07%, top5-acc=98.23%, remaining_time=0:00:32.569200, arrival_time=2021-04-15 10:28:44.561864, cost_time=0:00:05.886011 2021-04-15 10:28:13,905 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=3.89ms, fps=1339 images/s, loss=0.5419, top1-acc=83.43%, top5-acc=98.25%, remaining_time=0:00:30.413760, arrival_time=2021-04-15 10:28:44.318812, cost_time=0:00:07.798387 2021-04-15 10:28:15,813 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.5476, top1-acc=83.29%, top5-acc=98.20%, remaining_time=0:00:28.343710, arrival_time=2021-04-15 10:28:44.157177, cost_time=0:00:09.706734 2021-04-15 10:28:17,720 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.5527, top1-acc=83.04%, top5-acc=98.19%, remaining_time=0:00:26.325656, arrival_time=2021-04-15 10:28:44.046595, cost_time=0:00:11.614283 2021-04-15 10:28:19,629 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.5534, top1-acc=82.92%, top5-acc=98.18%, remaining_time=0:00:24.340680, arrival_time=2021-04-15 10:28:43.969988, cost_time=0:00:13.522572 2021-04-15 10:28:21,536 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.5589, top1-acc=82.82%, top5-acc=98.12%, remaining_time=0:00:22.373732, arrival_time=2021-04-15 10:28:43.910560, cost_time=0:00:15.430172 2021-04-15 10:28:23,443 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.5616, top1-acc=82.72%, top5-acc=98.04%, remaining_time=0:00:20.419098, arrival_time=2021-04-15 10:28:43.862785, cost_time=0:00:17.337004 2021-04-15 10:28:25,350 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.5666, top1-acc=82.61%, top5-acc=97.97%, remaining_time=0:00:18.473856, arrival_time=2021-04-15 10:28:43.824137, cost_time=0:00:19.243627 2021-04-15 10:28:27,256 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.5688, top1-acc=82.51%, top5-acc=97.94%, remaining_time=0:00:16.535564, arrival_time=2021-04-15 10:28:43.792312, cost_time=0:00:21.150096 2021-04-15 10:28:29,165 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.5732, top1-acc=82.41%, top5-acc=97.89%, remaining_time=0:00:14.604084, arrival_time=2021-04-15 10:28:43.769872, cost_time=0:00:23.059068 2021-04-15 10:28:31,073 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.5767, top1-acc=82.22%, top5-acc=97.89%, remaining_time=0:00:12.675234, arrival_time=2021-04-15 10:28:43.748244, cost_time=0:00:24.966356 2021-04-15 10:28:32,979 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.5775, top1-acc=82.15%, top5-acc=97.92%, remaining_time=0:00:10.749088, arrival_time=2021-04-15 10:28:43.728515, cost_time=0:00:26.872770 2021-04-15 10:28:34,886 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.5806, top1-acc=82.11%, top5-acc=97.90%, remaining_time=0:00:08.825652, arrival_time=2021-04-15 10:28:43.711683, cost_time=0:00:28.779367 2021-04-15 10:28:36,793 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.5816, top1-acc=82.05%, top5-acc=97.88%, remaining_time=0:00:06.904440, arrival_time=2021-04-15 10:28:43.697555, cost_time=0:00:30.686455 2021-04-15 10:28:38,699 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.5850, top1-acc=81.96%, top5-acc=97.83%, remaining_time=0:00:04.984850, arrival_time=2021-04-15 10:28:43.684732, cost_time=0:00:32.593229 2021-04-15 10:28:40,606 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.5861, top1-acc=81.90%, top5-acc=97.85%, remaining_time=0:00:03.066672, arrival_time=2021-04-15 10:28:43.673433, cost_time=0:00:34.500107 2021-04-15 10:28:42,515 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.00ms, fps=1342 images/s, loss=0.5890, top1-acc=81.80%, top5-acc=97.82%, remaining_time=0:00:01.149744, arrival_time=2021-04-15 10:28:43.664916, cost_time=0:00:36.408533 2021-04-15 10:28:43,540 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.01ms, fps=1326 images/s, loss=0.5916, top1-acc=81.79%, top5-acc=97.81%, remaining_time=0:00:00, arrival_time=2021-04-15 10:28:43.540813, cost_time=0:00:37.434174 2021-04-15 10:28:44,237 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.18ms, fps=3682 images/s, loss=1.2780, top1-acc=65.66%, top5-acc=89.37%, remaining_time=0:00:02.085930, arrival_time=2021-04-15 10:28:46.323634, cost_time=0:00:00.695309 2021-04-15 10:28:44,826 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.18ms, fps=4350 images/s, loss=1.2626, top1-acc=66.02%, top5-acc=89.82%, remaining_time=0:00:01.284160, arrival_time=2021-04-15 10:28:46.110773, cost_time=0:00:01.284153 2021-04-15 10:28:45,416 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.27ms, fps=4347 images/s, loss=1.2819, top1-acc=65.43%, top5-acc=89.73%, remaining_time=0:00:00.624520, arrival_time=2021-04-15 10:28:46.040485, cost_time=0:00:01.873559 2021-04-15 10:28:45,955 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=1.2899, top1-acc=65.50%, top5-acc=89.71%, remaining_time=0:00:00, arrival_time=2021-04-15 10:28:45.955623, cost_time=0:00:02.413249 2021-04-15 10:28:46,084 INFO : Epoch=0128 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:47:53.305656, arrival_time=2021-04-15 11:16:39.390179, cost_time=1:25:08.098962 2021-04-15 10:28:46,085 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 10:28:48,149 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.20ms, fps=1241 images/s, loss=0.5693, top1-acc=82.77%, top5-acc=98.01%, remaining_time=0:00:38.375520, arrival_time=2021-04-15 10:29:26.524544, cost_time=0:00:02.063203 2021-04-15 10:28:50,055 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.5693, top1-acc=83.09%, top5-acc=97.95%, remaining_time=0:00:34.931248, arrival_time=2021-04-15 10:29:24.986545, cost_time=0:00:03.969456 2021-04-15 10:28:51,965 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.88ms, fps=1340 images/s, loss=0.5691, top1-acc=82.64%, top5-acc=97.90%, remaining_time=0:00:32.535336, arrival_time=2021-04-15 10:29:24.501095, cost_time=0:00:05.879867 2021-04-15 10:28:53,873 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.5639, top1-acc=83.01%, top5-acc=97.94%, remaining_time=0:00:30.371484, arrival_time=2021-04-15 10:29:24.244860, cost_time=0:00:07.787547 2021-04-15 10:28:55,781 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.5632, top1-acc=82.97%, top5-acc=97.95%, remaining_time=0:00:28.312174, arrival_time=2021-04-15 10:29:24.093930, cost_time=0:00:09.695928 2021-04-15 10:28:57,689 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.5594, top1-acc=83.19%, top5-acc=97.90%, remaining_time=0:00:26.302264, arrival_time=2021-04-15 10:29:23.992029, cost_time=0:00:11.603924 2021-04-15 10:28:59,599 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.5574, top1-acc=83.15%, top5-acc=97.86%, remaining_time=0:00:24.324048, arrival_time=2021-04-15 10:29:23.923310, cost_time=0:00:13.513359 2021-04-15 10:29:01,506 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.5580, top1-acc=83.16%, top5-acc=97.87%, remaining_time=0:00:22.360160, arrival_time=2021-04-15 10:29:23.866761, cost_time=0:00:15.420763 2021-04-15 10:29:03,417 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.23ms, fps=1340 images/s, loss=0.5569, top1-acc=83.07%, top5-acc=97.85%, remaining_time=0:00:20.412738, arrival_time=2021-04-15 10:29:23.830174, cost_time=0:00:17.331598 2021-04-15 10:29:05,317 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.35ms, fps=1347 images/s, loss=0.5572, top1-acc=82.94%, top5-acc=97.84%, remaining_time=0:00:18.462720, arrival_time=2021-04-15 10:29:23.780584, cost_time=0:00:19.232039 2021-04-15 10:29:07,217 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.5570, top1-acc=82.86%, top5-acc=97.86%, remaining_time=0:00:16.520686, arrival_time=2021-04-15 10:29:23.737699, cost_time=0:00:21.131117 2021-04-15 10:29:09,114 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.5569, top1-acc=82.91%, top5-acc=97.87%, remaining_time=0:00:14.585008, arrival_time=2021-04-15 10:29:23.699791, cost_time=0:00:23.028960 2021-04-15 10:29:11,013 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.5600, top1-acc=82.85%, top5-acc=97.87%, remaining_time=0:00:12.655302, arrival_time=2021-04-15 10:29:23.668322, cost_time=0:00:24.927142 2021-04-15 10:29:12,914 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.46ms, fps=1346 images/s, loss=0.5620, top1-acc=82.78%, top5-acc=97.86%, remaining_time=0:00:10.731616, arrival_time=2021-04-15 10:29:23.646454, cost_time=0:00:26.829011 2021-04-15 10:29:14,812 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.5652, top1-acc=82.67%, top5-acc=97.84%, remaining_time=0:00:08.809644, arrival_time=2021-04-15 10:29:23.622499, cost_time=0:00:28.727028 2021-04-15 10:29:16,713 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.34ms, fps=1347 images/s, loss=0.5682, top1-acc=82.57%, top5-acc=97.83%, remaining_time=0:00:06.891120, arrival_time=2021-04-15 10:29:23.604232, cost_time=0:00:30.627205 2021-04-15 10:29:18,611 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.5694, top1-acc=82.53%, top5-acc=97.83%, remaining_time=0:00:04.974554, arrival_time=2021-04-15 10:29:23.586234, cost_time=0:00:32.525855 2021-04-15 10:29:20,509 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.5721, top1-acc=82.43%, top5-acc=97.81%, remaining_time=0:00:03.059872, arrival_time=2021-04-15 10:29:23.569245, cost_time=0:00:34.423547 2021-04-15 10:29:22,411 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.00ms, fps=1346 images/s, loss=0.5737, top1-acc=82.36%, top5-acc=97.80%, remaining_time=0:00:01.147122, arrival_time=2021-04-15 10:29:23.558560, cost_time=0:00:36.325620 2021-04-15 10:29:23,430 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.12ms, fps=1335 images/s, loss=0.5743, top1-acc=82.33%, top5-acc=97.80%, remaining_time=0:00:00, arrival_time=2021-04-15 10:29:23.430776, cost_time=0:00:37.344963 2021-04-15 10:29:24,128 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.16ms, fps=3679 images/s, loss=1.2718, top1-acc=64.84%, top5-acc=89.45%, remaining_time=0:00:02.087400, arrival_time=2021-04-15 10:29:26.215512, cost_time=0:00:00.695802 2021-04-15 10:29:24,714 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.29ms, fps=4369 images/s, loss=1.2609, top1-acc=65.29%, top5-acc=90.02%, remaining_time=0:00:01.281980, arrival_time=2021-04-15 10:29:25.996306, cost_time=0:00:01.281976 2021-04-15 10:29:25,308 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.25ms, fps=4309 images/s, loss=1.2550, top1-acc=65.53%, top5-acc=89.95%, remaining_time=0:00:00.625480, arrival_time=2021-04-15 10:29:25.934252, cost_time=0:00:01.876451 2021-04-15 10:29:25,849 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.06ms, fps=4291 images/s, loss=1.2657, top1-acc=65.22%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-15 10:29:25.849831, cost_time=0:00:02.417461 2021-04-15 10:29:26,001 INFO : Epoch=0129 complete, best val top1-acc=66.05%, top5-acc=90.23% (epoch=122), remaining_time=0:47:13.404029, arrival_time=2021-04-15 11:16:39.405321, cost_time=1:25:48.015739 2021-04-15 10:29:26,002 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 10:29:28,072 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.33ms, fps=1237 images/s, loss=0.5296, top1-acc=82.93%, top5-acc=98.28%, remaining_time=0:00:38.498280, arrival_time=2021-04-15 10:30:06.570753, cost_time=0:00:02.069799 2021-04-15 10:29:29,979 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.5243, top1-acc=83.95%, top5-acc=98.20%, remaining_time=0:00:34.991792, arrival_time=2021-04-15 10:30:04.970789, cost_time=0:00:03.976333 2021-04-15 10:29:31,893 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.74ms, fps=1337 images/s, loss=0.5213, top1-acc=83.71%, top5-acc=98.29%, remaining_time=0:00:32.597088, arrival_time=2021-04-15 10:30:04.490912, cost_time=0:00:05.891045 2021-04-15 10:29:33,800 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.5210, top1-acc=83.77%, top5-acc=98.35%, remaining_time=0:00:30.412980, arrival_time=2021-04-15 10:30:04.213849, cost_time=0:00:07.798206 2021-04-15 10:29:35,708 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.5275, top1-acc=83.61%, top5-acc=98.32%, remaining_time=0:00:28.340644, arrival_time=2021-04-15 10:30:04.049031, cost_time=0:00:09.705720 2021-04-15 10:29:37,616 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.5304, top1-acc=83.50%, top5-acc=98.31%, remaining_time=0:00:26.324024, arrival_time=2021-04-15 10:30:03.940249, cost_time=0:00:11.613553 2021-04-15 10:29:39,524 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.5343, top1-acc=83.34%, top5-acc=98.19%, remaining_time=0:00:24.339546, arrival_time=2021-04-15 10:30:03.864249, cost_time=0:00:13.521962 2021-04-15 10:29:41,432 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.5385, top1-acc=83.24%, top5-acc=98.15%, remaining_time=0:00:22.373384, arrival_time=2021-04-15 10:30:03.805937, cost_time=0:00:15.429882 2021-04-15 10:29:43,337 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.23ms, fps=1344 images/s, loss=0.5386, top1-acc=83.31%, top5-acc=98.17%, remaining_time=0:00:20.416660, arrival_time=2021-04-15 10:30:03.754232, cost_time=0:00:17.334898 2021-04-15 10:29:45,235 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.5388, top1-acc=83.34%, top5-acc=98.16%, remaining_time=0:00:18.463296, arrival_time=2021-04-15 10:30:03.698521, cost_time=0:00:19.232569 2021-04-15 10:29:47,133 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.5402, top1-acc=83.35%, top5-acc=98.17%, remaining_time=0:00:16.520084, arrival_time=2021-04-15 10:30:03.653116, cost_time=0:00:21.130380 2021-04-15 10:29:49,035 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.19ms, fps=1346 images/s, loss=0.5434, top1-acc=83.24%, top5-acc=98.12%, remaining_time=0:00:14.587516, arrival_time=2021-04-15 10:30:03.623224, cost_time=0:00:23.032962 2021-04-15 10:29:50,933 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.39ms, fps=1349 images/s, loss=0.5461, top1-acc=83.12%, top5-acc=98.14%, remaining_time=0:00:12.657018, arrival_time=2021-04-15 10:30:03.590211, cost_time=0:00:24.930534 2021-04-15 10:29:52,830 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.5493, top1-acc=83.01%, top5-acc=98.14%, remaining_time=0:00:10.731000, arrival_time=2021-04-15 10:30:03.561200, cost_time=0:00:26.827539 2021-04-15 10:29:54,729 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.90ms, fps=1348 images/s, loss=0.5516, top1-acc=82.95%, top5-acc=98.10%, remaining_time=0:00:08.809552, arrival_time=2021-04-15 10:30:03.539096, cost_time=0:00:28.726819 2021-04-15 10:29:56,627 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.5547, top1-acc=82.87%, top5-acc=98.08%, remaining_time=0:00:06.890508, arrival_time=2021-04-15 10:30:03.517594, cost_time=0:00:30.624428 2021-04-15 10:29:58,524 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.5559, top1-acc=82.83%, top5-acc=98.08%, remaining_time=0:00:04.973982, arrival_time=2021-04-15 10:30:03.498789, cost_time=0:00:32.522152 2021-04-15 10:30:00,423 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.5585, top1-acc=82.73%, top5-acc=98.07%, remaining_time=0:00:03.059616, arrival_time=2021-04-15 10:30:03.482931, cost_time=0:00:34.420633 2021-04-15 10:30:02,321 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.5602, top1-acc=82.71%, top5-acc=98.05%, remaining_time=0:00:01.146912, arrival_time=2021-04-15 10:30:03.468502, cost_time=0:00:36.318948 2021-04-15 10:30:03,340 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.00ms, fps=1335 images/s, loss=0.5604, top1-acc=82.67%, top5-acc=98.05%, remaining_time=0:00:00, arrival_time=2021-04-15 10:30:03.340652, cost_time=0:00:37.338004 2021-04-15 10:30:04,038 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.21ms, fps=3674 images/s, loss=1.1972, top1-acc=66.41%, top5-acc=90.55%, remaining_time=0:00:02.090130, arrival_time=2021-04-15 10:30:06.129033, cost_time=0:00:00.696714 2021-04-15 10:30:04,624 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.13ms, fps=4377 images/s, loss=1.2121, top1-acc=67.03%, top5-acc=91.07%, remaining_time=0:00:01.281880, arrival_time=2021-04-15 10:30:05.905942, cost_time=0:00:01.281878 2021-04-15 10:30:05,210 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.23ms, fps=4367 images/s, loss=1.2385, top1-acc=66.32%, top5-acc=90.64%, remaining_time=0:00:00.622810, arrival_time=2021-04-15 10:30:05.833425, cost_time=0:00:01.868430 2021-04-15 10:30:05,747 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.2396, top1-acc=66.59%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-15 10:30:05.747437, cost_time=0:00:02.405264 2021-04-15 10:30:05,980 INFO : Epoch=0130 complete, best val top1-acc=66.59%, top5-acc=90.59% (epoch=130), remaining_time=0:46:33.535710, arrival_time=2021-04-15 11:16:39.516096, cost_time=1:26:27.994830 2021-04-15 10:30:05,981 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 10:30:08,037 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.18ms, fps=1245 images/s, loss=0.5698, top1-acc=81.64%, top5-acc=97.97%, remaining_time=0:00:38.233230, arrival_time=2021-04-15 10:30:46.270523, cost_time=0:00:02.055547 2021-04-15 10:30:09,934 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.5485, top1-acc=82.68%, top5-acc=98.03%, remaining_time=0:00:34.785344, arrival_time=2021-04-15 10:30:44.719902, cost_time=0:00:03.952882 2021-04-15 10:30:11,832 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.5363, top1-acc=83.16%, top5-acc=98.05%, remaining_time=0:00:32.372988, arrival_time=2021-04-15 10:30:44.205222, cost_time=0:00:05.850540 2021-04-15 10:30:13,731 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.5339, top1-acc=83.38%, top5-acc=98.12%, remaining_time=0:00:30.221724, arrival_time=2021-04-15 10:30:43.952641, cost_time=0:00:07.749158 2021-04-15 10:30:15,628 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.5337, top1-acc=83.43%, top5-acc=98.09%, remaining_time=0:00:28.169386, arrival_time=2021-04-15 10:30:43.798114, cost_time=0:00:09.647055 2021-04-15 10:30:17,525 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.5327, top1-acc=83.55%, top5-acc=98.05%, remaining_time=0:00:26.165584, arrival_time=2021-04-15 10:30:43.690934, cost_time=0:00:11.543636 2021-04-15 10:30:19,424 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.5314, top1-acc=83.58%, top5-acc=98.10%, remaining_time=0:00:24.196788, arrival_time=2021-04-15 10:30:43.621194, cost_time=0:00:13.442658 2021-04-15 10:30:21,321 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.5282, top1-acc=83.60%, top5-acc=98.17%, remaining_time=0:00:22.243232, arrival_time=2021-04-15 10:30:43.565037, cost_time=0:00:15.340127 2021-04-15 10:30:23,221 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.26ms, fps=1347 images/s, loss=0.5330, top1-acc=83.39%, top5-acc=98.16%, remaining_time=0:00:20.305254, arrival_time=2021-04-15 10:30:43.527213, cost_time=0:00:17.240282 2021-04-15 10:30:25,119 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=0.5342, top1-acc=83.34%, top5-acc=98.14%, remaining_time=0:00:18.372000, arrival_time=2021-04-15 10:30:43.491185, cost_time=0:00:19.137499 2021-04-15 10:30:27,017 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.72ms, fps=1349 images/s, loss=0.5374, top1-acc=83.31%, top5-acc=98.12%, remaining_time=0:00:16.446468, arrival_time=2021-04-15 10:30:43.464369, cost_time=0:00:21.036155 2021-04-15 10:30:28,914 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.5385, top1-acc=83.26%, top5-acc=98.09%, remaining_time=0:00:14.524208, arrival_time=2021-04-15 10:30:43.438865, cost_time=0:00:22.932977 2021-04-15 10:30:30,811 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.5397, top1-acc=83.19%, top5-acc=98.09%, remaining_time=0:00:12.606000, arrival_time=2021-04-15 10:30:43.417698, cost_time=0:00:24.830016 2021-04-15 10:30:32,708 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.5432, top1-acc=83.08%, top5-acc=98.09%, remaining_time=0:00:10.690792, arrival_time=2021-04-15 10:30:43.399473, cost_time=0:00:26.726989 2021-04-15 10:30:34,607 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.5443, top1-acc=83.07%, top5-acc=98.07%, remaining_time=0:00:08.778410, arrival_time=2021-04-15 10:30:43.385388, cost_time=0:00:28.625282 2021-04-15 10:30:36,506 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=0.5470, top1-acc=82.98%, top5-acc=98.06%, remaining_time=0:00:06.868152, arrival_time=2021-04-15 10:30:43.375025, cost_time=0:00:30.525185 2021-04-15 10:30:38,407 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.5497, top1-acc=82.90%, top5-acc=98.04%, remaining_time=0:00:04.959162, arrival_time=2021-04-15 10:30:43.366130, cost_time=0:00:32.425207 2021-04-15 10:30:40,306 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.41ms, fps=1348 images/s, loss=0.5554, top1-acc=82.70%, top5-acc=97.99%, remaining_time=0:00:03.051088, arrival_time=2021-04-15 10:30:43.357595, cost_time=0:00:34.324813 2021-04-15 10:30:42,206 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.5578, top1-acc=82.63%, top5-acc=97.96%, remaining_time=0:00:01.143936, arrival_time=2021-04-15 10:30:43.350243, cost_time=0:00:36.224635 2021-04-15 10:30:43,230 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.08ms, fps=1328 images/s, loss=0.5588, top1-acc=82.61%, top5-acc=97.94%, remaining_time=0:00:00, arrival_time=2021-04-15 10:30:43.230449, cost_time=0:00:37.248777 2021-04-15 10:30:43,944 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.29ms, fps=3593 images/s, loss=1.1623, top1-acc=68.98%, top5-acc=90.94%, remaining_time=0:00:02.137410, arrival_time=2021-04-15 10:30:46.081910, cost_time=0:00:00.712472 2021-04-15 10:30:44,530 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.23ms, fps=4370 images/s, loss=1.2078, top1-acc=67.60%, top5-acc=90.57%, remaining_time=0:00:01.298560, arrival_time=2021-04-15 10:30:45.829124, cost_time=0:00:01.298555 2021-04-15 10:30:45,117 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.13ms, fps=4364 images/s, loss=1.1977, top1-acc=67.71%, top5-acc=90.85%, remaining_time=0:00:00.628470, arrival_time=2021-04-15 10:30:45.745881, cost_time=0:00:01.885405 2021-04-15 10:30:45,655 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.05ms, fps=4311 images/s, loss=1.2111, top1-acc=67.27%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-15 10:30:45.655862, cost_time=0:00:02.423868 2021-04-15 10:30:45,897 INFO : Epoch=0131 complete, best val top1-acc=67.27%, top5-acc=90.95% (epoch=131), remaining_time=0:45:53.633232, arrival_time=2021-04-15 11:16:39.531176, cost_time=1:27:07.912371 2021-04-15 10:30:45,899 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 10:30:47,925 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.27ms, fps=1263 images/s, loss=0.5312, top1-acc=83.52%, top5-acc=98.28%, remaining_time=0:00:37.685646, arrival_time=2021-04-15 10:31:25.611075, cost_time=0:00:02.026112 2021-04-15 10:30:49,822 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.5167, top1-acc=83.93%, top5-acc=98.44%, remaining_time=0:00:34.522752, arrival_time=2021-04-15 10:31:24.345034, cost_time=0:00:03.923043 2021-04-15 10:30:51,719 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.5079, top1-acc=84.24%, top5-acc=98.41%, remaining_time=0:00:32.205494, arrival_time=2021-04-15 10:31:23.925016, cost_time=0:00:05.820276 2021-04-15 10:30:53,621 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.18ms, fps=1346 images/s, loss=0.5104, top1-acc=84.16%, top5-acc=98.39%, remaining_time=0:00:30.117048, arrival_time=2021-04-15 10:31:23.738681, cost_time=0:00:07.722314 2021-04-15 10:30:55,519 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.5151, top1-acc=84.02%, top5-acc=98.38%, remaining_time=0:00:28.091860, arrival_time=2021-04-15 10:31:23.611603, cost_time=0:00:09.620500 2021-04-15 10:30:57,417 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.5148, top1-acc=84.04%, top5-acc=98.40%, remaining_time=0:00:26.107376, arrival_time=2021-04-15 10:31:23.524596, cost_time=0:00:11.517983 2021-04-15 10:30:59,318 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.5149, top1-acc=84.07%, top5-acc=98.42%, remaining_time=0:00:24.155082, arrival_time=2021-04-15 10:31:23.473836, cost_time=0:00:13.419492 2021-04-15 10:31:01,218 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.5198, top1-acc=83.95%, top5-acc=98.36%, remaining_time=0:00:22.213072, arrival_time=2021-04-15 10:31:23.431776, cost_time=0:00:15.319397 2021-04-15 10:31:03,116 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.5232, top1-acc=83.81%, top5-acc=98.32%, remaining_time=0:00:20.277694, arrival_time=2021-04-15 10:31:23.393879, cost_time=0:00:17.216949 2021-04-15 10:31:05,013 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.5283, top1-acc=83.72%, top5-acc=98.29%, remaining_time=0:00:18.349824, arrival_time=2021-04-15 10:31:23.363484, cost_time=0:00:19.114419 2021-04-15 10:31:06,912 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.5297, top1-acc=83.64%, top5-acc=98.26%, remaining_time=0:00:16.428408, arrival_time=2021-04-15 10:31:23.340757, cost_time=0:00:21.013094 2021-04-15 10:31:08,810 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=0.5353, top1-acc=83.48%, top5-acc=98.19%, remaining_time=0:00:14.510300, arrival_time=2021-04-15 10:31:23.320568, cost_time=0:00:22.911021 2021-04-15 10:31:10,710 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=0.5394, top1-acc=83.34%, top5-acc=98.14%, remaining_time=0:00:12.596364, arrival_time=2021-04-15 10:31:23.306674, cost_time=0:00:24.811068 2021-04-15 10:31:12,608 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.5430, top1-acc=83.21%, top5-acc=98.12%, remaining_time=0:00:10.683736, arrival_time=2021-04-15 10:31:23.292404, cost_time=0:00:26.709353 2021-04-15 10:31:14,505 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.5453, top1-acc=83.16%, top5-acc=98.10%, remaining_time=0:00:08.772614, arrival_time=2021-04-15 10:31:23.278242, cost_time=0:00:28.606392 2021-04-15 10:31:16,402 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.5479, top1-acc=83.15%, top5-acc=98.07%, remaining_time=0:00:06.863328, arrival_time=2021-04-15 10:31:23.266176, cost_time=0:00:30.503611 2021-04-15 10:31:18,300 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.5486, top1-acc=83.15%, top5-acc=98.06%, remaining_time=0:00:04.955496, arrival_time=2021-04-15 10:31:23.256117, cost_time=0:00:32.401366 2021-04-15 10:31:20,198 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.5495, top1-acc=83.11%, top5-acc=98.06%, remaining_time=0:00:03.048848, arrival_time=2021-04-15 10:31:23.247672, cost_time=0:00:34.299593 2021-04-15 10:31:22,097 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.00ms, fps=1348 images/s, loss=0.5500, top1-acc=83.12%, top5-acc=98.06%, remaining_time=0:00:01.143108, arrival_time=2021-04-15 10:31:23.240759, cost_time=0:00:36.198426 2021-04-15 10:31:23,117 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.5522, top1-acc=83.10%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-15 10:31:23.117266, cost_time=0:00:37.218040 2021-04-15 10:31:23,837 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.43ms, fps=3565 images/s, loss=1.3188, top1-acc=63.98%, top5-acc=89.10%, remaining_time=0:00:02.154570, arrival_time=2021-04-15 10:31:25.991609, cost_time=0:00:00.718189 2021-04-15 10:31:24,423 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.20ms, fps=4366 images/s, loss=1.3261, top1-acc=64.04%, top5-acc=89.16%, remaining_time=0:00:01.305080, arrival_time=2021-04-15 10:31:25.728958, cost_time=0:00:01.305086 2021-04-15 10:31:25,010 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.16ms, fps=4368 images/s, loss=1.2919, top1-acc=64.83%, top5-acc=89.40%, remaining_time=0:00:00.630520, arrival_time=2021-04-15 10:31:25.640836, cost_time=0:00:01.891546 2021-04-15 10:31:25,551 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.05ms, fps=4290 images/s, loss=1.2869, top1-acc=65.22%, top5-acc=89.54%, remaining_time=0:00:00, arrival_time=2021-04-15 10:31:25.551395, cost_time=0:00:02.432568 2021-04-15 10:31:25,655 INFO : Epoch=0132 complete, best val top1-acc=67.27%, top5-acc=90.95% (epoch=131), remaining_time=0:45:13.647916, arrival_time=2021-04-15 11:16:39.302961, cost_time=1:27:47.669494 2021-04-15 10:31:25,656 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 10:31:27,725 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.15ms, fps=1237 images/s, loss=0.5063, top1-acc=83.98%, top5-acc=98.71%, remaining_time=0:00:38.487492, arrival_time=2021-04-15 10:32:06.213110, cost_time=0:00:02.069224 2021-04-15 10:31:29,632 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.5188, top1-acc=83.69%, top5-acc=98.54%, remaining_time=0:00:34.990912, arrival_time=2021-04-15 10:32:04.623563, cost_time=0:00:03.976248 2021-04-15 10:31:31,546 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.78ms, fps=1338 images/s, loss=0.5175, top1-acc=83.75%, top5-acc=98.49%, remaining_time=0:00:32.590946, arrival_time=2021-04-15 10:32:04.137344, cost_time=0:00:05.889932 2021-04-15 10:31:33,453 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.5107, top1-acc=84.09%, top5-acc=98.48%, remaining_time=0:00:30.407364, arrival_time=2021-04-15 10:32:03.860517, cost_time=0:00:07.796753 2021-04-15 10:31:35,360 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.5131, top1-acc=84.09%, top5-acc=98.46%, remaining_time=0:00:28.334950, arrival_time=2021-04-15 10:32:03.695084, cost_time=0:00:09.703740 2021-04-15 10:31:37,268 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.5105, top1-acc=84.22%, top5-acc=98.42%, remaining_time=0:00:26.321304, arrival_time=2021-04-15 10:32:03.590037, cost_time=0:00:11.612316 2021-04-15 10:31:39,177 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.5122, top1-acc=84.22%, top5-acc=98.41%, remaining_time=0:00:24.338034, arrival_time=2021-04-15 10:32:03.515652, cost_time=0:00:13.521151 2021-04-15 10:31:41,084 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.5093, top1-acc=84.34%, top5-acc=98.43%, remaining_time=0:00:22.370136, arrival_time=2021-04-15 10:32:03.454230, cost_time=0:00:15.427696 2021-04-15 10:31:42,991 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.5110, top1-acc=84.28%, top5-acc=98.37%, remaining_time=0:00:20.417084, arrival_time=2021-04-15 10:32:03.408728, cost_time=0:00:17.335226 2021-04-15 10:31:44,899 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.5136, top1-acc=84.12%, top5-acc=98.35%, remaining_time=0:00:18.472992, arrival_time=2021-04-15 10:32:03.372109, cost_time=0:00:19.242707 2021-04-15 10:31:46,808 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.5112, top1-acc=84.18%, top5-acc=98.36%, remaining_time=0:00:16.536768, arrival_time=2021-04-15 10:32:03.344887, cost_time=0:00:21.151642 2021-04-15 10:31:48,715 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.5150, top1-acc=84.04%, top5-acc=98.34%, remaining_time=0:00:14.604084, arrival_time=2021-04-15 10:32:03.319584, cost_time=0:00:23.059093 2021-04-15 10:31:50,624 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.5170, top1-acc=84.01%, top5-acc=98.30%, remaining_time=0:00:12.676158, arrival_time=2021-04-15 10:32:03.300823, cost_time=0:00:24.968220 2021-04-15 10:31:52,534 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.5178, top1-acc=83.96%, top5-acc=98.32%, remaining_time=0:00:10.751384, arrival_time=2021-04-15 10:32:03.286265, cost_time=0:00:26.878478 2021-04-15 10:31:54,441 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.5215, top1-acc=83.86%, top5-acc=98.29%, remaining_time=0:00:08.827446, arrival_time=2021-04-15 10:32:03.268953, cost_time=0:00:28.785104 2021-04-15 10:31:56,350 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.5241, top1-acc=83.79%, top5-acc=98.27%, remaining_time=0:00:06.906060, arrival_time=2021-04-15 10:32:03.256066, cost_time=0:00:30.693522 2021-04-15 10:31:58,257 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.5255, top1-acc=83.74%, top5-acc=98.27%, remaining_time=0:00:04.985968, arrival_time=2021-04-15 10:32:03.242970, cost_time=0:00:32.600604 2021-04-15 10:32:00,164 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.5280, top1-acc=83.68%, top5-acc=98.26%, remaining_time=0:00:03.067360, arrival_time=2021-04-15 10:32:03.231475, cost_time=0:00:34.507713 2021-04-15 10:32:02,073 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.03ms, fps=1341 images/s, loss=0.5328, top1-acc=83.47%, top5-acc=98.21%, remaining_time=0:00:01.150002, arrival_time=2021-04-15 10:32:03.223224, cost_time=0:00:36.416814 2021-04-15 10:32:03,100 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.03ms, fps=1325 images/s, loss=0.5351, top1-acc=83.43%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-15 10:32:03.100091, cost_time=0:00:37.443703 2021-04-15 10:32:03,833 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.18ms, fps=3499 images/s, loss=1.2445, top1-acc=66.45%, top5-acc=90.55%, remaining_time=0:00:02.194560, arrival_time=2021-04-15 10:32:06.027758, cost_time=0:00:00.731521 2021-04-15 10:32:04,420 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.19ms, fps=4365 images/s, loss=1.2148, top1-acc=67.40%, top5-acc=90.78%, remaining_time=0:00:01.318360, arrival_time=2021-04-15 10:32:05.738384, cost_time=0:00:01.318357 2021-04-15 10:32:05,006 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.08ms, fps=4366 images/s, loss=1.2028, top1-acc=67.30%, top5-acc=90.78%, remaining_time=0:00:00.635010, arrival_time=2021-04-15 10:32:05.641701, cost_time=0:00:01.905037 2021-04-15 10:32:05,543 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.2185, top1-acc=67.08%, top5-acc=90.78%, remaining_time=0:00:00, arrival_time=2021-04-15 10:32:05.543347, cost_time=0:00:02.441706 2021-04-15 10:32:05,658 INFO : Epoch=0133 complete, best val top1-acc=67.27%, top5-acc=90.95% (epoch=131), remaining_time=0:44:33.790038, arrival_time=2021-04-15 11:16:39.448305, cost_time=1:28:27.672720 2021-04-15 10:32:05,659 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 10:32:07,739 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.30ms, fps=1231 images/s, loss=0.4992, top1-acc=83.98%, top5-acc=98.52%, remaining_time=0:00:38.684652, arrival_time=2021-04-15 10:32:46.423984, cost_time=0:00:02.079823 2021-04-15 10:32:09,639 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.4984, top1-acc=84.02%, top5-acc=98.75%, remaining_time=0:00:35.018720, arrival_time=2021-04-15 10:32:44.657710, cost_time=0:00:03.979409 2021-04-15 10:32:11,537 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.4999, top1-acc=84.06%, top5-acc=98.68%, remaining_time=0:00:32.522554, arrival_time=2021-04-15 10:32:44.059621, cost_time=0:00:05.877576 2021-04-15 10:32:13,435 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.4988, top1-acc=84.25%, top5-acc=98.68%, remaining_time=0:00:30.324996, arrival_time=2021-04-15 10:32:43.760145, cost_time=0:00:07.775642 2021-04-15 10:32:15,334 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=0.4980, top1-acc=84.36%, top5-acc=98.58%, remaining_time=0:00:28.249832, arrival_time=2021-04-15 10:32:43.584023, cost_time=0:00:09.674608 2021-04-15 10:32:17,231 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.4969, top1-acc=84.43%, top5-acc=98.57%, remaining_time=0:00:26.230048, arrival_time=2021-04-15 10:32:43.461632, cost_time=0:00:11.572079 2021-04-15 10:32:19,129 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.39ms, fps=1349 images/s, loss=0.4976, top1-acc=84.39%, top5-acc=98.59%, remaining_time=0:00:24.246432, arrival_time=2021-04-15 10:32:43.376169, cost_time=0:00:13.470247 2021-04-15 10:32:21,028 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.4994, top1-acc=84.37%, top5-acc=98.54%, remaining_time=0:00:22.284644, arrival_time=2021-04-15 10:32:43.312867, cost_time=0:00:15.368719 2021-04-15 10:32:22,925 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.5036, top1-acc=84.24%, top5-acc=98.51%, remaining_time=0:00:20.335358, arrival_time=2021-04-15 10:32:43.260699, cost_time=0:00:17.265844 2021-04-15 10:32:24,822 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.5045, top1-acc=84.19%, top5-acc=98.46%, remaining_time=0:00:18.396672, arrival_time=2021-04-15 10:32:43.219336, cost_time=0:00:19.163155 2021-04-15 10:32:26,721 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=0.5056, top1-acc=84.18%, top5-acc=98.45%, remaining_time=0:00:16.466248, arrival_time=2021-04-15 10:32:43.187409, cost_time=0:00:21.061530 2021-04-15 10:32:28,619 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.5104, top1-acc=83.99%, top5-acc=98.42%, remaining_time=0:00:14.541156, arrival_time=2021-04-15 10:32:43.160421, cost_time=0:00:22.959764 2021-04-15 10:32:30,516 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.34ms, fps=1349 images/s, loss=0.5129, top1-acc=83.92%, top5-acc=98.39%, remaining_time=0:00:12.619794, arrival_time=2021-04-15 10:32:43.136487, cost_time=0:00:24.857199 2021-04-15 10:32:32,414 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.5150, top1-acc=83.84%, top5-acc=98.38%, remaining_time=0:00:10.701992, arrival_time=2021-04-15 10:32:43.116413, cost_time=0:00:26.754918 2021-04-15 10:32:34,312 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.5163, top1-acc=83.84%, top5-acc=98.37%, remaining_time=0:00:08.786782, arrival_time=2021-04-15 10:32:43.098899, cost_time=0:00:28.652624 2021-04-15 10:32:36,209 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.5176, top1-acc=83.79%, top5-acc=98.36%, remaining_time=0:00:06.873804, arrival_time=2021-04-15 10:32:43.083479, cost_time=0:00:30.550177 2021-04-15 10:32:38,109 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.5208, top1-acc=83.70%, top5-acc=98.31%, remaining_time=0:00:04.962880, arrival_time=2021-04-15 10:32:43.072117, cost_time=0:00:32.449676 2021-04-15 10:32:40,006 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.5205, top1-acc=83.70%, top5-acc=98.33%, remaining_time=0:00:03.053088, arrival_time=2021-04-15 10:32:43.059806, cost_time=0:00:34.347221 2021-04-15 10:32:41,904 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.5222, top1-acc=83.65%, top5-acc=98.33%, remaining_time=0:00:01.144578, arrival_time=2021-04-15 10:32:43.048984, cost_time=0:00:36.244922 2021-04-15 10:32:42,924 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.01ms, fps=1334 images/s, loss=0.5239, top1-acc=83.62%, top5-acc=98.30%, remaining_time=0:00:00, arrival_time=2021-04-15 10:32:42.924532, cost_time=0:00:37.265034 2021-04-15 10:32:43,622 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.14ms, fps=3678 images/s, loss=1.1717, top1-acc=68.83%, top5-acc=90.62%, remaining_time=0:00:02.088330, arrival_time=2021-04-15 10:32:45.710537, cost_time=0:00:00.696107 2021-04-15 10:32:44,208 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.05ms, fps=4365 images/s, loss=1.2073, top1-acc=67.38%, top5-acc=90.21%, remaining_time=0:00:01.282840, arrival_time=2021-04-15 10:32:45.491786, cost_time=0:00:01.282841 2021-04-15 10:32:44,795 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.13ms, fps=4368 images/s, loss=1.2133, top1-acc=67.11%, top5-acc=90.31%, remaining_time=0:00:00.623080, arrival_time=2021-04-15 10:32:45.418411, cost_time=0:00:01.869236 2021-04-15 10:32:45,333 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=4317 images/s, loss=1.2142, top1-acc=66.88%, top5-acc=90.40%, remaining_time=0:00:00, arrival_time=2021-04-15 10:32:45.333017, cost_time=0:00:02.406927 2021-04-15 10:32:45,488 INFO : Epoch=0134 complete, best val top1-acc=67.27%, top5-acc=90.95% (epoch=131), remaining_time=0:43:53.844642, arrival_time=2021-04-15 11:16:39.332899, cost_time=1:29:07.502709 2021-04-15 10:32:45,489 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 10:32:47,550 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.23ms, fps=1242 images/s, loss=0.4796, top1-acc=84.57%, top5-acc=98.75%, remaining_time=0:00:38.336646, arrival_time=2021-04-15 10:33:25.887246, cost_time=0:00:02.061109 2021-04-15 10:32:49,458 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.45ms, fps=1342 images/s, loss=0.4836, top1-acc=85.18%, top5-acc=98.57%, remaining_time=0:00:34.923680, arrival_time=2021-04-15 10:33:24.381946, cost_time=0:00:03.968608 2021-04-15 10:32:51,367 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.4793, top1-acc=85.33%, top5-acc=98.58%, remaining_time=0:00:32.525542, arrival_time=2021-04-15 10:33:23.893168, cost_time=0:00:05.878124 2021-04-15 10:32:53,275 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.4821, top1-acc=85.19%, top5-acc=98.59%, remaining_time=0:00:30.365244, arrival_time=2021-04-15 10:33:23.640692, cost_time=0:00:07.785947 2021-04-15 10:32:55,183 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.4840, top1-acc=85.08%, top5-acc=98.56%, remaining_time=0:00:28.305896, arrival_time=2021-04-15 10:33:23.489210, cost_time=0:00:09.693819 2021-04-15 10:32:57,092 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.4826, top1-acc=85.14%, top5-acc=98.52%, remaining_time=0:00:26.299544, arrival_time=2021-04-15 10:33:23.391873, cost_time=0:00:11.602758 2021-04-15 10:32:58,999 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.4864, top1-acc=84.99%, top5-acc=98.53%, remaining_time=0:00:24.318252, arrival_time=2021-04-15 10:33:23.317880, cost_time=0:00:13.510128 2021-04-15 10:33:00,906 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.4908, top1-acc=84.84%, top5-acc=98.49%, remaining_time=0:00:22.355056, arrival_time=2021-04-15 10:33:23.261819, cost_time=0:00:15.417261 2021-04-15 10:33:02,815 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.4926, top1-acc=84.81%, top5-acc=98.48%, remaining_time=0:00:20.406060, arrival_time=2021-04-15 10:33:23.221466, cost_time=0:00:17.325889 2021-04-15 10:33:04,724 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.26ms, fps=1341 images/s, loss=0.4951, top1-acc=84.67%, top5-acc=98.48%, remaining_time=0:00:18.465312, arrival_time=2021-04-15 10:33:23.189587, cost_time=0:00:19.234699 2021-04-15 10:33:06,631 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.4990, top1-acc=84.54%, top5-acc=98.46%, remaining_time=0:00:16.528942, arrival_time=2021-04-15 10:33:23.160160, cost_time=0:00:21.141722 2021-04-15 10:33:08,537 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.5020, top1-acc=84.43%, top5-acc=98.42%, remaining_time=0:00:14.597244, arrival_time=2021-04-15 10:33:23.135015, cost_time=0:00:23.048273 2021-04-15 10:33:10,445 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.5060, top1-acc=84.31%, top5-acc=98.43%, remaining_time=0:00:12.669822, arrival_time=2021-04-15 10:33:23.115100, cost_time=0:00:24.955771 2021-04-15 10:33:12,353 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.5079, top1-acc=84.27%, top5-acc=98.39%, remaining_time=0:00:10.745504, arrival_time=2021-04-15 10:33:23.098789, cost_time=0:00:26.863785 2021-04-15 10:33:14,261 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.5095, top1-acc=84.22%, top5-acc=98.39%, remaining_time=0:00:08.823306, arrival_time=2021-04-15 10:33:23.084447, cost_time=0:00:28.771643 2021-04-15 10:33:16,170 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.29ms, fps=1341 images/s, loss=0.5119, top1-acc=84.10%, top5-acc=98.38%, remaining_time=0:00:06.903216, arrival_time=2021-04-15 10:33:23.073692, cost_time=0:00:30.680905 2021-04-15 10:33:18,078 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.5132, top1-acc=84.08%, top5-acc=98.38%, remaining_time=0:00:04.984200, arrival_time=2021-04-15 10:33:23.062723, cost_time=0:00:32.589025 2021-04-15 10:33:19,986 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.50ms, fps=1342 images/s, loss=0.5148, top1-acc=84.03%, top5-acc=98.37%, remaining_time=0:00:03.066416, arrival_time=2021-04-15 10:33:23.053183, cost_time=0:00:34.497260 2021-04-15 10:33:21,894 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.5182, top1-acc=83.89%, top5-acc=98.37%, remaining_time=0:00:01.149636, arrival_time=2021-04-15 10:33:23.044197, cost_time=0:00:36.405079 2021-04-15 10:33:22,920 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=0.99ms, fps=1326 images/s, loss=0.5201, top1-acc=83.83%, top5-acc=98.35%, remaining_time=0:00:00, arrival_time=2021-04-15 10:33:22.920508, cost_time=0:00:37.431016 2021-04-15 10:33:23,648 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.26ms, fps=3523 images/s, loss=1.2687, top1-acc=66.13%, top5-acc=90.86%, remaining_time=0:00:02.180220, arrival_time=2021-04-15 10:33:25.829029, cost_time=0:00:00.726745 2021-04-15 10:33:24,235 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.15ms, fps=4363 images/s, loss=1.2496, top1-acc=66.62%, top5-acc=90.59%, remaining_time=0:00:01.313800, arrival_time=2021-04-15 10:33:25.549665, cost_time=0:00:01.313800 2021-04-15 10:33:24,823 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.30ms, fps=4358 images/s, loss=1.2418, top1-acc=66.45%, top5-acc=90.70%, remaining_time=0:00:00.633840, arrival_time=2021-04-15 10:33:25.457441, cost_time=0:00:01.901535 2021-04-15 10:33:25,363 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.2582, top1-acc=66.27%, top5-acc=90.44%, remaining_time=0:00:00, arrival_time=2021-04-15 10:33:25.363052, cost_time=0:00:02.441002 2021-04-15 10:33:25,513 INFO : Epoch=0135 complete, best val top1-acc=67.27%, top5-acc=90.95% (epoch=131), remaining_time=0:43:13.994845, arrival_time=2021-04-15 11:16:39.508138, cost_time=1:29:47.527744 2021-04-15 10:33:25,514 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 10:33:27,578 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.18ms, fps=1240 images/s, loss=0.4978, top1-acc=84.65%, top5-acc=98.44%, remaining_time=0:00:38.385564, arrival_time=2021-04-15 10:34:05.963847, cost_time=0:00:02.063738 2021-04-15 10:33:29,485 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.29ms, fps=1343 images/s, loss=0.4888, top1-acc=84.69%, top5-acc=98.61%, remaining_time=0:00:34.943392, arrival_time=2021-04-15 10:34:04.428782, cost_time=0:00:03.970841 2021-04-15 10:33:31,395 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.4801, top1-acc=85.17%, top5-acc=98.66%, remaining_time=0:00:32.538822, arrival_time=2021-04-15 10:34:03.933947, cost_time=0:00:05.880505 2021-04-15 10:33:33,301 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.4760, top1-acc=85.42%, top5-acc=98.68%, remaining_time=0:00:30.370704, arrival_time=2021-04-15 10:34:03.672604, cost_time=0:00:07.787352 2021-04-15 10:33:35,208 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.4817, top1-acc=85.08%, top5-acc=98.60%, remaining_time=0:00:28.307356, arrival_time=2021-04-15 10:34:03.516219, cost_time=0:00:09.694316 2021-04-15 10:33:37,121 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.39ms, fps=1339 images/s, loss=0.4755, top1-acc=85.28%, top5-acc=98.64%, remaining_time=0:00:26.308112, arrival_time=2021-04-15 10:34:03.429251, cost_time=0:00:11.606517 2021-04-15 10:33:39,028 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.4780, top1-acc=85.21%, top5-acc=98.59%, remaining_time=0:00:24.325686, arrival_time=2021-04-15 10:34:03.354487, cost_time=0:00:13.514251 2021-04-15 10:33:40,936 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.4800, top1-acc=85.24%, top5-acc=98.49%, remaining_time=0:00:22.362132, arrival_time=2021-04-15 10:34:03.298848, cost_time=0:00:15.422166 2021-04-15 10:33:42,845 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.17ms, fps=1341 images/s, loss=0.4819, top1-acc=85.11%, top5-acc=98.50%, remaining_time=0:00:20.412314, arrival_time=2021-04-15 10:34:03.258088, cost_time=0:00:17.331180 2021-04-15 10:33:44,761 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.33ms, fps=1337 images/s, loss=0.4856, top1-acc=84.95%, top5-acc=98.51%, remaining_time=0:00:18.476832, arrival_time=2021-04-15 10:34:03.238149, cost_time=0:00:19.246691 2021-04-15 10:33:46,669 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.4865, top1-acc=84.91%, top5-acc=98.50%, remaining_time=0:00:16.539520, arrival_time=2021-04-15 10:34:03.209246, cost_time=0:00:21.155171 2021-04-15 10:33:48,577 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.4880, top1-acc=84.87%, top5-acc=98.49%, remaining_time=0:00:14.606744, arrival_time=2021-04-15 10:34:03.184605, cost_time=0:00:23.063312 2021-04-15 10:33:50,486 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.4875, top1-acc=84.87%, top5-acc=98.47%, remaining_time=0:00:12.678006, arrival_time=2021-04-15 10:34:03.164420, cost_time=0:00:24.971824 2021-04-15 10:33:52,398 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.27ms, fps=1339 images/s, loss=0.4869, top1-acc=84.86%, top5-acc=98.46%, remaining_time=0:00:10.753400, arrival_time=2021-04-15 10:34:03.151405, cost_time=0:00:26.883457 2021-04-15 10:33:54,297 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=0.4903, top1-acc=84.80%, top5-acc=98.42%, remaining_time=0:00:08.826848, arrival_time=2021-04-15 10:34:03.124551, cost_time=0:00:28.783165 2021-04-15 10:33:56,197 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.4918, top1-acc=84.76%, top5-acc=98.41%, remaining_time=0:00:06.903684, arrival_time=2021-04-15 10:34:03.101345, cost_time=0:00:30.683044 2021-04-15 10:33:58,096 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.41ms, fps=1348 images/s, loss=0.4932, top1-acc=84.69%, top5-acc=98.41%, remaining_time=0:00:04.983186, arrival_time=2021-04-15 10:34:03.080139, cost_time=0:00:32.582405 2021-04-15 10:33:59,996 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.4944, top1-acc=84.65%, top5-acc=98.42%, remaining_time=0:00:03.065040, arrival_time=2021-04-15 10:34:03.061258, cost_time=0:00:34.481673 2021-04-15 10:34:01,897 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.18ms, fps=1347 images/s, loss=0.4961, top1-acc=84.57%, top5-acc=98.42%, remaining_time=0:00:01.148928, arrival_time=2021-04-15 10:34:03.046214, cost_time=0:00:36.382734 2021-04-15 10:34:02,917 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.25ms, fps=1333 images/s, loss=0.4977, top1-acc=84.53%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-15 10:34:02.917672, cost_time=0:00:37.403133 2021-04-15 10:34:03,615 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.14ms, fps=3676 images/s, loss=1.1605, top1-acc=67.81%, top5-acc=91.29%, remaining_time=0:00:02.088960, arrival_time=2021-04-15 10:34:05.704516, cost_time=0:00:00.696321 2021-04-15 10:34:04,204 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.22ms, fps=4353 images/s, loss=1.1797, top1-acc=67.68%, top5-acc=91.00%, remaining_time=0:00:01.284740, arrival_time=2021-04-15 10:34:05.488730, cost_time=0:00:01.284748 2021-04-15 10:34:04,790 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.33ms, fps=4365 images/s, loss=1.2141, top1-acc=67.17%, top5-acc=90.81%, remaining_time=0:00:00.623850, arrival_time=2021-04-15 10:34:05.414622, cost_time=0:00:01.871544 2021-04-15 10:34:05,327 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.06ms, fps=4326 images/s, loss=1.2203, top1-acc=67.43%, top5-acc=90.90%, remaining_time=0:00:00, arrival_time=2021-04-15 10:34:05.327335, cost_time=0:00:02.408121 2021-04-15 10:34:05,486 INFO : Epoch=0136 complete, best val top1-acc=67.43%, top5-acc=90.90% (epoch=136), remaining_time=0:42:34.118272, arrival_time=2021-04-15 11:16:39.605223, cost_time=1:30:27.501391 2021-04-15 10:34:05,488 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 10:34:07,520 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.15ms, fps=1260 images/s, loss=0.4552, top1-acc=85.82%, top5-acc=98.75%, remaining_time=0:00:37.792968, arrival_time=2021-04-15 10:34:45.313066, cost_time=0:00:02.031876 2021-04-15 10:34:09,427 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.4566, top1-acc=86.15%, top5-acc=98.71%, remaining_time=0:00:34.668128, arrival_time=2021-04-15 10:34:44.095920, cost_time=0:00:03.939560 2021-04-15 10:34:11,337 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.4505, top1-acc=86.33%, top5-acc=98.76%, remaining_time=0:00:32.363858, arrival_time=2021-04-15 10:34:43.701065, cost_time=0:00:05.848902 2021-04-15 10:34:13,244 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.4491, top1-acc=86.45%, top5-acc=98.79%, remaining_time=0:00:30.250584, arrival_time=2021-04-15 10:34:43.495384, cost_time=0:00:07.756562 2021-04-15 10:34:15,152 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.4478, top1-acc=86.53%, top5-acc=98.78%, remaining_time=0:00:28.219902, arrival_time=2021-04-15 10:34:43.372504, cost_time=0:00:09.664366 2021-04-15 10:34:17,065 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.23ms, fps=1339 images/s, loss=0.4430, top1-acc=86.66%, top5-acc=98.81%, remaining_time=0:00:26.241472, arrival_time=2021-04-15 10:34:43.306907, cost_time=0:00:11.577119 2021-04-15 10:34:18,973 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.4474, top1-acc=86.52%, top5-acc=98.80%, remaining_time=0:00:24.272514, arrival_time=2021-04-15 10:34:43.245496, cost_time=0:00:13.484740 2021-04-15 10:34:20,880 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.4490, top1-acc=86.44%, top5-acc=98.80%, remaining_time=0:00:22.318864, arrival_time=2021-04-15 10:34:43.199447, cost_time=0:00:15.392345 2021-04-15 10:34:22,788 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.4525, top1-acc=86.18%, top5-acc=98.80%, remaining_time=0:00:20.375850, arrival_time=2021-04-15 10:34:43.164313, cost_time=0:00:17.300208 2021-04-15 10:34:24,696 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.4557, top1-acc=85.95%, top5-acc=98.80%, remaining_time=0:00:18.440064, arrival_time=2021-04-15 10:34:43.136878, cost_time=0:00:19.208440 2021-04-15 10:34:26,604 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.4570, top1-acc=85.94%, top5-acc=98.76%, remaining_time=0:00:16.509162, arrival_time=2021-04-15 10:34:43.113766, cost_time=0:00:21.116361 2021-04-15 10:34:28,512 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.4629, top1-acc=85.69%, top5-acc=98.72%, remaining_time=0:00:14.581740, arrival_time=2021-04-15 10:34:43.093760, cost_time=0:00:23.023784 2021-04-15 10:34:30,421 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.4662, top1-acc=85.55%, top5-acc=98.70%, remaining_time=0:00:12.658272, arrival_time=2021-04-15 10:34:43.079473, cost_time=0:00:24.932939 2021-04-15 10:34:32,329 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.4682, top1-acc=85.53%, top5-acc=98.66%, remaining_time=0:00:10.736320, arrival_time=2021-04-15 10:34:43.065309, cost_time=0:00:26.840751 2021-04-15 10:34:34,237 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.4729, top1-acc=85.34%, top5-acc=98.64%, remaining_time=0:00:08.816314, arrival_time=2021-04-15 10:34:43.053344, cost_time=0:00:28.748784 2021-04-15 10:34:36,146 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.4758, top1-acc=85.25%, top5-acc=98.60%, remaining_time=0:00:06.898104, arrival_time=2021-04-15 10:34:43.044616, cost_time=0:00:30.658203 2021-04-15 10:34:38,056 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.4766, top1-acc=85.25%, top5-acc=98.59%, remaining_time=0:00:04.980976, arrival_time=2021-04-15 10:34:43.037164, cost_time=0:00:32.567949 2021-04-15 10:34:39,965 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.4781, top1-acc=85.16%, top5-acc=98.60%, remaining_time=0:00:03.064672, arrival_time=2021-04-15 10:34:43.030558, cost_time=0:00:34.477647 2021-04-15 10:34:41,873 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.00ms, fps=1342 images/s, loss=0.4815, top1-acc=85.05%, top5-acc=98.59%, remaining_time=0:00:01.149018, arrival_time=2021-04-15 10:34:43.022885, cost_time=0:00:36.385636 2021-04-15 10:34:42,900 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.00ms, fps=1325 images/s, loss=0.4819, top1-acc=85.01%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-15 10:34:42.900706, cost_time=0:00:37.412481 2021-04-15 10:34:43,601 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=2.12ms, fps=3663 images/s, loss=1.2354, top1-acc=66.68%, top5-acc=90.70%, remaining_time=0:00:02.096340, arrival_time=2021-04-15 10:34:45.697394, cost_time=0:00:00.698782 2021-04-15 10:34:44,193 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.72ms, fps=4326 images/s, loss=1.2451, top1-acc=66.25%, top5-acc=90.18%, remaining_time=0:00:01.290900, arrival_time=2021-04-15 10:34:45.484060, cost_time=0:00:01.290897 2021-04-15 10:34:44,792 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.09ms, fps=4271 images/s, loss=1.2492, top1-acc=66.32%, top5-acc=90.20%, remaining_time=0:00:00.630200, arrival_time=2021-04-15 10:34:45.423068, cost_time=0:00:01.890605 2021-04-15 10:34:45,333 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.06ms, fps=4292 images/s, loss=1.2792, top1-acc=66.30%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-15 10:34:45.333726, cost_time=0:00:02.431475 2021-04-15 10:34:45,439 INFO : Epoch=0137 complete, best val top1-acc=67.43%, top5-acc=90.90% (epoch=136), remaining_time=0:41:54.230712, arrival_time=2021-04-15 11:16:39.670367, cost_time=1:31:07.454106 2021-04-15 10:34:45,440 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 10:34:47,501 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.18ms, fps=1242 images/s, loss=0.4718, top1-acc=85.12%, top5-acc=98.83%, remaining_time=0:00:38.335344, arrival_time=2021-04-15 10:35:25.837289, cost_time=0:00:02.061040 2021-04-15 10:34:49,399 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.4490, top1-acc=85.84%, top5-acc=98.83%, remaining_time=0:00:34.832336, arrival_time=2021-04-15 10:35:24.231477, cost_time=0:00:03.958229 2021-04-15 10:34:51,300 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=0.4462, top1-acc=85.87%, top5-acc=98.84%, remaining_time=0:00:32.423618, arrival_time=2021-04-15 10:35:23.724305, cost_time=0:00:05.859679 2021-04-15 10:34:53,205 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.99ms, fps=1345 images/s, loss=0.4440, top1-acc=86.10%, top5-acc=98.84%, remaining_time=0:00:30.280380, arrival_time=2021-04-15 10:35:23.485580, cost_time=0:00:07.764213 2021-04-15 10:34:55,103 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.4514, top1-acc=86.00%, top5-acc=98.74%, remaining_time=0:00:28.215668, arrival_time=2021-04-15 10:35:23.319503, cost_time=0:00:09.662895 2021-04-15 10:34:57,003 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.78ms, fps=1348 images/s, loss=0.4517, top1-acc=86.05%, top5-acc=98.72%, remaining_time=0:00:26.208696, arrival_time=2021-04-15 10:35:23.212370, cost_time=0:00:11.562677 2021-04-15 10:34:58,904 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=0.4535, top1-acc=85.99%, top5-acc=98.69%, remaining_time=0:00:24.234084, arrival_time=2021-04-15 10:35:23.138369, cost_time=0:00:13.463345 2021-04-15 10:35:00,803 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.4563, top1-acc=85.87%, top5-acc=98.72%, remaining_time=0:00:22.275828, arrival_time=2021-04-15 10:35:23.079419, cost_time=0:00:15.362660 2021-04-15 10:35:02,701 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.4597, top1-acc=85.78%, top5-acc=98.72%, remaining_time=0:00:20.328468, arrival_time=2021-04-15 10:35:23.029455, cost_time=0:00:17.260047 2021-04-15 10:35:04,604 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.15ms, fps=1345 images/s, loss=0.4608, top1-acc=85.76%, top5-acc=98.72%, remaining_time=0:00:18.396576, arrival_time=2021-04-15 10:35:23.000719, cost_time=0:00:19.163148 2021-04-15 10:35:06,504 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.4620, top1-acc=85.71%, top5-acc=98.67%, remaining_time=0:00:16.467796, arrival_time=2021-04-15 10:35:22.972136, cost_time=0:00:21.063422 2021-04-15 10:35:08,423 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.18ms, fps=1334 images/s, loss=0.4616, top1-acc=85.70%, top5-acc=98.68%, remaining_time=0:00:14.555444, arrival_time=2021-04-15 10:35:22.978695, cost_time=0:00:22.982249 2021-04-15 10:35:10,330 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.4632, top1-acc=85.63%, top5-acc=98.67%, remaining_time=0:00:12.636228, arrival_time=2021-04-15 10:35:22.966631, cost_time=0:00:24.889477 2021-04-15 10:35:12,237 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.4659, top1-acc=85.55%, top5-acc=98.64%, remaining_time=0:00:10.718568, arrival_time=2021-04-15 10:35:22.955970, cost_time=0:00:26.796474 2021-04-15 10:35:14,145 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.4685, top1-acc=85.50%, top5-acc=98.64%, remaining_time=0:00:08.802790, arrival_time=2021-04-15 10:35:22.948509, cost_time=0:00:28.704786 2021-04-15 10:35:16,063 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.18ms, fps=1335 images/s, loss=0.4684, top1-acc=85.47%, top5-acc=98.66%, remaining_time=0:00:06.890076, arrival_time=2021-04-15 10:35:22.953606, cost_time=0:00:30.622522 2021-04-15 10:35:17,970 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.4700, top1-acc=85.40%, top5-acc=98.64%, remaining_time=0:00:04.975178, arrival_time=2021-04-15 10:35:22.946034, cost_time=0:00:32.529932 2021-04-15 10:35:19,877 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.4719, top1-acc=85.36%, top5-acc=98.64%, remaining_time=0:00:03.061008, arrival_time=2021-04-15 10:35:22.938348, cost_time=0:00:34.436415 2021-04-15 10:35:21,785 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.03ms, fps=1342 images/s, loss=0.4732, top1-acc=85.32%, top5-acc=98.62%, remaining_time=0:00:01.147734, arrival_time=2021-04-15 10:35:22.933563, cost_time=0:00:36.344915 2021-04-15 10:35:22,813 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.02ms, fps=1324 images/s, loss=0.4740, top1-acc=85.30%, top5-acc=98.61%, remaining_time=0:00:00, arrival_time=2021-04-15 10:35:22.813203, cost_time=0:00:37.372227 2021-04-15 10:35:23,513 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.32ms, fps=3666 images/s, loss=1.2061, top1-acc=66.95%, top5-acc=90.51%, remaining_time=0:00:02.095110, arrival_time=2021-04-15 10:35:25.608369, cost_time=0:00:00.698366 2021-04-15 10:35:24,101 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.17ms, fps=4355 images/s, loss=1.2070, top1-acc=67.11%, top5-acc=90.86%, remaining_time=0:00:01.286440, arrival_time=2021-04-15 10:35:25.387767, cost_time=0:00:01.286441 2021-04-15 10:35:24,690 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.42ms, fps=4348 images/s, loss=1.2166, top1-acc=67.20%, top5-acc=90.64%, remaining_time=0:00:00.625190, arrival_time=2021-04-15 10:35:25.315653, cost_time=0:00:01.875560 2021-04-15 10:35:25,230 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.05ms, fps=4301 images/s, loss=1.2023, top1-acc=67.13%, top5-acc=90.82%, remaining_time=0:00:00, arrival_time=2021-04-15 10:35:25.230179, cost_time=0:00:02.415312 2021-04-15 10:35:25,367 INFO : Epoch=0138 complete, best val top1-acc=67.43%, top5-acc=90.90% (epoch=136), remaining_time=0:41:14.331216, arrival_time=2021-04-15 11:16:39.699145, cost_time=1:31:47.382376 2021-04-15 10:35:25,369 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 10:35:27,427 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.14ms, fps=1244 images/s, loss=0.4291, top1-acc=86.99%, top5-acc=99.18%, remaining_time=0:00:38.284566, arrival_time=2021-04-15 10:36:05.712077, cost_time=0:00:02.058314 2021-04-15 10:35:29,324 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.4365, top1-acc=86.93%, top5-acc=98.95%, remaining_time=0:00:34.809632, arrival_time=2021-04-15 10:36:04.134477, cost_time=0:00:03.955640 2021-04-15 10:35:31,225 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.67ms, fps=1347 images/s, loss=0.4354, top1-acc=87.02%, top5-acc=98.83%, remaining_time=0:00:32.404694, arrival_time=2021-04-15 10:36:03.630253, cost_time=0:00:05.856283 2021-04-15 10:35:33,122 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.4326, top1-acc=86.98%, top5-acc=98.81%, remaining_time=0:00:30.237792, arrival_time=2021-04-15 10:36:03.360270, cost_time=0:00:07.753278 2021-04-15 10:35:35,020 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.4352, top1-acc=86.81%, top5-acc=98.81%, remaining_time=0:00:28.181796, arrival_time=2021-04-15 10:36:03.202296, cost_time=0:00:09.651289 2021-04-15 10:35:36,918 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.4353, top1-acc=86.65%, top5-acc=98.83%, remaining_time=0:00:26.179184, arrival_time=2021-04-15 10:36:03.098046, cost_time=0:00:11.549641 2021-04-15 10:35:38,818 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.4383, top1-acc=86.57%, top5-acc=98.82%, remaining_time=0:00:24.209010, arrival_time=2021-04-15 10:36:03.027764, cost_time=0:00:13.449459 2021-04-15 10:35:40,716 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.4384, top1-acc=86.55%, top5-acc=98.81%, remaining_time=0:00:22.254020, arrival_time=2021-04-15 10:36:02.970814, cost_time=0:00:15.347582 2021-04-15 10:35:42,614 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.4391, top1-acc=86.48%, top5-acc=98.82%, remaining_time=0:00:20.310660, arrival_time=2021-04-15 10:36:02.924752, cost_time=0:00:17.244870 2021-04-15 10:35:44,514 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=0.4406, top1-acc=86.41%, top5-acc=98.82%, remaining_time=0:00:18.379680, arrival_time=2021-04-15 10:36:02.894420, cost_time=0:00:19.145510 2021-04-15 10:35:46,422 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.4402, top1-acc=86.43%, top5-acc=98.84%, remaining_time=0:00:16.459884, arrival_time=2021-04-15 10:36:02.882563, cost_time=0:00:21.053386 2021-04-15 10:35:48,329 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.16ms, fps=1343 images/s, loss=0.4420, top1-acc=86.33%, top5-acc=98.82%, remaining_time=0:00:14.541840, arrival_time=2021-04-15 10:36:02.871796, cost_time=0:00:22.960749 2021-04-15 10:35:50,237 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.4452, top1-acc=86.20%, top5-acc=98.81%, remaining_time=0:00:12.625338, arrival_time=2021-04-15 10:36:02.862597, cost_time=0:00:24.868050 2021-04-15 10:35:52,145 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.4465, top1-acc=86.20%, top5-acc=98.82%, remaining_time=0:00:10.710616, arrival_time=2021-04-15 10:36:02.856498, cost_time=0:00:26.776599 2021-04-15 10:35:54,053 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.4479, top1-acc=86.12%, top5-acc=98.81%, remaining_time=0:00:08.796442, arrival_time=2021-04-15 10:36:02.849715, cost_time=0:00:28.684064 2021-04-15 10:35:55,960 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.4500, top1-acc=86.06%, top5-acc=98.79%, remaining_time=0:00:06.883092, arrival_time=2021-04-15 10:36:02.843829, cost_time=0:00:30.591526 2021-04-15 10:35:57,869 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.4536, top1-acc=85.89%, top5-acc=98.77%, remaining_time=0:00:04.970576, arrival_time=2021-04-15 10:36:02.839662, cost_time=0:00:32.499870 2021-04-15 10:35:59,776 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.4564, top1-acc=85.84%, top5-acc=98.74%, remaining_time=0:00:03.058416, arrival_time=2021-04-15 10:36:02.834725, cost_time=0:00:34.407102 2021-04-15 10:36:01,680 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.00ms, fps=1345 images/s, loss=0.4585, top1-acc=85.80%, top5-acc=98.73%, remaining_time=0:00:01.146666, arrival_time=2021-04-15 10:36:02.826883, cost_time=0:00:36.311026 2021-04-15 10:36:02,702 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.12ms, fps=1331 images/s, loss=0.4619, top1-acc=85.72%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-15 10:36:02.702447, cost_time=0:00:37.333254 2021-04-15 10:36:03,407 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.19ms, fps=3641 images/s, loss=1.1996, top1-acc=67.50%, top5-acc=90.31%, remaining_time=0:00:02.109090, arrival_time=2021-04-15 10:36:05.516103, cost_time=0:00:00.703030 2021-04-15 10:36:03,994 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.12ms, fps=4360 images/s, loss=1.1765, top1-acc=67.54%, top5-acc=91.11%, remaining_time=0:00:01.290540, arrival_time=2021-04-15 10:36:05.285117, cost_time=0:00:01.290531 2021-04-15 10:36:04,585 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.16ms, fps=4336 images/s, loss=1.2073, top1-acc=67.14%, top5-acc=90.94%, remaining_time=0:00:00.627150, arrival_time=2021-04-15 10:36:05.212599, cost_time=0:00:01.881462 2021-04-15 10:36:05,125 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.05ms, fps=4296 images/s, loss=1.1909, top1-acc=67.28%, top5-acc=91.12%, remaining_time=0:00:00, arrival_time=2021-04-15 10:36:05.125855, cost_time=0:00:02.421895 2021-04-15 10:36:05,268 INFO : Epoch=0139 complete, best val top1-acc=67.43%, top5-acc=90.90% (epoch=136), remaining_time=0:40:34.418927, arrival_time=2021-04-15 11:16:39.687006, cost_time=1:32:27.282485 2021-04-15 10:36:05,269 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 10:36:07,360 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.18ms, fps=1225 images/s, loss=0.4491, top1-acc=86.21%, top5-acc=98.59%, remaining_time=0:00:38.872884, arrival_time=2021-04-15 10:36:46.232886, cost_time=0:00:02.089940 2021-04-15 10:36:09,267 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.4502, top1-acc=86.21%, top5-acc=98.50%, remaining_time=0:00:35.175184, arrival_time=2021-04-15 10:36:44.442415, cost_time=0:00:03.997183 2021-04-15 10:36:11,177 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.82ms, fps=1340 images/s, loss=0.4494, top1-acc=86.00%, top5-acc=98.62%, remaining_time=0:00:32.689384, arrival_time=2021-04-15 10:36:43.867202, cost_time=0:00:05.907709 2021-04-15 10:36:13,075 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.4456, top1-acc=86.09%, top5-acc=98.70%, remaining_time=0:00:30.441216, arrival_time=2021-04-15 10:36:43.516689, cost_time=0:00:07.805426 2021-04-15 10:36:14,971 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.4477, top1-acc=86.17%, top5-acc=98.71%, remaining_time=0:00:28.329402, arrival_time=2021-04-15 10:36:43.301295, cost_time=0:00:09.701847 2021-04-15 10:36:16,869 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.4392, top1-acc=86.42%, top5-acc=98.80%, remaining_time=0:00:26.293016, arrival_time=2021-04-15 10:36:43.162952, cost_time=0:00:11.599875 2021-04-15 10:36:18,767 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.4359, top1-acc=86.58%, top5-acc=98.86%, remaining_time=0:00:24.295950, arrival_time=2021-04-15 10:36:43.063837, cost_time=0:00:13.497763 2021-04-15 10:36:20,665 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.4338, top1-acc=86.57%, top5-acc=98.90%, remaining_time=0:00:22.323040, arrival_time=2021-04-15 10:36:42.988324, cost_time=0:00:15.395238 2021-04-15 10:36:22,562 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.4331, top1-acc=86.58%, top5-acc=98.89%, remaining_time=0:00:20.366734, arrival_time=2021-04-15 10:36:42.929253, cost_time=0:00:17.292471 2021-04-15 10:36:24,460 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.4321, top1-acc=86.61%, top5-acc=98.89%, remaining_time=0:00:18.422688, arrival_time=2021-04-15 10:36:42.883003, cost_time=0:00:19.190256 2021-04-15 10:36:26,358 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.4349, top1-acc=86.46%, top5-acc=98.87%, remaining_time=0:00:16.487232, arrival_time=2021-04-15 10:36:42.845687, cost_time=0:00:21.088339 2021-04-15 10:36:28,256 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.4369, top1-acc=86.33%, top5-acc=98.85%, remaining_time=0:00:14.558028, arrival_time=2021-04-15 10:36:42.814379, cost_time=0:00:22.986304 2021-04-15 10:36:30,153 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=0.4393, top1-acc=86.23%, top5-acc=98.82%, remaining_time=0:00:12.633060, arrival_time=2021-04-15 10:36:42.786442, cost_time=0:00:24.883339 2021-04-15 10:36:32,054 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.25ms, fps=1347 images/s, loss=0.4422, top1-acc=86.13%, top5-acc=98.79%, remaining_time=0:00:10.713920, arrival_time=2021-04-15 10:36:42.768789, cost_time=0:00:26.784814 2021-04-15 10:36:33,952 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.4440, top1-acc=86.06%, top5-acc=98.79%, remaining_time=0:00:08.795936, arrival_time=2021-04-15 10:36:42.748307, cost_time=0:00:28.682327 2021-04-15 10:36:35,849 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.4459, top1-acc=86.00%, top5-acc=98.77%, remaining_time=0:00:06.880356, arrival_time=2021-04-15 10:36:42.729928, cost_time=0:00:30.579326 2021-04-15 10:36:37,747 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.4488, top1-acc=85.87%, top5-acc=98.75%, remaining_time=0:00:04.967144, arrival_time=2021-04-15 10:36:42.714632, cost_time=0:00:32.477445 2021-04-15 10:36:39,644 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.4513, top1-acc=85.81%, top5-acc=98.73%, remaining_time=0:00:03.055504, arrival_time=2021-04-15 10:36:42.699952, cost_time=0:00:34.374404 2021-04-15 10:36:41,543 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=0.97ms, fps=1349 images/s, loss=0.4523, top1-acc=85.77%, top5-acc=98.73%, remaining_time=0:00:01.145460, arrival_time=2021-04-15 10:36:42.688458, cost_time=0:00:36.272962 2021-04-15 10:36:42,562 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.4541, top1-acc=85.72%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-15 10:36:42.562059, cost_time=0:00:37.292033 2021-04-15 10:36:43,265 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.18ms, fps=3648 images/s, loss=1.2308, top1-acc=66.29%, top5-acc=91.02%, remaining_time=0:00:02.105490, arrival_time=2021-04-15 10:36:45.370897, cost_time=0:00:00.701828 2021-04-15 10:36:43,852 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.16ms, fps=4362 images/s, loss=1.2022, top1-acc=66.50%, top5-acc=91.00%, remaining_time=0:00:01.289080, arrival_time=2021-04-15 10:36:45.141731, cost_time=0:00:01.289085 2021-04-15 10:36:44,439 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.16ms, fps=4363 images/s, loss=1.1927, top1-acc=67.25%, top5-acc=90.95%, remaining_time=0:00:00.625390, arrival_time=2021-04-15 10:36:45.065120, cost_time=0:00:01.876158 2021-04-15 10:36:44,979 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.2148, top1-acc=66.80%, top5-acc=90.71%, remaining_time=0:00:00, arrival_time=2021-04-15 10:36:44.979138, cost_time=0:00:02.415583 2021-04-15 10:36:45,135 INFO : Epoch=0140 complete, best val top1-acc=67.43%, top5-acc=90.90% (epoch=136), remaining_time=0:39:54.492900, arrival_time=2021-04-15 11:16:39.628508, cost_time=1:33:07.150059 2021-04-15 10:36:45,136 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 10:36:47,208 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.27ms, fps=1236 images/s, loss=0.4158, top1-acc=87.34%, top5-acc=99.26%, remaining_time=0:00:38.529342, arrival_time=2021-04-15 10:37:25.737649, cost_time=0:00:02.071472 2021-04-15 10:36:49,105 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.4383, top1-acc=86.56%, top5-acc=98.87%, remaining_time=0:00:34.925616, arrival_time=2021-04-15 10:37:24.031262, cost_time=0:00:03.968814 2021-04-15 10:36:51,005 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.4372, top1-acc=86.55%, top5-acc=98.79%, remaining_time=0:00:32.470098, arrival_time=2021-04-15 10:37:23.475119, cost_time=0:00:05.868098 2021-04-15 10:36:52,903 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.38ms, fps=1349 images/s, loss=0.4304, top1-acc=86.90%, top5-acc=98.79%, remaining_time=0:00:30.290832, arrival_time=2021-04-15 10:37:23.194573, cost_time=0:00:07.766895 2021-04-15 10:36:54,800 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.4241, top1-acc=87.02%, top5-acc=98.84%, remaining_time=0:00:28.216398, arrival_time=2021-04-15 10:37:23.016410, cost_time=0:00:09.663170 2021-04-15 10:36:56,699 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.74ms, fps=1348 images/s, loss=0.4231, top1-acc=87.06%, top5-acc=98.87%, remaining_time=0:00:26.209376, arrival_time=2021-04-15 10:37:22.909238, cost_time=0:00:11.562947 2021-04-15 10:36:58,598 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.4221, top1-acc=87.04%, top5-acc=98.84%, remaining_time=0:00:24.231186, arrival_time=2021-04-15 10:37:22.829806, cost_time=0:00:13.461770 2021-04-15 10:37:00,497 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.4240, top1-acc=86.98%, top5-acc=98.82%, remaining_time=0:00:22.271884, arrival_time=2021-04-15 10:37:22.768847, cost_time=0:00:15.359938 2021-04-15 10:37:02,395 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.4245, top1-acc=86.94%, top5-acc=98.83%, remaining_time=0:00:20.327302, arrival_time=2021-04-15 10:37:22.723229, cost_time=0:00:17.259029 2021-04-15 10:37:04,293 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.4248, top1-acc=86.91%, top5-acc=98.80%, remaining_time=0:00:18.390816, arrival_time=2021-04-15 10:37:22.684725, cost_time=0:00:19.157073 2021-04-15 10:37:06,191 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.4255, top1-acc=86.91%, top5-acc=98.81%, remaining_time=0:00:16.460658, arrival_time=2021-04-15 10:37:22.651825, cost_time=0:00:21.054328 2021-04-15 10:37:08,089 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.4261, top1-acc=86.91%, top5-acc=98.80%, remaining_time=0:00:14.536520, arrival_time=2021-04-15 10:37:22.625875, cost_time=0:00:22.952447 2021-04-15 10:37:09,987 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.4270, top1-acc=86.84%, top5-acc=98.80%, remaining_time=0:00:12.616362, arrival_time=2021-04-15 10:37:22.603648, cost_time=0:00:24.850441 2021-04-15 10:37:11,884 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.4296, top1-acc=86.76%, top5-acc=98.82%, remaining_time=0:00:10.699192, arrival_time=2021-04-15 10:37:22.583940, cost_time=0:00:26.747912 2021-04-15 10:37:13,781 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.4322, top1-acc=86.64%, top5-acc=98.80%, remaining_time=0:00:08.784482, arrival_time=2021-04-15 10:37:22.566383, cost_time=0:00:28.645058 2021-04-15 10:37:15,679 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.4352, top1-acc=86.54%, top5-acc=98.78%, remaining_time=0:00:06.872148, arrival_time=2021-04-15 10:37:22.551790, cost_time=0:00:30.542810 2021-04-15 10:37:17,577 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.4389, top1-acc=86.41%, top5-acc=98.76%, remaining_time=0:00:04.961580, arrival_time=2021-04-15 10:37:22.539487, cost_time=0:00:32.441072 2021-04-15 10:37:19,475 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.4413, top1-acc=86.33%, top5-acc=98.74%, remaining_time=0:00:03.052288, arrival_time=2021-04-15 10:37:22.527306, cost_time=0:00:34.338186 2021-04-15 10:37:21,374 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.4424, top1-acc=86.30%, top5-acc=98.73%, remaining_time=0:00:01.144338, arrival_time=2021-04-15 10:37:22.518672, cost_time=0:00:36.237432 2021-04-15 10:37:22,393 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.4432, top1-acc=86.27%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-15 10:37:22.393287, cost_time=0:00:37.256466 2021-04-15 10:37:23,118 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.21ms, fps=3538 images/s, loss=1.2013, top1-acc=67.66%, top5-acc=90.90%, remaining_time=0:00:02.170620, arrival_time=2021-04-15 10:37:25.288979, cost_time=0:00:00.723542 2021-04-15 10:37:23,710 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.24ms, fps=4326 images/s, loss=1.2036, top1-acc=67.79%, top5-acc=90.82%, remaining_time=0:00:01.315620, arrival_time=2021-04-15 10:37:25.026043, cost_time=0:00:01.315621 2021-04-15 10:37:24,296 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.22ms, fps=4368 images/s, loss=1.1959, top1-acc=68.14%, top5-acc=90.91%, remaining_time=0:00:00.634010, arrival_time=2021-04-15 10:37:24.930858, cost_time=0:00:01.902037 2021-04-15 10:37:24,838 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.05ms, fps=4290 images/s, loss=1.1674, top1-acc=68.37%, top5-acc=91.09%, remaining_time=0:00:00, arrival_time=2021-04-15 10:37:24.837969, cost_time=0:00:02.443103 2021-04-15 10:37:25,068 INFO : Epoch=0141 complete, best val top1-acc=68.37%, top5-acc=91.09% (epoch=141), remaining_time=0:39:14.594892, arrival_time=2021-04-15 11:16:39.663203, cost_time=1:33:47.082751 2021-04-15 10:37:25,069 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 10:37:27,096 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.15ms, fps=1263 images/s, loss=0.4069, top1-acc=87.77%, top5-acc=98.95%, remaining_time=0:00:37.699410, arrival_time=2021-04-15 10:38:04.796041, cost_time=0:00:02.026853 2021-04-15 10:37:28,993 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=0.4168, top1-acc=87.34%, top5-acc=98.87%, remaining_time=0:00:34.528736, arrival_time=2021-04-15 10:38:03.522241, cost_time=0:00:03.923728 2021-04-15 10:37:30,892 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.53ms, fps=1348 images/s, loss=0.4173, top1-acc=87.37%, top5-acc=98.84%, remaining_time=0:00:32.219106, arrival_time=2021-04-15 10:38:03.111755, cost_time=0:00:05.822726 2021-04-15 10:37:32,792 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.4165, top1-acc=87.44%, top5-acc=98.91%, remaining_time=0:00:30.116580, arrival_time=2021-04-15 10:38:02.908595, cost_time=0:00:07.722199 2021-04-15 10:37:34,689 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.4156, top1-acc=87.39%, top5-acc=98.97%, remaining_time=0:00:28.088210, arrival_time=2021-04-15 10:38:02.777246, cost_time=0:00:09.619238 2021-04-15 10:37:36,589 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.32ms, fps=1347 images/s, loss=0.4160, top1-acc=87.17%, top5-acc=99.01%, remaining_time=0:00:26.111592, arrival_time=2021-04-15 10:38:02.701407, cost_time=0:00:11.519831 2021-04-15 10:37:38,489 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.4139, top1-acc=87.26%, top5-acc=99.01%, remaining_time=0:00:24.155712, arrival_time=2021-04-15 10:38:02.645310, cost_time=0:00:13.419805 2021-04-15 10:37:40,388 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.4140, top1-acc=87.21%, top5-acc=98.99%, remaining_time=0:00:22.212724, arrival_time=2021-04-15 10:38:02.601664, cost_time=0:00:15.319150 2021-04-15 10:37:42,291 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=0.4145, top1-acc=87.17%, top5-acc=99.00%, remaining_time=0:00:20.283206, arrival_time=2021-04-15 10:38:02.574835, cost_time=0:00:17.221632 2021-04-15 10:37:44,191 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.4156, top1-acc=87.19%, top5-acc=98.96%, remaining_time=0:00:18.356544, arrival_time=2021-04-15 10:38:02.547743, cost_time=0:00:19.121382 2021-04-15 10:37:46,090 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.60ms, fps=1348 images/s, loss=0.4179, top1-acc=87.12%, top5-acc=98.96%, remaining_time=0:00:16.433998, arrival_time=2021-04-15 10:38:02.524054, cost_time=0:00:21.020262 2021-04-15 10:37:47,988 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.4185, top1-acc=87.07%, top5-acc=98.95%, remaining_time=0:00:14.515012, arrival_time=2021-04-15 10:38:02.503222, cost_time=0:00:22.918423 2021-04-15 10:37:49,887 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.4200, top1-acc=87.02%, top5-acc=98.95%, remaining_time=0:00:12.599862, arrival_time=2021-04-15 10:38:02.487680, cost_time=0:00:24.817951 2021-04-15 10:37:51,785 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.28ms, fps=1350 images/s, loss=0.4196, top1-acc=87.05%, top5-acc=98.95%, remaining_time=0:00:10.686200, arrival_time=2021-04-15 10:38:02.471470, cost_time=0:00:26.715438 2021-04-15 10:37:53,689 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.21ms, fps=1345 images/s, loss=0.4186, top1-acc=87.07%, top5-acc=98.97%, remaining_time=0:00:08.776662, arrival_time=2021-04-15 10:38:02.466000, cost_time=0:00:28.619530 2021-04-15 10:37:55,598 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.24ms, fps=1341 images/s, loss=0.4197, top1-acc=87.04%, top5-acc=98.96%, remaining_time=0:00:06.868872, arrival_time=2021-04-15 10:38:02.466918, cost_time=0:00:30.528247 2021-04-15 10:37:57,510 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.34ms, fps=1339 images/s, loss=0.4221, top1-acc=86.96%, top5-acc=98.92%, remaining_time=0:00:04.961476, arrival_time=2021-04-15 10:38:02.471820, cost_time=0:00:32.440431 2021-04-15 10:37:59,421 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.27ms, fps=1340 images/s, loss=0.4228, top1-acc=86.97%, top5-acc=98.92%, remaining_time=0:00:03.053488, arrival_time=2021-04-15 10:38:02.474954, cost_time=0:00:34.351674 2021-04-15 10:38:01,329 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.4247, top1-acc=86.93%, top5-acc=98.89%, remaining_time=0:00:01.145034, arrival_time=2021-04-15 10:38:02.474244, cost_time=0:00:36.259423 2021-04-15 10:38:02,355 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.02ms, fps=1325 images/s, loss=0.4258, top1-acc=86.93%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 10:38:02.355669, cost_time=0:00:37.285879 2021-04-15 10:38:03,055 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.22ms, fps=3664 images/s, loss=1.0896, top1-acc=68.87%, top5-acc=92.23%, remaining_time=0:00:02.095980, arrival_time=2021-04-15 10:38:05.151912, cost_time=0:00:00.698663 2021-04-15 10:38:03,654 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.36ms, fps=4281 images/s, loss=1.1048, top1-acc=69.43%, top5-acc=92.07%, remaining_time=0:00:01.297000, arrival_time=2021-04-15 10:38:04.951353, cost_time=0:00:01.296991 2021-04-15 10:38:04,244 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.11ms, fps=4343 images/s, loss=1.1129, top1-acc=69.71%, top5-acc=91.90%, remaining_time=0:00:00.629020, arrival_time=2021-04-15 10:38:04.873335, cost_time=0:00:01.887067 2021-04-15 10:38:04,786 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=4282 images/s, loss=1.1250, top1-acc=69.26%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-15 10:38:04.786472, cost_time=0:00:02.429161 2021-04-15 10:38:05,030 INFO : Epoch=0142 complete, best val top1-acc=69.26%, top5-acc=91.71% (epoch=142), remaining_time=0:38:34.708602, arrival_time=2021-04-15 11:16:39.739308, cost_time=1:34:27.045135 2021-04-15 10:38:05,032 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 10:38:07,101 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.26ms, fps=1237 images/s, loss=0.3836, top1-acc=88.36%, top5-acc=99.18%, remaining_time=0:00:38.481912, arrival_time=2021-04-15 10:38:45.583039, cost_time=0:00:02.068923 2021-04-15 10:38:09,008 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.3908, top1-acc=87.99%, top5-acc=99.06%, remaining_time=0:00:34.991088, arrival_time=2021-04-15 10:38:43.999482, cost_time=0:00:03.976258 2021-04-15 10:38:10,917 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.3964, top1-acc=87.63%, top5-acc=99.00%, remaining_time=0:00:32.562726, arrival_time=2021-04-15 10:38:43.479691, cost_time=0:00:05.884833 2021-04-15 10:38:12,835 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.19ms, fps=1335 images/s, loss=0.3880, top1-acc=88.12%, top5-acc=99.09%, remaining_time=0:00:30.433572, arrival_time=2021-04-15 10:38:43.269245, cost_time=0:00:07.803462 2021-04-15 10:38:14,743 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.3892, top1-acc=88.05%, top5-acc=99.12%, remaining_time=0:00:28.357288, arrival_time=2021-04-15 10:38:43.100939, cost_time=0:00:09.711381 2021-04-15 10:38:16,643 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.3908, top1-acc=87.95%, top5-acc=99.17%, remaining_time=0:00:26.319808, arrival_time=2021-04-15 10:38:42.963698, cost_time=0:00:11.611686 2021-04-15 10:38:18,540 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.3931, top1-acc=87.90%, top5-acc=99.19%, remaining_time=0:00:24.314598, arrival_time=2021-04-15 10:38:42.854827, cost_time=0:00:13.508109 2021-04-15 10:38:20,437 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.31ms, fps=1350 images/s, loss=0.3957, top1-acc=87.83%, top5-acc=99.18%, remaining_time=0:00:22.337424, arrival_time=2021-04-15 10:38:42.774672, cost_time=0:00:15.405081 2021-04-15 10:38:22,336 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.3989, top1-acc=87.63%, top5-acc=99.17%, remaining_time=0:00:20.380726, arrival_time=2021-04-15 10:38:42.717338, cost_time=0:00:17.304405 2021-04-15 10:38:24,234 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.3970, top1-acc=87.74%, top5-acc=99.16%, remaining_time=0:00:18.434688, arrival_time=2021-04-15 10:38:42.669600, cost_time=0:00:19.202788 2021-04-15 10:38:26,136 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.4009, top1-acc=87.60%, top5-acc=99.12%, remaining_time=0:00:16.499702, arrival_time=2021-04-15 10:38:42.636123, cost_time=0:00:21.104286 2021-04-15 10:38:28,036 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.82ms, fps=1347 images/s, loss=0.4024, top1-acc=87.56%, top5-acc=99.10%, remaining_time=0:00:14.569656, arrival_time=2021-04-15 10:38:42.606537, cost_time=0:00:23.004687 2021-04-15 10:38:29,934 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.4035, top1-acc=87.56%, top5-acc=99.07%, remaining_time=0:00:12.642630, arrival_time=2021-04-15 10:38:42.576892, cost_time=0:00:24.902140 2021-04-15 10:38:31,832 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.4038, top1-acc=87.51%, top5-acc=99.08%, remaining_time=0:00:10.720024, arrival_time=2021-04-15 10:38:42.552230, cost_time=0:00:26.800075 2021-04-15 10:38:33,730 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.4070, top1-acc=87.43%, top5-acc=99.05%, remaining_time=0:00:08.800812, arrival_time=2021-04-15 10:38:42.531189, cost_time=0:00:28.698236 2021-04-15 10:38:35,629 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=0.4081, top1-acc=87.35%, top5-acc=99.02%, remaining_time=0:00:06.884388, arrival_time=2021-04-15 10:38:42.513882, cost_time=0:00:30.597288 2021-04-15 10:38:37,527 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.4117, top1-acc=87.23%, top5-acc=99.01%, remaining_time=0:00:04.969796, arrival_time=2021-04-15 10:38:42.496800, cost_time=0:00:32.494881 2021-04-15 10:38:39,424 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.4141, top1-acc=87.19%, top5-acc=98.98%, remaining_time=0:00:03.057072, arrival_time=2021-04-15 10:38:42.481279, cost_time=0:00:34.392084 2021-04-15 10:38:41,323 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.4145, top1-acc=87.16%, top5-acc=98.99%, remaining_time=0:00:01.146036, arrival_time=2021-04-15 10:38:42.469330, cost_time=0:00:36.291167 2021-04-15 10:38:42,342 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.98ms, fps=1334 images/s, loss=0.4155, top1-acc=87.13%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-15 10:38:42.342751, cost_time=0:00:37.310636 2021-04-15 10:38:43,044 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.09ms, fps=3658 images/s, loss=1.1059, top1-acc=69.22%, top5-acc=91.68%, remaining_time=0:00:02.099430, arrival_time=2021-04-15 10:38:45.143632, cost_time=0:00:00.699814 2021-04-15 10:38:43,629 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.22ms, fps=4375 images/s, loss=1.1184, top1-acc=69.28%, top5-acc=91.70%, remaining_time=0:00:01.285480, arrival_time=2021-04-15 10:38:44.915329, cost_time=0:00:01.285481 2021-04-15 10:38:44,221 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.09ms, fps=4329 images/s, loss=1.1336, top1-acc=69.06%, top5-acc=91.54%, remaining_time=0:00:00.625740, arrival_time=2021-04-15 10:38:44.847263, cost_time=0:00:01.877221 2021-04-15 10:38:44,765 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=4267 images/s, loss=1.1492, top1-acc=69.22%, top5-acc=91.45%, remaining_time=0:00:00, arrival_time=2021-04-15 10:38:44.765489, cost_time=0:00:02.421203 2021-04-15 10:38:44,920 INFO : Epoch=0143 complete, best val top1-acc=69.26%, top5-acc=91.71% (epoch=142), remaining_time=0:37:54.792366, arrival_time=2021-04-15 11:16:39.713101, cost_time=1:35:06.935179 2021-04-15 10:38:44,922 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 10:38:46,978 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.21ms, fps=1245 images/s, loss=0.3947, top1-acc=86.91%, top5-acc=99.10%, remaining_time=0:00:38.242902, arrival_time=2021-04-15 10:39:25.221086, cost_time=0:00:02.056073 2021-04-15 10:38:48,875 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.3973, top1-acc=87.27%, top5-acc=99.08%, remaining_time=0:00:34.788160, arrival_time=2021-04-15 10:39:23.663472, cost_time=0:00:03.953196 2021-04-15 10:38:50,773 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.3928, top1-acc=87.43%, top5-acc=99.08%, remaining_time=0:00:32.377968, arrival_time=2021-04-15 10:39:23.151604, cost_time=0:00:05.851449 2021-04-15 10:38:52,671 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.3907, top1-acc=87.58%, top5-acc=99.15%, remaining_time=0:00:30.222192, arrival_time=2021-04-15 10:39:22.893584, cost_time=0:00:07.749278 2021-04-15 10:38:54,568 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=0.3927, top1-acc=87.55%, top5-acc=99.16%, remaining_time=0:00:28.168364, arrival_time=2021-04-15 10:39:22.737171, cost_time=0:00:09.646690 2021-04-15 10:38:56,466 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.3913, top1-acc=87.58%, top5-acc=99.17%, remaining_time=0:00:26.166672, arrival_time=2021-04-15 10:39:22.632888, cost_time=0:00:11.544097 2021-04-15 10:38:58,363 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.3938, top1-acc=87.70%, top5-acc=99.09%, remaining_time=0:00:24.194268, arrival_time=2021-04-15 10:39:22.557666, cost_time=0:00:13.441289 2021-04-15 10:39:00,261 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.3930, top1-acc=87.74%, top5-acc=99.12%, remaining_time=0:00:22.241956, arrival_time=2021-04-15 10:39:22.503356, cost_time=0:00:15.339289 2021-04-15 10:39:02,159 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.3947, top1-acc=87.68%, top5-acc=99.08%, remaining_time=0:00:20.301862, arrival_time=2021-04-15 10:39:22.461435, cost_time=0:00:17.237393 2021-04-15 10:39:04,056 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.3928, top1-acc=87.73%, top5-acc=99.08%, remaining_time=0:00:18.369216, arrival_time=2021-04-15 10:39:22.425921, cost_time=0:00:19.134596 2021-04-15 10:39:05,953 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.3932, top1-acc=87.77%, top5-acc=99.06%, remaining_time=0:00:16.442598, arrival_time=2021-04-15 10:39:22.395921, cost_time=0:00:21.031205 2021-04-15 10:39:07,850 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.3954, top1-acc=87.66%, top5-acc=99.05%, remaining_time=0:00:14.521016, arrival_time=2021-04-15 10:39:22.371071, cost_time=0:00:22.927938 2021-04-15 10:39:09,747 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.3955, top1-acc=87.68%, top5-acc=99.05%, remaining_time=0:00:12.603822, arrival_time=2021-04-15 10:39:22.351692, cost_time=0:00:24.825761 2021-04-15 10:39:11,644 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.3953, top1-acc=87.70%, top5-acc=99.07%, remaining_time=0:00:10.689000, arrival_time=2021-04-15 10:39:22.333675, cost_time=0:00:26.722559 2021-04-15 10:39:13,542 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.3973, top1-acc=87.58%, top5-acc=99.06%, remaining_time=0:00:08.776938, arrival_time=2021-04-15 10:39:22.319593, cost_time=0:00:28.620471 2021-04-15 10:39:15,440 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.3977, top1-acc=87.54%, top5-acc=99.06%, remaining_time=0:00:06.866604, arrival_time=2021-04-15 10:39:22.306957, cost_time=0:00:30.518231 2021-04-15 10:39:17,340 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.3978, top1-acc=87.54%, top5-acc=99.04%, remaining_time=0:00:04.958096, arrival_time=2021-04-15 10:39:22.298542, cost_time=0:00:32.418334 2021-04-15 10:39:19,238 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.41ms, fps=1349 images/s, loss=0.3973, top1-acc=87.56%, top5-acc=99.05%, remaining_time=0:00:03.050320, arrival_time=2021-04-15 10:39:22.288629, cost_time=0:00:34.316180 2021-04-15 10:39:21,136 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.3983, top1-acc=87.51%, top5-acc=99.04%, remaining_time=0:00:01.143612, arrival_time=2021-04-15 10:39:22.280128, cost_time=0:00:36.214410 2021-04-15 10:39:22,155 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.99ms, fps=1335 images/s, loss=0.4005, top1-acc=87.47%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-15 10:39:22.155401, cost_time=0:00:37.233305 2021-04-15 10:39:22,854 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.28ms, fps=3670 images/s, loss=1.2103, top1-acc=67.38%, top5-acc=90.51%, remaining_time=0:00:02.092440, arrival_time=2021-04-15 10:39:24.946892, cost_time=0:00:00.697479 2021-04-15 10:39:23,440 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.31ms, fps=4368 images/s, loss=1.2210, top1-acc=67.17%, top5-acc=90.47%, remaining_time=0:00:01.283880, arrival_time=2021-04-15 10:39:24.724713, cost_time=0:00:01.283871 2021-04-15 10:39:24,027 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.29ms, fps=4366 images/s, loss=1.2182, top1-acc=67.54%, top5-acc=90.48%, remaining_time=0:00:00.623520, arrival_time=2021-04-15 10:39:24.651040, cost_time=0:00:01.870571 2021-04-15 10:39:24,568 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.05ms, fps=4295 images/s, loss=1.2310, top1-acc=67.43%, top5-acc=90.42%, remaining_time=0:00:00, arrival_time=2021-04-15 10:39:24.567990, cost_time=0:00:02.410972 2021-04-15 10:39:24,695 INFO : Epoch=0144 complete, best val top1-acc=69.26%, top5-acc=91.71% (epoch=142), remaining_time=0:37:14.831760, arrival_time=2021-04-15 11:16:39.527519, cost_time=1:35:46.710209 2021-04-15 10:39:24,697 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 10:39:26,774 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.21ms, fps=1232 images/s, loss=0.3834, top1-acc=88.09%, top5-acc=99.02%, remaining_time=0:00:38.647452, arrival_time=2021-04-15 10:40:05.422382, cost_time=0:00:02.077819 2021-04-15 10:39:28,672 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.3700, top1-acc=88.71%, top5-acc=99.00%, remaining_time=0:00:34.982640, arrival_time=2021-04-15 10:40:03.655039, cost_time=0:00:03.975291 2021-04-15 10:39:30,572 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.51ms, fps=1348 images/s, loss=0.3721, top1-acc=88.50%, top5-acc=99.08%, remaining_time=0:00:32.509606, arrival_time=2021-04-15 10:40:03.082079, cost_time=0:00:05.875234 2021-04-15 10:39:32,470 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.3733, top1-acc=88.52%, top5-acc=99.12%, remaining_time=0:00:30.315480, arrival_time=2021-04-15 10:40:02.785776, cost_time=0:00:07.773189 2021-04-15 10:39:34,367 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.3764, top1-acc=88.41%, top5-acc=99.09%, remaining_time=0:00:28.237714, arrival_time=2021-04-15 10:40:02.605256, cost_time=0:00:09.670428 2021-04-15 10:39:36,269 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.16ms, fps=1346 images/s, loss=0.3766, top1-acc=88.39%, top5-acc=99.17%, remaining_time=0:00:26.229912, arrival_time=2021-04-15 10:40:02.499030, cost_time=0:00:11.571998 2021-04-15 10:39:38,168 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.3783, top1-acc=88.35%, top5-acc=99.18%, remaining_time=0:00:24.247944, arrival_time=2021-04-15 10:40:02.416219, cost_time=0:00:13.471093 2021-04-15 10:39:40,066 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.3794, top1-acc=88.30%, top5-acc=99.16%, remaining_time=0:00:22.284992, arrival_time=2021-04-15 10:40:02.351083, cost_time=0:00:15.368986 2021-04-15 10:39:41,963 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.3805, top1-acc=88.32%, top5-acc=99.15%, remaining_time=0:00:20.335676, arrival_time=2021-04-15 10:40:02.298947, cost_time=0:00:17.266165 2021-04-15 10:39:43,861 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.3831, top1-acc=88.22%, top5-acc=99.16%, remaining_time=0:00:18.398016, arrival_time=2021-04-15 10:40:02.259723, cost_time=0:00:19.164587 2021-04-15 10:39:45,761 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.3830, top1-acc=88.21%, top5-acc=99.16%, remaining_time=0:00:16.468656, arrival_time=2021-04-15 10:40:02.230446, cost_time=0:00:21.064606 2021-04-15 10:39:47,659 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.3821, top1-acc=88.22%, top5-acc=99.15%, remaining_time=0:00:14.543056, arrival_time=2021-04-15 10:40:02.202938, cost_time=0:00:22.962777 2021-04-15 10:39:49,557 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.3837, top1-acc=88.09%, top5-acc=99.13%, remaining_time=0:00:12.621180, arrival_time=2021-04-15 10:40:02.178158, cost_time=0:00:24.859879 2021-04-15 10:39:51,455 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.3850, top1-acc=88.06%, top5-acc=99.14%, remaining_time=0:00:10.703336, arrival_time=2021-04-15 10:40:02.158720, cost_time=0:00:26.758273 2021-04-15 10:39:53,353 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.3861, top1-acc=87.99%, top5-acc=99.12%, remaining_time=0:00:08.787886, arrival_time=2021-04-15 10:40:02.141086, cost_time=0:00:28.656102 2021-04-15 10:39:55,250 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.3881, top1-acc=87.95%, top5-acc=99.11%, remaining_time=0:00:06.874560, arrival_time=2021-04-15 10:40:02.125254, cost_time=0:00:30.553589 2021-04-15 10:39:57,148 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.3895, top1-acc=87.93%, top5-acc=99.10%, remaining_time=0:00:04.963166, arrival_time=2021-04-15 10:40:02.111799, cost_time=0:00:32.451448 2021-04-15 10:39:59,045 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.3911, top1-acc=87.89%, top5-acc=99.09%, remaining_time=0:00:03.053232, arrival_time=2021-04-15 10:40:02.099138, cost_time=0:00:34.348799 2021-04-15 10:40:00,944 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.3913, top1-acc=87.90%, top5-acc=99.08%, remaining_time=0:00:01.144650, arrival_time=2021-04-15 10:40:02.088945, cost_time=0:00:36.247193 2021-04-15 10:40:01,963 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.02ms, fps=1334 images/s, loss=0.3935, top1-acc=87.87%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-15 10:40:01.963879, cost_time=0:00:37.266787 2021-04-15 10:40:02,665 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.33ms, fps=3659 images/s, loss=1.1592, top1-acc=68.52%, top5-acc=90.51%, remaining_time=0:00:02.098680, arrival_time=2021-04-15 10:40:04.763688, cost_time=0:00:00.699562 2021-04-15 10:40:03,251 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.19ms, fps=4367 images/s, loss=1.1720, top1-acc=68.55%, top5-acc=90.61%, remaining_time=0:00:01.286140, arrival_time=2021-04-15 10:40:04.537707, cost_time=0:00:01.286148 2021-04-15 10:40:03,839 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.43ms, fps=4357 images/s, loss=1.1737, top1-acc=68.54%, top5-acc=90.57%, remaining_time=0:00:00.624640, arrival_time=2021-04-15 10:40:04.463985, cost_time=0:00:01.873917 2021-04-15 10:40:04,377 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.05ms, fps=4316 images/s, loss=1.1717, top1-acc=68.58%, top5-acc=90.68%, remaining_time=0:00:00, arrival_time=2021-04-15 10:40:04.377154, cost_time=0:00:02.411737 2021-04-15 10:40:04,497 INFO : Epoch=0145 complete, best val top1-acc=69.26%, top5-acc=91.71% (epoch=142), remaining_time=0:36:34.883955, arrival_time=2021-04-15 11:16:39.381732, cost_time=1:36:26.512234 2021-04-15 10:40:04,498 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 10:40:06,591 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.25ms, fps=1223 images/s, loss=0.3501, top1-acc=89.73%, top5-acc=99.18%, remaining_time=0:00:38.921058, arrival_time=2021-04-15 10:40:45.512775, cost_time=0:00:02.092529 2021-04-15 10:40:08,500 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.3578, top1-acc=89.14%, top5-acc=99.22%, remaining_time=0:00:35.211088, arrival_time=2021-04-15 10:40:43.711324, cost_time=0:00:04.001255 2021-04-15 10:40:10,407 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.3560, top1-acc=88.98%, top5-acc=99.22%, remaining_time=0:00:32.693036, arrival_time=2021-04-15 10:40:43.100409, cost_time=0:00:05.908394 2021-04-15 10:40:12,318 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=0.3555, top1-acc=89.05%, top5-acc=99.26%, remaining_time=0:00:30.494100, arrival_time=2021-04-15 10:40:42.812098, cost_time=0:00:07.819004 2021-04-15 10:40:14,226 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.3604, top1-acc=88.81%, top5-acc=99.22%, remaining_time=0:00:28.402548, arrival_time=2021-04-15 10:40:42.628498, cost_time=0:00:09.726899 2021-04-15 10:40:16,132 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.3619, top1-acc=88.80%, top5-acc=99.24%, remaining_time=0:00:26.369040, arrival_time=2021-04-15 10:40:42.501422, cost_time=0:00:11.633401 2021-04-15 10:40:18,038 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.3573, top1-acc=88.93%, top5-acc=99.27%, remaining_time=0:00:24.371802, arrival_time=2021-04-15 10:40:42.410674, cost_time=0:00:13.539893 2021-04-15 10:40:19,946 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.3583, top1-acc=88.95%, top5-acc=99.27%, remaining_time=0:00:22.399368, arrival_time=2021-04-15 10:40:42.346218, cost_time=0:00:15.447854 2021-04-15 10:40:21,854 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.3583, top1-acc=88.99%, top5-acc=99.28%, remaining_time=0:00:20.441146, arrival_time=2021-04-15 10:40:42.295903, cost_time=0:00:17.355705 2021-04-15 10:40:23,762 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.3598, top1-acc=88.96%, top5-acc=99.29%, remaining_time=0:00:18.492480, arrival_time=2021-04-15 10:40:42.254468, cost_time=0:00:19.263012 2021-04-15 10:40:25,668 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.14ms, fps=1343 images/s, loss=0.3622, top1-acc=88.90%, top5-acc=99.26%, remaining_time=0:00:16.550614, arrival_time=2021-04-15 10:40:42.218956, cost_time=0:00:21.169364 2021-04-15 10:40:27,576 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.3642, top1-acc=88.85%, top5-acc=99.24%, remaining_time=0:00:14.615408, arrival_time=2021-04-15 10:40:42.191373, cost_time=0:00:23.076975 2021-04-15 10:40:29,483 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.3653, top1-acc=88.80%, top5-acc=99.23%, remaining_time=0:00:12.684342, arrival_time=2021-04-15 10:40:42.167690, cost_time=0:00:24.984369 2021-04-15 10:40:31,393 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.18ms, fps=1340 images/s, loss=0.3664, top1-acc=88.73%, top5-acc=99.24%, remaining_time=0:00:10.757768, arrival_time=2021-04-15 10:40:42.151227, cost_time=0:00:26.894476 2021-04-15 10:40:33,302 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.3698, top1-acc=88.59%, top5-acc=99.19%, remaining_time=0:00:08.832874, arrival_time=2021-04-15 10:40:42.134847, cost_time=0:00:28.802915 2021-04-15 10:40:35,208 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.3726, top1-acc=88.51%, top5-acc=99.18%, remaining_time=0:00:06.909732, arrival_time=2021-04-15 10:40:42.118570, cost_time=0:00:30.709852 2021-04-15 10:40:37,117 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.44ms, fps=1342 images/s, loss=0.3735, top1-acc=88.48%, top5-acc=99.17%, remaining_time=0:00:04.988646, arrival_time=2021-04-15 10:40:42.105638, cost_time=0:00:32.618008 2021-04-15 10:40:39,023 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.3742, top1-acc=88.42%, top5-acc=99.18%, remaining_time=0:00:03.068848, arrival_time=2021-04-15 10:40:42.092390, cost_time=0:00:34.524561 2021-04-15 10:40:40,931 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.3751, top1-acc=88.36%, top5-acc=99.17%, remaining_time=0:00:01.150494, arrival_time=2021-04-15 10:40:42.081792, cost_time=0:00:36.432333 2021-04-15 10:40:41,956 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.98ms, fps=1326 images/s, loss=0.3761, top1-acc=88.34%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 10:40:41.956881, cost_time=0:00:37.457918 2021-04-15 10:40:42,654 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.30ms, fps=3676 images/s, loss=1.1439, top1-acc=68.79%, top5-acc=91.45%, remaining_time=0:00:02.089260, arrival_time=2021-04-15 10:40:44.744110, cost_time=0:00:00.696420 2021-04-15 10:40:43,243 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.41ms, fps=4355 images/s, loss=1.1551, top1-acc=68.63%, top5-acc=91.82%, remaining_time=0:00:01.284640, arrival_time=2021-04-15 10:40:44.527711, cost_time=0:00:01.284642 2021-04-15 10:40:43,838 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.07ms, fps=4301 images/s, loss=1.1681, top1-acc=68.37%, top5-acc=91.48%, remaining_time=0:00:00.626750, arrival_time=2021-04-15 10:40:44.465405, cost_time=0:00:01.880236 2021-04-15 10:40:44,387 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.05ms, fps=4234 images/s, loss=1.1766, top1-acc=68.28%, top5-acc=91.28%, remaining_time=0:00:00, arrival_time=2021-04-15 10:40:44.386941, cost_time=0:00:02.428457 2021-04-15 10:40:44,530 INFO : Epoch=0146 complete, best val top1-acc=69.26%, top5-acc=91.71% (epoch=142), remaining_time=0:35:55.023306, arrival_time=2021-04-15 11:16:39.553378, cost_time=1:37:06.544525 2021-04-15 10:40:44,531 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 10:40:46,626 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.18ms, fps=1222 images/s, loss=0.3536, top1-acc=89.57%, top5-acc=99.37%, remaining_time=0:00:38.965884, arrival_time=2021-04-15 10:41:25.592187, cost_time=0:00:02.094937 2021-04-15 10:40:48,532 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=0.3441, top1-acc=89.65%, top5-acc=99.36%, remaining_time=0:00:35.206160, arrival_time=2021-04-15 10:41:23.738229, cost_time=0:00:04.000700 2021-04-15 10:40:50,441 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.63ms, fps=1341 images/s, loss=0.3424, top1-acc=89.64%, top5-acc=99.44%, remaining_time=0:00:32.703328, arrival_time=2021-04-15 10:41:23.144988, cost_time=0:00:05.910226 2021-04-15 10:40:52,349 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.3340, top1-acc=89.80%, top5-acc=99.41%, remaining_time=0:00:30.488952, arrival_time=2021-04-15 10:41:22.837998, cost_time=0:00:07.817679 2021-04-15 10:40:54,256 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.3365, top1-acc=89.64%, top5-acc=99.41%, remaining_time=0:00:28.396124, arrival_time=2021-04-15 10:41:22.652204, cost_time=0:00:09.724706 2021-04-15 10:40:56,164 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.3419, top1-acc=89.49%, top5-acc=99.43%, remaining_time=0:00:26.367272, arrival_time=2021-04-15 10:41:22.531272, cost_time=0:00:11.632618 2021-04-15 10:40:58,072 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.3434, top1-acc=89.46%, top5-acc=99.36%, remaining_time=0:00:24.373188, arrival_time=2021-04-15 10:41:22.445279, cost_time=0:00:13.540647 2021-04-15 10:40:59,979 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.3434, top1-acc=89.41%, top5-acc=99.37%, remaining_time=0:00:22.399600, arrival_time=2021-04-15 10:41:22.379003, cost_time=0:00:15.448031 2021-04-15 10:41:01,887 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.3458, top1-acc=89.34%, top5-acc=99.35%, remaining_time=0:00:20.441570, arrival_time=2021-04-15 10:41:22.329003, cost_time=0:00:17.356020 2021-04-15 10:41:03,794 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.3475, top1-acc=89.28%, top5-acc=99.34%, remaining_time=0:00:18.493056, arrival_time=2021-04-15 10:41:22.288006, cost_time=0:00:19.263579 2021-04-15 10:41:05,702 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.3470, top1-acc=89.33%, top5-acc=99.33%, remaining_time=0:00:16.551904, arrival_time=2021-04-15 10:41:22.254407, cost_time=0:00:21.171058 2021-04-15 10:41:07,609 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.16ms, fps=1343 images/s, loss=0.3468, top1-acc=89.41%, top5-acc=99.31%, remaining_time=0:00:14.616244, arrival_time=2021-04-15 10:41:22.225931, cost_time=0:00:23.078313 2021-04-15 10:41:09,516 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.3497, top1-acc=89.28%, top5-acc=99.32%, remaining_time=0:00:12.684672, arrival_time=2021-04-15 10:41:22.201004, cost_time=0:00:24.984960 2021-04-15 10:41:11,424 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.3515, top1-acc=89.21%, top5-acc=99.31%, remaining_time=0:00:10.757376, arrival_time=2021-04-15 10:41:22.182166, cost_time=0:00:26.893409 2021-04-15 10:41:13,331 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.3527, top1-acc=89.21%, top5-acc=99.31%, remaining_time=0:00:08.832092, arrival_time=2021-04-15 10:41:22.163767, cost_time=0:00:28.800302 2021-04-15 10:41:15,240 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.72ms, fps=1342 images/s, loss=0.3534, top1-acc=89.18%, top5-acc=99.31%, remaining_time=0:00:06.909408, arrival_time=2021-04-15 10:41:22.149326, cost_time=0:00:30.708476 2021-04-15 10:41:17,147 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.3551, top1-acc=89.09%, top5-acc=99.29%, remaining_time=0:00:04.988308, arrival_time=2021-04-15 10:41:22.135616, cost_time=0:00:32.615939 2021-04-15 10:41:19,054 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.3562, top1-acc=89.05%, top5-acc=99.30%, remaining_time=0:00:03.068736, arrival_time=2021-04-15 10:41:22.123354, cost_time=0:00:34.523245 2021-04-15 10:41:20,962 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.3575, top1-acc=89.02%, top5-acc=99.30%, remaining_time=0:00:01.150440, arrival_time=2021-04-15 10:41:22.112402, cost_time=0:00:36.430599 2021-04-15 10:41:21,989 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.97ms, fps=1324 images/s, loss=0.3583, top1-acc=89.01%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 10:41:21.989570, cost_time=0:00:37.458200 2021-04-15 10:41:22,687 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=1.84ms, fps=3677 images/s, loss=1.2348, top1-acc=67.42%, top5-acc=91.17%, remaining_time=0:00:02.088900, arrival_time=2021-04-15 10:41:24.776354, cost_time=0:00:00.696299 2021-04-15 10:41:23,276 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.35ms, fps=4346 images/s, loss=1.2460, top1-acc=67.64%, top5-acc=90.64%, remaining_time=0:00:01.285600, arrival_time=2021-04-15 10:41:24.562343, cost_time=0:00:01.285597 2021-04-15 10:41:23,863 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.21ms, fps=4367 images/s, loss=1.2471, top1-acc=67.29%, top5-acc=90.90%, remaining_time=0:00:00.624050, arrival_time=2021-04-15 10:41:24.487353, cost_time=0:00:01.872154 2021-04-15 10:41:24,400 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.05ms, fps=4322 images/s, loss=1.2321, top1-acc=67.63%, top5-acc=91.06%, remaining_time=0:00:00, arrival_time=2021-04-15 10:41:24.400390, cost_time=0:00:02.409260 2021-04-15 10:41:24,535 INFO : Epoch=0147 complete, best val top1-acc=69.26%, top5-acc=91.71% (epoch=142), remaining_time=0:35:15.150553, arrival_time=2021-04-15 11:16:39.685733, cost_time=1:37:46.549630 2021-04-15 10:41:24,536 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 10:41:26,596 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.05ms, fps=1243 images/s, loss=0.3107, top1-acc=90.86%, top5-acc=99.61%, remaining_time=0:00:38.309676, arrival_time=2021-04-15 10:42:04.905714, cost_time=0:00:02.059661 2021-04-15 10:41:28,492 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.05ms, fps=1350 images/s, loss=0.3283, top1-acc=89.75%, top5-acc=99.57%, remaining_time=0:00:34.817552, arrival_time=2021-04-15 10:42:03.310468, cost_time=0:00:03.956545 2021-04-15 10:41:30,391 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.34ms, fps=1349 images/s, loss=0.3298, top1-acc=89.80%, top5-acc=99.51%, remaining_time=0:00:32.397224, arrival_time=2021-04-15 10:42:02.788619, cost_time=0:00:05.854908 2021-04-15 10:41:32,292 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.12ms, fps=1347 images/s, loss=0.3329, top1-acc=89.58%, top5-acc=99.42%, remaining_time=0:00:30.247776, arrival_time=2021-04-15 10:42:02.540077, cost_time=0:00:07.755840 2021-04-15 10:41:34,190 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.3355, top1-acc=89.59%, top5-acc=99.45%, remaining_time=0:00:28.189388, arrival_time=2021-04-15 10:42:02.379659, cost_time=0:00:09.653888 2021-04-15 10:41:36,086 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.3365, top1-acc=89.47%, top5-acc=99.46%, remaining_time=0:00:26.181088, arrival_time=2021-04-15 10:42:02.267927, cost_time=0:00:11.550455 2021-04-15 10:41:37,987 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.3362, top1-acc=89.50%, top5-acc=99.45%, remaining_time=0:00:24.211530, arrival_time=2021-04-15 10:42:02.198804, cost_time=0:00:13.450877 2021-04-15 10:41:39,885 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.3360, top1-acc=89.51%, top5-acc=99.42%, remaining_time=0:00:22.256572, arrival_time=2021-04-15 10:42:02.142387, cost_time=0:00:15.349362 2021-04-15 10:41:41,783 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.3365, top1-acc=89.54%, top5-acc=99.43%, remaining_time=0:00:20.312780, arrival_time=2021-04-15 10:42:02.095869, cost_time=0:00:17.246704 2021-04-15 10:41:43,680 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.3395, top1-acc=89.45%, top5-acc=99.39%, remaining_time=0:00:18.378144, arrival_time=2021-04-15 10:42:02.058387, cost_time=0:00:19.143859 2021-04-15 10:41:45,578 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.3381, top1-acc=89.47%, top5-acc=99.43%, remaining_time=0:00:16.450854, arrival_time=2021-04-15 10:42:02.029058, cost_time=0:00:21.041801 2021-04-15 10:41:47,475 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.3372, top1-acc=89.44%, top5-acc=99.41%, remaining_time=0:00:14.528084, arrival_time=2021-04-15 10:42:02.003554, cost_time=0:00:22.939077 2021-04-15 10:41:49,372 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.3363, top1-acc=89.48%, top5-acc=99.43%, remaining_time=0:00:12.609234, arrival_time=2021-04-15 10:42:01.981966, cost_time=0:00:24.836347 2021-04-15 10:41:51,271 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.3385, top1-acc=89.37%, top5-acc=99.44%, remaining_time=0:00:10.693928, arrival_time=2021-04-15 10:42:01.965194, cost_time=0:00:26.734811 2021-04-15 10:41:53,169 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.3449, top1-acc=89.19%, top5-acc=99.40%, remaining_time=0:00:08.780710, arrival_time=2021-04-15 10:42:01.949899, cost_time=0:00:28.632793 2021-04-15 10:41:55,065 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.3476, top1-acc=89.05%, top5-acc=99.38%, remaining_time=0:00:06.869088, arrival_time=2021-04-15 10:42:01.934772, cost_time=0:00:30.529298 2021-04-15 10:41:56,962 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.3495, top1-acc=88.98%, top5-acc=99.39%, remaining_time=0:00:04.959214, arrival_time=2021-04-15 10:42:01.921214, cost_time=0:00:32.425617 2021-04-15 10:41:58,859 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.29ms, fps=1350 images/s, loss=0.3522, top1-acc=88.88%, top5-acc=99.38%, remaining_time=0:00:03.050928, arrival_time=2021-04-15 10:42:01.910201, cost_time=0:00:34.322879 2021-04-15 10:42:00,756 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.03ms, fps=1349 images/s, loss=0.3533, top1-acc=88.85%, top5-acc=99.38%, remaining_time=0:00:01.143804, arrival_time=2021-04-15 10:42:01.900713, cost_time=0:00:36.220533 2021-04-15 10:42:01,776 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.00ms, fps=1335 images/s, loss=0.3533, top1-acc=88.83%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 10:42:01.776198, cost_time=0:00:37.239823 2021-04-15 10:42:02,477 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.19ms, fps=3659 images/s, loss=1.1328, top1-acc=69.88%, top5-acc=91.56%, remaining_time=0:00:02.099130, arrival_time=2021-04-15 10:42:04.576678, cost_time=0:00:00.699710 2021-04-15 10:42:03,066 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.07ms, fps=4349 images/s, loss=1.1108, top1-acc=70.57%, top5-acc=91.80%, remaining_time=0:00:01.288900, arrival_time=2021-04-15 10:42:04.355529, cost_time=0:00:01.288899 2021-04-15 10:42:03,653 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.13ms, fps=4368 images/s, loss=1.1308, top1-acc=69.62%, top5-acc=91.47%, remaining_time=0:00:00.625100, arrival_time=2021-04-15 10:42:04.278140, cost_time=0:00:01.875313 2021-04-15 10:42:04,190 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.05ms, fps=4322 images/s, loss=1.1087, top1-acc=69.75%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-15 10:42:04.190101, cost_time=0:00:02.412382 2021-04-15 10:42:04,407 INFO : Epoch=0148 complete, best val top1-acc=69.75%, top5-acc=91.50% (epoch=148), remaining_time=0:34:35.229208, arrival_time=2021-04-15 11:16:39.636370, cost_time=1:38:26.421602 2021-04-15 10:42:04,408 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 10:42:06,464 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.08ms, fps=1245 images/s, loss=0.3013, top1-acc=90.98%, top5-acc=99.69%, remaining_time=0:00:38.240856, arrival_time=2021-04-15 10:42:44.705312, cost_time=0:00:02.055962 2021-04-15 10:42:08,361 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.3070, top1-acc=90.45%, top5-acc=99.57%, remaining_time=0:00:34.784816, arrival_time=2021-04-15 10:42:43.146134, cost_time=0:00:03.952815 2021-04-15 10:42:10,261 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.80ms, fps=1348 images/s, loss=0.3118, top1-acc=90.27%, top5-acc=99.52%, remaining_time=0:00:32.383280, arrival_time=2021-04-15 10:42:42.644236, cost_time=0:00:05.852389 2021-04-15 10:42:12,158 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.3150, top1-acc=90.23%, top5-acc=99.45%, remaining_time=0:00:30.225156, arrival_time=2021-04-15 10:42:42.383680, cost_time=0:00:07.750024 2021-04-15 10:42:14,054 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.3145, top1-acc=90.28%, top5-acc=99.47%, remaining_time=0:00:28.167050, arrival_time=2021-04-15 10:42:42.221785, cost_time=0:00:09.646239 2021-04-15 10:42:15,953 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.3160, top1-acc=90.25%, top5-acc=99.46%, remaining_time=0:00:26.169528, arrival_time=2021-04-15 10:42:42.123446, cost_time=0:00:11.545404 2021-04-15 10:42:17,852 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.3152, top1-acc=90.28%, top5-acc=99.50%, remaining_time=0:00:24.198552, arrival_time=2021-04-15 10:42:42.050742, cost_time=0:00:13.443624 2021-04-15 10:42:19,749 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.3169, top1-acc=90.27%, top5-acc=99.51%, remaining_time=0:00:22.244044, arrival_time=2021-04-15 10:42:41.993265, cost_time=0:00:15.340723 2021-04-15 10:42:21,645 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.3158, top1-acc=90.32%, top5-acc=99.50%, remaining_time=0:00:20.301862, arrival_time=2021-04-15 10:42:41.947767, cost_time=0:00:17.237407 2021-04-15 10:42:23,545 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.3175, top1-acc=90.32%, top5-acc=99.46%, remaining_time=0:00:18.371616, arrival_time=2021-04-15 10:42:41.917263, cost_time=0:00:19.137132 2021-04-15 10:42:25,444 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.3199, top1-acc=90.22%, top5-acc=99.45%, remaining_time=0:00:16.445952, arrival_time=2021-04-15 10:42:41.890091, cost_time=0:00:21.035564 2021-04-15 10:42:27,341 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.3213, top1-acc=90.15%, top5-acc=99.43%, remaining_time=0:00:14.523980, arrival_time=2021-04-15 10:42:41.865060, cost_time=0:00:22.932581 2021-04-15 10:42:29,238 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.3226, top1-acc=90.08%, top5-acc=99.44%, remaining_time=0:00:12.605736, arrival_time=2021-04-15 10:42:41.843713, cost_time=0:00:24.829477 2021-04-15 10:42:31,135 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.3241, top1-acc=90.00%, top5-acc=99.44%, remaining_time=0:00:10.690848, arrival_time=2021-04-15 10:42:41.826548, cost_time=0:00:26.727188 2021-04-15 10:42:33,032 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.3251, top1-acc=89.97%, top5-acc=99.44%, remaining_time=0:00:08.778134, arrival_time=2021-04-15 10:42:41.810919, cost_time=0:00:28.624281 2021-04-15 10:42:34,930 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.3261, top1-acc=89.91%, top5-acc=99.43%, remaining_time=0:00:06.867324, arrival_time=2021-04-15 10:42:41.797327, cost_time=0:00:30.521495 2021-04-15 10:42:36,828 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.3284, top1-acc=89.82%, top5-acc=99.42%, remaining_time=0:00:04.958330, arrival_time=2021-04-15 10:42:41.786683, cost_time=0:00:32.419777 2021-04-15 10:42:38,724 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.3301, top1-acc=89.77%, top5-acc=99.41%, remaining_time=0:00:03.050336, arrival_time=2021-04-15 10:42:41.775157, cost_time=0:00:34.316321 2021-04-15 10:42:40,621 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=0.99ms, fps=1350 images/s, loss=0.3314, top1-acc=89.75%, top5-acc=99.40%, remaining_time=0:00:01.143576, arrival_time=2021-04-15 10:42:41.765403, cost_time=0:00:36.213283 2021-04-15 10:42:41,641 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=0.3314, top1-acc=89.74%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 10:42:41.641602, cost_time=0:00:37.233117 2021-04-15 10:42:42,357 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.16ms, fps=3584 images/s, loss=1.2210, top1-acc=68.01%, top5-acc=91.41%, remaining_time=0:00:02.142870, arrival_time=2021-04-15 10:42:44.500264, cost_time=0:00:00.714288 2021-04-15 10:42:42,947 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.37ms, fps=4343 images/s, loss=1.2023, top1-acc=68.12%, top5-acc=91.39%, remaining_time=0:00:01.304080, arrival_time=2021-04-15 10:42:44.251358, cost_time=0:00:01.304084 2021-04-15 10:42:43,534 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.13ms, fps=4363 images/s, loss=1.1965, top1-acc=68.19%, top5-acc=91.38%, remaining_time=0:00:00.630430, arrival_time=2021-04-15 10:42:44.164843, cost_time=0:00:01.891285 2021-04-15 10:42:44,071 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.05ms, fps=4321 images/s, loss=1.1925, top1-acc=68.74%, top5-acc=91.58%, remaining_time=0:00:00, arrival_time=2021-04-15 10:42:44.071609, cost_time=0:00:02.428520 2021-04-15 10:42:44,210 INFO : Epoch=0149 complete, best val top1-acc=69.75%, top5-acc=91.50% (epoch=148), remaining_time=0:33:55.285203, arrival_time=2021-04-15 11:16:39.496115, cost_time=1:39:06.225364 2021-04-15 10:42:44,212 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 10:42:46,236 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.29ms, fps=1265 images/s, loss=0.2792, top1-acc=92.46%, top5-acc=99.69%, remaining_time=0:00:37.645656, arrival_time=2021-04-15 10:43:23.881836, cost_time=0:00:02.023959 2021-04-15 10:42:48,133 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.28ms, fps=1350 images/s, loss=0.2983, top1-acc=91.25%, top5-acc=99.47%, remaining_time=0:00:34.504096, arrival_time=2021-04-15 10:43:22.637238, cost_time=0:00:03.920919 2021-04-15 10:42:50,031 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.2964, top1-acc=91.29%, top5-acc=99.49%, remaining_time=0:00:32.199850, arrival_time=2021-04-15 10:43:22.231410, cost_time=0:00:05.819261 2021-04-15 10:42:51,930 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.2988, top1-acc=91.23%, top5-acc=99.47%, remaining_time=0:00:30.100356, arrival_time=2021-04-15 10:43:22.030633, cost_time=0:00:07.718056 2021-04-15 10:42:53,827 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.29ms, fps=1350 images/s, loss=0.3011, top1-acc=91.11%, top5-acc=99.49%, remaining_time=0:00:28.075654, arrival_time=2021-04-15 10:43:21.902841, cost_time=0:00:09.614963 2021-04-15 10:42:55,725 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.3020, top1-acc=91.00%, top5-acc=99.52%, remaining_time=0:00:26.096360, arrival_time=2021-04-15 10:43:21.821703, cost_time=0:00:11.513112 2021-04-15 10:42:57,622 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.29ms, fps=1350 images/s, loss=0.3056, top1-acc=90.80%, top5-acc=99.52%, remaining_time=0:00:24.138702, arrival_time=2021-04-15 10:43:21.761324, cost_time=0:00:13.410403 2021-04-15 10:42:59,520 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.3047, top1-acc=90.78%, top5-acc=99.52%, remaining_time=0:00:22.196948, arrival_time=2021-04-15 10:43:21.717404, cost_time=0:00:15.308230 2021-04-15 10:43:01,420 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.3067, top1-acc=90.67%, top5-acc=99.52%, remaining_time=0:00:20.266776, arrival_time=2021-04-15 10:43:21.686747, cost_time=0:00:17.207669 2021-04-15 10:43:03,318 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.32ms, fps=1349 images/s, loss=0.3070, top1-acc=90.71%, top5-acc=99.52%, remaining_time=0:00:18.341760, arrival_time=2021-04-15 10:43:21.659956, cost_time=0:00:19.105974 2021-04-15 10:43:05,215 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.3106, top1-acc=90.54%, top5-acc=99.50%, remaining_time=0:00:16.421012, arrival_time=2021-04-15 10:43:21.636849, cost_time=0:00:21.003608 2021-04-15 10:43:07,115 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.3130, top1-acc=90.50%, top5-acc=99.47%, remaining_time=0:00:14.505208, arrival_time=2021-04-15 10:43:21.620429, cost_time=0:00:22.902997 2021-04-15 10:43:09,012 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.34ms, fps=1349 images/s, loss=0.3148, top1-acc=90.40%, top5-acc=99.45%, remaining_time=0:00:12.591084, arrival_time=2021-04-15 10:43:21.603889, cost_time=0:00:24.800582 2021-04-15 10:43:10,909 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.33ms, fps=1350 images/s, loss=0.3146, top1-acc=90.42%, top5-acc=99.44%, remaining_time=0:00:10.679032, arrival_time=2021-04-15 10:43:21.588905, cost_time=0:00:26.697644 2021-04-15 10:43:12,807 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.3177, top1-acc=90.34%, top5-acc=99.44%, remaining_time=0:00:08.769302, arrival_time=2021-04-15 10:43:21.577171, cost_time=0:00:28.595565 2021-04-15 10:43:14,705 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.29ms, fps=1350 images/s, loss=0.3203, top1-acc=90.24%, top5-acc=99.43%, remaining_time=0:00:06.860880, arrival_time=2021-04-15 10:43:21.565950, cost_time=0:00:30.492837 2021-04-15 10:43:16,602 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.3211, top1-acc=90.21%, top5-acc=99.44%, remaining_time=0:00:04.953832, arrival_time=2021-04-15 10:43:21.556458, cost_time=0:00:32.390404 2021-04-15 10:43:18,500 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.3221, top1-acc=90.19%, top5-acc=99.44%, remaining_time=0:00:03.047824, arrival_time=2021-04-15 10:43:21.548107, cost_time=0:00:34.288049 2021-04-15 10:43:20,398 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.3246, top1-acc=90.05%, top5-acc=99.42%, remaining_time=0:00:01.142712, arrival_time=2021-04-15 10:43:21.540750, cost_time=0:00:36.185831 2021-04-15 10:43:21,417 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.11ms, fps=1335 images/s, loss=0.3251, top1-acc=90.02%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 10:43:21.416982, cost_time=0:00:37.204770 2021-04-15 10:43:22,129 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.14ms, fps=3601 images/s, loss=1.1635, top1-acc=69.65%, top5-acc=91.84%, remaining_time=0:00:02.132910, arrival_time=2021-04-15 10:43:24.262393, cost_time=0:00:00.710968 2021-04-15 10:43:22,716 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.28ms, fps=4366 images/s, loss=1.1607, top1-acc=69.75%, top5-acc=91.60%, remaining_time=0:00:01.297580, arrival_time=2021-04-15 10:43:24.013770, cost_time=0:00:01.297579 2021-04-15 10:43:23,301 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.06ms, fps=4375 images/s, loss=1.1458, top1-acc=70.10%, top5-acc=91.58%, remaining_time=0:00:00.627730, arrival_time=2021-04-15 10:43:23.929450, cost_time=0:00:01.883197 2021-04-15 10:43:23,838 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.1504, top1-acc=70.03%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-15 10:43:23.838175, cost_time=0:00:02.419668 2021-04-15 10:43:24,071 INFO : Epoch=0150 complete, best val top1-acc=70.03%, top5-acc=91.44% (epoch=150), remaining_time=0:33:15.361950, arrival_time=2021-04-15 11:16:39.433403, cost_time=1:39:46.085893 2021-04-15 10:43:24,072 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 10:43:26,142 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.20ms, fps=1237 images/s, loss=0.2858, top1-acc=91.09%, top5-acc=99.61%, remaining_time=0:00:38.489724, arrival_time=2021-04-15 10:44:04.631875, cost_time=0:00:02.069335 2021-04-15 10:43:28,038 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.2841, top1-acc=91.48%, top5-acc=99.59%, remaining_time=0:00:34.896928, arrival_time=2021-04-15 10:44:02.935307, cost_time=0:00:03.965559 2021-04-15 10:43:29,939 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.29ms, fps=1347 images/s, loss=0.2837, top1-acc=91.45%, top5-acc=99.62%, remaining_time=0:00:32.462960, arrival_time=2021-04-15 10:44:02.402746, cost_time=0:00:05.866799 2021-04-15 10:43:31,837 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.2822, top1-acc=91.46%, top5-acc=99.64%, remaining_time=0:00:30.283344, arrival_time=2021-04-15 10:44:02.121116, cost_time=0:00:07.764945 2021-04-15 10:43:33,734 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.2880, top1-acc=91.30%, top5-acc=99.64%, remaining_time=0:00:28.212894, arrival_time=2021-04-15 10:44:01.947660, cost_time=0:00:09.661947 2021-04-15 10:43:35,632 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.2898, top1-acc=91.28%, top5-acc=99.62%, remaining_time=0:00:26.200944, arrival_time=2021-04-15 10:44:01.832994, cost_time=0:00:11.559221 2021-04-15 10:43:37,541 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.2935, top1-acc=91.14%, top5-acc=99.61%, remaining_time=0:00:24.243534, arrival_time=2021-04-15 10:44:01.785091, cost_time=0:00:13.468657 2021-04-15 10:43:39,438 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.2983, top1-acc=90.91%, top5-acc=99.58%, remaining_time=0:00:22.280352, arrival_time=2021-04-15 10:44:01.718922, cost_time=0:00:15.365748 2021-04-15 10:43:41,335 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.2998, top1-acc=90.86%, top5-acc=99.57%, remaining_time=0:00:20.331224, arrival_time=2021-04-15 10:44:01.666401, cost_time=0:00:17.262353 2021-04-15 10:43:43,232 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.2988, top1-acc=90.89%, top5-acc=99.56%, remaining_time=0:00:18.392928, arrival_time=2021-04-15 10:44:01.625056, cost_time=0:00:19.159300 2021-04-15 10:43:45,130 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2985, top1-acc=90.89%, top5-acc=99.56%, remaining_time=0:00:16.463152, arrival_time=2021-04-15 10:44:01.593563, cost_time=0:00:21.057516 2021-04-15 10:43:47,027 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.3002, top1-acc=90.84%, top5-acc=99.54%, remaining_time=0:00:14.538192, arrival_time=2021-04-15 10:44:01.566078, cost_time=0:00:22.955061 2021-04-15 10:43:48,924 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.3024, top1-acc=90.80%, top5-acc=99.54%, remaining_time=0:00:12.617220, arrival_time=2021-04-15 10:44:01.542088, cost_time=0:00:24.852042 2021-04-15 10:43:50,824 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.62ms, fps=1348 images/s, loss=0.3041, top1-acc=90.74%, top5-acc=99.51%, remaining_time=0:00:10.700816, arrival_time=2021-04-15 10:44:01.525684, cost_time=0:00:26.752028 2021-04-15 10:43:52,722 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.3058, top1-acc=90.71%, top5-acc=99.50%, remaining_time=0:00:08.785908, arrival_time=2021-04-15 10:44:01.508507, cost_time=0:00:28.649773 2021-04-15 10:43:54,619 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.3080, top1-acc=90.60%, top5-acc=99.51%, remaining_time=0:00:06.872904, arrival_time=2021-04-15 10:44:01.492004, cost_time=0:00:30.546277 2021-04-15 10:43:56,516 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.3091, top1-acc=90.55%, top5-acc=99.49%, remaining_time=0:00:04.962022, arrival_time=2021-04-15 10:44:01.478855, cost_time=0:00:32.443939 2021-04-15 10:43:58,414 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.3101, top1-acc=90.51%, top5-acc=99.48%, remaining_time=0:00:03.052544, arrival_time=2021-04-15 10:44:01.466525, cost_time=0:00:34.341157 2021-04-15 10:44:00,310 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=0.98ms, fps=1350 images/s, loss=0.3106, top1-acc=90.50%, top5-acc=99.48%, remaining_time=0:00:01.144356, arrival_time=2021-04-15 10:44:01.455198, cost_time=0:00:36.238020 2021-04-15 10:44:01,331 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=0.97ms, fps=1333 images/s, loss=0.3120, top1-acc=90.50%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 10:44:01.331118, cost_time=0:00:37.258300 2021-04-15 10:44:02,028 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.18ms, fps=3678 images/s, loss=1.1310, top1-acc=70.27%, top5-acc=92.11%, remaining_time=0:00:02.087850, arrival_time=2021-04-15 10:44:04.116502, cost_time=0:00:00.695952 2021-04-15 10:44:02,616 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.39ms, fps=4358 images/s, loss=1.1477, top1-acc=69.71%, top5-acc=91.86%, remaining_time=0:00:01.283740, arrival_time=2021-04-15 10:44:03.900154, cost_time=0:00:01.283738 2021-04-15 10:44:03,203 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.12ms, fps=4361 images/s, loss=1.1685, top1-acc=69.32%, top5-acc=91.50%, remaining_time=0:00:00.623700, arrival_time=2021-04-15 10:44:03.827468, cost_time=0:00:01.871095 2021-04-15 10:44:03,743 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.05ms, fps=4305 images/s, loss=1.1617, top1-acc=69.42%, top5-acc=91.54%, remaining_time=0:00:00, arrival_time=2021-04-15 10:44:03.743018, cost_time=0:00:02.410356 2021-04-15 10:44:03,888 INFO : Epoch=0151 complete, best val top1-acc=70.03%, top5-acc=91.44% (epoch=150), remaining_time=0:32:35.425458, arrival_time=2021-04-15 11:16:39.313916, cost_time=1:40:25.902906 2021-04-15 10:44:03,889 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 10:44:05,926 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.08ms, fps=1257 images/s, loss=0.2912, top1-acc=90.66%, top5-acc=99.73%, remaining_time=0:00:37.876110, arrival_time=2021-04-15 10:44:43.802182, cost_time=0:00:02.036354 2021-04-15 10:44:07,822 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.2914, top1-acc=90.86%, top5-acc=99.57%, remaining_time=0:00:34.608992, arrival_time=2021-04-15 10:44:42.431563, cost_time=0:00:03.932840 2021-04-15 10:44:09,721 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.2845, top1-acc=91.35%, top5-acc=99.57%, remaining_time=0:00:32.268906, arrival_time=2021-04-15 10:44:41.990424, cost_time=0:00:05.831722 2021-04-15 10:44:11,618 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.2826, top1-acc=91.50%, top5-acc=99.60%, remaining_time=0:00:30.142008, arrival_time=2021-04-15 10:44:41.760471, cost_time=0:00:07.728738 2021-04-15 10:44:13,515 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.2830, top1-acc=91.54%, top5-acc=99.57%, remaining_time=0:00:28.105730, arrival_time=2021-04-15 10:44:41.620723, cost_time=0:00:09.625271 2021-04-15 10:44:15,412 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.2816, top1-acc=91.60%, top5-acc=99.56%, remaining_time=0:00:26.117848, arrival_time=2021-04-15 10:44:41.530200, cost_time=0:00:11.522607 2021-04-15 10:44:17,310 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2805, top1-acc=91.64%, top5-acc=99.58%, remaining_time=0:00:24.157224, arrival_time=2021-04-15 10:44:41.467737, cost_time=0:00:13.420711 2021-04-15 10:44:19,206 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.2815, top1-acc=91.57%, top5-acc=99.61%, remaining_time=0:00:22.209360, arrival_time=2021-04-15 10:44:41.415937, cost_time=0:00:15.316838 2021-04-15 10:44:21,104 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.2802, top1-acc=91.59%, top5-acc=99.62%, remaining_time=0:00:20.274938, arrival_time=2021-04-15 10:44:41.379238, cost_time=0:00:17.214565 2021-04-15 10:44:23,001 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.28ms, fps=1350 images/s, loss=0.2813, top1-acc=91.53%, top5-acc=99.61%, remaining_time=0:00:18.347040, arrival_time=2021-04-15 10:44:41.348249, cost_time=0:00:19.111476 2021-04-15 10:44:24,898 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.2837, top1-acc=91.46%, top5-acc=99.59%, remaining_time=0:00:16.425226, arrival_time=2021-04-15 10:44:41.324001, cost_time=0:00:21.008967 2021-04-15 10:44:26,795 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.2850, top1-acc=91.36%, top5-acc=99.59%, remaining_time=0:00:14.506652, arrival_time=2021-04-15 10:44:41.301649, cost_time=0:00:22.905267 2021-04-15 10:44:28,692 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.36ms, fps=1350 images/s, loss=0.2869, top1-acc=91.31%, top5-acc=99.58%, remaining_time=0:00:12.592008, arrival_time=2021-04-15 10:44:41.284199, cost_time=0:00:24.802459 2021-04-15 10:44:30,589 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.2894, top1-acc=91.19%, top5-acc=99.58%, remaining_time=0:00:10.679872, arrival_time=2021-04-15 10:44:41.269331, cost_time=0:00:26.699731 2021-04-15 10:44:32,487 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.2918, top1-acc=91.09%, top5-acc=99.58%, remaining_time=0:00:08.770130, arrival_time=2021-04-15 10:44:41.258039, cost_time=0:00:28.598179 2021-04-15 10:44:34,385 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.2919, top1-acc=91.09%, top5-acc=99.57%, remaining_time=0:00:06.861528, arrival_time=2021-04-15 10:44:41.246955, cost_time=0:00:30.495623 2021-04-15 10:44:36,282 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.2951, top1-acc=90.96%, top5-acc=99.55%, remaining_time=0:00:04.954144, arrival_time=2021-04-15 10:44:41.236307, cost_time=0:00:32.392436 2021-04-15 10:44:38,178 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.2965, top1-acc=90.91%, top5-acc=99.53%, remaining_time=0:00:03.047904, arrival_time=2021-04-15 10:44:41.226574, cost_time=0:00:34.288943 2021-04-15 10:44:40,076 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.2970, top1-acc=90.89%, top5-acc=99.54%, remaining_time=0:00:01.142748, arrival_time=2021-04-15 10:44:41.219560, cost_time=0:00:36.187093 2021-04-15 10:44:41,095 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.99ms, fps=1335 images/s, loss=0.2990, top1-acc=90.87%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 10:44:41.095643, cost_time=0:00:37.205928 2021-04-15 10:44:41,813 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.19ms, fps=3574 images/s, loss=1.1963, top1-acc=69.06%, top5-acc=90.98%, remaining_time=0:00:02.149140, arrival_time=2021-04-15 10:44:43.962688, cost_time=0:00:00.716380 2021-04-15 10:44:42,398 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.21ms, fps=4379 images/s, loss=1.1667, top1-acc=69.06%, top5-acc=91.64%, remaining_time=0:00:01.301320, arrival_time=2021-04-15 10:44:43.699826, cost_time=0:00:01.301327 2021-04-15 10:44:42,985 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.12ms, fps=4362 images/s, loss=1.1646, top1-acc=69.17%, top5-acc=91.52%, remaining_time=0:00:00.629520, arrival_time=2021-04-15 10:44:43.615230, cost_time=0:00:01.888548 2021-04-15 10:44:43,522 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.1683, top1-acc=69.11%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-15 10:44:43.522232, cost_time=0:00:02.425074 2021-04-15 10:44:43,655 INFO : Epoch=0152 complete, best val top1-acc=70.03%, top5-acc=91.44% (epoch=150), remaining_time=0:31:55.474704, arrival_time=2021-04-15 11:16:39.130193, cost_time=1:41:05.669946 2021-04-15 10:44:43,656 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 10:44:45,717 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.23ms, fps=1242 images/s, loss=0.3048, top1-acc=90.82%, top5-acc=99.57%, remaining_time=0:00:38.325300, arrival_time=2021-04-15 10:45:24.042510, cost_time=0:00:02.060503 2021-04-15 10:44:47,621 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.09ms, fps=1345 images/s, loss=0.2827, top1-acc=91.72%, top5-acc=99.71%, remaining_time=0:00:34.887952, arrival_time=2021-04-15 10:45:22.509181, cost_time=0:00:03.964535 2021-04-15 10:44:49,524 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.32ms, fps=1345 images/s, loss=0.2833, top1-acc=91.45%, top5-acc=99.71%, remaining_time=0:00:32.469932, arrival_time=2021-04-15 10:45:21.994779, cost_time=0:00:05.868065 2021-04-15 10:44:51,422 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.2827, top1-acc=91.46%, top5-acc=99.70%, remaining_time=0:00:30.286620, arrival_time=2021-04-15 10:45:21.709124, cost_time=0:00:07.765801 2021-04-15 10:44:53,319 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.2812, top1-acc=91.55%, top5-acc=99.66%, remaining_time=0:00:28.216398, arrival_time=2021-04-15 10:45:21.536266, cost_time=0:00:09.663163 2021-04-15 10:44:55,217 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.2793, top1-acc=91.52%, top5-acc=99.65%, remaining_time=0:00:26.204208, arrival_time=2021-04-15 10:45:21.421757, cost_time=0:00:11.560704 2021-04-15 10:44:57,116 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.2776, top1-acc=91.66%, top5-acc=99.65%, remaining_time=0:00:24.227406, arrival_time=2021-04-15 10:45:21.343816, cost_time=0:00:13.459695 2021-04-15 10:44:59,014 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.2769, top1-acc=91.66%, top5-acc=99.67%, remaining_time=0:00:22.268056, arrival_time=2021-04-15 10:45:21.282030, cost_time=0:00:15.357271 2021-04-15 10:45:00,910 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.2777, top1-acc=91.61%, top5-acc=99.66%, remaining_time=0:00:20.321684, arrival_time=2021-04-15 10:45:21.232615, cost_time=0:00:17.254220 2021-04-15 10:45:02,808 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.2788, top1-acc=91.58%, top5-acc=99.65%, remaining_time=0:00:18.385824, arrival_time=2021-04-15 10:45:21.194474, cost_time=0:00:19.151935 2021-04-15 10:45:04,707 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.2800, top1-acc=91.51%, top5-acc=99.64%, remaining_time=0:00:16.457390, arrival_time=2021-04-15 10:45:21.164459, cost_time=0:00:21.050111 2021-04-15 10:45:06,604 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.2813, top1-acc=91.47%, top5-acc=99.64%, remaining_time=0:00:14.533784, arrival_time=2021-04-15 10:45:21.138587, cost_time=0:00:22.948097 2021-04-15 10:45:08,501 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.2822, top1-acc=91.44%, top5-acc=99.64%, remaining_time=0:00:12.613656, arrival_time=2021-04-15 10:45:21.115480, cost_time=0:00:24.845116 2021-04-15 10:45:10,400 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.2848, top1-acc=91.33%, top5-acc=99.63%, remaining_time=0:00:10.697400, arrival_time=2021-04-15 10:45:21.097682, cost_time=0:00:26.743504 2021-04-15 10:45:12,297 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.2847, top1-acc=91.32%, top5-acc=99.64%, remaining_time=0:00:08.783148, arrival_time=2021-04-15 10:45:21.080589, cost_time=0:00:28.640738 2021-04-15 10:45:14,195 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.2865, top1-acc=91.23%, top5-acc=99.62%, remaining_time=0:00:06.871212, arrival_time=2021-04-15 10:45:21.066575, cost_time=0:00:30.538659 2021-04-15 10:45:16,092 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.33ms, fps=1350 images/s, loss=0.2890, top1-acc=91.12%, top5-acc=99.62%, remaining_time=0:00:04.960748, arrival_time=2021-04-15 10:45:21.053178, cost_time=0:00:32.435718 2021-04-15 10:45:17,989 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.2899, top1-acc=91.09%, top5-acc=99.62%, remaining_time=0:00:03.051776, arrival_time=2021-04-15 10:45:21.040964, cost_time=0:00:34.332486 2021-04-15 10:45:19,886 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.2905, top1-acc=91.04%, top5-acc=99.62%, remaining_time=0:00:01.144098, arrival_time=2021-04-15 10:45:21.030615, cost_time=0:00:36.229824 2021-04-15 10:45:20,905 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.2905, top1-acc=91.06%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 10:45:20.905325, cost_time=0:00:37.248633 2021-04-15 10:45:21,616 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.16ms, fps=3609 images/s, loss=1.1625, top1-acc=71.45%, top5-acc=91.05%, remaining_time=0:00:02.128140, arrival_time=2021-04-15 10:45:23.744385, cost_time=0:00:00.709381 2021-04-15 10:45:22,203 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.19ms, fps=4361 images/s, loss=1.1627, top1-acc=70.35%, top5-acc=91.45%, remaining_time=0:00:01.296720, arrival_time=2021-04-15 10:45:23.500287, cost_time=0:00:01.296715 2021-04-15 10:45:22,791 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.12ms, fps=4360 images/s, loss=1.1526, top1-acc=70.31%, top5-acc=91.72%, remaining_time=0:00:00.628070, arrival_time=2021-04-15 10:45:23.419129, cost_time=0:00:01.884211 2021-04-15 10:45:23,330 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=4307 images/s, loss=1.1430, top1-acc=70.26%, top5-acc=91.81%, remaining_time=0:00:00, arrival_time=2021-04-15 10:45:23.330024, cost_time=0:00:02.423182 2021-04-15 10:45:23,558 INFO : Epoch=0153 complete, best val top1-acc=70.26%, top5-acc=91.81% (epoch=153), remaining_time=0:31:15.568182, arrival_time=2021-04-15 11:16:39.126824, cost_time=1:41:45.573085 2021-04-15 10:45:23,559 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 10:45:25,623 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.20ms, fps=1241 images/s, loss=0.2697, top1-acc=91.48%, top5-acc=99.69%, remaining_time=0:00:38.372730, arrival_time=2021-04-15 10:46:03.995688, cost_time=0:00:02.063051 2021-04-15 10:45:27,529 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.2615, top1-acc=92.07%, top5-acc=99.77%, remaining_time=0:00:34.933888, arrival_time=2021-04-15 10:46:02.463567, cost_time=0:00:03.969766 2021-04-15 10:45:29,437 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.2583, top1-acc=92.29%, top5-acc=99.73%, remaining_time=0:00:32.524048, arrival_time=2021-04-15 10:46:01.961858, cost_time=0:00:05.877827 2021-04-15 10:45:31,348 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.26ms, fps=1340 images/s, loss=0.2539, top1-acc=92.52%, top5-acc=99.72%, remaining_time=0:00:30.376008, arrival_time=2021-04-15 10:46:01.724651, cost_time=0:00:07.788723 2021-04-15 10:45:33,256 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.2544, top1-acc=92.57%, top5-acc=99.70%, remaining_time=0:00:28.313342, arrival_time=2021-04-15 10:46:01.569667, cost_time=0:00:09.696342 2021-04-15 10:45:35,163 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.2591, top1-acc=92.42%, top5-acc=99.68%, remaining_time=0:00:26.301040, arrival_time=2021-04-15 10:46:01.464368, cost_time=0:00:11.603417 2021-04-15 10:45:37,070 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.2604, top1-acc=92.27%, top5-acc=99.68%, remaining_time=0:00:24.319512, arrival_time=2021-04-15 10:46:01.390278, cost_time=0:00:13.510847 2021-04-15 10:45:38,978 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.2611, top1-acc=92.20%, top5-acc=99.65%, remaining_time=0:00:22.357376, arrival_time=2021-04-15 10:46:01.336215, cost_time=0:00:15.418849 2021-04-15 10:45:40,885 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.2637, top1-acc=92.12%, top5-acc=99.64%, remaining_time=0:00:20.405424, arrival_time=2021-04-15 10:46:01.290714, cost_time=0:00:17.325381 2021-04-15 10:45:42,791 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.2641, top1-acc=92.12%, top5-acc=99.63%, remaining_time=0:00:18.462336, arrival_time=2021-04-15 10:46:01.253836, cost_time=0:00:19.231586 2021-04-15 10:45:44,699 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.2663, top1-acc=92.07%, top5-acc=99.63%, remaining_time=0:00:16.527050, arrival_time=2021-04-15 10:46:01.226238, cost_time=0:00:21.139265 2021-04-15 10:45:46,606 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.2666, top1-acc=92.04%, top5-acc=99.64%, remaining_time=0:00:14.596408, arrival_time=2021-04-15 10:46:01.203240, cost_time=0:00:23.046926 2021-04-15 10:45:48,513 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.16ms, fps=1343 images/s, loss=0.2681, top1-acc=91.96%, top5-acc=99.63%, remaining_time=0:00:12.668766, arrival_time=2021-04-15 10:46:01.182269, cost_time=0:00:24.953597 2021-04-15 10:45:50,421 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.2695, top1-acc=91.91%, top5-acc=99.62%, remaining_time=0:00:10.744552, arrival_time=2021-04-15 10:46:01.165854, cost_time=0:00:26.861318 2021-04-15 10:45:52,328 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2698, top1-acc=91.91%, top5-acc=99.62%, remaining_time=0:00:08.822248, arrival_time=2021-04-15 10:46:01.150406, cost_time=0:00:28.768251 2021-04-15 10:45:54,234 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.2709, top1-acc=91.88%, top5-acc=99.63%, remaining_time=0:00:06.901776, arrival_time=2021-04-15 10:46:01.136217, cost_time=0:00:30.674531 2021-04-15 10:45:56,141 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2713, top1-acc=91.85%, top5-acc=99.63%, remaining_time=0:00:04.983056, arrival_time=2021-04-15 10:46:01.124444, cost_time=0:00:32.581466 2021-04-15 10:45:58,050 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.2720, top1-acc=91.84%, top5-acc=99.62%, remaining_time=0:00:03.065808, arrival_time=2021-04-15 10:46:01.116105, cost_time=0:00:34.490387 2021-04-15 10:45:59,961 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.01ms, fps=1340 images/s, loss=0.2728, top1-acc=91.78%, top5-acc=99.62%, remaining_time=0:00:01.149522, arrival_time=2021-04-15 10:46:01.110907, cost_time=0:00:36.401494 2021-04-15 10:46:00,987 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.03ms, fps=1326 images/s, loss=0.2743, top1-acc=91.73%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 10:46:00.987670, cost_time=0:00:37.427777 2021-04-15 10:46:01,686 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.18ms, fps=3669 images/s, loss=1.1570, top1-acc=69.26%, top5-acc=91.52%, remaining_time=0:00:02.093040, arrival_time=2021-04-15 10:46:03.779954, cost_time=0:00:00.697681 2021-04-15 10:46:02,274 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.19ms, fps=4357 images/s, loss=1.1624, top1-acc=69.69%, top5-acc=91.72%, remaining_time=0:00:01.285480, arrival_time=2021-04-15 10:46:03.560198, cost_time=0:00:01.285490 2021-04-15 10:46:02,862 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.26ms, fps=4360 images/s, loss=1.1520, top1-acc=69.87%, top5-acc=91.78%, remaining_time=0:00:00.624320, arrival_time=2021-04-15 10:46:03.486516, cost_time=0:00:01.872971 2021-04-15 10:46:03,401 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.1564, top1-acc=70.12%, top5-acc=91.67%, remaining_time=0:00:00, arrival_time=2021-04-15 10:46:03.401585, cost_time=0:00:02.412369 2021-04-15 10:46:03,508 INFO : Epoch=0154 complete, best val top1-acc=70.26%, top5-acc=91.81% (epoch=153), remaining_time=0:30:35.675678, arrival_time=2021-04-15 11:16:39.184200, cost_time=1:42:25.522962 2021-04-15 10:46:03,509 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 10:46:05,589 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.18ms, fps=1231 images/s, loss=0.2361, top1-acc=93.63%, top5-acc=99.73%, remaining_time=0:00:38.677584, arrival_time=2021-04-15 10:46:44.266764, cost_time=0:00:02.079435 2021-04-15 10:46:07,486 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.2433, top1-acc=93.22%, top5-acc=99.75%, remaining_time=0:00:34.993728, arrival_time=2021-04-15 10:46:42.480039, cost_time=0:00:03.976562 2021-04-15 10:46:09,384 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2469, top1-acc=92.89%, top5-acc=99.74%, remaining_time=0:00:32.508776, arrival_time=2021-04-15 10:46:41.893676, cost_time=0:00:05.875081 2021-04-15 10:46:11,282 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.33ms, fps=1350 images/s, loss=0.2487, top1-acc=92.81%, top5-acc=99.70%, remaining_time=0:00:30.312204, arrival_time=2021-04-15 10:46:41.594296, cost_time=0:00:07.772345 2021-04-15 10:46:13,179 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.2474, top1-acc=92.79%, top5-acc=99.73%, remaining_time=0:00:28.234648, arrival_time=2021-04-15 10:46:41.413805, cost_time=0:00:09.669413 2021-04-15 10:46:15,076 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.2476, top1-acc=92.72%, top5-acc=99.72%, remaining_time=0:00:26.218352, arrival_time=2021-04-15 10:46:41.295003, cost_time=0:00:11.566897 2021-04-15 10:46:16,974 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.2480, top1-acc=92.73%, top5-acc=99.74%, remaining_time=0:00:24.235596, arrival_time=2021-04-15 10:46:41.209585, cost_time=0:00:13.464244 2021-04-15 10:46:18,871 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.2507, top1-acc=92.70%, top5-acc=99.74%, remaining_time=0:00:22.273856, arrival_time=2021-04-15 10:46:41.144920, cost_time=0:00:15.361319 2021-04-15 10:46:20,769 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=0.2495, top1-acc=92.80%, top5-acc=99.73%, remaining_time=0:00:20.328468, arrival_time=2021-04-15 10:46:41.098350, cost_time=0:00:17.260048 2021-04-15 10:46:22,668 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=0.2492, top1-acc=92.82%, top5-acc=99.71%, remaining_time=0:00:18.392160, arrival_time=2021-04-15 10:46:41.060405, cost_time=0:00:19.158490 2021-04-15 10:46:24,565 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2510, top1-acc=92.78%, top5-acc=99.70%, remaining_time=0:00:16.461862, arrival_time=2021-04-15 10:46:41.027502, cost_time=0:00:21.055891 2021-04-15 10:46:26,463 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2525, top1-acc=92.69%, top5-acc=99.70%, remaining_time=0:00:14.537204, arrival_time=2021-04-15 10:46:41.000374, cost_time=0:00:22.953429 2021-04-15 10:46:28,360 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.2534, top1-acc=92.63%, top5-acc=99.69%, remaining_time=0:00:12.616362, arrival_time=2021-04-15 10:46:40.976511, cost_time=0:00:24.850408 2021-04-15 10:46:30,257 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.2548, top1-acc=92.58%, top5-acc=99.69%, remaining_time=0:00:10.699248, arrival_time=2021-04-15 10:46:40.957063, cost_time=0:00:26.748068 2021-04-15 10:46:32,156 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.2561, top1-acc=92.52%, top5-acc=99.70%, remaining_time=0:00:08.784942, arrival_time=2021-04-15 10:46:40.941324, cost_time=0:00:28.646566 2021-04-15 10:46:34,053 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.2573, top1-acc=92.45%, top5-acc=99.70%, remaining_time=0:00:06.872436, arrival_time=2021-04-15 10:46:40.926381, cost_time=0:00:30.544202 2021-04-15 10:46:35,950 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.2584, top1-acc=92.41%, top5-acc=99.71%, remaining_time=0:00:04.961554, arrival_time=2021-04-15 10:46:40.912288, cost_time=0:00:32.440992 2021-04-15 10:46:37,848 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.2576, top1-acc=92.43%, top5-acc=99.71%, remaining_time=0:00:03.052320, arrival_time=2021-04-15 10:46:40.900757, cost_time=0:00:34.338675 2021-04-15 10:46:39,746 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.2587, top1-acc=92.37%, top5-acc=99.69%, remaining_time=0:00:01.144308, arrival_time=2021-04-15 10:46:40.890436, cost_time=0:00:36.236402 2021-04-15 10:46:40,770 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.31ms, fps=1328 images/s, loss=0.2597, top1-acc=92.34%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 10:46:40.770881, cost_time=0:00:37.261149 2021-04-15 10:46:41,468 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.91ms, fps=3677 images/s, loss=1.0839, top1-acc=71.95%, top5-acc=92.70%, remaining_time=0:00:02.088540, arrival_time=2021-04-15 10:46:43.557234, cost_time=0:00:00.696175 2021-04-15 10:46:42,054 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.15ms, fps=4374 images/s, loss=1.0840, top1-acc=71.02%, top5-acc=92.56%, remaining_time=0:00:01.281720, arrival_time=2021-04-15 10:46:43.336066, cost_time=0:00:01.281727 2021-04-15 10:46:42,642 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.28ms, fps=4360 images/s, loss=1.1108, top1-acc=70.33%, top5-acc=92.27%, remaining_time=0:00:00.623160, arrival_time=2021-04-15 10:46:43.265149, cost_time=0:00:01.869472 2021-04-15 10:46:43,179 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=4319 images/s, loss=1.1138, top1-acc=69.92%, top5-acc=92.06%, remaining_time=0:00:00, arrival_time=2021-04-15 10:46:43.179433, cost_time=0:00:02.406928 2021-04-15 10:46:43,312 INFO : Epoch=0155 complete, best val top1-acc=70.26%, top5-acc=91.81% (epoch=153), remaining_time=0:29:55.740165, arrival_time=2021-04-15 11:16:39.053021, cost_time=1:43:05.327308 2021-04-15 10:46:43,314 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 10:46:45,391 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.14ms, fps=1232 images/s, loss=0.2389, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:38.635734, arrival_time=2021-04-15 10:47:24.027083, cost_time=0:00:02.077191 2021-04-15 10:46:47,288 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.2485, top1-acc=92.85%, top5-acc=99.79%, remaining_time=0:00:34.973136, arrival_time=2021-04-15 10:47:22.261510, cost_time=0:00:03.974226 2021-04-15 10:46:49,187 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.79ms, fps=1348 images/s, loss=0.2472, top1-acc=92.97%, top5-acc=99.79%, remaining_time=0:00:32.499314, arrival_time=2021-04-15 10:47:21.686905, cost_time=0:00:05.873373 2021-04-15 10:46:51,084 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.2481, top1-acc=92.89%, top5-acc=99.81%, remaining_time=0:00:30.302532, arrival_time=2021-04-15 10:47:21.386542, cost_time=0:00:07.769861 2021-04-15 10:46:52,981 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.2446, top1-acc=92.98%, top5-acc=99.83%, remaining_time=0:00:28.227494, arrival_time=2021-04-15 10:47:21.208582, cost_time=0:00:09.666941 2021-04-15 10:46:54,879 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.2420, top1-acc=93.11%, top5-acc=99.81%, remaining_time=0:00:26.213728, arrival_time=2021-04-15 10:47:21.092747, cost_time=0:00:11.564854 2021-04-15 10:46:56,778 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.2375, top1-acc=93.29%, top5-acc=99.79%, remaining_time=0:00:24.234840, arrival_time=2021-04-15 10:47:21.012889, cost_time=0:00:13.463818 2021-04-15 10:46:58,675 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.2379, top1-acc=93.23%, top5-acc=99.78%, remaining_time=0:00:22.273392, arrival_time=2021-04-15 10:47:20.948574, cost_time=0:00:15.360992 2021-04-15 10:47:00,574 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.2393, top1-acc=93.15%, top5-acc=99.77%, remaining_time=0:00:20.328998, arrival_time=2021-04-15 10:47:20.903636, cost_time=0:00:17.260429 2021-04-15 10:47:02,472 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.2376, top1-acc=93.20%, top5-acc=99.78%, remaining_time=0:00:18.392256, arrival_time=2021-04-15 10:47:20.865011, cost_time=0:00:19.158603 2021-04-15 10:47:04,371 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.2389, top1-acc=93.14%, top5-acc=99.78%, remaining_time=0:00:16.463238, arrival_time=2021-04-15 10:47:20.835089, cost_time=0:00:21.057623 2021-04-15 10:47:06,269 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2415, top1-acc=93.05%, top5-acc=99.76%, remaining_time=0:00:14.538496, arrival_time=2021-04-15 10:47:20.808186, cost_time=0:00:22.955540 2021-04-15 10:47:08,167 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.2434, top1-acc=92.95%, top5-acc=99.75%, remaining_time=0:00:12.617682, arrival_time=2021-04-15 10:47:20.784816, cost_time=0:00:24.852984 2021-04-15 10:47:10,065 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.2447, top1-acc=92.92%, top5-acc=99.75%, remaining_time=0:00:10.700480, arrival_time=2021-04-15 10:47:20.765875, cost_time=0:00:26.751234 2021-04-15 10:47:11,962 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.2454, top1-acc=92.90%, top5-acc=99.75%, remaining_time=0:00:08.785448, arrival_time=2021-04-15 10:47:20.747740, cost_time=0:00:28.648142 2021-04-15 10:47:13,860 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.2449, top1-acc=92.93%, top5-acc=99.76%, remaining_time=0:00:06.872760, arrival_time=2021-04-15 10:47:20.732693, cost_time=0:00:30.545616 2021-04-15 10:47:15,760 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.2465, top1-acc=92.88%, top5-acc=99.75%, remaining_time=0:00:04.962412, arrival_time=2021-04-15 10:47:20.723147, cost_time=0:00:32.446583 2021-04-15 10:47:17,658 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2475, top1-acc=92.86%, top5-acc=99.74%, remaining_time=0:00:03.052832, arrival_time=2021-04-15 10:47:20.711256, cost_time=0:00:34.344272 2021-04-15 10:47:19,557 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.2495, top1-acc=92.76%, top5-acc=99.73%, remaining_time=0:00:01.144512, arrival_time=2021-04-15 10:47:20.701538, cost_time=0:00:36.242886 2021-04-15 10:47:20,575 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.2508, top1-acc=92.72%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 10:47:20.575783, cost_time=0:00:37.261649 2021-04-15 10:47:21,274 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=2.32ms, fps=3672 images/s, loss=1.1134, top1-acc=70.78%, top5-acc=91.72%, remaining_time=0:00:02.091420, arrival_time=2021-04-15 10:47:23.365878, cost_time=0:00:00.697137 2021-04-15 10:47:21,859 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.25ms, fps=4379 images/s, loss=1.1349, top1-acc=70.72%, top5-acc=91.15%, remaining_time=0:00:01.282100, arrival_time=2021-04-15 10:47:23.141503, cost_time=0:00:01.282092 2021-04-15 10:47:22,445 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.23ms, fps=4370 images/s, loss=1.1281, top1-acc=70.78%, top5-acc=91.52%, remaining_time=0:00:00.622720, arrival_time=2021-04-15 10:47:23.068206, cost_time=0:00:01.868158 2021-04-15 10:47:22,985 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=4302 images/s, loss=1.1477, top1-acc=70.38%, top5-acc=91.35%, remaining_time=0:00:00, arrival_time=2021-04-15 10:47:22.985012, cost_time=0:00:02.407708 2021-04-15 10:47:23,202 INFO : Epoch=0156 complete, best val top1-acc=70.38%, top5-acc=91.35% (epoch=156), remaining_time=0:29:15.830516, arrival_time=2021-04-15 11:16:39.033286, cost_time=1:43:45.217209 2021-04-15 10:47:23,203 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 10:47:25,265 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.14ms, fps=1242 images/s, loss=0.2327, top1-acc=92.97%, top5-acc=99.69%, remaining_time=0:00:38.333670, arrival_time=2021-04-15 10:48:03.598653, cost_time=0:00:02.060949 2021-04-15 10:47:27,162 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.2263, top1-acc=93.34%, top5-acc=99.69%, remaining_time=0:00:34.834096, arrival_time=2021-04-15 10:48:01.996546, cost_time=0:00:03.958429 2021-04-15 10:47:29,066 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.18ms, fps=1345 images/s, loss=0.2231, top1-acc=93.35%, top5-acc=99.73%, remaining_time=0:00:32.439886, arrival_time=2021-04-15 10:48:01.506613, cost_time=0:00:05.862625 2021-04-15 10:47:30,964 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.2228, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:30.263688, arrival_time=2021-04-15 10:48:01.227649, cost_time=0:00:07.759935 2021-04-15 10:47:32,860 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.2247, top1-acc=93.37%, top5-acc=99.77%, remaining_time=0:00:28.196834, arrival_time=2021-04-15 10:48:01.057353, cost_time=0:00:09.656466 2021-04-15 10:47:34,761 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.78ms, fps=1347 images/s, loss=0.2223, top1-acc=93.37%, top5-acc=99.79%, remaining_time=0:00:26.196456, arrival_time=2021-04-15 10:48:00.957832, cost_time=0:00:11.557275 2021-04-15 10:47:36,659 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.2245, top1-acc=93.30%, top5-acc=99.80%, remaining_time=0:00:24.218964, arrival_time=2021-04-15 10:48:00.877955, cost_time=0:00:13.454951 2021-04-15 10:47:38,557 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.2267, top1-acc=93.25%, top5-acc=99.80%, remaining_time=0:00:22.261792, arrival_time=2021-04-15 10:48:00.818873, cost_time=0:00:15.352978 2021-04-15 10:47:40,453 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.2267, top1-acc=93.22%, top5-acc=99.80%, remaining_time=0:00:20.316384, arrival_time=2021-04-15 10:48:00.770197, cost_time=0:00:17.249786 2021-04-15 10:47:42,350 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.2291, top1-acc=93.16%, top5-acc=99.79%, remaining_time=0:00:18.380832, arrival_time=2021-04-15 10:48:00.731533, cost_time=0:00:19.146674 2021-04-15 10:47:44,249 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.2315, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:16.453348, arrival_time=2021-04-15 10:48:00.702335, cost_time=0:00:21.044950 2021-04-15 10:47:46,146 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.2328, top1-acc=93.07%, top5-acc=99.77%, remaining_time=0:00:14.530060, arrival_time=2021-04-15 10:48:00.676306, cost_time=0:00:22.942219 2021-04-15 10:47:48,042 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.2329, top1-acc=93.09%, top5-acc=99.78%, remaining_time=0:00:12.610488, arrival_time=2021-04-15 10:48:00.653299, cost_time=0:00:24.838788 2021-04-15 10:47:49,940 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.2339, top1-acc=93.01%, top5-acc=99.78%, remaining_time=0:00:10.694600, arrival_time=2021-04-15 10:48:00.635191, cost_time=0:00:26.736480 2021-04-15 10:47:51,838 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.2347, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:08.781216, arrival_time=2021-04-15 10:48:00.619723, cost_time=0:00:28.634474 2021-04-15 10:47:53,735 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.2346, top1-acc=92.98%, top5-acc=99.79%, remaining_time=0:00:06.869628, arrival_time=2021-04-15 10:48:00.605332, cost_time=0:00:30.531676 2021-04-15 10:47:55,632 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.2344, top1-acc=93.02%, top5-acc=99.79%, remaining_time=0:00:04.959682, arrival_time=2021-04-15 10:48:00.592416, cost_time=0:00:32.428709 2021-04-15 10:47:57,529 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.2358, top1-acc=92.95%, top5-acc=99.79%, remaining_time=0:00:03.051200, arrival_time=2021-04-15 10:48:00.581140, cost_time=0:00:34.325910 2021-04-15 10:47:59,427 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.01ms, fps=1350 images/s, loss=0.2362, top1-acc=92.91%, top5-acc=99.79%, remaining_time=0:00:01.143888, arrival_time=2021-04-15 10:48:00.570994, cost_time=0:00:36.223096 2021-04-15 10:48:00,446 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.09ms, fps=1335 images/s, loss=0.2365, top1-acc=92.91%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 10:48:00.446066, cost_time=0:00:37.242047 2021-04-15 10:48:01,161 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.19ms, fps=3587 images/s, loss=1.0906, top1-acc=71.60%, top5-acc=92.50%, remaining_time=0:00:02.141130, arrival_time=2021-04-15 10:48:03.302530, cost_time=0:00:00.713706 2021-04-15 10:48:01,746 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.27ms, fps=4378 images/s, loss=1.1137, top1-acc=71.05%, top5-acc=92.25%, remaining_time=0:00:01.299000, arrival_time=2021-04-15 10:48:03.045607, cost_time=0:00:01.298996 2021-04-15 10:48:02,332 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.32ms, fps=4373 images/s, loss=1.1383, top1-acc=70.35%, top5-acc=92.14%, remaining_time=0:00:00.628250, arrival_time=2021-04-15 10:48:02.960620, cost_time=0:00:01.884748 2021-04-15 10:48:02,869 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.1299, top1-acc=70.34%, top5-acc=92.17%, remaining_time=0:00:00, arrival_time=2021-04-15 10:48:02.868999, cost_time=0:00:02.421396 2021-04-15 10:48:03,000 INFO : Epoch=0157 complete, best val top1-acc=70.38%, top5-acc=91.35% (epoch=156), remaining_time=0:28:35.895822, arrival_time=2021-04-15 11:16:38.896298, cost_time=1:44:25.014916 2021-04-15 10:48:03,001 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 10:48:05,056 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.20ms, fps=1246 images/s, loss=0.2193, top1-acc=93.98%, top5-acc=99.96%, remaining_time=0:00:38.209980, arrival_time=2021-04-15 10:48:43.266054, cost_time=0:00:02.054305 2021-04-15 10:48:06,962 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.2246, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:00:34.854160, arrival_time=2021-04-15 10:48:41.816644, cost_time=0:00:03.960704 2021-04-15 10:48:08,873 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.89ms, fps=1340 images/s, loss=0.2200, top1-acc=93.74%, top5-acc=99.78%, remaining_time=0:00:32.491678, arrival_time=2021-04-15 10:48:41.365537, cost_time=0:00:05.872000 2021-04-15 10:48:10,780 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2177, top1-acc=93.78%, top5-acc=99.77%, remaining_time=0:00:30.337788, arrival_time=2021-04-15 10:48:41.118485, cost_time=0:00:07.778903 2021-04-15 10:48:12,688 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.16ms, fps=1342 images/s, loss=0.2194, top1-acc=93.78%, top5-acc=99.74%, remaining_time=0:00:28.285894, arrival_time=2021-04-15 10:48:40.974639, cost_time=0:00:09.686951 2021-04-15 10:48:14,597 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.2197, top1-acc=93.68%, top5-acc=99.74%, remaining_time=0:00:26.283768, arrival_time=2021-04-15 10:48:40.881391, cost_time=0:00:11.595768 2021-04-15 10:48:16,504 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.2186, top1-acc=93.71%, top5-acc=99.75%, remaining_time=0:00:24.305274, arrival_time=2021-04-15 10:48:40.809956, cost_time=0:00:13.502904 2021-04-15 10:48:18,411 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.2176, top1-acc=93.72%, top5-acc=99.75%, remaining_time=0:00:22.344268, arrival_time=2021-04-15 10:48:40.755942, cost_time=0:00:15.409835 2021-04-15 10:48:20,319 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.2197, top1-acc=93.67%, top5-acc=99.75%, remaining_time=0:00:20.396202, arrival_time=2021-04-15 10:48:40.715473, cost_time=0:00:17.317493 2021-04-15 10:48:22,227 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.2197, top1-acc=93.66%, top5-acc=99.76%, remaining_time=0:00:18.456768, arrival_time=2021-04-15 10:48:40.684417, cost_time=0:00:19.225794 2021-04-15 10:48:24,134 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2202, top1-acc=93.64%, top5-acc=99.77%, remaining_time=0:00:16.521890, arrival_time=2021-04-15 10:48:40.656283, cost_time=0:00:21.132615 2021-04-15 10:48:26,041 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.2220, top1-acc=93.61%, top5-acc=99.76%, remaining_time=0:00:14.591848, arrival_time=2021-04-15 10:48:40.633391, cost_time=0:00:23.039762 2021-04-15 10:48:27,955 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.18ms, fps=1338 images/s, loss=0.2229, top1-acc=93.55%, top5-acc=99.77%, remaining_time=0:00:12.668634, arrival_time=2021-04-15 10:48:40.623772, cost_time=0:00:24.953345 2021-04-15 10:48:29,858 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.15ms, fps=1345 images/s, loss=0.2235, top1-acc=93.54%, top5-acc=99.77%, remaining_time=0:00:10.742872, arrival_time=2021-04-15 10:48:40.601814, cost_time=0:00:26.857159 2021-04-15 10:48:31,757 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.86ms, fps=1349 images/s, loss=0.2236, top1-acc=93.52%, top5-acc=99.77%, remaining_time=0:00:08.818430, arrival_time=2021-04-15 10:48:40.576095, cost_time=0:00:28.755819 2021-04-15 10:48:33,654 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.2266, top1-acc=93.39%, top5-acc=99.75%, remaining_time=0:00:06.896952, arrival_time=2021-04-15 10:48:40.551903, cost_time=0:00:30.653176 2021-04-15 10:48:35,552 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.2259, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:04.978324, arrival_time=2021-04-15 10:48:40.530657, cost_time=0:00:32.550554 2021-04-15 10:48:37,449 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.2267, top1-acc=93.39%, top5-acc=99.75%, remaining_time=0:00:03.062064, arrival_time=2021-04-15 10:48:40.511995, cost_time=0:00:34.448146 2021-04-15 10:48:39,346 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=0.98ms, fps=1350 images/s, loss=0.2284, top1-acc=93.31%, top5-acc=99.75%, remaining_time=0:00:01.147740, arrival_time=2021-04-15 10:48:40.494628, cost_time=0:00:36.345128 2021-04-15 10:48:40,367 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=0.94ms, fps=1334 images/s, loss=0.2299, top1-acc=93.30%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 10:48:40.366970, cost_time=0:00:37.365205 2021-04-15 10:48:41,071 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.19ms, fps=3644 images/s, loss=1.1741, top1-acc=69.53%, top5-acc=91.76%, remaining_time=0:00:02.107830, arrival_time=2021-04-15 10:48:43.178991, cost_time=0:00:00.702610 2021-04-15 10:48:41,656 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.10ms, fps=4373 images/s, loss=1.1390, top1-acc=70.51%, top5-acc=92.03%, remaining_time=0:00:01.288260, arrival_time=2021-04-15 10:48:42.945062, cost_time=0:00:01.288263 2021-04-15 10:48:42,242 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.20ms, fps=4374 images/s, loss=1.1400, top1-acc=70.44%, top5-acc=91.98%, remaining_time=0:00:00.624590, arrival_time=2021-04-15 10:48:42.866898, cost_time=0:00:01.873764 2021-04-15 10:48:42,779 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=4322 images/s, loss=1.1232, top1-acc=70.58%, top5-acc=92.04%, remaining_time=0:00:00, arrival_time=2021-04-15 10:48:42.779355, cost_time=0:00:02.410823 2021-04-15 10:48:43,008 INFO : Epoch=0158 complete, best val top1-acc=70.58%, top5-acc=92.04% (epoch=158), remaining_time=0:27:56.018694, arrival_time=2021-04-15 11:16:39.027017, cost_time=1:45:05.022765 2021-04-15 10:48:43,009 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 10:48:45,091 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.20ms, fps=1230 images/s, loss=0.2314, top1-acc=93.05%, top5-acc=99.73%, remaining_time=0:00:38.725386, arrival_time=2021-04-15 10:49:23.817006, cost_time=0:00:02.082007 2021-04-15 10:48:46,998 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.35ms, fps=1343 images/s, loss=0.2221, top1-acc=93.42%, top5-acc=99.77%, remaining_time=0:00:35.100032, arrival_time=2021-04-15 10:49:22.098300, cost_time=0:00:03.988650 2021-04-15 10:48:48,906 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.2244, top1-acc=93.36%, top5-acc=99.75%, remaining_time=0:00:32.627798, arrival_time=2021-04-15 10:49:21.534081, cost_time=0:00:05.896594 2021-04-15 10:48:50,812 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.2234, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:30.432324, arrival_time=2021-04-15 10:49:21.245110, cost_time=0:00:07.803159 2021-04-15 10:48:52,719 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.2242, top1-acc=93.37%, top5-acc=99.74%, remaining_time=0:00:28.351740, arrival_time=2021-04-15 10:49:21.070836, cost_time=0:00:09.709475 2021-04-15 10:48:54,627 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.82ms, fps=1342 images/s, loss=0.2209, top1-acc=93.54%, top5-acc=99.75%, remaining_time=0:00:26.334224, arrival_time=2021-04-15 10:49:20.961974, cost_time=0:00:11.618067 2021-04-15 10:48:56,534 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2194, top1-acc=93.56%, top5-acc=99.77%, remaining_time=0:00:24.344208, arrival_time=2021-04-15 10:49:20.878401, cost_time=0:00:13.524577 2021-04-15 10:48:58,441 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.2178, top1-acc=93.66%, top5-acc=99.78%, remaining_time=0:00:22.375588, arrival_time=2021-04-15 10:49:20.816632, cost_time=0:00:15.431430 2021-04-15 10:49:00,348 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.2173, top1-acc=93.68%, top5-acc=99.78%, remaining_time=0:00:20.420900, arrival_time=2021-04-15 10:49:20.769083, cost_time=0:00:17.338543 2021-04-15 10:49:02,256 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.2156, top1-acc=93.76%, top5-acc=99.79%, remaining_time=0:00:18.476544, arrival_time=2021-04-15 10:49:20.732562, cost_time=0:00:19.246402 2021-04-15 10:49:04,163 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.2166, top1-acc=93.74%, top5-acc=99.79%, remaining_time=0:00:16.538058, arrival_time=2021-04-15 10:49:20.701076, cost_time=0:00:21.153323 2021-04-15 10:49:06,070 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.2160, top1-acc=93.78%, top5-acc=99.79%, remaining_time=0:00:14.605072, arrival_time=2021-04-15 10:49:20.675269, cost_time=0:00:23.060582 2021-04-15 10:49:07,981 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.19ms, fps=1340 images/s, loss=0.2168, top1-acc=93.74%, top5-acc=99.79%, remaining_time=0:00:12.677808, arrival_time=2021-04-15 10:49:20.658905, cost_time=0:00:24.971472 2021-04-15 10:49:09,887 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.2165, top1-acc=93.73%, top5-acc=99.78%, remaining_time=0:00:10.751216, arrival_time=2021-04-15 10:49:20.638939, cost_time=0:00:26.878107 2021-04-15 10:49:11,794 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.2172, top1-acc=93.70%, top5-acc=99.78%, remaining_time=0:00:08.827308, arrival_time=2021-04-15 10:49:20.621653, cost_time=0:00:28.784729 2021-04-15 10:49:13,702 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.2184, top1-acc=93.63%, top5-acc=99.78%, remaining_time=0:00:06.905844, arrival_time=2021-04-15 10:49:20.608188, cost_time=0:00:30.692656 2021-04-15 10:49:15,609 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.2191, top1-acc=93.62%, top5-acc=99.78%, remaining_time=0:00:04.985916, arrival_time=2021-04-15 10:49:20.595789, cost_time=0:00:32.600260 2021-04-15 10:49:17,517 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.2203, top1-acc=93.56%, top5-acc=99.78%, remaining_time=0:00:03.067328, arrival_time=2021-04-15 10:49:20.584300, cost_time=0:00:34.507358 2021-04-15 10:49:19,424 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.2212, top1-acc=93.55%, top5-acc=99.78%, remaining_time=0:00:01.149954, arrival_time=2021-04-15 10:49:20.574808, cost_time=0:00:36.415245 2021-04-15 10:49:20,450 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.00ms, fps=1326 images/s, loss=0.2224, top1-acc=93.52%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 10:49:20.450426, cost_time=0:00:37.440824 2021-04-15 10:49:21,151 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.18ms, fps=3658 images/s, loss=1.1200, top1-acc=72.62%, top5-acc=92.11%, remaining_time=0:00:02.099610, arrival_time=2021-04-15 10:49:23.251458, cost_time=0:00:00.699867 2021-04-15 10:49:21,737 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.20ms, fps=4373 images/s, loss=1.1308, top1-acc=71.56%, top5-acc=92.01%, remaining_time=0:00:01.285640, arrival_time=2021-04-15 10:49:23.023236, cost_time=0:00:01.285637 2021-04-15 10:49:22,328 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.20ms, fps=4337 images/s, loss=1.1531, top1-acc=70.83%, top5-acc=91.74%, remaining_time=0:00:00.625370, arrival_time=2021-04-15 10:49:22.953594, cost_time=0:00:01.876121 2021-04-15 10:49:22,865 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.1811, top1-acc=70.51%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-15 10:49:22.865364, cost_time=0:00:02.413406 2021-04-15 10:49:22,965 INFO : Epoch=0159 complete, best val top1-acc=70.58%, top5-acc=92.04% (epoch=158), remaining_time=0:27:16.126976, arrival_time=2021-04-15 11:16:39.092748, cost_time=1:45:44.980222 2021-04-15 10:49:22,967 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 10:49:25,018 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.73ms, fps=1248 images/s, loss=0.1881, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:38.163480, arrival_time=2021-04-15 10:50:03.182370, cost_time=0:00:02.051795 2021-04-15 10:49:26,926 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.43ms, fps=1342 images/s, loss=0.1948, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:00:34.841664, arrival_time=2021-04-15 10:50:01.768037, cost_time=0:00:03.959276 2021-04-15 10:49:28,835 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.1957, top1-acc=94.61%, top5-acc=99.86%, remaining_time=0:00:32.468604, arrival_time=2021-04-15 10:50:01.303623, cost_time=0:00:05.867821 2021-04-15 10:49:30,742 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.1951, top1-acc=94.65%, top5-acc=99.86%, remaining_time=0:00:30.323436, arrival_time=2021-04-15 10:50:01.065778, cost_time=0:00:07.775241 2021-04-15 10:49:32,650 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.1936, top1-acc=94.66%, top5-acc=99.87%, remaining_time=0:00:28.274214, arrival_time=2021-04-15 10:50:00.924237, cost_time=0:00:09.682928 2021-04-15 10:49:34,557 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.1964, top1-acc=94.52%, top5-acc=99.84%, remaining_time=0:00:26.271120, arrival_time=2021-04-15 10:50:00.828417, cost_time=0:00:11.590202 2021-04-15 10:49:36,466 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.1951, top1-acc=94.54%, top5-acc=99.85%, remaining_time=0:00:24.297840, arrival_time=2021-04-15 10:50:00.763805, cost_time=0:00:13.498793 2021-04-15 10:49:38,372 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.32ms, fps=1343 images/s, loss=0.1967, top1-acc=94.48%, top5-acc=99.85%, remaining_time=0:00:22.338120, arrival_time=2021-04-15 10:50:00.710844, cost_time=0:00:15.405628 2021-04-15 10:49:40,282 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.19ms, fps=1341 images/s, loss=0.1971, top1-acc=94.47%, top5-acc=99.85%, remaining_time=0:00:20.393128, arrival_time=2021-04-15 10:50:00.675172, cost_time=0:00:17.314936 2021-04-15 10:49:42,194 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.25ms, fps=1339 images/s, loss=0.1977, top1-acc=94.45%, top5-acc=99.86%, remaining_time=0:00:18.458016, arrival_time=2021-04-15 10:50:00.652182, cost_time=0:00:19.227070 2021-04-15 10:49:44,101 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1981, top1-acc=94.47%, top5-acc=99.86%, remaining_time=0:00:16.522922, arrival_time=2021-04-15 10:50:00.623938, cost_time=0:00:21.133921 2021-04-15 10:49:46,009 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.31ms, fps=1341 images/s, loss=0.1977, top1-acc=94.49%, top5-acc=99.86%, remaining_time=0:00:14.593672, arrival_time=2021-04-15 10:50:00.603439, cost_time=0:00:23.042670 2021-04-15 10:49:47,917 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.1975, top1-acc=94.50%, top5-acc=99.85%, remaining_time=0:00:12.667116, arrival_time=2021-04-15 10:50:00.584698, cost_time=0:00:24.950413 2021-04-15 10:49:49,824 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.1987, top1-acc=94.44%, top5-acc=99.85%, remaining_time=0:00:10.742872, arrival_time=2021-04-15 10:50:00.567209, cost_time=0:00:26.857242 2021-04-15 10:49:51,730 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.1990, top1-acc=94.41%, top5-acc=99.85%, remaining_time=0:00:08.820730, arrival_time=2021-04-15 10:50:00.551098, cost_time=0:00:28.763273 2021-04-15 10:49:53,637 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.1997, top1-acc=94.36%, top5-acc=99.86%, remaining_time=0:00:06.900948, arrival_time=2021-04-15 10:50:00.538867, cost_time=0:00:30.670812 2021-04-15 10:49:55,544 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.2010, top1-acc=94.29%, top5-acc=99.86%, remaining_time=0:00:04.982458, arrival_time=2021-04-15 10:50:00.527252, cost_time=0:00:32.577693 2021-04-15 10:49:57,453 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.2034, top1-acc=94.20%, top5-acc=99.86%, remaining_time=0:00:03.065392, arrival_time=2021-04-15 10:50:00.518291, cost_time=0:00:34.485635 2021-04-15 10:49:59,362 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.01ms, fps=1341 images/s, loss=0.2050, top1-acc=94.14%, top5-acc=99.86%, remaining_time=0:00:01.149312, arrival_time=2021-04-15 10:50:00.511333, cost_time=0:00:36.394944 2021-04-15 10:50:00,386 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.28ms, fps=1328 images/s, loss=0.2059, top1-acc=94.11%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 10:50:00.386292, cost_time=0:00:37.419207 2021-04-15 10:50:01,084 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.29ms, fps=3674 images/s, loss=1.2506, top1-acc=67.50%, top5-acc=90.90%, remaining_time=0:00:02.090400, arrival_time=2021-04-15 10:50:03.175018, cost_time=0:00:00.696795 2021-04-15 10:50:01,670 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.23ms, fps=4370 images/s, loss=1.2044, top1-acc=69.69%, top5-acc=91.07%, remaining_time=0:00:01.282860, arrival_time=2021-04-15 10:50:02.953540, cost_time=0:00:01.282855 2021-04-15 10:50:02,256 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.19ms, fps=4369 images/s, loss=1.1800, top1-acc=69.86%, top5-acc=91.41%, remaining_time=0:00:00.623040, arrival_time=2021-04-15 10:50:02.879969, cost_time=0:00:01.869113 2021-04-15 10:50:02,794 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.05ms, fps=4320 images/s, loss=1.1840, top1-acc=69.77%, top5-acc=91.39%, remaining_time=0:00:00, arrival_time=2021-04-15 10:50:02.794266, cost_time=0:00:02.406449 2021-04-15 10:50:02,896 INFO : Epoch=0160 complete, best val top1-acc=70.58%, top5-acc=92.04% (epoch=158), remaining_time=0:26:36.227680, arrival_time=2021-04-15 11:16:39.124025, cost_time=1:46:24.910796 2021-04-15 10:50:02,897 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 10:50:04,973 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.36ms, fps=1233 images/s, loss=0.1858, top1-acc=95.12%, top5-acc=99.88%, remaining_time=0:00:38.613600, arrival_time=2021-04-15 10:50:43.587221, cost_time=0:00:02.075995 2021-04-15 10:50:06,870 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.30ms, fps=1350 images/s, loss=0.1835, top1-acc=95.18%, top5-acc=99.90%, remaining_time=0:00:34.956768, arrival_time=2021-04-15 10:50:41.826745, cost_time=0:00:03.972353 2021-04-15 10:50:08,771 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.22ms, fps=1346 images/s, loss=0.1788, top1-acc=95.30%, top5-acc=99.90%, remaining_time=0:00:32.503796, arrival_time=2021-04-15 10:50:41.275664, cost_time=0:00:05.874169 2021-04-15 10:50:10,668 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.1767, top1-acc=95.28%, top5-acc=99.90%, remaining_time=0:00:30.307680, arrival_time=2021-04-15 10:50:40.976501, cost_time=0:00:07.771193 2021-04-15 10:50:12,566 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.1767, top1-acc=95.24%, top5-acc=99.90%, remaining_time=0:00:28.232166, arrival_time=2021-04-15 10:50:40.798320, cost_time=0:00:09.668529 2021-04-15 10:50:14,463 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.1780, top1-acc=95.07%, top5-acc=99.90%, remaining_time=0:00:26.216584, arrival_time=2021-04-15 10:50:40.680351, cost_time=0:00:11.566135 2021-04-15 10:50:16,364 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.1775, top1-acc=95.10%, top5-acc=99.88%, remaining_time=0:00:24.240762, arrival_time=2021-04-15 10:50:40.605525, cost_time=0:00:13.467056 2021-04-15 10:50:18,261 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.1809, top1-acc=95.05%, top5-acc=99.86%, remaining_time=0:00:22.278032, arrival_time=2021-04-15 10:50:40.539805, cost_time=0:00:15.364151 2021-04-15 10:50:20,158 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.1797, top1-acc=95.11%, top5-acc=99.87%, remaining_time=0:00:20.329104, arrival_time=2021-04-15 10:50:40.487306, cost_time=0:00:17.260577 2021-04-15 10:50:22,056 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.1807, top1-acc=95.04%, top5-acc=99.87%, remaining_time=0:00:18.392256, arrival_time=2021-04-15 10:50:40.448522, cost_time=0:00:19.158629 2021-04-15 10:50:23,954 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.1821, top1-acc=94.94%, top5-acc=99.87%, remaining_time=0:00:16.462292, arrival_time=2021-04-15 10:50:40.416370, cost_time=0:00:21.056378 2021-04-15 10:50:25,851 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.1819, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:14.537280, arrival_time=2021-04-15 10:50:40.388509, cost_time=0:00:22.953605 2021-04-15 10:50:27,748 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.1821, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:12.616494, arrival_time=2021-04-15 10:50:40.364840, cost_time=0:00:24.850722 2021-04-15 10:50:29,646 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.1824, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:10.699584, arrival_time=2021-04-15 10:50:40.346169, cost_time=0:00:26.748949 2021-04-15 10:50:31,546 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.1839, top1-acc=94.92%, top5-acc=99.89%, remaining_time=0:00:08.785678, arrival_time=2021-04-15 10:50:40.332258, cost_time=0:00:28.648959 2021-04-15 10:50:33,443 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.1855, top1-acc=94.86%, top5-acc=99.89%, remaining_time=0:00:06.872904, arrival_time=2021-04-15 10:50:40.316807, cost_time=0:00:30.546278 2021-04-15 10:50:35,342 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.1861, top1-acc=94.83%, top5-acc=99.89%, remaining_time=0:00:04.962152, arrival_time=2021-04-15 10:50:40.304633, cost_time=0:00:32.444782 2021-04-15 10:50:37,240 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.1874, top1-acc=94.77%, top5-acc=99.89%, remaining_time=0:00:03.052720, arrival_time=2021-04-15 10:50:40.293538, cost_time=0:00:34.343186 2021-04-15 10:50:39,139 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.1894, top1-acc=94.72%, top5-acc=99.89%, remaining_time=0:00:01.144494, arrival_time=2021-04-15 10:50:40.284332, cost_time=0:00:36.242220 2021-04-15 10:50:40,158 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.94ms, fps=1336 images/s, loss=0.1901, top1-acc=94.68%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 10:50:40.158198, cost_time=0:00:37.260592 2021-04-15 10:50:40,858 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.23ms, fps=3662 images/s, loss=1.1062, top1-acc=71.33%, top5-acc=92.38%, remaining_time=0:00:02.097150, arrival_time=2021-04-15 10:50:42.955918, cost_time=0:00:00.699049 2021-04-15 10:50:41,444 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.07ms, fps=4371 images/s, loss=1.1276, top1-acc=70.74%, top5-acc=92.03%, remaining_time=0:00:01.285040, arrival_time=2021-04-15 10:50:42.729810, cost_time=0:00:01.285049 2021-04-15 10:50:42,030 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.11ms, fps=4370 images/s, loss=1.1080, top1-acc=71.05%, top5-acc=92.11%, remaining_time=0:00:00.623710, arrival_time=2021-04-15 10:50:42.654540, cost_time=0:00:01.871121 2021-04-15 10:50:42,567 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.1140, top1-acc=70.90%, top5-acc=92.25%, remaining_time=0:00:00, arrival_time=2021-04-15 10:50:42.567477, cost_time=0:00:02.407775 2021-04-15 10:50:42,825 INFO : Epoch=0161 complete, best val top1-acc=70.90%, top5-acc=92.25% (epoch=161), remaining_time=0:25:56.327799, arrival_time=2021-04-15 11:16:39.153688, cost_time=1:47:04.840326 2021-04-15 10:50:42,827 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 10:50:44,905 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.26ms, fps=1232 images/s, loss=0.1639, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:38.660472, arrival_time=2021-04-15 10:51:23.566216, cost_time=0:00:02.078517 2021-04-15 10:50:46,813 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.54ms, fps=1342 images/s, loss=0.1731, top1-acc=95.21%, top5-acc=99.88%, remaining_time=0:00:35.076976, arrival_time=2021-04-15 10:51:21.890164, cost_time=0:00:03.986029 2021-04-15 10:50:48,719 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.1709, top1-acc=95.64%, top5-acc=99.90%, remaining_time=0:00:32.605886, arrival_time=2021-04-15 10:51:21.325674, cost_time=0:00:05.892632 2021-04-15 10:50:50,629 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=0.1719, top1-acc=95.58%, top5-acc=99.89%, remaining_time=0:00:30.426864, arrival_time=2021-04-15 10:51:21.055832, cost_time=0:00:07.801742 2021-04-15 10:50:52,535 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.1751, top1-acc=95.43%, top5-acc=99.87%, remaining_time=0:00:28.348966, arrival_time=2021-04-15 10:51:20.884664, cost_time=0:00:09.708541 2021-04-15 10:50:54,443 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.1743, top1-acc=95.47%, top5-acc=99.87%, remaining_time=0:00:26.329192, arrival_time=2021-04-15 10:51:20.772158, cost_time=0:00:11.615812 2021-04-15 10:50:56,353 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.16ms, fps=1340 images/s, loss=0.1758, top1-acc=95.40%, top5-acc=99.86%, remaining_time=0:00:24.346728, arrival_time=2021-04-15 10:51:20.699829, cost_time=0:00:13.525936 2021-04-15 10:50:58,260 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1760, top1-acc=95.40%, top5-acc=99.87%, remaining_time=0:00:22.377560, arrival_time=2021-04-15 10:51:20.637727, cost_time=0:00:15.432821 2021-04-15 10:51:00,167 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1776, top1-acc=95.27%, top5-acc=99.86%, remaining_time=0:00:20.422702, arrival_time=2021-04-15 10:51:20.589924, cost_time=0:00:17.340066 2021-04-15 10:51:02,075 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.1781, top1-acc=95.22%, top5-acc=99.86%, remaining_time=0:00:18.477888, arrival_time=2021-04-15 10:51:20.552849, cost_time=0:00:19.247807 2021-04-15 10:51:03,982 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.1796, top1-acc=95.18%, top5-acc=99.85%, remaining_time=0:00:16.539606, arrival_time=2021-04-15 10:51:20.522048, cost_time=0:00:21.155280 2021-04-15 10:51:05,888 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.1800, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:14.605756, arrival_time=2021-04-15 10:51:20.494584, cost_time=0:00:23.061674 2021-04-15 10:51:07,796 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.28ms, fps=1342 images/s, loss=0.1796, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:12.676620, arrival_time=2021-04-15 10:51:20.472882, cost_time=0:00:24.969107 2021-04-15 10:51:09,704 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.1788, top1-acc=95.15%, top5-acc=99.87%, remaining_time=0:00:10.750824, arrival_time=2021-04-15 10:51:20.455051, cost_time=0:00:26.876999 2021-04-15 10:51:11,610 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.20ms, fps=1344 images/s, loss=0.1786, top1-acc=95.13%, top5-acc=99.87%, remaining_time=0:00:08.826756, arrival_time=2021-04-15 10:51:20.436847, cost_time=0:00:28.782944 2021-04-15 10:51:13,507 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.41ms, fps=1349 images/s, loss=0.1796, top1-acc=95.08%, top5-acc=99.87%, remaining_time=0:00:06.903108, arrival_time=2021-04-15 10:51:20.410722, cost_time=0:00:30.680461 2021-04-15 10:51:15,405 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.50ms, fps=1349 images/s, loss=0.1803, top1-acc=95.04%, top5-acc=99.87%, remaining_time=0:00:04.982484, arrival_time=2021-04-15 10:51:20.387466, cost_time=0:00:32.577810 2021-04-15 10:51:17,305 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.17ms, fps=1347 images/s, loss=0.1813, top1-acc=95.01%, top5-acc=99.87%, remaining_time=0:00:03.064752, arrival_time=2021-04-15 10:51:20.370289, cost_time=0:00:34.478387 2021-04-15 10:51:19,202 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=0.98ms, fps=1350 images/s, loss=0.1822, top1-acc=94.96%, top5-acc=99.87%, remaining_time=0:00:01.148706, arrival_time=2021-04-15 10:51:20.351538, cost_time=0:00:36.375696 2021-04-15 10:51:20,221 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.1837, top1-acc=94.92%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 10:51:20.221911, cost_time=0:00:37.394776 2021-04-15 10:51:20,918 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.24ms, fps=3682 images/s, loss=1.1196, top1-acc=71.99%, top5-acc=92.50%, remaining_time=0:00:02.085870, arrival_time=2021-04-15 10:51:23.004623, cost_time=0:00:00.695291 2021-04-15 10:51:21,505 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.11ms, fps=4369 images/s, loss=1.1273, top1-acc=71.15%, top5-acc=92.09%, remaining_time=0:00:01.281600, arrival_time=2021-04-15 10:51:22.786646, cost_time=0:00:01.281603 2021-04-15 10:51:22,090 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.23ms, fps=4374 images/s, loss=1.1544, top1-acc=70.73%, top5-acc=91.95%, remaining_time=0:00:00.622390, arrival_time=2021-04-15 10:51:22.712999, cost_time=0:00:01.867159 2021-04-15 10:51:22,626 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=4328 images/s, loss=1.1337, top1-acc=70.95%, top5-acc=91.96%, remaining_time=0:00:00, arrival_time=2021-04-15 10:51:22.626934, cost_time=0:00:02.403500 2021-04-15 10:51:22,804 INFO : Epoch=0162 complete, best val top1-acc=70.95%, top5-acc=91.96% (epoch=162), remaining_time=0:25:16.439058, arrival_time=2021-04-15 11:16:39.243738, cost_time=1:47:44.819117 2021-04-15 10:51:22,805 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 10:51:24,887 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.28ms, fps=1230 images/s, loss=0.1732, top1-acc=95.27%, top5-acc=99.84%, remaining_time=0:00:38.716830, arrival_time=2021-04-15 10:52:03.604402, cost_time=0:00:02.081549 2021-04-15 10:51:26,784 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1712, top1-acc=95.55%, top5-acc=99.86%, remaining_time=0:00:35.012736, arrival_time=2021-04-15 10:52:01.797416, cost_time=0:00:03.978715 2021-04-15 10:51:28,692 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.1675, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:32.569366, arrival_time=2021-04-15 10:52:01.261379, cost_time=0:00:05.886041 2021-04-15 10:51:30,600 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.1668, top1-acc=95.61%, top5-acc=99.90%, remaining_time=0:00:30.396600, arrival_time=2021-04-15 10:52:00.996619, cost_time=0:00:07.793985 2021-04-15 10:51:32,507 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.1671, top1-acc=95.57%, top5-acc=99.92%, remaining_time=0:00:28.327650, arrival_time=2021-04-15 10:52:00.834866, cost_time=0:00:09.701258 2021-04-15 10:51:34,413 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1669, top1-acc=95.53%, top5-acc=99.92%, remaining_time=0:00:26.311104, arrival_time=2021-04-15 10:52:00.724927, cost_time=0:00:11.607863 2021-04-15 10:51:36,312 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.1669, top1-acc=95.48%, top5-acc=99.93%, remaining_time=0:00:24.312582, arrival_time=2021-04-15 10:52:00.625511, cost_time=0:00:13.506961 2021-04-15 10:51:38,224 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.20ms, fps=1340 images/s, loss=0.1676, top1-acc=95.48%, top5-acc=99.93%, remaining_time=0:00:22.356680, arrival_time=2021-04-15 10:52:00.581114, cost_time=0:00:15.418405 2021-04-15 10:51:40,131 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1687, top1-acc=95.39%, top5-acc=99.93%, remaining_time=0:00:20.405530, arrival_time=2021-04-15 10:52:00.536923, cost_time=0:00:17.325433 2021-04-15 10:51:42,037 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1689, top1-acc=95.39%, top5-acc=99.93%, remaining_time=0:00:18.462144, arrival_time=2021-04-15 10:52:00.499521, cost_time=0:00:19.231415 2021-04-15 10:51:43,945 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.1692, top1-acc=95.35%, top5-acc=99.94%, remaining_time=0:00:16.527050, arrival_time=2021-04-15 10:52:00.472223, cost_time=0:00:21.139206 2021-04-15 10:51:45,849 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.30ms, fps=1344 images/s, loss=0.1689, top1-acc=95.36%, top5-acc=99.93%, remaining_time=0:00:14.594432, arrival_time=2021-04-15 10:52:00.444219, cost_time=0:00:23.043835 2021-04-15 10:51:47,748 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.39ms, fps=1348 images/s, loss=0.1687, top1-acc=95.35%, top5-acc=99.93%, remaining_time=0:00:12.663156, arrival_time=2021-04-15 10:52:00.411743, cost_time=0:00:24.942633 2021-04-15 10:51:49,647 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.44ms, fps=1348 images/s, loss=0.1686, top1-acc=95.35%, top5-acc=99.93%, remaining_time=0:00:10.736544, arrival_time=2021-04-15 10:52:00.383958, cost_time=0:00:26.841388 2021-04-15 10:51:51,545 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.31ms, fps=1349 images/s, loss=0.1687, top1-acc=95.34%, top5-acc=99.93%, remaining_time=0:00:08.813370, arrival_time=2021-04-15 10:52:00.358588, cost_time=0:00:28.739265 2021-04-15 10:51:53,443 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.1702, top1-acc=95.32%, top5-acc=99.92%, remaining_time=0:00:06.893388, arrival_time=2021-04-15 10:52:00.336661, cost_time=0:00:30.637273 2021-04-15 10:51:55,342 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.1700, top1-acc=95.34%, top5-acc=99.92%, remaining_time=0:00:04.976114, arrival_time=2021-04-15 10:52:00.318135, cost_time=0:00:32.536068 2021-04-15 10:51:57,240 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.1703, top1-acc=95.31%, top5-acc=99.92%, remaining_time=0:00:03.060864, arrival_time=2021-04-15 10:52:00.301466, cost_time=0:00:34.434644 2021-04-15 10:51:59,139 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.1712, top1-acc=95.28%, top5-acc=99.92%, remaining_time=0:00:01.147362, arrival_time=2021-04-15 10:52:00.286343, cost_time=0:00:36.333040 2021-04-15 10:52:00,158 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.10ms, fps=1334 images/s, loss=0.1718, top1-acc=95.28%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 10:52:00.158595, cost_time=0:00:37.352655 2021-04-15 10:52:00,856 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.17ms, fps=3677 images/s, loss=1.0772, top1-acc=71.25%, top5-acc=92.81%, remaining_time=0:00:02.088720, arrival_time=2021-04-15 10:52:02.945064, cost_time=0:00:00.696236 2021-04-15 10:52:01,443 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.17ms, fps=4364 images/s, loss=1.0913, top1-acc=71.70%, top5-acc=92.44%, remaining_time=0:00:01.283220, arrival_time=2021-04-15 10:52:02.726545, cost_time=0:00:01.283224 2021-04-15 10:52:02,030 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.24ms, fps=4361 images/s, loss=1.1159, top1-acc=71.11%, top5-acc=92.49%, remaining_time=0:00:00.623490, arrival_time=2021-04-15 10:52:02.654074, cost_time=0:00:01.870481 2021-04-15 10:52:02,568 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=4319 images/s, loss=1.1180, top1-acc=71.26%, top5-acc=92.36%, remaining_time=0:00:00, arrival_time=2021-04-15 10:52:02.568057, cost_time=0:00:02.407974 2021-04-15 10:52:02,770 INFO : Epoch=0163 complete, best val top1-acc=71.26%, top5-acc=92.36% (epoch=163), remaining_time=0:24:36.546272, arrival_time=2021-04-15 11:16:39.316811, cost_time=1:48:24.784976 2021-04-15 10:52:02,771 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 10:52:04,838 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.17ms, fps=1239 images/s, loss=0.1504, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:38.430762, arrival_time=2021-04-15 10:52:43.268812, cost_time=0:00:02.066169 2021-04-15 10:52:06,735 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.1506, top1-acc=95.84%, top5-acc=99.98%, remaining_time=0:00:34.877216, arrival_time=2021-04-15 10:52:41.612338, cost_time=0:00:03.963310 2021-04-15 10:52:08,632 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.1488, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:32.426440, arrival_time=2021-04-15 10:52:41.058429, cost_time=0:00:05.860195 2021-04-15 10:52:10,531 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.1471, top1-acc=96.08%, top5-acc=99.95%, remaining_time=0:00:30.261192, arrival_time=2021-04-15 10:52:40.792337, cost_time=0:00:07.759279 2021-04-15 10:52:12,428 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.1487, top1-acc=96.02%, top5-acc=99.95%, remaining_time=0:00:28.197856, arrival_time=2021-04-15 10:52:40.626472, cost_time=0:00:09.656823 2021-04-15 10:52:14,325 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.1470, top1-acc=96.11%, top5-acc=99.95%, remaining_time=0:00:26.188160, arrival_time=2021-04-15 10:52:40.513535, cost_time=0:00:11.553575 2021-04-15 10:52:16,222 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1468, top1-acc=96.10%, top5-acc=99.96%, remaining_time=0:00:24.211152, arrival_time=2021-04-15 10:52:40.433593, cost_time=0:00:13.450633 2021-04-15 10:52:18,118 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1505, top1-acc=96.00%, top5-acc=99.94%, remaining_time=0:00:22.252744, arrival_time=2021-04-15 10:52:40.371253, cost_time=0:00:15.346714 2021-04-15 10:52:20,014 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.1503, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:00:20.308434, arrival_time=2021-04-15 10:52:40.323267, cost_time=0:00:17.243036 2021-04-15 10:52:21,911 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.1519, top1-acc=95.90%, top5-acc=99.93%, remaining_time=0:00:18.374304, arrival_time=2021-04-15 10:52:40.286030, cost_time=0:00:19.139925 2021-04-15 10:52:23,809 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1514, top1-acc=95.91%, top5-acc=99.93%, remaining_time=0:00:16.447500, arrival_time=2021-04-15 10:52:40.256858, cost_time=0:00:21.037485 2021-04-15 10:52:25,705 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1517, top1-acc=95.91%, top5-acc=99.93%, remaining_time=0:00:14.524968, arrival_time=2021-04-15 10:52:40.230891, cost_time=0:00:22.934128 2021-04-15 10:52:27,603 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.42ms, fps=1349 images/s, loss=0.1527, top1-acc=95.87%, top5-acc=99.92%, remaining_time=0:00:12.606990, arrival_time=2021-04-15 10:52:40.210767, cost_time=0:00:24.831974 2021-04-15 10:52:29,503 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.12ms, fps=1348 images/s, loss=0.1541, top1-acc=95.83%, top5-acc=99.92%, remaining_time=0:00:10.692528, arrival_time=2021-04-15 10:52:40.195591, cost_time=0:00:26.731263 2021-04-15 10:52:31,400 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.1553, top1-acc=95.79%, top5-acc=99.91%, remaining_time=0:00:08.779422, arrival_time=2021-04-15 10:52:40.179806, cost_time=0:00:28.628586 2021-04-15 10:52:33,299 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.1568, top1-acc=95.73%, top5-acc=99.91%, remaining_time=0:00:06.868656, arrival_time=2021-04-15 10:52:40.167915, cost_time=0:00:30.527364 2021-04-15 10:52:35,196 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.1577, top1-acc=95.69%, top5-acc=99.91%, remaining_time=0:00:04.959136, arrival_time=2021-04-15 10:52:40.156031, cost_time=0:00:32.425095 2021-04-15 10:52:37,093 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.1588, top1-acc=95.66%, top5-acc=99.91%, remaining_time=0:00:03.050800, arrival_time=2021-04-15 10:52:40.144165, cost_time=0:00:34.321566 2021-04-15 10:52:38,990 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.00ms, fps=1350 images/s, loss=0.1604, top1-acc=95.62%, top5-acc=99.90%, remaining_time=0:00:01.143744, arrival_time=2021-04-15 10:52:40.134035, cost_time=0:00:36.218492 2021-04-15 10:52:40,008 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.96ms, fps=1336 images/s, loss=0.1606, top1-acc=95.63%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 10:52:40.008936, cost_time=0:00:37.237149 2021-04-15 10:52:40,705 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.31ms, fps=3683 images/s, loss=1.1484, top1-acc=70.94%, top5-acc=91.80%, remaining_time=0:00:02.084940, arrival_time=2021-04-15 10:52:42.790439, cost_time=0:00:00.694985 2021-04-15 10:52:41,291 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.17ms, fps=4371 images/s, loss=1.0995, top1-acc=71.66%, top5-acc=92.07%, remaining_time=0:00:01.280980, arrival_time=2021-04-15 10:52:42.572444, cost_time=0:00:01.280979 2021-04-15 10:52:41,880 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.29ms, fps=4351 images/s, loss=1.1002, top1-acc=71.73%, top5-acc=92.16%, remaining_time=0:00:00.623230, arrival_time=2021-04-15 10:52:42.503407, cost_time=0:00:01.869688 2021-04-15 10:52:42,418 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.05ms, fps=4313 images/s, loss=1.1387, top1-acc=71.37%, top5-acc=91.86%, remaining_time=0:00:00, arrival_time=2021-04-15 10:52:42.418450, cost_time=0:00:02.407896 2021-04-15 10:52:42,608 INFO : Epoch=0164 complete, best val top1-acc=71.37%, top5-acc=91.86% (epoch=164), remaining_time=0:23:56.624640, arrival_time=2021-04-15 11:16:39.233564, cost_time=1:49:04.623360 2021-04-15 10:52:42,610 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 10:52:44,692 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.15ms, fps=1229 images/s, loss=0.1527, top1-acc=95.86%, top5-acc=99.88%, remaining_time=0:00:38.730408, arrival_time=2021-04-15 10:53:23.422996, cost_time=0:00:02.082278 2021-04-15 10:52:46,589 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1570, top1-acc=95.49%, top5-acc=99.88%, remaining_time=0:00:35.016960, arrival_time=2021-04-15 10:53:21.606478, cost_time=0:00:03.979210 2021-04-15 10:52:48,488 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.1516, top1-acc=95.81%, top5-acc=99.91%, remaining_time=0:00:32.522222, arrival_time=2021-04-15 10:53:21.010171, cost_time=0:00:05.877521 2021-04-15 10:52:50,390 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.14ms, fps=1346 images/s, loss=0.1530, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:30.342000, arrival_time=2021-04-15 10:53:20.732318, cost_time=0:00:07.780010 2021-04-15 10:52:52,287 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1516, top1-acc=95.86%, top5-acc=99.93%, remaining_time=0:00:28.255818, arrival_time=2021-04-15 10:53:20.542792, cost_time=0:00:09.676666 2021-04-15 10:52:54,183 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.1493, top1-acc=95.99%, top5-acc=99.93%, remaining_time=0:00:26.233448, arrival_time=2021-04-15 10:53:20.417362, cost_time=0:00:11.573602 2021-04-15 10:52:56,081 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1507, top1-acc=95.97%, top5-acc=99.92%, remaining_time=0:00:24.248070, arrival_time=2021-04-15 10:53:20.329616, cost_time=0:00:13.471169 2021-04-15 10:52:57,978 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.1501, top1-acc=96.00%, top5-acc=99.93%, remaining_time=0:00:22.283716, arrival_time=2021-04-15 10:53:20.262099, cost_time=0:00:15.368077 2021-04-15 10:52:59,875 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.37ms, fps=1350 images/s, loss=0.1516, top1-acc=95.90%, top5-acc=99.94%, remaining_time=0:00:20.334722, arrival_time=2021-04-15 10:53:20.210370, cost_time=0:00:17.265332 2021-04-15 10:53:01,772 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.1519, top1-acc=95.85%, top5-acc=99.93%, remaining_time=0:00:18.395328, arrival_time=2021-04-15 10:53:20.167393, cost_time=0:00:19.161750 2021-04-15 10:53:03,668 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1532, top1-acc=95.78%, top5-acc=99.93%, remaining_time=0:00:16.463926, arrival_time=2021-04-15 10:53:20.132693, cost_time=0:00:21.058460 2021-04-15 10:53:05,565 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.1539, top1-acc=95.72%, top5-acc=99.93%, remaining_time=0:00:14.538420, arrival_time=2021-04-15 10:53:20.104125, cost_time=0:00:22.955396 2021-04-15 10:53:07,463 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1549, top1-acc=95.71%, top5-acc=99.92%, remaining_time=0:00:12.617616, arrival_time=2021-04-15 10:53:20.080858, cost_time=0:00:24.852867 2021-04-15 10:53:09,359 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.14ms, fps=1351 images/s, loss=0.1548, top1-acc=95.71%, top5-acc=99.93%, remaining_time=0:00:10.699528, arrival_time=2021-04-15 10:53:20.058708, cost_time=0:00:26.748873 2021-04-15 10:53:11,255 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1543, top1-acc=95.75%, top5-acc=99.93%, remaining_time=0:00:08.784528, arrival_time=2021-04-15 10:53:20.039990, cost_time=0:00:28.645151 2021-04-15 10:53:13,153 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.1532, top1-acc=95.79%, top5-acc=99.93%, remaining_time=0:00:06.872112, arrival_time=2021-04-15 10:53:20.025096, cost_time=0:00:30.542665 2021-04-15 10:53:15,049 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.1536, top1-acc=95.79%, top5-acc=99.93%, remaining_time=0:00:04.961320, arrival_time=2021-04-15 10:53:20.010985, cost_time=0:00:32.439357 2021-04-15 10:53:16,946 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.1548, top1-acc=95.77%, top5-acc=99.92%, remaining_time=0:00:03.052128, arrival_time=2021-04-15 10:53:19.998878, cost_time=0:00:34.336438 2021-04-15 10:53:18,845 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.01ms, fps=1349 images/s, loss=0.1549, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:01.144260, arrival_time=2021-04-15 10:53:19.989431, cost_time=0:00:36.234809 2021-04-15 10:53:19,863 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=0.96ms, fps=1336 images/s, loss=0.1551, top1-acc=95.77%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 10:53:19.863806, cost_time=0:00:37.253514 2021-04-15 10:53:20,563 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.25ms, fps=3668 images/s, loss=1.0729, top1-acc=72.30%, top5-acc=93.44%, remaining_time=0:00:02.094000, arrival_time=2021-04-15 10:53:22.657350, cost_time=0:00:00.697999 2021-04-15 10:53:21,150 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.12ms, fps=4366 images/s, loss=1.0906, top1-acc=71.84%, top5-acc=92.99%, remaining_time=0:00:01.284680, arrival_time=2021-04-15 10:53:22.434691, cost_time=0:00:01.284685 2021-04-15 10:53:21,735 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.24ms, fps=4372 images/s, loss=1.1211, top1-acc=71.43%, top5-acc=92.59%, remaining_time=0:00:00.623500, arrival_time=2021-04-15 10:53:22.359339, cost_time=0:00:01.870507 2021-04-15 10:53:22,272 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.1327, top1-acc=71.05%, top5-acc=92.36%, remaining_time=0:00:00, arrival_time=2021-04-15 10:53:22.272485, cost_time=0:00:02.407145 2021-04-15 10:53:22,372 INFO : Epoch=0165 complete, best val top1-acc=71.37%, top5-acc=91.86% (epoch=164), remaining_time=0:23:16.688160, arrival_time=2021-04-15 11:16:39.060737, cost_time=1:49:44.387025 2021-04-15 10:53:22,373 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 10:53:24,426 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.15ms, fps=1247 images/s, loss=0.1424, top1-acc=96.29%, top5-acc=100.00%, remaining_time=0:00:38.182638, arrival_time=2021-04-15 10:54:02.609495, cost_time=0:00:02.052830 2021-04-15 10:53:26,329 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.18ms, fps=1346 images/s, loss=0.1427, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:34.809808, arrival_time=2021-04-15 10:54:01.139311, cost_time=0:00:03.955664 2021-04-15 10:53:28,227 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1455, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:32.388260, arrival_time=2021-04-15 10:54:00.615398, cost_time=0:00:05.853300 2021-04-15 10:53:30,123 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.28ms, fps=1350 images/s, loss=0.1458, top1-acc=96.30%, top5-acc=99.95%, remaining_time=0:00:30.225000, arrival_time=2021-04-15 10:54:00.348870, cost_time=0:00:07.750017 2021-04-15 10:53:32,022 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1435, top1-acc=96.34%, top5-acc=99.95%, remaining_time=0:00:28.173328, arrival_time=2021-04-15 10:54:00.195670, cost_time=0:00:09.648423 2021-04-15 10:53:33,919 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1434, top1-acc=96.30%, top5-acc=99.95%, remaining_time=0:00:26.169256, arrival_time=2021-04-15 10:54:00.088360, cost_time=0:00:11.545264 2021-04-15 10:53:35,815 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1426, top1-acc=96.30%, top5-acc=99.95%, remaining_time=0:00:24.195528, arrival_time=2021-04-15 10:54:00.011315, cost_time=0:00:13.441946 2021-04-15 10:53:37,713 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.1407, top1-acc=96.38%, top5-acc=99.96%, remaining_time=0:00:22.242652, arrival_time=2021-04-15 10:53:59.956260, cost_time=0:00:15.339761 2021-04-15 10:53:39,612 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.1411, top1-acc=96.38%, top5-acc=99.95%, remaining_time=0:00:20.303134, arrival_time=2021-04-15 10:53:59.915555, cost_time=0:00:17.238509 2021-04-15 10:53:41,509 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1414, top1-acc=96.37%, top5-acc=99.95%, remaining_time=0:00:18.369984, arrival_time=2021-04-15 10:53:59.879254, cost_time=0:00:19.135428 2021-04-15 10:53:43,406 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1419, top1-acc=96.35%, top5-acc=99.95%, remaining_time=0:00:16.443716, arrival_time=2021-04-15 10:53:59.850216, cost_time=0:00:21.032661 2021-04-15 10:53:45,304 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.1414, top1-acc=96.38%, top5-acc=99.94%, remaining_time=0:00:14.522384, arrival_time=2021-04-15 10:53:59.826386, cost_time=0:00:22.930139 2021-04-15 10:53:47,201 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.1403, top1-acc=96.40%, top5-acc=99.95%, remaining_time=0:00:12.604878, arrival_time=2021-04-15 10:53:59.806507, cost_time=0:00:24.827790 2021-04-15 10:53:49,098 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.1406, top1-acc=96.39%, top5-acc=99.94%, remaining_time=0:00:10.689952, arrival_time=2021-04-15 10:53:59.788626, cost_time=0:00:26.724833 2021-04-15 10:53:50,996 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.1403, top1-acc=96.40%, top5-acc=99.95%, remaining_time=0:00:08.777582, arrival_time=2021-04-15 10:53:59.774064, cost_time=0:00:28.622564 2021-04-15 10:53:52,892 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.1404, top1-acc=96.41%, top5-acc=99.95%, remaining_time=0:00:06.866784, arrival_time=2021-04-15 10:53:59.759643, cost_time=0:00:30.519016 2021-04-15 10:53:54,789 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.1399, top1-acc=96.44%, top5-acc=99.95%, remaining_time=0:00:04.957654, arrival_time=2021-04-15 10:53:59.746939, cost_time=0:00:32.415440 2021-04-15 10:53:56,686 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.1409, top1-acc=96.40%, top5-acc=99.95%, remaining_time=0:00:03.050032, arrival_time=2021-04-15 10:53:59.736719, cost_time=0:00:34.312825 2021-04-15 10:53:58,583 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=0.99ms, fps=1350 images/s, loss=0.1417, top1-acc=96.37%, top5-acc=99.95%, remaining_time=0:00:01.143474, arrival_time=2021-04-15 10:53:59.727357, cost_time=0:00:36.210054 2021-04-15 10:53:59,602 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=0.95ms, fps=1336 images/s, loss=0.1418, top1-acc=96.36%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 10:53:59.602228, cost_time=0:00:37.228402 2021-04-15 10:54:00,335 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=2.07ms, fps=3501 images/s, loss=1.1001, top1-acc=71.95%, top5-acc=91.68%, remaining_time=0:00:02.193540, arrival_time=2021-04-15 10:54:02.528504, cost_time=0:00:00.731181 2021-04-15 10:54:00,920 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.13ms, fps=4377 images/s, loss=1.1120, top1-acc=71.80%, top5-acc=91.89%, remaining_time=0:00:01.316360, arrival_time=2021-04-15 10:54:02.236480, cost_time=0:00:01.316352 2021-04-15 10:54:01,505 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.10ms, fps=4374 images/s, loss=1.1033, top1-acc=72.01%, top5-acc=91.94%, remaining_time=0:00:00.633990, arrival_time=2021-04-15 10:54:02.139717, cost_time=0:00:01.901968 2021-04-15 10:54:02,042 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.0955, top1-acc=72.03%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-15 10:54:02.042593, cost_time=0:00:02.438843 2021-04-15 10:54:02,245 INFO : Epoch=0166 complete, best val top1-acc=72.03%, top5-acc=92.15% (epoch=166), remaining_time=0:22:36.776086, arrival_time=2021-04-15 11:16:39.021347, cost_time=1:50:24.259699 2021-04-15 10:54:02,246 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 10:54:04,317 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.42ms, fps=1236 images/s, loss=0.1271, top1-acc=96.99%, top5-acc=100.00%, remaining_time=0:00:38.517996, arrival_time=2021-04-15 10:54:42.835391, cost_time=0:00:02.070858 2021-04-15 10:54:06,226 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.1264, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:00:35.024880, arrival_time=2021-04-15 10:54:41.251589, cost_time=0:00:03.980105 2021-04-15 10:54:08,133 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.1251, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:32.571690, arrival_time=2021-04-15 10:54:40.704665, cost_time=0:00:05.886444 2021-04-15 10:54:10,039 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.1240, top1-acc=97.14%, top5-acc=99.98%, remaining_time=0:00:30.394260, arrival_time=2021-04-15 10:54:40.434210, cost_time=0:00:07.793415 2021-04-15 10:54:11,947 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.1216, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:28.327650, arrival_time=2021-04-15 10:54:40.275460, cost_time=0:00:09.701270 2021-04-15 10:54:13,854 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.1222, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:26.311240, arrival_time=2021-04-15 10:54:40.165679, cost_time=0:00:11.607898 2021-04-15 10:54:15,762 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.1228, top1-acc=97.13%, top5-acc=99.94%, remaining_time=0:00:24.327954, arrival_time=2021-04-15 10:54:40.090031, cost_time=0:00:13.515537 2021-04-15 10:54:17,672 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=0.1234, top1-acc=97.11%, top5-acc=99.95%, remaining_time=0:00:22.367700, arrival_time=2021-04-15 10:54:40.040351, cost_time=0:00:15.426031 2021-04-15 10:54:19,580 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.1247, top1-acc=97.03%, top5-acc=99.95%, remaining_time=0:00:20.415176, arrival_time=2021-04-15 10:54:39.995371, cost_time=0:00:17.333662 2021-04-15 10:54:21,487 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.49ms, fps=1342 images/s, loss=0.1250, top1-acc=97.00%, top5-acc=99.95%, remaining_time=0:00:18.471552, arrival_time=2021-04-15 10:54:39.959242, cost_time=0:00:19.241155 2021-04-15 10:54:23,394 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.1267, top1-acc=96.92%, top5-acc=99.95%, remaining_time=0:00:16.533586, arrival_time=2021-04-15 10:54:39.927758, cost_time=0:00:21.147640 2021-04-15 10:54:25,300 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.1270, top1-acc=96.92%, top5-acc=99.95%, remaining_time=0:00:14.601044, arrival_time=2021-04-15 10:54:39.901916, cost_time=0:00:23.054339 2021-04-15 10:54:27,207 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.27ms, fps=1343 images/s, loss=0.1278, top1-acc=96.87%, top5-acc=99.95%, remaining_time=0:00:12.672462, arrival_time=2021-04-15 10:54:39.879907, cost_time=0:00:24.960915 2021-04-15 10:54:29,115 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.1283, top1-acc=96.84%, top5-acc=99.94%, remaining_time=0:00:10.747576, arrival_time=2021-04-15 10:54:39.863160, cost_time=0:00:26.868981 2021-04-15 10:54:31,022 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.1297, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:00:08.824686, arrival_time=2021-04-15 10:54:39.847297, cost_time=0:00:28.776078 2021-04-15 10:54:32,919 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.25ms, fps=1350 images/s, loss=0.1295, top1-acc=96.80%, top5-acc=99.95%, remaining_time=0:00:06.901488, arrival_time=2021-04-15 10:54:39.821357, cost_time=0:00:30.673336 2021-04-15 10:54:34,816 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.1301, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:00:04.981314, arrival_time=2021-04-15 10:54:39.797994, cost_time=0:00:32.570134 2021-04-15 10:54:36,714 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.1304, top1-acc=96.79%, top5-acc=99.95%, remaining_time=0:00:03.063840, arrival_time=2021-04-15 10:54:39.778568, cost_time=0:00:34.468190 2021-04-15 10:54:38,612 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=0.97ms, fps=1350 images/s, loss=0.1318, top1-acc=96.74%, top5-acc=99.95%, remaining_time=0:00:01.148382, arrival_time=2021-04-15 10:54:39.760387, cost_time=0:00:36.365489 2021-04-15 10:54:39,631 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=0.97ms, fps=1334 images/s, loss=0.1323, top1-acc=96.72%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 10:54:39.631760, cost_time=0:00:37.385176 2021-04-15 10:54:40,330 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.20ms, fps=3674 images/s, loss=1.1032, top1-acc=72.23%, top5-acc=92.15%, remaining_time=0:00:02.090550, arrival_time=2021-04-15 10:54:42.420845, cost_time=0:00:00.696848 2021-04-15 10:54:40,916 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.14ms, fps=4370 images/s, loss=1.1020, top1-acc=71.95%, top5-acc=92.30%, remaining_time=0:00:01.282920, arrival_time=2021-04-15 10:54:42.199277, cost_time=0:00:01.282923 2021-04-15 10:54:41,502 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.20ms, fps=4372 images/s, loss=1.1164, top1-acc=71.60%, top5-acc=92.27%, remaining_time=0:00:00.622920, arrival_time=2021-04-15 10:54:42.125112, cost_time=0:00:01.868750 2021-04-15 10:54:42,038 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.1119, top1-acc=71.83%, top5-acc=92.34%, remaining_time=0:00:00, arrival_time=2021-04-15 10:54:42.038731, cost_time=0:00:02.405298 2021-04-15 10:54:42,136 INFO : Epoch=0167 complete, best val top1-acc=72.03%, top5-acc=92.15% (epoch=166), remaining_time=0:21:56.868168, arrival_time=2021-04-15 11:16:39.004790, cost_time=1:51:04.151075 2021-04-15 10:54:42,137 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 10:54:44,201 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.34ms, fps=1240 images/s, loss=0.1185, top1-acc=97.46%, top5-acc=99.92%, remaining_time=0:00:38.384820, arrival_time=2021-04-15 10:55:22.586331, cost_time=0:00:02.063696 2021-04-15 10:54:46,118 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.28ms, fps=1335 images/s, loss=0.1198, top1-acc=97.23%, top5-acc=99.94%, remaining_time=0:00:35.032976, arrival_time=2021-04-15 10:55:21.151820, cost_time=0:00:03.981016 2021-04-15 10:54:48,031 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.59ms, fps=1339 images/s, loss=0.1190, top1-acc=97.28%, top5-acc=99.96%, remaining_time=0:00:32.612692, arrival_time=2021-04-15 10:55:20.644480, cost_time=0:00:05.893875 2021-04-15 10:54:49,938 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.1213, top1-acc=97.20%, top5-acc=99.96%, remaining_time=0:00:30.423900, arrival_time=2021-04-15 10:55:20.362719, cost_time=0:00:07.800986 2021-04-15 10:54:51,845 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.26ms, fps=1343 images/s, loss=0.1195, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:28.347214, arrival_time=2021-04-15 10:55:20.193004, cost_time=0:00:09.707948 2021-04-15 10:54:53,750 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.26ms, fps=1344 images/s, loss=0.1209, top1-acc=97.14%, top5-acc=99.95%, remaining_time=0:00:26.322800, arrival_time=2021-04-15 10:55:20.073656, cost_time=0:00:11.613000 2021-04-15 10:54:55,649 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.1200, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:24.320268, arrival_time=2021-04-15 10:55:19.969414, cost_time=0:00:13.511244 2021-04-15 10:54:57,546 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.1198, top1-acc=97.16%, top5-acc=99.94%, remaining_time=0:00:22.342876, arrival_time=2021-04-15 10:55:19.889552, cost_time=0:00:15.408846 2021-04-15 10:54:59,443 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.1199, top1-acc=97.15%, top5-acc=99.94%, remaining_time=0:00:20.382634, arrival_time=2021-04-15 10:55:19.826490, cost_time=0:00:17.306023 2021-04-15 10:55:01,344 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.27ms, fps=1347 images/s, loss=0.1202, top1-acc=97.17%, top5-acc=99.94%, remaining_time=0:00:18.438720, arrival_time=2021-04-15 10:55:19.783548, cost_time=0:00:19.206981 2021-04-15 10:55:03,245 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.1197, top1-acc=97.23%, top5-acc=99.95%, remaining_time=0:00:16.501938, arrival_time=2021-04-15 10:55:19.746975, cost_time=0:00:21.107125 2021-04-15 10:55:05,146 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.41ms, fps=1349 images/s, loss=0.1208, top1-acc=97.17%, top5-acc=99.95%, remaining_time=0:00:14.572012, arrival_time=2021-04-15 10:55:19.718266, cost_time=0:00:23.008417 2021-04-15 10:55:07,044 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.1205, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:12.645072, arrival_time=2021-04-15 10:55:19.689873, cost_time=0:00:24.906966 2021-04-15 10:55:08,944 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.1201, top1-acc=97.17%, top5-acc=99.96%, remaining_time=0:00:10.722488, arrival_time=2021-04-15 10:55:19.666564, cost_time=0:00:26.806233 2021-04-15 10:55:10,842 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.1210, top1-acc=97.13%, top5-acc=99.95%, remaining_time=0:00:08.802790, arrival_time=2021-04-15 10:55:19.645398, cost_time=0:00:28.704775 2021-04-15 10:55:12,742 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=0.1206, top1-acc=97.13%, top5-acc=99.95%, remaining_time=0:00:06.885900, arrival_time=2021-04-15 10:55:19.627954, cost_time=0:00:30.604024 2021-04-15 10:55:14,652 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.30ms, fps=1340 images/s, loss=0.1211, top1-acc=97.12%, top5-acc=99.95%, remaining_time=0:00:04.972890, arrival_time=2021-04-15 10:55:19.625721, cost_time=0:00:32.514992 2021-04-15 10:55:16,561 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.34ms, fps=1342 images/s, loss=0.1214, top1-acc=97.11%, top5-acc=99.95%, remaining_time=0:00:03.059856, arrival_time=2021-04-15 10:55:19.621007, cost_time=0:00:34.423313 2021-04-15 10:55:18,471 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.08ms, fps=1340 images/s, loss=0.1223, top1-acc=97.08%, top5-acc=99.96%, remaining_time=0:00:01.147380, arrival_time=2021-04-15 10:55:19.618904, cost_time=0:00:36.333689 2021-04-15 10:55:19,498 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.11ms, fps=1325 images/s, loss=0.1231, top1-acc=97.05%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 10:55:19.498442, cost_time=0:00:37.360622 2021-04-15 10:55:20,201 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.20ms, fps=3648 images/s, loss=1.1373, top1-acc=71.25%, top5-acc=92.15%, remaining_time=0:00:02.105220, arrival_time=2021-04-15 10:55:22.306964, cost_time=0:00:00.701737 2021-04-15 10:55:20,790 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.27ms, fps=4353 images/s, loss=1.1394, top1-acc=71.07%, top5-acc=92.11%, remaining_time=0:00:01.290200, arrival_time=2021-04-15 10:55:22.080395, cost_time=0:00:01.290198 2021-04-15 10:55:21,378 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.18ms, fps=4356 images/s, loss=1.1142, top1-acc=71.72%, top5-acc=92.10%, remaining_time=0:00:00.626060, arrival_time=2021-04-15 10:55:22.004244, cost_time=0:00:01.878179 2021-04-15 10:55:21,917 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.05ms, fps=4303 images/s, loss=1.1073, top1-acc=71.88%, top5-acc=92.19%, remaining_time=0:00:00, arrival_time=2021-04-15 10:55:21.917647, cost_time=0:00:02.417662 2021-04-15 10:55:22,094 INFO : Epoch=0168 complete, best val top1-acc=72.03%, top5-acc=92.15% (epoch=166), remaining_time=0:21:16.973088, arrival_time=2021-04-15 11:16:39.067426, cost_time=1:51:44.108783 2021-04-15 10:55:22,095 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 10:55:24,112 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.08ms, fps=1269 images/s, loss=0.1189, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:37.511922, arrival_time=2021-04-15 10:56:01.624292, cost_time=0:00:02.016770 2021-04-15 10:55:26,008 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.08ms, fps=1350 images/s, loss=0.1157, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:34.436688, arrival_time=2021-04-15 10:56:00.445534, cost_time=0:00:03.913251 2021-04-15 10:55:27,907 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.35ms, fps=1348 images/s, loss=0.1142, top1-acc=97.17%, top5-acc=99.97%, remaining_time=0:00:32.159512, arrival_time=2021-04-15 10:56:00.067169, cost_time=0:00:05.811973 2021-04-15 10:55:29,804 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.1135, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:30.066348, arrival_time=2021-04-15 10:55:59.871254, cost_time=0:00:07.709305 2021-04-15 10:55:31,701 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1113, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:28.049958, arrival_time=2021-04-15 10:55:59.751697, cost_time=0:00:09.606141 2021-04-15 10:55:33,600 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.1111, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:26.078544, arrival_time=2021-04-15 10:55:59.679378, cost_time=0:00:11.505229 2021-04-15 10:55:35,499 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.1117, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:24.126984, arrival_time=2021-04-15 10:55:59.626531, cost_time=0:00:13.403870 2021-04-15 10:55:37,396 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.1116, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:22.186044, arrival_time=2021-04-15 10:55:59.582382, cost_time=0:00:15.300736 2021-04-15 10:55:39,294 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.1118, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:20.256070, arrival_time=2021-04-15 10:55:59.550245, cost_time=0:00:17.198577 2021-04-15 10:55:41,191 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.1121, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:18.331584, arrival_time=2021-04-15 10:55:59.522566, cost_time=0:00:19.095380 2021-04-15 10:55:43,088 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.1117, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:16.412326, arrival_time=2021-04-15 10:55:59.500569, cost_time=0:00:20.992550 2021-04-15 10:55:44,985 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.1127, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:14.496696, arrival_time=2021-04-15 10:55:59.481883, cost_time=0:00:22.889576 2021-04-15 10:55:46,882 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.1125, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:12.584220, arrival_time=2021-04-15 10:55:59.466883, cost_time=0:00:24.787058 2021-04-15 10:55:48,780 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.1130, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:10.674048, arrival_time=2021-04-15 10:55:59.454815, cost_time=0:00:26.685080 2021-04-15 10:55:50,678 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.1137, top1-acc=97.35%, top5-acc=99.97%, remaining_time=0:00:08.765346, arrival_time=2021-04-15 10:55:59.443670, cost_time=0:00:28.582711 2021-04-15 10:55:52,575 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.1132, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:06.858000, arrival_time=2021-04-15 10:55:59.433616, cost_time=0:00:30.480014 2021-04-15 10:55:54,472 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.1146, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:04.951726, arrival_time=2021-04-15 10:55:59.424012, cost_time=0:00:32.376673 2021-04-15 10:55:56,369 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.1155, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:03.046576, arrival_time=2021-04-15 10:55:59.416142, cost_time=0:00:34.273957 2021-04-15 10:55:58,266 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.02ms, fps=1350 images/s, loss=0.1168, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:01.142244, arrival_time=2021-04-15 10:55:59.408875, cost_time=0:00:36.171040 2021-04-15 10:55:59,285 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.1172, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 10:55:59.285376, cost_time=0:00:37.189785 2021-04-15 10:56:00,011 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=2.24ms, fps=3533 images/s, loss=1.0605, top1-acc=73.67%, top5-acc=91.76%, remaining_time=0:00:02.173770, arrival_time=2021-04-15 10:56:02.185351, cost_time=0:00:00.724586 2021-04-15 10:56:00,598 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.25ms, fps=4366 images/s, loss=1.1009, top1-acc=72.25%, top5-acc=91.66%, remaining_time=0:00:01.311500, arrival_time=2021-04-15 10:56:01.909917, cost_time=0:00:01.311500 2021-04-15 10:56:01,188 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.26ms, fps=4341 images/s, loss=1.1158, top1-acc=71.77%, top5-acc=92.10%, remaining_time=0:00:00.633820, arrival_time=2021-04-15 10:56:01.822193, cost_time=0:00:01.901468 2021-04-15 10:56:01,725 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.1042, top1-acc=71.77%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-15 10:56:01.725187, cost_time=0:00:02.438289 2021-04-15 10:56:01,863 INFO : Epoch=0169 complete, best val top1-acc=72.03%, top5-acc=92.15% (epoch=166), remaining_time=0:20:37.042662, arrival_time=2021-04-15 11:16:38.905961, cost_time=1:52:23.877747 2021-04-15 10:56:01,864 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 10:56:03,938 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.29ms, fps=1234 images/s, loss=0.1086, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:38.576028, arrival_time=2021-04-15 10:56:42.514679, cost_time=0:00:02.073980 2021-04-15 10:56:05,844 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.16ms, fps=1344 images/s, loss=0.1063, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:35.018896, arrival_time=2021-04-15 10:56:40.862986, cost_time=0:00:03.979427 2021-04-15 10:56:07,745 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.85ms, fps=1347 images/s, loss=0.1039, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:32.539486, arrival_time=2021-04-15 10:56:40.284855, cost_time=0:00:05.880637 2021-04-15 10:56:09,642 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.1050, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:30.335292, arrival_time=2021-04-15 10:56:39.978249, cost_time=0:00:07.778293 2021-04-15 10:56:11,543 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=0.1047, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:28.261658, arrival_time=2021-04-15 10:56:39.804997, cost_time=0:00:09.678656 2021-04-15 10:56:13,442 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.1044, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:26.241744, arrival_time=2021-04-15 10:56:39.683741, cost_time=0:00:11.577258 2021-04-15 10:56:15,340 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1046, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:24.255756, arrival_time=2021-04-15 10:56:39.595876, cost_time=0:00:13.475448 2021-04-15 10:56:17,237 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.1058, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:22.290328, arrival_time=2021-04-15 10:56:39.527608, cost_time=0:00:15.372619 2021-04-15 10:56:19,135 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1068, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:20.341082, arrival_time=2021-04-15 10:56:39.476503, cost_time=0:00:17.270740 2021-04-15 10:56:21,034 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.1058, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:18.402720, arrival_time=2021-04-15 10:56:39.436935, cost_time=0:00:19.169475 2021-04-15 10:56:22,931 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.1060, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:16.470634, arrival_time=2021-04-15 10:56:39.402379, cost_time=0:00:21.067081 2021-04-15 10:56:24,829 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.1055, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:14.544120, arrival_time=2021-04-15 10:56:39.373135, cost_time=0:00:22.964347 2021-04-15 10:56:26,727 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.1061, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:12.622434, arrival_time=2021-04-15 10:56:39.349458, cost_time=0:00:24.862354 2021-04-15 10:56:28,624 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.1063, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:10.703840, arrival_time=2021-04-15 10:56:39.328104, cost_time=0:00:26.759605 2021-04-15 10:56:30,524 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.1069, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:08.788944, arrival_time=2021-04-15 10:56:39.313277, cost_time=0:00:28.659671 2021-04-15 10:56:32,422 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.1078, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:06.875496, arrival_time=2021-04-15 10:56:39.298013, cost_time=0:00:30.557779 2021-04-15 10:56:34,319 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.1081, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:04.963712, arrival_time=2021-04-15 10:56:39.283490, cost_time=0:00:32.455113 2021-04-15 10:56:36,216 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.1075, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:03.053504, arrival_time=2021-04-15 10:56:39.270049, cost_time=0:00:34.351874 2021-04-15 10:56:38,114 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.1084, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:01.144722, arrival_time=2021-04-15 10:56:39.258950, cost_time=0:00:36.249568 2021-04-15 10:56:39,133 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=0.1093, top1-acc=97.46%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 10:56:39.133176, cost_time=0:00:37.268529 2021-04-15 10:56:39,835 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=2.13ms, fps=3656 images/s, loss=1.1313, top1-acc=72.81%, top5-acc=91.72%, remaining_time=0:00:02.100810, arrival_time=2021-04-15 10:56:41.935801, cost_time=0:00:00.700267 2021-04-15 10:56:40,420 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.06ms, fps=4375 images/s, loss=1.1191, top1-acc=72.85%, top5-acc=91.89%, remaining_time=0:00:01.285660, arrival_time=2021-04-15 10:56:41.706047, cost_time=0:00:01.285662 2021-04-15 10:56:41,006 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.28ms, fps=4371 images/s, loss=1.0983, top1-acc=72.92%, top5-acc=92.12%, remaining_time=0:00:00.623900, arrival_time=2021-04-15 10:56:41.630335, cost_time=0:00:01.871715 2021-04-15 10:56:41,542 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=4328 images/s, loss=1.0798, top1-acc=72.97%, top5-acc=92.38%, remaining_time=0:00:00, arrival_time=2021-04-15 10:56:41.542744, cost_time=0:00:02.408035 2021-04-15 10:56:41,765 INFO : Epoch=0170 complete, best val top1-acc=72.97%, top5-acc=92.38% (epoch=170), remaining_time=0:19:57.137670, arrival_time=2021-04-15 11:16:38.903315, cost_time=1:53:03.780084 2021-04-15 10:56:41,766 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 10:56:43,847 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.23ms, fps=1230 images/s, loss=0.1009, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:38.705856, arrival_time=2021-04-15 10:57:22.553742, cost_time=0:00:02.080960 2021-04-15 10:56:45,755 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.1036, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:35.096336, arrival_time=2021-04-15 10:57:20.851490, cost_time=0:00:03.988226 2021-04-15 10:56:47,663 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.1030, top1-acc=97.67%, top5-acc=99.97%, remaining_time=0:00:32.628628, arrival_time=2021-04-15 10:57:20.292351, cost_time=0:00:05.896729 2021-04-15 10:56:49,570 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1048, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:30.434352, arrival_time=2021-04-15 10:57:20.004952, cost_time=0:00:07.803677 2021-04-15 10:56:51,477 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1045, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:28.353346, arrival_time=2021-04-15 10:57:19.830336, cost_time=0:00:09.710068 2021-04-15 10:56:53,385 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.71ms, fps=1342 images/s, loss=0.1037, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:26.335448, arrival_time=2021-04-15 10:57:19.721045, cost_time=0:00:11.618605 2021-04-15 10:56:55,292 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1035, top1-acc=97.73%, top5-acc=99.98%, remaining_time=0:00:24.345972, arrival_time=2021-04-15 10:57:19.638461, cost_time=0:00:13.525558 2021-04-15 10:56:57,199 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1044, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:22.376980, arrival_time=2021-04-15 10:57:19.576270, cost_time=0:00:15.432366 2021-04-15 10:56:59,107 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.1049, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:20.422702, arrival_time=2021-04-15 10:57:19.529669, cost_time=0:00:17.340036 2021-04-15 10:57:01,018 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.40ms, fps=1340 images/s, loss=0.1052, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:18.481248, arrival_time=2021-04-15 10:57:19.499671, cost_time=0:00:19.251313 2021-04-15 10:57:02,926 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.30ms, fps=1342 images/s, loss=0.1049, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:16.543046, arrival_time=2021-04-15 10:57:19.469683, cost_time=0:00:21.159708 2021-04-15 10:57:04,832 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1051, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:14.608416, arrival_time=2021-04-15 10:57:19.441262, cost_time=0:00:23.065907 2021-04-15 10:57:06,740 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.15ms, fps=1342 images/s, loss=0.1050, top1-acc=97.69%, top5-acc=99.98%, remaining_time=0:00:12.678732, arrival_time=2021-04-15 10:57:19.418909, cost_time=0:00:24.973243 2021-04-15 10:57:08,648 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.17ms, fps=1342 images/s, loss=0.1059, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:10.752448, arrival_time=2021-04-15 10:57:19.400432, cost_time=0:00:26.881059 2021-04-15 10:57:10,554 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.1055, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:08.828320, arrival_time=2021-04-15 10:57:19.383176, cost_time=0:00:28.787932 2021-04-15 10:57:12,462 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.1059, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:06.906528, arrival_time=2021-04-15 10:57:19.369173, cost_time=0:00:30.695649 2021-04-15 10:57:14,370 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.1059, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:04.986358, arrival_time=2021-04-15 10:57:19.356375, cost_time=0:00:32.603093 2021-04-15 10:57:16,277 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.1058, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:03.067552, arrival_time=2021-04-15 10:57:19.344515, cost_time=0:00:34.510039 2021-04-15 10:57:18,185 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.1055, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:00:01.150050, arrival_time=2021-04-15 10:57:19.335258, cost_time=0:00:36.418292 2021-04-15 10:57:19,210 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.01ms, fps=1327 images/s, loss=0.1064, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 10:57:19.210593, cost_time=0:00:37.443683 2021-04-15 10:57:19,913 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.30ms, fps=3652 images/s, loss=1.0847, top1-acc=73.09%, top5-acc=92.77%, remaining_time=0:00:02.103000, arrival_time=2021-04-15 10:57:22.016177, cost_time=0:00:00.701004 2021-04-15 10:57:20,501 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.33ms, fps=4356 images/s, loss=1.1212, top1-acc=72.46%, top5-acc=92.25%, remaining_time=0:00:01.289060, arrival_time=2021-04-15 10:57:21.790281, cost_time=0:00:01.289051 2021-04-15 10:57:21,088 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.31ms, fps=4361 images/s, loss=1.1345, top1-acc=72.01%, top5-acc=92.04%, remaining_time=0:00:00.625440, arrival_time=2021-04-15 10:57:21.713941, cost_time=0:00:01.876323 2021-04-15 10:57:21,627 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.05ms, fps=4309 images/s, loss=1.1102, top1-acc=72.30%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-15 10:57:21.627226, cost_time=0:00:02.415069 2021-04-15 10:57:21,766 INFO : Epoch=0171 complete, best val top1-acc=72.97%, top5-acc=92.38% (epoch=170), remaining_time=0:19:17.249437, arrival_time=2021-04-15 11:16:39.016206, cost_time=1:53:43.781221 2021-04-15 10:57:21,767 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 10:57:23,827 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.09ms, fps=1243 images/s, loss=0.0941, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:38.305212, arrival_time=2021-04-15 10:58:02.132613, cost_time=0:00:02.059415 2021-04-15 10:57:25,723 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.0957, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:34.811392, arrival_time=2021-04-15 10:58:00.535228, cost_time=0:00:03.955842 2021-04-15 10:57:27,622 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0955, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:32.395398, arrival_time=2021-04-15 10:58:00.018052, cost_time=0:00:05.854580 2021-04-15 10:57:29,520 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=0.0951, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:30.234984, arrival_time=2021-04-15 10:57:59.755549, cost_time=0:00:07.752558 2021-04-15 10:57:31,417 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0965, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:28.176978, arrival_time=2021-04-15 10:57:59.594646, cost_time=0:00:09.649673 2021-04-15 10:57:33,317 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.95ms, fps=1348 images/s, loss=0.0973, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:26.178640, arrival_time=2021-04-15 10:57:59.496070, cost_time=0:00:11.549378 2021-04-15 10:57:35,215 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0964, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:24.204600, arrival_time=2021-04-15 10:57:59.419602, cost_time=0:00:13.447006 2021-04-15 10:57:37,112 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.0960, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:22.249844, arrival_time=2021-04-15 10:57:59.362531, cost_time=0:00:15.344691 2021-04-15 10:57:39,009 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.0968, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:20.307162, arrival_time=2021-04-15 10:57:59.317067, cost_time=0:00:17.241904 2021-04-15 10:57:40,906 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.28ms, fps=1350 images/s, loss=0.0967, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:18.373152, arrival_time=2021-04-15 10:57:59.279850, cost_time=0:00:19.138699 2021-04-15 10:57:42,805 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0973, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:16.447070, arrival_time=2021-04-15 10:57:59.252084, cost_time=0:00:21.036944 2021-04-15 10:57:44,702 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.0968, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:14.525120, arrival_time=2021-04-15 10:57:59.227508, cost_time=0:00:22.934393 2021-04-15 10:57:46,600 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.39ms, fps=1349 images/s, loss=0.0974, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:12.606990, arrival_time=2021-04-15 10:57:59.206949, cost_time=0:00:24.831960 2021-04-15 10:57:48,497 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.35ms, fps=1350 images/s, loss=0.0970, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:10.691632, arrival_time=2021-04-15 10:57:59.188684, cost_time=0:00:26.729057 2021-04-15 10:57:50,396 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0973, top1-acc=97.90%, top5-acc=99.98%, remaining_time=0:00:08.779422, arrival_time=2021-04-15 10:57:59.176033, cost_time=0:00:28.628619 2021-04-15 10:57:52,294 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0969, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:06.868476, arrival_time=2021-04-15 10:57:59.163139, cost_time=0:00:30.526594 2021-04-15 10:57:54,191 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.0975, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:04.958902, arrival_time=2021-04-15 10:57:59.150529, cost_time=0:00:32.423631 2021-04-15 10:57:56,089 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0979, top1-acc=97.86%, top5-acc=99.98%, remaining_time=0:00:03.050752, arrival_time=2021-04-15 10:57:59.139730, cost_time=0:00:34.320986 2021-04-15 10:57:57,987 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.0987, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:01.143762, arrival_time=2021-04-15 10:57:59.130791, cost_time=0:00:36.219042 2021-04-15 10:57:59,006 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=0.0991, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 10:57:59.006096, cost_time=0:00:37.238116 2021-04-15 10:57:59,702 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.16ms, fps=3685 images/s, loss=1.1338, top1-acc=71.68%, top5-acc=91.64%, remaining_time=0:00:02.084250, arrival_time=2021-04-15 10:58:01.786632, cost_time=0:00:00.694747 2021-04-15 10:58:00,288 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.12ms, fps=4368 images/s, loss=1.1272, top1-acc=71.89%, top5-acc=92.13%, remaining_time=0:00:01.281100, arrival_time=2021-04-15 10:58:01.569833, cost_time=0:00:01.281102 2021-04-15 10:58:00,878 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.38ms, fps=4341 images/s, loss=1.1140, top1-acc=72.28%, top5-acc=92.19%, remaining_time=0:00:00.623690, arrival_time=2021-04-15 10:58:01.502403, cost_time=0:00:01.871071 2021-04-15 10:58:01,417 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=4307 images/s, loss=1.1044, top1-acc=72.37%, top5-acc=92.25%, remaining_time=0:00:00, arrival_time=2021-04-15 10:58:01.417628, cost_time=0:00:02.410006 2021-04-15 10:58:01,570 INFO : Epoch=0172 complete, best val top1-acc=72.97%, top5-acc=92.38% (epoch=170), remaining_time=0:18:37.327848, arrival_time=2021-04-15 11:16:38.898706, cost_time=1:54:23.585311 2021-04-15 10:58:01,571 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 10:58:03,651 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.13ms, fps=1231 images/s, loss=0.0905, top1-acc=98.09%, top5-acc=99.96%, remaining_time=0:00:38.683350, arrival_time=2021-04-15 10:58:42.335151, cost_time=0:00:02.079746 2021-04-15 10:58:05,548 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.29ms, fps=1350 images/s, loss=0.0855, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:34.991616, arrival_time=2021-04-15 10:58:40.539989, cost_time=0:00:03.976315 2021-04-15 10:58:07,448 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.0848, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:32.513424, arrival_time=2021-04-15 10:58:39.961493, cost_time=0:00:05.875934 2021-04-15 10:58:09,346 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0860, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:30.318288, arrival_time=2021-04-15 10:58:39.664282, cost_time=0:00:07.773937 2021-04-15 10:58:11,242 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0872, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:28.237860, arrival_time=2021-04-15 10:58:39.480404, cost_time=0:00:09.670490 2021-04-15 10:58:13,141 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.89ms, fps=1349 images/s, loss=0.0857, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:26.223112, arrival_time=2021-04-15 10:58:39.364254, cost_time=0:00:11.569021 2021-04-15 10:58:15,040 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.0850, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:24.242400, arrival_time=2021-04-15 10:58:39.282462, cost_time=0:00:13.467989 2021-04-15 10:58:16,937 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.28ms, fps=1350 images/s, loss=0.0855, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:00:22.279540, arrival_time=2021-04-15 10:58:39.216806, cost_time=0:00:15.365195 2021-04-15 10:58:18,834 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.24ms, fps=1350 images/s, loss=0.0868, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:20.330906, arrival_time=2021-04-15 10:58:39.165014, cost_time=0:00:17.262048 2021-04-15 10:58:20,732 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.87ms, fps=1349 images/s, loss=0.0876, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:18.393600, arrival_time=2021-04-15 10:58:39.125718, cost_time=0:00:19.159986 2021-04-15 10:58:22,628 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0882, top1-acc=98.17%, top5-acc=99.99%, remaining_time=0:00:16.462292, arrival_time=2021-04-15 10:58:39.090836, cost_time=0:00:21.056468 2021-04-15 10:58:24,525 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.0889, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:14.537280, arrival_time=2021-04-15 10:58:39.062891, cost_time=0:00:22.953553 2021-04-15 10:58:26,422 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0886, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:12.616164, arrival_time=2021-04-15 10:58:39.038257, cost_time=0:00:24.850034 2021-04-15 10:58:28,320 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.0896, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:10.699360, arrival_time=2021-04-15 10:58:39.019915, cost_time=0:00:26.748470 2021-04-15 10:58:30,219 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.0897, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:08.785310, arrival_time=2021-04-15 10:58:39.005165, cost_time=0:00:28.647790 2021-04-15 10:58:32,118 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.76ms, fps=1349 images/s, loss=0.0903, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:06.872904, arrival_time=2021-04-15 10:58:38.991201, cost_time=0:00:30.546174 2021-04-15 10:58:34,016 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0903, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:04.962048, arrival_time=2021-04-15 10:58:38.978197, cost_time=0:00:32.444092 2021-04-15 10:58:35,912 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.0907, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:03.052512, arrival_time=2021-04-15 10:58:38.965290, cost_time=0:00:34.340718 2021-04-15 10:58:37,811 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=0.97ms, fps=1348 images/s, loss=0.0906, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:01.144416, arrival_time=2021-04-15 10:58:38.956234, cost_time=0:00:36.239760 2021-04-15 10:58:38,831 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0907, top1-acc=98.06%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 10:58:38.831186, cost_time=0:00:37.259137 2021-04-15 10:58:39,541 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.26ms, fps=3613 images/s, loss=1.1034, top1-acc=72.46%, top5-acc=92.30%, remaining_time=0:00:02.125440, arrival_time=2021-04-15 10:58:41.666653, cost_time=0:00:00.708482 2021-04-15 10:58:40,127 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.25ms, fps=4366 images/s, loss=1.1142, top1-acc=72.44%, top5-acc=92.25%, remaining_time=0:00:01.295200, arrival_time=2021-04-15 10:58:41.423105, cost_time=0:00:01.295190 2021-04-15 10:58:40,713 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.27ms, fps=4371 images/s, loss=1.0908, top1-acc=72.85%, top5-acc=92.41%, remaining_time=0:00:00.627030, arrival_time=2021-04-15 10:58:41.340845, cost_time=0:00:01.881100 2021-04-15 10:58:41,250 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.1034, top1-acc=73.01%, top5-acc=92.42%, remaining_time=0:00:00, arrival_time=2021-04-15 10:58:41.250504, cost_time=0:00:02.417799 2021-04-15 10:58:41,480 INFO : Epoch=0173 complete, best val top1-acc=73.01%, top5-acc=92.42% (epoch=173), remaining_time=0:17:57.424011, arrival_time=2021-04-15 11:16:38.904165, cost_time=1:55:03.494595 2021-04-15 10:58:41,481 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 10:58:43,523 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.12ms, fps=1254 images/s, loss=0.0844, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:37.978038, arrival_time=2021-04-15 10:59:21.501313, cost_time=0:00:02.041833 2021-04-15 10:58:45,429 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.16ms, fps=1343 images/s, loss=0.0827, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:34.744864, arrival_time=2021-04-15 10:59:20.174611, cost_time=0:00:03.948288 2021-04-15 10:58:47,339 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.20ms, fps=1340 images/s, loss=0.0825, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:32.416314, arrival_time=2021-04-15 10:59:19.756216, cost_time=0:00:05.858379 2021-04-15 10:58:49,247 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.0829, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:30.286152, arrival_time=2021-04-15 10:59:19.533280, cost_time=0:00:07.765677 2021-04-15 10:58:51,153 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.0827, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:28.243554, arrival_time=2021-04-15 10:59:19.397446, cost_time=0:00:09.672441 2021-04-15 10:58:53,061 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.0823, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:26.247456, arrival_time=2021-04-15 10:59:19.308662, cost_time=0:00:11.579743 2021-04-15 10:58:54,970 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.0822, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:24.279444, arrival_time=2021-04-15 10:59:19.249557, cost_time=0:00:13.488591 2021-04-15 10:58:56,876 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.22ms, fps=1343 images/s, loss=0.0814, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:22.322460, arrival_time=2021-04-15 10:59:19.198740, cost_time=0:00:15.394825 2021-04-15 10:58:58,783 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.0819, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:20.377334, arrival_time=2021-04-15 10:59:19.160355, cost_time=0:00:17.301554 2021-04-15 10:59:00,693 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=3.90ms, fps=1340 images/s, loss=0.0836, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:18.443616, arrival_time=2021-04-15 10:59:19.137127, cost_time=0:00:19.212061 2021-04-15 10:59:02,602 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.25ms, fps=1341 images/s, loss=0.0844, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:16.512602, arrival_time=2021-04-15 10:59:19.114885, cost_time=0:00:21.120763 2021-04-15 10:59:04,509 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.0845, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:14.584476, arrival_time=2021-04-15 10:59:19.093990, cost_time=0:00:23.028064 2021-04-15 10:59:06,416 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.0850, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:12.659394, arrival_time=2021-04-15 10:59:19.076077, cost_time=0:00:24.935192 2021-04-15 10:59:08,324 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0848, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:10.737104, arrival_time=2021-04-15 10:59:19.061364, cost_time=0:00:26.842788 2021-04-15 10:59:10,234 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.30ms, fps=1340 images/s, loss=0.0846, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:08.817694, arrival_time=2021-04-15 10:59:19.052503, cost_time=0:00:28.753356 2021-04-15 10:59:12,144 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.22ms, fps=1341 images/s, loss=0.0850, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:06.899148, arrival_time=2021-04-15 10:59:19.043646, cost_time=0:00:30.662939 2021-04-15 10:59:14,052 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.0850, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:04.981418, arrival_time=2021-04-15 10:59:19.033650, cost_time=0:00:32.570782 2021-04-15 10:59:15,959 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.0856, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:03.064752, arrival_time=2021-04-15 10:59:19.024625, cost_time=0:00:34.478424 2021-04-15 10:59:17,868 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.01ms, fps=1341 images/s, loss=0.0860, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:01.149066, arrival_time=2021-04-15 10:59:19.017684, cost_time=0:00:36.387171 2021-04-15 10:59:18,896 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.15ms, fps=1324 images/s, loss=0.0863, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 10:59:18.896105, cost_time=0:00:37.414668 2021-04-15 10:59:19,595 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.18ms, fps=3669 images/s, loss=1.0807, top1-acc=73.24%, top5-acc=92.15%, remaining_time=0:00:02.093400, arrival_time=2021-04-15 10:59:21.688862, cost_time=0:00:00.697805 2021-04-15 10:59:20,182 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.22ms, fps=4367 images/s, loss=1.1032, top1-acc=72.44%, top5-acc=92.56%, remaining_time=0:00:01.284320, arrival_time=2021-04-15 10:59:21.466298, cost_time=0:00:01.284324 2021-04-15 10:59:20,768 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.16ms, fps=4365 images/s, loss=1.0954, top1-acc=72.59%, top5-acc=92.51%, remaining_time=0:00:00.623690, arrival_time=2021-04-15 10:59:21.392404, cost_time=0:00:01.871061 2021-04-15 10:59:21,305 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.0986, top1-acc=72.70%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-15 10:59:21.305158, cost_time=0:00:02.407517 2021-04-15 10:59:21,435 INFO : Epoch=0174 complete, best val top1-acc=73.01%, top5-acc=92.42% (epoch=173), remaining_time=0:17:17.526958, arrival_time=2021-04-15 11:16:38.962098, cost_time=1:55:43.449592 2021-04-15 10:59:21,436 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 10:59:23,525 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.10ms, fps=1225 images/s, loss=0.0821, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:38.862282, arrival_time=2021-04-15 11:00:02.388008, cost_time=0:00:02.089373 2021-04-15 10:59:25,423 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0843, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:35.086128, arrival_time=2021-04-15 11:00:00.509538, cost_time=0:00:03.987057 2021-04-15 10:59:27,323 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.0832, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:32.571856, arrival_time=2021-04-15 10:59:59.894777, cost_time=0:00:05.886483 2021-04-15 10:59:29,222 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.0840, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:30.365400, arrival_time=2021-04-15 10:59:59.587845, cost_time=0:00:07.786006 2021-04-15 10:59:31,120 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0828, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:28.277572, arrival_time=2021-04-15 10:59:59.398046, cost_time=0:00:09.684115 2021-04-15 10:59:33,017 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=0.0821, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:26.249768, arrival_time=2021-04-15 10:59:59.266897, cost_time=0:00:11.580771 2021-04-15 10:59:34,914 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0823, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:24.260922, arrival_time=2021-04-15 10:59:59.175557, cost_time=0:00:13.478275 2021-04-15 10:59:36,813 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.0819, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:22.296360, arrival_time=2021-04-15 10:59:59.109622, cost_time=0:00:15.376827 2021-04-15 10:59:38,710 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0829, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:20.345322, arrival_time=2021-04-15 10:59:59.056033, cost_time=0:00:17.274351 2021-04-15 10:59:40,607 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0826, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:18.404640, arrival_time=2021-04-15 10:59:59.012527, cost_time=0:00:19.171528 2021-04-15 10:59:42,506 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0828, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:16.472784, arrival_time=2021-04-15 10:59:58.979025, cost_time=0:00:21.069874 2021-04-15 10:59:44,404 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.0831, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:14.546172, arrival_time=2021-04-15 10:59:58.950136, cost_time=0:00:22.967604 2021-04-15 10:59:46,302 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.0831, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:12.624084, arrival_time=2021-04-15 10:59:58.926111, cost_time=0:00:24.865665 2021-04-15 10:59:48,200 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0830, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:10.705632, arrival_time=2021-04-15 10:59:58.906105, cost_time=0:00:26.764038 2021-04-15 10:59:50,098 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0834, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:08.789726, arrival_time=2021-04-15 10:59:58.888225, cost_time=0:00:28.662140 2021-04-15 10:59:51,995 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0839, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:06.875856, arrival_time=2021-04-15 10:59:58.871630, cost_time=0:00:30.559408 2021-04-15 10:59:53,894 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0841, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:04.964128, arrival_time=2021-04-15 10:59:58.858305, cost_time=0:00:32.457804 2021-04-15 10:59:55,793 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.0839, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:03.053920, arrival_time=2021-04-15 10:59:58.846935, cost_time=0:00:34.356656 2021-04-15 10:59:57,691 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.0837, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:01.144884, arrival_time=2021-04-15 10:59:58.835980, cost_time=0:00:36.254750 2021-04-15 10:59:58,709 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.0841, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 10:59:58.709941, cost_time=0:00:37.273598 2021-04-15 10:59:59,407 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.18ms, fps=3679 images/s, loss=1.0952, top1-acc=72.03%, top5-acc=92.27%, remaining_time=0:00:02.087460, arrival_time=2021-04-15 11:00:01.494763, cost_time=0:00:00.695825 2021-04-15 10:59:59,994 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.13ms, fps=4364 images/s, loss=1.0881, top1-acc=72.62%, top5-acc=92.68%, remaining_time=0:00:01.282700, arrival_time=2021-04-15 11:00:01.276856, cost_time=0:00:01.282692 2021-04-15 11:00:00,581 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.19ms, fps=4365 images/s, loss=1.0802, top1-acc=72.79%, top5-acc=92.55%, remaining_time=0:00:00.623160, arrival_time=2021-04-15 11:00:01.204120, cost_time=0:00:01.869495 2021-04-15 11:00:01,118 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.05ms, fps=4322 images/s, loss=1.0858, top1-acc=72.63%, top5-acc=92.57%, remaining_time=0:00:00, arrival_time=2021-04-15 11:00:01.118058, cost_time=0:00:02.406604 2021-04-15 11:00:01,217 INFO : Epoch=0175 complete, best val top1-acc=73.01%, top5-acc=92.42% (epoch=173), remaining_time=0:16:37.604575, arrival_time=2021-04-15 11:16:38.822099, cost_time=1:56:23.231979 2021-04-15 11:00:01,218 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 11:00:03,284 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.19ms, fps=1239 images/s, loss=0.0756, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:38.425182, arrival_time=2021-04-15 11:00:41.709779, cost_time=0:00:02.065873 2021-04-15 11:00:05,190 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.20ms, fps=1343 images/s, loss=0.0801, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:34.954832, arrival_time=2021-04-15 11:00:40.145705, cost_time=0:00:03.972147 2021-04-15 11:00:07,098 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.0800, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:32.535336, arrival_time=2021-04-15 11:00:39.634032, cost_time=0:00:05.879894 2021-04-15 11:00:09,006 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.0770, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:30.371172, arrival_time=2021-04-15 11:00:39.377363, cost_time=0:00:07.787466 2021-04-15 11:00:10,913 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.0753, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:28.307648, arrival_time=2021-04-15 11:00:39.220777, cost_time=0:00:09.694404 2021-04-15 11:00:12,824 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.19ms, fps=1340 images/s, loss=0.0754, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:26.305936, arrival_time=2021-04-15 11:00:39.130330, cost_time=0:00:11.605582 2021-04-15 11:00:14,722 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0763, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:24.307416, arrival_time=2021-04-15 11:00:39.030236, cost_time=0:00:13.504098 2021-04-15 11:00:16,620 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.0762, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:22.332204, arrival_time=2021-04-15 11:00:38.952409, cost_time=0:00:15.401482 2021-04-15 11:00:18,521 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.24ms, fps=1347 images/s, loss=0.0758, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:20.378288, arrival_time=2021-04-15 11:00:38.899387, cost_time=0:00:17.302365 2021-04-15 11:00:20,420 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.18ms, fps=1348 images/s, loss=0.0766, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:18.433536, arrival_time=2021-04-15 11:00:38.853935, cost_time=0:00:19.201609 2021-04-15 11:00:22,318 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0772, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:16.495918, arrival_time=2021-04-15 11:00:38.814021, cost_time=0:00:21.099383 2021-04-15 11:00:24,215 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0777, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:14.564640, arrival_time=2021-04-15 11:00:38.780157, cost_time=0:00:22.996798 2021-04-15 11:00:26,112 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0776, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:12.638604, arrival_time=2021-04-15 11:00:38.751502, cost_time=0:00:24.894166 2021-04-15 11:00:28,010 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.0778, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:10.716496, arrival_time=2021-04-15 11:00:38.726477, cost_time=0:00:26.791257 2021-04-15 11:00:29,907 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.0778, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:08.797822, arrival_time=2021-04-15 11:00:38.705035, cost_time=0:00:28.688487 2021-04-15 11:00:31,805 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0778, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:06.881904, arrival_time=2021-04-15 11:00:38.686898, cost_time=0:00:30.586195 2021-04-15 11:00:33,701 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0775, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:04.967976, arrival_time=2021-04-15 11:00:38.669663, cost_time=0:00:32.482960 2021-04-15 11:00:35,599 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0775, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:03.056016, arrival_time=2021-04-15 11:00:38.655005, cost_time=0:00:34.380266 2021-04-15 11:00:37,496 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.0772, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:01.145628, arrival_time=2021-04-15 11:00:38.642467, cost_time=0:00:36.278125 2021-04-15 11:00:38,515 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0777, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 11:00:38.515561, cost_time=0:00:37.296854 2021-04-15 11:00:39,212 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.17ms, fps=3683 images/s, loss=1.1087, top1-acc=72.03%, top5-acc=91.80%, remaining_time=0:00:02.085420, arrival_time=2021-04-15 11:00:41.297693, cost_time=0:00:00.695142 2021-04-15 11:00:39,798 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.27ms, fps=4373 images/s, loss=1.0919, top1-acc=72.77%, top5-acc=92.32%, remaining_time=0:00:01.280900, arrival_time=2021-04-15 11:00:41.078917, cost_time=0:00:01.280892 2021-04-15 11:00:40,383 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.21ms, fps=4372 images/s, loss=1.0797, top1-acc=73.19%, top5-acc=92.50%, remaining_time=0:00:00.622220, arrival_time=2021-04-15 11:00:41.006004, cost_time=0:00:01.866653 2021-04-15 11:00:40,920 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.1113, top1-acc=72.85%, top5-acc=92.38%, remaining_time=0:00:00, arrival_time=2021-04-15 11:00:40.920484, cost_time=0:00:02.403361 2021-04-15 11:00:41,017 INFO : Epoch=0176 complete, best val top1-acc=73.01%, top5-acc=92.42% (epoch=173), remaining_time=0:15:57.686184, arrival_time=2021-04-15 11:16:38.703732, cost_time=1:57:03.032000 2021-04-15 11:00:41,018 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 11:00:43,080 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.16ms, fps=1242 images/s, loss=0.0721, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:38.349294, arrival_time=2021-04-15 11:01:21.429849, cost_time=0:00:02.061793 2021-04-15 11:00:44,986 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.25ms, fps=1343 images/s, loss=0.0718, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:34.918576, arrival_time=2021-04-15 11:01:19.905370, cost_time=0:00:03.968028 2021-04-15 11:00:46,896 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.23ms, fps=1341 images/s, loss=0.0733, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:32.524380, arrival_time=2021-04-15 11:01:19.421106, cost_time=0:00:05.877894 2021-04-15 11:00:48,804 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.0720, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:30.363060, arrival_time=2021-04-15 11:01:19.167213, cost_time=0:00:07.785394 2021-04-15 11:00:50,711 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.31ms, fps=1342 images/s, loss=0.0723, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:28.302392, arrival_time=2021-04-15 11:01:19.013760, cost_time=0:00:09.692615 2021-04-15 11:00:52,621 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.24ms, fps=1340 images/s, loss=0.0732, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:26.299816, arrival_time=2021-04-15 11:01:18.921519, cost_time=0:00:11.602872 2021-04-15 11:00:54,528 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.0735, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:24.316866, arrival_time=2021-04-15 11:01:18.844982, cost_time=0:00:13.509366 2021-04-15 11:00:56,426 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0737, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:22.341484, arrival_time=2021-04-15 11:01:18.768144, cost_time=0:00:15.407908 2021-04-15 11:00:58,324 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.0736, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:20.382634, arrival_time=2021-04-15 11:01:18.707436, cost_time=0:00:17.306037 2021-04-15 11:01:00,222 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0732, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:18.435744, arrival_time=2021-04-15 11:01:18.658602, cost_time=0:00:19.203942 2021-04-15 11:01:02,121 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.0731, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:16.498842, arrival_time=2021-04-15 11:01:18.620766, cost_time=0:00:21.103171 2021-04-15 11:01:04,019 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0736, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:14.567072, arrival_time=2021-04-15 11:01:18.586426, cost_time=0:00:23.000600 2021-04-15 11:01:05,917 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.0739, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:12.640650, arrival_time=2021-04-15 11:01:18.557660, cost_time=0:00:24.898247 2021-04-15 11:01:07,813 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0740, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:10.718008, arrival_time=2021-04-15 11:01:18.531858, cost_time=0:00:26.795089 2021-04-15 11:01:09,710 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0739, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:08.798880, arrival_time=2021-04-15 11:01:18.509701, cost_time=0:00:28.692069 2021-04-15 11:01:11,608 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0741, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:06.882732, arrival_time=2021-04-15 11:01:18.491407, cost_time=0:00:30.589845 2021-04-15 11:01:13,506 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.0743, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:04.968704, arrival_time=2021-04-15 11:01:18.475175, cost_time=0:00:32.487719 2021-04-15 11:01:15,405 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.0743, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:03.056592, arrival_time=2021-04-15 11:01:18.461987, cost_time=0:00:34.386634 2021-04-15 11:01:17,303 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.0744, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:01.145832, arrival_time=2021-04-15 11:01:18.449254, cost_time=0:00:36.284671 2021-04-15 11:01:18,322 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=0.0745, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 11:01:18.322327, cost_time=0:00:37.303589 2021-04-15 11:01:19,019 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.16ms, fps=3682 images/s, loss=1.0805, top1-acc=73.75%, top5-acc=92.19%, remaining_time=0:00:02.085600, arrival_time=2021-04-15 11:01:21.104729, cost_time=0:00:00.695202 2021-04-15 11:01:19,605 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.28ms, fps=4368 images/s, loss=1.0918, top1-acc=73.07%, top5-acc=92.58%, remaining_time=0:00:01.281600, arrival_time=2021-04-15 11:01:20.887129, cost_time=0:00:01.281605 2021-04-15 11:01:20,191 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.22ms, fps=4370 images/s, loss=1.1081, top1-acc=72.58%, top5-acc=92.59%, remaining_time=0:00:00.622550, arrival_time=2021-04-15 11:01:20.814134, cost_time=0:00:01.867661 2021-04-15 11:01:20,728 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.0935, top1-acc=72.76%, top5-acc=92.57%, remaining_time=0:00:00, arrival_time=2021-04-15 11:01:20.728183, cost_time=0:00:02.404269 2021-04-15 11:01:20,870 INFO : Epoch=0177 complete, best val top1-acc=73.01%, top5-acc=92.42% (epoch=173), remaining_time=0:15:17.775969, arrival_time=2021-04-15 11:16:38.646089, cost_time=1:57:42.884565 2021-04-15 11:01:20,871 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 11:01:22,949 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.19ms, fps=1232 images/s, loss=0.0682, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:38.646708, arrival_time=2021-04-15 11:02:01.595911, cost_time=0:00:02.077777 2021-04-15 11:01:24,845 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0695, top1-acc=98.96%, top5-acc=99.98%, remaining_time=0:00:34.972432, arrival_time=2021-04-15 11:01:59.817997, cost_time=0:00:03.974135 2021-04-15 11:01:26,743 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0691, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:32.491678, arrival_time=2021-04-15 11:01:59.235178, cost_time=0:00:05.871990 2021-04-15 11:01:28,642 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.36ms, fps=1349 images/s, loss=0.0695, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:30.305340, arrival_time=2021-04-15 11:01:58.947365, cost_time=0:00:07.770595 2021-04-15 11:01:30,540 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.42ms, fps=1348 images/s, loss=0.0688, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:28.234940, arrival_time=2021-04-15 11:01:58.775844, cost_time=0:00:09.669478 2021-04-15 11:01:32,444 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.33ms, fps=1345 images/s, loss=0.0685, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:26.231680, arrival_time=2021-04-15 11:01:58.675970, cost_time=0:00:11.572781 2021-04-15 11:01:34,342 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.0685, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:24.248322, arrival_time=2021-04-15 11:01:58.591073, cost_time=0:00:13.471323 2021-04-15 11:01:36,241 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.35ms, fps=1348 images/s, loss=0.0688, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:22.287196, arrival_time=2021-04-15 11:01:58.529072, cost_time=0:00:15.370445 2021-04-15 11:01:38,142 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.35ms, fps=1347 images/s, loss=0.0692, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:20.341824, arrival_time=2021-04-15 11:01:58.484653, cost_time=0:00:17.271387 2021-04-15 11:01:40,043 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.29ms, fps=1347 images/s, loss=0.0690, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:18.404928, arrival_time=2021-04-15 11:01:58.448234, cost_time=0:00:19.171806 2021-04-15 11:01:41,942 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.0687, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:16.473386, arrival_time=2021-04-15 11:01:58.415424, cost_time=0:00:21.070606 2021-04-15 11:01:43,840 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.0687, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:14.546856, arrival_time=2021-04-15 11:01:58.387039, cost_time=0:00:22.968756 2021-04-15 11:01:45,739 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.0686, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:12.625470, arrival_time=2021-04-15 11:01:58.365257, cost_time=0:00:24.868353 2021-04-15 11:01:47,638 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.0685, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:10.706752, arrival_time=2021-04-15 11:01:58.345032, cost_time=0:00:26.766845 2021-04-15 11:01:49,538 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.36ms, fps=1347 images/s, loss=0.0688, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:08.791382, arrival_time=2021-04-15 11:01:58.330300, cost_time=0:00:28.667495 2021-04-15 11:01:51,438 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=0.0692, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:06.877512, arrival_time=2021-04-15 11:01:58.315715, cost_time=0:00:30.566696 2021-04-15 11:01:53,335 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.0695, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:04.965168, arrival_time=2021-04-15 11:01:58.301082, cost_time=0:00:32.464487 2021-04-15 11:01:55,233 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.29ms, fps=1349 images/s, loss=0.0690, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:03.054448, arrival_time=2021-04-15 11:01:58.288352, cost_time=0:00:34.362477 2021-04-15 11:01:57,133 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.0691, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:01.145112, arrival_time=2021-04-15 11:01:58.278499, cost_time=0:00:36.261963 2021-04-15 11:01:58,152 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.13ms, fps=1334 images/s, loss=0.0697, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:01:58.152877, cost_time=0:00:37.281460 2021-04-15 11:01:58,851 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=2.22ms, fps=3673 images/s, loss=1.1372, top1-acc=72.38%, top5-acc=92.42%, remaining_time=0:00:02.090700, arrival_time=2021-04-15 11:02:00.942018, cost_time=0:00:00.696905 2021-04-15 11:01:59,436 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.19ms, fps=4374 images/s, loss=1.1417, top1-acc=72.36%, top5-acc=92.09%, remaining_time=0:00:01.282480, arrival_time=2021-04-15 11:02:00.719370, cost_time=0:00:01.282485 2021-04-15 11:02:00,023 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.20ms, fps=4365 images/s, loss=1.1031, top1-acc=72.73%, top5-acc=92.62%, remaining_time=0:00:00.623070, arrival_time=2021-04-15 11:02:00.646688, cost_time=0:00:01.869213 2021-04-15 11:02:00,562 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.05ms, fps=4311 images/s, loss=1.0844, top1-acc=72.78%, top5-acc=92.74%, remaining_time=0:00:00, arrival_time=2021-04-15 11:02:00.562005, cost_time=0:00:02.407614 2021-04-15 11:02:00,680 INFO : Epoch=0178 complete, best val top1-acc=73.01%, top5-acc=92.42% (epoch=173), remaining_time=0:14:37.861204, arrival_time=2021-04-15 11:16:38.541964, cost_time=1:58:22.695210 2021-04-15 11:02:00,681 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 11:02:02,736 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.12ms, fps=1246 images/s, loss=0.0612, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:38.218722, arrival_time=2021-04-15 11:02:40.955483, cost_time=0:00:02.054769 2021-04-15 11:02:04,633 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.0596, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:34.769328, arrival_time=2021-04-15 11:02:39.402374, cost_time=0:00:03.951056 2021-04-15 11:02:06,532 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.36ms, fps=1348 images/s, loss=0.0624, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:32.371992, arrival_time=2021-04-15 11:02:38.904422, cost_time=0:00:05.850372 2021-04-15 11:02:08,429 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0622, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:30.215796, arrival_time=2021-04-15 11:02:38.645422, cost_time=0:00:07.747640 2021-04-15 11:02:10,326 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.0621, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:28.160772, arrival_time=2021-04-15 11:02:38.486863, cost_time=0:00:09.644104 2021-04-15 11:02:12,225 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0635, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:26.165992, arrival_time=2021-04-15 11:02:38.391812, cost_time=0:00:11.543825 2021-04-15 11:02:14,124 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0636, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:24.195906, arrival_time=2021-04-15 11:02:38.320161, cost_time=0:00:13.442196 2021-04-15 11:02:16,021 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0636, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:22.242420, arrival_time=2021-04-15 11:02:38.264024, cost_time=0:00:15.339617 2021-04-15 11:02:17,919 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.50ms, fps=1349 images/s, loss=0.0631, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:20.302180, arrival_time=2021-04-15 11:02:38.221877, cost_time=0:00:17.237706 2021-04-15 11:02:19,816 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0632, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:18.369024, arrival_time=2021-04-15 11:02:38.185393, cost_time=0:00:19.134383 2021-04-15 11:02:21,713 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0637, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:16.442598, arrival_time=2021-04-15 11:02:38.155838, cost_time=0:00:21.031253 2021-04-15 11:02:23,610 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0635, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:14.521092, arrival_time=2021-04-15 11:02:38.131161, cost_time=0:00:22.928080 2021-04-15 11:02:25,507 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0633, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:12.603822, arrival_time=2021-04-15 11:02:38.111555, cost_time=0:00:24.825676 2021-04-15 11:02:27,404 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0631, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:10.689000, arrival_time=2021-04-15 11:02:38.093523, cost_time=0:00:26.722524 2021-04-15 11:02:29,301 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=0.0640, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:08.776708, arrival_time=2021-04-15 11:02:38.078385, cost_time=0:00:28.619690 2021-04-15 11:02:31,199 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.12ms, fps=1349 images/s, loss=0.0643, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:06.866424, arrival_time=2021-04-15 11:02:38.065839, cost_time=0:00:30.517410 2021-04-15 11:02:33,096 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0645, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:04.957576, arrival_time=2021-04-15 11:02:38.054511, cost_time=0:00:32.414941 2021-04-15 11:02:34,994 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0646, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:03.050000, arrival_time=2021-04-15 11:02:38.044544, cost_time=0:00:34.312548 2021-04-15 11:02:36,893 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.01ms, fps=1348 images/s, loss=0.0650, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:01.143522, arrival_time=2021-04-15 11:02:38.037024, cost_time=0:00:36.211454 2021-04-15 11:02:37,912 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.0657, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:02:37.912378, cost_time=0:00:37.230403 2021-04-15 11:02:38,610 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.18ms, fps=3676 images/s, loss=1.1436, top1-acc=71.02%, top5-acc=92.58%, remaining_time=0:00:02.089200, arrival_time=2021-04-15 11:02:40.699519, cost_time=0:00:00.696404 2021-04-15 11:02:39,196 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.17ms, fps=4369 images/s, loss=1.1056, top1-acc=72.38%, top5-acc=92.97%, remaining_time=0:00:01.282680, arrival_time=2021-04-15 11:02:40.479255, cost_time=0:00:01.282670 2021-04-15 11:02:39,783 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.20ms, fps=4367 images/s, loss=1.0822, top1-acc=73.18%, top5-acc=93.05%, remaining_time=0:00:00.623040, arrival_time=2021-04-15 11:02:40.406072, cost_time=0:00:01.869124 2021-04-15 11:02:40,319 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=4327 images/s, loss=1.0872, top1-acc=73.27%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-15 11:02:40.319461, cost_time=0:00:02.405563 2021-04-15 11:02:40,504 INFO : Epoch=0179 complete, best val top1-acc=73.27%, top5-acc=92.98% (epoch=179), remaining_time=0:13:57.949161, arrival_time=2021-04-15 11:16:38.453800, cost_time=1:59:02.519071 2021-04-15 11:02:40,505 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 11:02:42,565 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.16ms, fps=1243 images/s, loss=0.0651, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:38.299260, arrival_time=2021-04-15 11:03:20.864435, cost_time=0:00:02.059102 2021-04-15 11:02:44,461 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.14ms, fps=1351 images/s, loss=0.0651, top1-acc=98.89%, top5-acc=99.98%, remaining_time=0:00:34.805584, arrival_time=2021-04-15 11:03:19.266765, cost_time=0:00:03.955180 2021-04-15 11:02:46,357 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0646, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:32.379794, arrival_time=2021-04-15 11:03:18.737553, cost_time=0:00:05.851759 2021-04-15 11:02:48,255 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0643, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:30.221880, arrival_time=2021-04-15 11:03:18.477159, cost_time=0:00:07.749204 2021-04-15 11:02:50,150 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.15ms, fps=1351 images/s, loss=0.0637, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:28.162670, arrival_time=2021-04-15 11:03:18.313411, cost_time=0:00:09.644741 2021-04-15 11:02:52,046 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0637, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:26.158920, arrival_time=2021-04-15 11:03:18.205610, cost_time=0:00:11.540687 2021-04-15 11:02:53,943 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0633, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:24.187464, arrival_time=2021-04-15 11:03:18.130971, cost_time=0:00:13.437494 2021-04-15 11:02:55,839 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0633, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:22.233952, arrival_time=2021-04-15 11:03:18.073688, cost_time=0:00:15.333734 2021-04-15 11:02:57,736 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0637, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:20.293276, arrival_time=2021-04-15 11:03:18.029380, cost_time=0:00:17.230096 2021-04-15 11:02:59,635 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.19ms, fps=1348 images/s, loss=0.0637, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:18.364032, arrival_time=2021-04-15 11:03:17.999209, cost_time=0:00:19.129171 2021-04-15 11:03:01,533 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0631, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:16.439330, arrival_time=2021-04-15 11:03:17.972478, cost_time=0:00:21.027075 2021-04-15 11:03:03,429 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0632, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:14.518356, arrival_time=2021-04-15 11:03:17.948058, cost_time=0:00:22.923702 2021-04-15 11:03:05,327 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.0632, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:12.601578, arrival_time=2021-04-15 11:03:17.928943, cost_time=0:00:24.821351 2021-04-15 11:03:07,223 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0633, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:10.687040, arrival_time=2021-04-15 11:03:17.910600, cost_time=0:00:26.717558 2021-04-15 11:03:09,119 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.0638, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:08.774914, arrival_time=2021-04-15 11:03:17.894771, cost_time=0:00:28.613857 2021-04-15 11:03:11,019 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.0642, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:06.865452, arrival_time=2021-04-15 11:03:17.884582, cost_time=0:00:30.513056 2021-04-15 11:03:12,915 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0646, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:04.956770, arrival_time=2021-04-15 11:03:17.872406, cost_time=0:00:32.409633 2021-04-15 11:03:14,812 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0650, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:03.049424, arrival_time=2021-04-15 11:03:17.861434, cost_time=0:00:34.306008 2021-04-15 11:03:16,710 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.0649, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:01.143288, arrival_time=2021-04-15 11:03:17.853458, cost_time=0:00:36.204171 2021-04-15 11:03:17,728 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.99ms, fps=1335 images/s, loss=0.0648, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:03:17.728945, cost_time=0:00:37.222952 2021-04-15 11:03:18,427 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.25ms, fps=3675 images/s, loss=1.0701, top1-acc=72.81%, top5-acc=93.20%, remaining_time=0:00:02.089980, arrival_time=2021-04-15 11:03:20.517135, cost_time=0:00:00.696664 2021-04-15 11:03:19,014 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.19ms, fps=4363 images/s, loss=1.0825, top1-acc=72.64%, top5-acc=92.75%, remaining_time=0:00:01.283720, arrival_time=2021-04-15 11:03:20.297915, cost_time=0:00:01.283714 2021-04-15 11:03:19,600 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.25ms, fps=4366 images/s, loss=1.0831, top1-acc=72.92%, top5-acc=92.50%, remaining_time=0:00:00.623460, arrival_time=2021-04-15 11:03:20.224349, cost_time=0:00:01.870395 2021-04-15 11:03:20,137 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.0762, top1-acc=72.59%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-15 11:03:20.137502, cost_time=0:00:02.407023 2021-04-15 11:03:20,231 INFO : Epoch=0180 complete, best val top1-acc=73.27%, top5-acc=92.98% (epoch=179), remaining_time=0:13:18.027280, arrival_time=2021-04-15 11:16:38.258340, cost_time=1:59:42.245514 2021-04-15 11:03:20,232 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 11:03:22,283 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.17ms, fps=1248 images/s, loss=0.0615, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:38.160690, arrival_time=2021-04-15 11:04:00.444589, cost_time=0:00:02.051652 2021-04-15 11:03:24,179 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.10ms, fps=1350 images/s, loss=0.0607, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:34.739584, arrival_time=2021-04-15 11:03:58.919530, cost_time=0:00:03.947689 2021-04-15 11:03:26,078 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.0605, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:32.350744, arrival_time=2021-04-15 11:03:58.429614, cost_time=0:00:05.846532 2021-04-15 11:03:27,977 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0609, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:30.206592, arrival_time=2021-04-15 11:03:58.184138, cost_time=0:00:07.745276 2021-04-15 11:03:29,874 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.0596, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:28.156538, arrival_time=2021-04-15 11:03:58.031458, cost_time=0:00:09.642663 2021-04-15 11:03:31,775 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.0597, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:26.163272, arrival_time=2021-04-15 11:03:57.938235, cost_time=0:00:11.542630 2021-04-15 11:03:33,672 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0603, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:24.192252, arrival_time=2021-04-15 11:03:57.864672, cost_time=0:00:13.440163 2021-04-15 11:03:35,569 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0616, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:22.239404, arrival_time=2021-04-15 11:03:57.809200, cost_time=0:00:15.337536 2021-04-15 11:03:37,467 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.0620, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:20.299212, arrival_time=2021-04-15 11:03:57.766677, cost_time=0:00:17.235189 2021-04-15 11:03:39,366 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.0616, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:18.368928, arrival_time=2021-04-15 11:03:57.735584, cost_time=0:00:19.134330 2021-04-15 11:03:41,264 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0611, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:16.443114, arrival_time=2021-04-15 11:03:57.707230, cost_time=0:00:21.031855 2021-04-15 11:03:43,160 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0611, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:14.521168, arrival_time=2021-04-15 11:03:57.681530, cost_time=0:00:22.928101 2021-04-15 11:03:45,058 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.0614, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:12.604020, arrival_time=2021-04-15 11:03:57.662368, cost_time=0:00:24.826078 2021-04-15 11:03:46,956 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.24ms, fps=1349 images/s, loss=0.0615, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:10.689784, arrival_time=2021-04-15 11:03:57.646549, cost_time=0:00:26.724498 2021-04-15 11:03:48,854 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=0.0616, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:08.777352, arrival_time=2021-04-15 11:03:57.631357, cost_time=0:00:28.621744 2021-04-15 11:03:50,751 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0621, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:06.866892, arrival_time=2021-04-15 11:03:57.618730, cost_time=0:00:30.519500 2021-04-15 11:03:52,649 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.0619, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:04.957862, arrival_time=2021-04-15 11:03:57.606967, cost_time=0:00:32.416839 2021-04-15 11:03:54,545 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0618, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:03.050080, arrival_time=2021-04-15 11:03:57.595791, cost_time=0:00:34.313451 2021-04-15 11:03:56,443 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=0.97ms, fps=1349 images/s, loss=0.0618, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:01.143522, arrival_time=2021-04-15 11:03:57.587288, cost_time=0:00:36.211507 2021-04-15 11:03:57,462 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0620, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:03:57.462828, cost_time=0:00:37.230578 2021-04-15 11:03:58,161 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.89ms, fps=3672 images/s, loss=1.1122, top1-acc=72.81%, top5-acc=92.15%, remaining_time=0:00:02.091270, arrival_time=2021-04-15 11:04:00.252715, cost_time=0:00:00.697087 2021-04-15 11:03:58,746 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.13ms, fps=4382 images/s, loss=1.0722, top1-acc=73.24%, top5-acc=92.71%, remaining_time=0:00:01.281620, arrival_time=2021-04-15 11:04:00.027602, cost_time=0:00:01.281616 2021-04-15 11:03:59,332 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.13ms, fps=4370 images/s, loss=1.0786, top1-acc=73.06%, top5-acc=92.43%, remaining_time=0:00:00.622570, arrival_time=2021-04-15 11:03:59.954647, cost_time=0:00:01.867719 2021-04-15 11:03:59,868 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.0998, top1-acc=73.01%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-15 11:03:59.868736, cost_time=0:00:02.404392 2021-04-15 11:04:00,011 INFO : Epoch=0181 complete, best val top1-acc=73.27%, top5-acc=92.98% (epoch=179), remaining_time=0:12:38.113243, arrival_time=2021-04-15 11:16:38.125006, cost_time=2:00:22.026217 2021-04-15 11:04:00,015 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 11:04:02,040 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.09ms, fps=1265 images/s, loss=0.0563, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:37.654026, arrival_time=2021-04-15 11:04:39.694171, cost_time=0:00:02.024412 2021-04-15 11:04:03,939 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.0573, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:34.532080, arrival_time=2021-04-15 11:04:38.471915, cost_time=0:00:03.924096 2021-04-15 11:04:05,849 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0582, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:32.279032, arrival_time=2021-04-15 11:04:38.128400, cost_time=0:00:05.833551 2021-04-15 11:04:07,757 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.0568, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:30.192552, arrival_time=2021-04-15 11:04:37.949981, cost_time=0:00:07.741673 2021-04-15 11:04:09,665 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.37ms, fps=1342 images/s, loss=0.0564, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:28.177270, arrival_time=2021-04-15 11:04:37.842753, cost_time=0:00:09.649735 2021-04-15 11:04:11,572 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.0568, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:26.195640, arrival_time=2021-04-15 11:04:37.768287, cost_time=0:00:11.556903 2021-04-15 11:04:13,484 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.36ms, fps=1340 images/s, loss=0.0562, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:24.242652, arrival_time=2021-04-15 11:04:37.726623, cost_time=0:00:13.468111 2021-04-15 11:04:15,389 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.18ms, fps=1344 images/s, loss=0.0567, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:22.292416, arrival_time=2021-04-15 11:04:37.682236, cost_time=0:00:15.374066 2021-04-15 11:04:17,290 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.0569, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:20.345534, arrival_time=2021-04-15 11:04:37.635749, cost_time=0:00:17.274470 2021-04-15 11:04:19,187 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.0571, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:18.404544, arrival_time=2021-04-15 11:04:37.591700, cost_time=0:00:19.171413 2021-04-15 11:04:21,090 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.17ms, fps=1345 images/s, loss=0.0574, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:16.476912, arrival_time=2021-04-15 11:04:37.567819, cost_time=0:00:21.075094 2021-04-15 11:04:22,988 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.30ms, fps=1350 images/s, loss=0.0575, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:14.549212, arrival_time=2021-04-15 11:04:37.537354, cost_time=0:00:22.972396 2021-04-15 11:04:24,885 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.35ms, fps=1350 images/s, loss=0.0572, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:12.626064, arrival_time=2021-04-15 11:04:37.511300, cost_time=0:00:24.869486 2021-04-15 11:04:26,782 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.38ms, fps=1349 images/s, loss=0.0574, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:10.706808, arrival_time=2021-04-15 11:04:37.489630, cost_time=0:00:26.767064 2021-04-15 11:04:28,681 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.14ms, fps=1348 images/s, loss=0.0578, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:08.790876, arrival_time=2021-04-15 11:04:37.472534, cost_time=0:00:28.665914 2021-04-15 11:04:30,579 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.0580, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:06.876756, arrival_time=2021-04-15 11:04:37.455801, cost_time=0:00:30.563302 2021-04-15 11:04:32,476 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0582, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:04.964648, arrival_time=2021-04-15 11:04:37.441566, cost_time=0:00:32.461114 2021-04-15 11:04:34,373 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0581, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:03.054048, arrival_time=2021-04-15 11:04:37.427840, cost_time=0:00:34.358051 2021-04-15 11:04:36,270 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=0.98ms, fps=1350 images/s, loss=0.0581, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:01.144896, arrival_time=2021-04-15 11:04:37.415732, cost_time=0:00:36.255111 2021-04-15 11:04:37,290 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.15ms, fps=1334 images/s, loss=0.0586, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:04:37.290369, cost_time=0:00:37.274635 2021-04-15 11:04:37,987 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.12ms, fps=3680 images/s, loss=1.1714, top1-acc=72.03%, top5-acc=92.19%, remaining_time=0:00:02.086710, arrival_time=2021-04-15 11:04:40.074205, cost_time=0:00:00.695566 2021-04-15 11:04:38,574 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.20ms, fps=4361 images/s, loss=1.1429, top1-acc=72.03%, top5-acc=92.32%, remaining_time=0:00:01.282860, arrival_time=2021-04-15 11:04:39.857657, cost_time=0:00:01.282864 2021-04-15 11:04:39,162 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.15ms, fps=4359 images/s, loss=1.1105, top1-acc=72.63%, top5-acc=92.76%, remaining_time=0:00:00.623460, arrival_time=2021-04-15 11:04:39.785766, cost_time=0:00:01.870375 2021-04-15 11:04:39,698 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.0895, top1-acc=72.97%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-15 11:04:39.698876, cost_time=0:00:02.406961 2021-04-15 11:04:39,797 INFO : Epoch=0182 complete, best val top1-acc=73.27%, top5-acc=92.98% (epoch=179), remaining_time=0:11:58.201152, arrival_time=2021-04-15 11:16:37.998357, cost_time=2:01:01.811656 2021-04-15 11:04:39,798 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 11:04:41,867 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.07ms, fps=1237 images/s, loss=0.0599, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:38.485260, arrival_time=2021-04-15 11:05:20.352761, cost_time=0:00:02.069096 2021-04-15 11:04:43,763 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0566, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:34.893760, arrival_time=2021-04-15 11:05:18.657372, cost_time=0:00:03.965194 2021-04-15 11:04:45,663 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.43ms, fps=1348 images/s, loss=0.0565, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:32.454494, arrival_time=2021-04-15 11:05:18.118269, cost_time=0:00:05.865280 2021-04-15 11:04:47,561 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0555, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:30.275700, arrival_time=2021-04-15 11:05:17.837125, cost_time=0:00:07.763010 2021-04-15 11:04:49,458 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.0543, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:28.208076, arrival_time=2021-04-15 11:05:17.666769, cost_time=0:00:09.660278 2021-04-15 11:04:51,356 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0547, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:26.198224, arrival_time=2021-04-15 11:05:17.554674, cost_time=0:00:11.558031 2021-04-15 11:04:53,255 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0556, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:24.222114, arrival_time=2021-04-15 11:05:17.477320, cost_time=0:00:13.456716 2021-04-15 11:04:55,152 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0554, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:22.263068, arrival_time=2021-04-15 11:05:17.415292, cost_time=0:00:15.353804 2021-04-15 11:04:57,052 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=3.69ms, fps=1347 images/s, loss=0.0556, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:20.321790, arrival_time=2021-04-15 11:05:17.374577, cost_time=0:00:17.254363 2021-04-15 11:04:58,950 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.47ms, fps=1350 images/s, loss=0.0550, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:18.385536, arrival_time=2021-04-15 11:05:17.335600, cost_time=0:00:19.151647 2021-04-15 11:05:00,848 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0553, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:16.457304, arrival_time=2021-04-15 11:05:17.305869, cost_time=0:00:21.050054 2021-04-15 11:05:02,745 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0555, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:14.533328, arrival_time=2021-04-15 11:05:17.279071, cost_time=0:00:22.947322 2021-04-15 11:05:04,643 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.38ms, fps=1349 images/s, loss=0.0554, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:12.613458, arrival_time=2021-04-15 11:05:17.256589, cost_time=0:00:24.844705 2021-04-15 11:05:06,540 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.12ms, fps=1350 images/s, loss=0.0554, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:10.696728, arrival_time=2021-04-15 11:05:17.236968, cost_time=0:00:26.741825 2021-04-15 11:05:08,436 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0557, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:08.782458, arrival_time=2021-04-15 11:05:17.219321, cost_time=0:00:28.638446 2021-04-15 11:05:10,333 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0559, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:06.870456, arrival_time=2021-04-15 11:05:17.204370, cost_time=0:00:30.535427 2021-04-15 11:05:12,230 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0563, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:04.960254, arrival_time=2021-04-15 11:05:17.191146, cost_time=0:00:32.432479 2021-04-15 11:05:14,127 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0566, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:03.051504, arrival_time=2021-04-15 11:05:17.179429, cost_time=0:00:34.329509 2021-04-15 11:05:16,025 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.0569, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:01.144020, arrival_time=2021-04-15 11:05:17.169706, cost_time=0:00:36.227277 2021-04-15 11:05:17,044 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.99ms, fps=1336 images/s, loss=0.0570, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:05:17.044311, cost_time=0:00:37.245908 2021-04-15 11:05:17,742 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.18ms, fps=3673 images/s, loss=1.1438, top1-acc=71.48%, top5-acc=91.87%, remaining_time=0:00:02.091120, arrival_time=2021-04-15 11:05:19.834030, cost_time=0:00:00.697045 2021-04-15 11:05:18,329 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.39ms, fps=4363 images/s, loss=1.1035, top1-acc=71.86%, top5-acc=92.68%, remaining_time=0:00:01.284060, arrival_time=2021-04-15 11:05:19.613980, cost_time=0:00:01.284066 2021-04-15 11:05:18,917 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.31ms, fps=4361 images/s, loss=1.1091, top1-acc=72.28%, top5-acc=92.70%, remaining_time=0:00:00.623780, arrival_time=2021-04-15 11:05:19.540976, cost_time=0:00:01.871344 2021-04-15 11:05:19,454 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=4320 images/s, loss=1.0797, top1-acc=72.86%, top5-acc=92.78%, remaining_time=0:00:00, arrival_time=2021-04-15 11:05:19.454477, cost_time=0:00:02.408635 2021-04-15 11:05:19,590 INFO : Epoch=0183 complete, best val top1-acc=73.27%, top5-acc=92.98% (epoch=179), remaining_time=0:11:18.291160, arrival_time=2021-04-15 11:16:37.881522, cost_time=2:01:41.604815 2021-04-15 11:05:19,591 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 11:05:21,623 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.18ms, fps=1260 images/s, loss=0.0487, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:37.795758, arrival_time=2021-04-15 11:05:59.419351, cost_time=0:00:02.032030 2021-04-15 11:05:23,530 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.0497, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:34.661792, arrival_time=2021-04-15 11:05:58.192200, cost_time=0:00:03.938845 2021-04-15 11:05:25,439 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.18ms, fps=1341 images/s, loss=0.0506, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:32.357384, arrival_time=2021-04-15 11:05:57.796736, cost_time=0:00:05.847707 2021-04-15 11:05:27,358 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.24ms, fps=1335 images/s, loss=0.0525, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:30.289428, arrival_time=2021-04-15 11:05:57.647515, cost_time=0:00:07.766523 2021-04-15 11:05:29,266 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.29ms, fps=1342 images/s, loss=0.0527, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:28.249394, arrival_time=2021-04-15 11:05:57.515398, cost_time=0:00:09.674440 2021-04-15 11:05:31,176 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.22ms, fps=1340 images/s, loss=0.0533, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:26.259696, arrival_time=2021-04-15 11:05:57.436429, cost_time=0:00:11.585153 2021-04-15 11:05:33,085 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.21ms, fps=1341 images/s, loss=0.0529, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:24.288894, arrival_time=2021-04-15 11:05:57.374381, cost_time=0:00:13.493844 2021-04-15 11:05:34,992 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.31ms, fps=1343 images/s, loss=0.0535, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:22.331740, arrival_time=2021-04-15 11:05:57.324538, cost_time=0:00:15.401231 2021-04-15 11:05:36,901 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.0540, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:20.386980, arrival_time=2021-04-15 11:05:57.288265, cost_time=0:00:17.309709 2021-04-15 11:05:38,809 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.0538, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:18.449088, arrival_time=2021-04-15 11:05:57.258474, cost_time=0:00:19.217808 2021-04-15 11:05:40,720 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.17ms, fps=1340 images/s, loss=0.0538, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:16.519138, arrival_time=2021-04-15 11:05:57.239887, cost_time=0:00:21.129102 2021-04-15 11:05:42,627 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.16ms, fps=1343 images/s, loss=0.0540, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:14.589416, arrival_time=2021-04-15 11:05:57.216951, cost_time=0:00:23.035972 2021-04-15 11:05:44,535 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.0541, top1-acc=99.25%, top5-acc=99.99%, remaining_time=0:00:12.663684, arrival_time=2021-04-15 11:05:57.198892, cost_time=0:00:24.943643 2021-04-15 11:05:46,444 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.16ms, fps=1341 images/s, loss=0.0538, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:10.740968, arrival_time=2021-04-15 11:05:57.184991, cost_time=0:00:26.852444 2021-04-15 11:05:48,351 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.33ms, fps=1342 images/s, loss=0.0539, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:08.819718, arrival_time=2021-04-15 11:05:57.171223, cost_time=0:00:28.759949 2021-04-15 11:05:50,265 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.16ms, fps=1338 images/s, loss=0.0540, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:06.901524, arrival_time=2021-04-15 11:05:57.166534, cost_time=0:00:30.673377 2021-04-15 11:05:52,172 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.0544, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:04.982952, arrival_time=2021-04-15 11:05:57.155290, cost_time=0:00:32.580778 2021-04-15 11:05:54,078 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.18ms, fps=1343 images/s, loss=0.0546, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:03.065536, arrival_time=2021-04-15 11:05:57.144321, cost_time=0:00:34.487224 2021-04-15 11:05:55,986 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.01ms, fps=1342 images/s, loss=0.0545, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:01.149324, arrival_time=2021-04-15 11:05:57.136200, cost_time=0:00:36.395323 2021-04-15 11:05:57,012 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.01ms, fps=1326 images/s, loss=0.0546, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:05:57.012447, cost_time=0:00:37.420896 2021-04-15 11:05:57,712 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.20ms, fps=3664 images/s, loss=1.0438, top1-acc=73.63%, top5-acc=92.73%, remaining_time=0:00:02.095950, arrival_time=2021-04-15 11:05:59.808614, cost_time=0:00:00.698650 2021-04-15 11:05:58,300 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.22ms, fps=4356 images/s, loss=1.0978, top1-acc=72.77%, top5-acc=92.32%, remaining_time=0:00:01.286640, arrival_time=2021-04-15 11:05:59.587297, cost_time=0:00:01.286644 2021-04-15 11:05:58,888 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.23ms, fps=4358 images/s, loss=1.0930, top1-acc=72.75%, top5-acc=92.46%, remaining_time=0:00:00.624800, arrival_time=2021-04-15 11:05:59.513204, cost_time=0:00:01.874389 2021-04-15 11:05:59,427 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=4304 images/s, loss=1.0973, top1-acc=72.90%, top5-acc=92.53%, remaining_time=0:00:00, arrival_time=2021-04-15 11:05:59.427752, cost_time=0:00:02.413756 2021-04-15 11:05:59,577 INFO : Epoch=0184 complete, best val top1-acc=73.27%, top5-acc=92.98% (epoch=179), remaining_time=0:10:38.399312, arrival_time=2021-04-15 11:16:37.977003, cost_time=2:02:21.592141 2021-04-15 11:05:59,578 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 11:06:01,633 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.08ms, fps=1246 images/s, loss=0.0550, top1-acc=99.37%, top5-acc=99.96%, remaining_time=0:00:38.214816, arrival_time=2021-04-15 11:06:39.848265, cost_time=0:00:02.054562 2021-04-15 11:06:03,529 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.14ms, fps=1351 images/s, loss=0.0557, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:34.761408, arrival_time=2021-04-15 11:06:38.290465, cost_time=0:00:03.950163 2021-04-15 11:06:05,432 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.15ms, fps=1345 images/s, loss=0.0545, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:32.387098, arrival_time=2021-04-15 11:06:37.819168, cost_time=0:00:05.853102 2021-04-15 11:06:07,329 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.26ms, fps=1350 images/s, loss=0.0542, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:30.227184, arrival_time=2021-04-15 11:06:37.556642, cost_time=0:00:07.750564 2021-04-15 11:06:09,226 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0539, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:28.170116, arrival_time=2021-04-15 11:06:37.396286, cost_time=0:00:09.647275 2021-04-15 11:06:11,128 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=0.0536, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:26.179456, arrival_time=2021-04-15 11:06:37.308198, cost_time=0:00:11.549766 2021-04-15 11:06:13,025 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.19ms, fps=1350 images/s, loss=0.0538, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:24.204096, arrival_time=2021-04-15 11:06:37.229703, cost_time=0:00:13.446710 2021-04-15 11:06:14,922 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.32ms, fps=1350 images/s, loss=0.0529, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:22.247988, arrival_time=2021-04-15 11:06:37.170347, cost_time=0:00:15.343456 2021-04-15 11:06:16,820 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0531, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:20.306314, arrival_time=2021-04-15 11:06:37.126460, cost_time=0:00:17.241236 2021-04-15 11:06:18,718 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0529, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:18.374016, arrival_time=2021-04-15 11:06:37.092565, cost_time=0:00:19.139578 2021-04-15 11:06:20,615 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0527, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:16.446984, arrival_time=2021-04-15 11:06:37.062695, cost_time=0:00:21.036818 2021-04-15 11:06:22,513 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0529, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:14.524968, arrival_time=2021-04-15 11:06:37.038077, cost_time=0:00:22.934213 2021-04-15 11:06:24,410 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0530, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:12.606858, arrival_time=2021-04-15 11:06:37.017471, cost_time=0:00:24.831710 2021-04-15 11:06:26,307 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.0532, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:10.691464, arrival_time=2021-04-15 11:06:36.999028, cost_time=0:00:26.728662 2021-04-15 11:06:28,205 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.0532, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:08.778778, arrival_time=2021-04-15 11:06:36.984066, cost_time=0:00:28.626392 2021-04-15 11:06:30,103 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0532, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:06.867936, arrival_time=2021-04-15 11:06:36.971117, cost_time=0:00:30.524206 2021-04-15 11:06:32,002 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.22ms, fps=1348 images/s, loss=0.0530, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:04.958902, arrival_time=2021-04-15 11:06:36.961432, cost_time=0:00:32.423630 2021-04-15 11:06:33,903 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.0532, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:03.051056, arrival_time=2021-04-15 11:06:36.954382, cost_time=0:00:34.324410 2021-04-15 11:06:35,801 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.0535, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:01.143882, arrival_time=2021-04-15 11:06:36.945662, cost_time=0:00:36.222885 2021-04-15 11:06:36,820 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.00ms, fps=1335 images/s, loss=0.0534, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:06:36.820583, cost_time=0:00:37.241694 2021-04-15 11:06:37,517 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.17ms, fps=3679 images/s, loss=1.0683, top1-acc=74.06%, top5-acc=92.85%, remaining_time=0:00:02.087250, arrival_time=2021-04-15 11:06:39.605158, cost_time=0:00:00.695753 2021-04-15 11:06:38,104 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.35ms, fps=4364 images/s, loss=1.0458, top1-acc=74.57%, top5-acc=92.73%, remaining_time=0:00:01.282700, arrival_time=2021-04-15 11:06:39.387539, cost_time=0:00:01.282701 2021-04-15 11:06:38,691 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.16ms, fps=4365 images/s, loss=1.0817, top1-acc=73.54%, top5-acc=92.41%, remaining_time=0:00:00.623160, arrival_time=2021-04-15 11:06:39.314829, cost_time=0:00:01.869485 2021-04-15 11:06:39,248 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.05ms, fps=4170 images/s, loss=1.0846, top1-acc=73.59%, top5-acc=92.49%, remaining_time=0:00:00, arrival_time=2021-04-15 11:06:39.248323, cost_time=0:00:02.426202 2021-04-15 11:06:39,437 INFO : Epoch=0185 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:09:58.496070, arrival_time=2021-04-15 11:16:37.933162, cost_time=2:03:01.451525 2021-04-15 11:06:39,438 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 11:06:41,529 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.31ms, fps=1224 images/s, loss=0.0521, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:38.889438, arrival_time=2021-04-15 11:07:20.418642, cost_time=0:00:02.090831 2021-04-15 11:06:43,436 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.24ms, fps=1343 images/s, loss=0.0511, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:35.181344, arrival_time=2021-04-15 11:07:18.617588, cost_time=0:00:03.997872 2021-04-15 11:06:45,346 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.0506, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:32.689716, arrival_time=2021-04-15 11:07:18.035962, cost_time=0:00:05.907782 2021-04-15 11:06:47,254 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.0512, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:30.481620, arrival_time=2021-04-15 11:07:17.735785, cost_time=0:00:07.815792 2021-04-15 11:06:49,161 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.30ms, fps=1343 images/s, loss=0.0506, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:28.391014, arrival_time=2021-04-15 11:07:17.552348, cost_time=0:00:09.722962 2021-04-15 11:06:51,075 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.31ms, fps=1338 images/s, loss=0.0517, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:26.377880, arrival_time=2021-04-15 11:07:17.453614, cost_time=0:00:11.637282 2021-04-15 11:06:52,983 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.39ms, fps=1342 images/s, loss=0.0516, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:24.381000, arrival_time=2021-04-15 11:07:17.364359, cost_time=0:00:13.544986 2021-04-15 11:06:54,889 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.33ms, fps=1343 images/s, loss=0.0514, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:22.404472, arrival_time=2021-04-15 11:07:17.294178, cost_time=0:00:15.451330 2021-04-15 11:06:56,799 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.44ms, fps=1341 images/s, loss=0.0518, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:20.446976, arrival_time=2021-04-15 11:07:17.245989, cost_time=0:00:17.360625 2021-04-15 11:06:58,708 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.0523, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:18.499200, arrival_time=2021-04-15 11:07:17.207633, cost_time=0:00:19.269989 2021-04-15 11:07:00,616 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.36ms, fps=1342 images/s, loss=0.0522, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:16.557150, arrival_time=2021-04-15 11:07:17.173303, cost_time=0:00:21.177781 2021-04-15 11:07:02,523 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.0524, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:14.620652, arrival_time=2021-04-15 11:07:17.144295, cost_time=0:00:23.085276 2021-04-15 11:07:04,431 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.25ms, fps=1342 images/s, loss=0.0524, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:12.688632, arrival_time=2021-04-15 11:07:17.119764, cost_time=0:00:24.992748 2021-04-15 11:07:06,338 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.26ms, fps=1342 images/s, loss=0.0519, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:10.760064, arrival_time=2021-04-15 11:07:17.098553, cost_time=0:00:26.900115 2021-04-15 11:07:08,241 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.23ms, fps=1345 images/s, loss=0.0521, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:08.833058, arrival_time=2021-04-15 11:07:17.074839, cost_time=0:00:28.803417 2021-04-15 11:07:10,139 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0518, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:06.907644, arrival_time=2021-04-15 11:07:17.046725, cost_time=0:00:30.700638 2021-04-15 11:07:12,035 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0520, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:04.985422, arrival_time=2021-04-15 11:07:17.020762, cost_time=0:00:32.596975 2021-04-15 11:07:13,935 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.14ms, fps=1347 images/s, loss=0.0525, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:03.066432, arrival_time=2021-04-15 11:07:17.002071, cost_time=0:00:34.497274 2021-04-15 11:07:15,833 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.0526, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:01.149312, arrival_time=2021-04-15 11:07:16.982627, cost_time=0:00:36.394952 2021-04-15 11:07:16,852 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.00ms, fps=1335 images/s, loss=0.0527, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:07:16.852216, cost_time=0:00:37.413859 2021-04-15 11:07:17,550 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.18ms, fps=3673 images/s, loss=1.0923, top1-acc=73.20%, top5-acc=92.38%, remaining_time=0:00:02.090970, arrival_time=2021-04-15 11:07:19.641733, cost_time=0:00:00.696990 2021-04-15 11:07:18,137 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.22ms, fps=4363 images/s, loss=1.0978, top1-acc=73.09%, top5-acc=92.40%, remaining_time=0:00:01.284080, arrival_time=2021-04-15 11:07:19.421921, cost_time=0:00:01.284071 2021-04-15 11:07:18,724 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.18ms, fps=4365 images/s, loss=1.1091, top1-acc=73.27%, top5-acc=92.29%, remaining_time=0:00:00.623630, arrival_time=2021-04-15 11:07:19.348294, cost_time=0:00:01.870893 2021-04-15 11:07:19,264 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=4302 images/s, loss=1.0896, top1-acc=73.40%, top5-acc=92.42%, remaining_time=0:00:00, arrival_time=2021-04-15 11:07:19.264251, cost_time=0:00:02.410492 2021-04-15 11:07:19,408 INFO : Epoch=0186 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:09:18.601764, arrival_time=2021-04-15 11:16:38.010716, cost_time=2:03:41.423395 2021-04-15 11:07:19,410 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 11:07:21,470 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.31ms, fps=1243 images/s, loss=0.0479, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:38.316000, arrival_time=2021-04-15 11:07:59.786296, cost_time=0:00:02.059996 2021-04-15 11:07:23,367 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0497, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:34.825472, arrival_time=2021-04-15 11:07:58.193135, cost_time=0:00:03.957442 2021-04-15 11:07:25,265 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.0512, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:32.396560, arrival_time=2021-04-15 11:07:57.661575, cost_time=0:00:05.854787 2021-04-15 11:07:27,163 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.0510, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:30.238260, arrival_time=2021-04-15 11:07:57.401974, cost_time=0:00:07.753410 2021-04-15 11:07:29,060 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.0512, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:28.179022, arrival_time=2021-04-15 11:07:57.239603, cost_time=0:00:09.650352 2021-04-15 11:07:30,957 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.0509, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:26.174152, arrival_time=2021-04-15 11:07:57.131794, cost_time=0:00:11.547407 2021-04-15 11:07:32,855 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.0509, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:24.201450, arrival_time=2021-04-15 11:07:57.056960, cost_time=0:00:13.445271 2021-04-15 11:07:34,754 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.71ms, fps=1349 images/s, loss=0.0514, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:22.248568, arrival_time=2021-04-15 11:07:57.002723, cost_time=0:00:15.343860 2021-04-15 11:07:36,652 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.0517, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:20.307162, arrival_time=2021-04-15 11:07:56.959291, cost_time=0:00:17.241905 2021-04-15 11:07:38,549 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0516, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:18.373344, arrival_time=2021-04-15 11:07:56.922434, cost_time=0:00:19.138868 2021-04-15 11:07:40,447 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.0513, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:16.447586, arrival_time=2021-04-15 11:07:56.895464, cost_time=0:00:21.037633 2021-04-15 11:07:42,347 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.0512, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:14.526640, arrival_time=2021-04-15 11:07:56.873651, cost_time=0:00:22.936785 2021-04-15 11:07:44,244 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0515, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:12.608046, arrival_time=2021-04-15 11:07:56.852270, cost_time=0:00:24.834002 2021-04-15 11:07:46,143 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.0513, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:10.693200, arrival_time=2021-04-15 11:07:56.836464, cost_time=0:00:26.732961 2021-04-15 11:07:48,040 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0512, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:08.780020, arrival_time=2021-04-15 11:07:56.820673, cost_time=0:00:28.630432 2021-04-15 11:07:49,937 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0513, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:06.868692, arrival_time=2021-04-15 11:07:56.806462, cost_time=0:00:30.527547 2021-04-15 11:07:51,835 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0514, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:04.959084, arrival_time=2021-04-15 11:07:56.794159, cost_time=0:00:32.424843 2021-04-15 11:07:53,732 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.0517, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:03.050880, arrival_time=2021-04-15 11:07:56.783475, cost_time=0:00:34.322371 2021-04-15 11:07:55,630 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=0.99ms, fps=1349 images/s, loss=0.0518, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:01.143792, arrival_time=2021-04-15 11:07:56.774005, cost_time=0:00:36.220003 2021-04-15 11:07:56,649 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0520, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:07:56.649108, cost_time=0:00:37.238900 2021-04-15 11:07:57,367 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.17ms, fps=3570 images/s, loss=1.0084, top1-acc=74.73%, top5-acc=93.48%, remaining_time=0:00:02.151330, arrival_time=2021-04-15 11:07:59.519149, cost_time=0:00:00.717111 2021-04-15 11:07:57,954 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.14ms, fps=4369 images/s, loss=1.0467, top1-acc=73.93%, top5-acc=93.20%, remaining_time=0:00:01.303320, arrival_time=2021-04-15 11:07:59.257346, cost_time=0:00:01.303327 2021-04-15 11:07:58,540 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.12ms, fps=4366 images/s, loss=1.0795, top1-acc=73.35%, top5-acc=92.80%, remaining_time=0:00:00.629980, arrival_time=2021-04-15 11:07:59.170629, cost_time=0:00:01.889951 2021-04-15 11:07:59,079 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=4305 images/s, loss=1.1282, top1-acc=72.90%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-15 11:07:59.079822, cost_time=0:00:02.429136 2021-04-15 11:07:59,217 INFO : Epoch=0187 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:08:38.695268, arrival_time=2021-04-15 11:16:37.912812, cost_time=2:04:21.231996 2021-04-15 11:07:59,218 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 11:08:01,278 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.25ms, fps=1243 images/s, loss=0.0491, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:38.314140, arrival_time=2021-04-15 11:08:39.592885, cost_time=0:00:02.059902 2021-04-15 11:08:03,176 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0484, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:34.826528, arrival_time=2021-04-15 11:08:38.002848, cost_time=0:00:03.957565 2021-04-15 11:08:05,073 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.0489, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:32.394236, arrival_time=2021-04-15 11:08:37.467373, cost_time=0:00:05.854381 2021-04-15 11:08:06,976 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.33ms, fps=1349 images/s, loss=0.0490, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:30.253080, arrival_time=2021-04-15 11:08:37.229124, cost_time=0:00:07.757214 2021-04-15 11:08:08,872 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0489, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:28.188658, arrival_time=2021-04-15 11:08:37.061070, cost_time=0:00:09.653650 2021-04-15 11:08:10,769 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0494, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:26.181224, arrival_time=2021-04-15 11:08:36.950499, cost_time=0:00:11.550511 2021-04-15 11:08:12,667 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0493, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:24.206868, arrival_time=2021-04-15 11:08:36.873924, cost_time=0:00:13.448288 2021-04-15 11:08:14,564 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0493, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:22.251236, arrival_time=2021-04-15 11:08:36.815719, cost_time=0:00:15.345713 2021-04-15 11:08:16,463 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.27ms, fps=1349 images/s, loss=0.0497, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:20.309812, arrival_time=2021-04-15 11:08:36.772770, cost_time=0:00:17.244200 2021-04-15 11:08:18,361 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0499, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:18.377184, arrival_time=2021-04-15 11:08:36.739052, cost_time=0:00:19.142924 2021-04-15 11:08:20,259 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0495, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:16.450338, arrival_time=2021-04-15 11:08:36.710182, cost_time=0:00:21.041089 2021-04-15 11:08:22,156 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0493, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:14.527324, arrival_time=2021-04-15 11:08:36.683998, cost_time=0:00:22.937916 2021-04-15 11:08:24,053 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.35ms, fps=1350 images/s, loss=0.0496, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:12.608508, arrival_time=2021-04-15 11:08:36.662152, cost_time=0:00:24.834880 2021-04-15 11:08:25,951 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0499, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:10.693144, arrival_time=2021-04-15 11:08:36.644819, cost_time=0:00:26.732918 2021-04-15 11:08:27,851 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.17ms, fps=1348 images/s, loss=0.0500, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:08.780618, arrival_time=2021-04-15 11:08:36.631882, cost_time=0:00:28.632504 2021-04-15 11:08:29,749 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0499, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:06.869412, arrival_time=2021-04-15 11:08:36.619014, cost_time=0:00:30.530768 2021-04-15 11:08:31,650 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.0497, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:04.960124, arrival_time=2021-04-15 11:08:36.610435, cost_time=0:00:32.431541 2021-04-15 11:08:33,547 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0495, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:03.051456, arrival_time=2021-04-15 11:08:36.599077, cost_time=0:00:34.328849 2021-04-15 11:08:35,446 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=0.98ms, fps=1348 images/s, loss=0.0495, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:01.144032, arrival_time=2021-04-15 11:08:36.590383, cost_time=0:00:36.227595 2021-04-15 11:08:36,465 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0496, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:08:36.465162, cost_time=0:00:37.246415 2021-04-15 11:08:37,161 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.17ms, fps=3684 images/s, loss=1.0381, top1-acc=73.67%, top5-acc=93.12%, remaining_time=0:00:02.084910, arrival_time=2021-04-15 11:08:39.246577, cost_time=0:00:00.694970 2021-04-15 11:08:37,748 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.44ms, fps=4366 images/s, loss=1.0432, top1-acc=73.79%, top5-acc=93.16%, remaining_time=0:00:01.281580, arrival_time=2021-04-15 11:08:39.029860, cost_time=0:00:01.281574 2021-04-15 11:08:38,335 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.18ms, fps=4362 images/s, loss=1.0827, top1-acc=73.03%, top5-acc=92.88%, remaining_time=0:00:00.622930, arrival_time=2021-04-15 11:08:38.958426, cost_time=0:00:01.868804 2021-04-15 11:08:38,872 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=4325 images/s, loss=1.1030, top1-acc=72.84%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-15 11:08:38.872146, cost_time=0:00:02.405466 2021-04-15 11:08:39,002 INFO : Epoch=0188 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:07:58.788288, arrival_time=2021-04-15 11:16:37.790312, cost_time=2:05:01.016474 2021-04-15 11:08:39,003 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 11:08:41,057 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.21ms, fps=1246 images/s, loss=0.0455, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:38.203470, arrival_time=2021-04-15 11:09:19.260729, cost_time=0:00:02.053954 2021-04-15 11:08:42,954 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.31ms, fps=1350 images/s, loss=0.0470, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:34.772320, arrival_time=2021-04-15 11:09:17.726961, cost_time=0:00:03.951403 2021-04-15 11:08:44,851 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0471, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:32.359874, arrival_time=2021-04-15 11:09:17.211267, cost_time=0:00:05.848158 2021-04-15 11:08:46,749 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0478, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:30.211116, arrival_time=2021-04-15 11:09:16.960801, cost_time=0:00:07.746442 2021-04-15 11:08:48,648 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.0488, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:28.162670, arrival_time=2021-04-15 11:09:16.810729, cost_time=0:00:09.644751 2021-04-15 11:08:50,545 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.0489, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:26.162592, arrival_time=2021-04-15 11:09:16.708163, cost_time=0:00:11.542339 2021-04-15 11:08:52,442 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0487, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:24.190488, arrival_time=2021-04-15 11:09:16.632870, cost_time=0:00:13.439150 2021-04-15 11:08:54,340 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0482, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:22.238940, arrival_time=2021-04-15 11:09:16.579384, cost_time=0:00:15.337200 2021-04-15 11:08:56,238 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0481, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:20.299000, arrival_time=2021-04-15 11:09:16.537342, cost_time=0:00:17.235034 2021-04-15 11:08:58,135 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0484, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:18.366912, arrival_time=2021-04-15 11:09:16.502332, cost_time=0:00:19.132181 2021-04-15 11:09:00,032 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0486, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.441050, arrival_time=2021-04-15 11:09:16.473541, cost_time=0:00:21.029244 2021-04-15 11:09:01,931 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0486, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:14.521320, arrival_time=2021-04-15 11:09:16.452923, cost_time=0:00:22.928359 2021-04-15 11:09:03,828 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0486, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:12.603690, arrival_time=2021-04-15 11:09:16.432350, cost_time=0:00:24.825427 2021-04-15 11:09:05,724 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0488, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:10.688664, arrival_time=2021-04-15 11:09:16.413569, cost_time=0:00:26.721672 2021-04-15 11:09:07,623 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0486, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:08.776708, arrival_time=2021-04-15 11:09:16.399776, cost_time=0:00:28.619766 2021-04-15 11:09:09,519 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0487, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:06.866208, arrival_time=2021-04-15 11:09:16.385913, cost_time=0:00:30.516475 2021-04-15 11:09:11,417 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.42ms, fps=1349 images/s, loss=0.0486, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:04.957498, arrival_time=2021-04-15 11:09:16.375168, cost_time=0:00:32.414436 2021-04-15 11:09:13,314 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.0486, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:03.049888, arrival_time=2021-04-15 11:09:16.364392, cost_time=0:00:34.311271 2021-04-15 11:09:15,211 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.00ms, fps=1350 images/s, loss=0.0484, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:01.143426, arrival_time=2021-04-15 11:09:16.355105, cost_time=0:00:36.208460 2021-04-15 11:09:16,230 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0488, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:09:16.230507, cost_time=0:00:37.227287 2021-04-15 11:09:16,928 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.17ms, fps=3674 images/s, loss=1.1544, top1-acc=71.91%, top5-acc=92.30%, remaining_time=0:00:02.090100, arrival_time=2021-04-15 11:09:19.018844, cost_time=0:00:00.696702 2021-04-15 11:09:17,514 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.08ms, fps=4375 images/s, loss=1.1085, top1-acc=72.79%, top5-acc=92.56%, remaining_time=0:00:01.282120, arrival_time=2021-04-15 11:09:18.796284, cost_time=0:00:01.282127 2021-04-15 11:09:18,099 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.10ms, fps=4375 images/s, loss=1.0929, top1-acc=73.36%, top5-acc=92.68%, remaining_time=0:00:00.622540, arrival_time=2021-04-15 11:09:18.722195, cost_time=0:00:01.867620 2021-04-15 11:09:18,641 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=4283 images/s, loss=1.0924, top1-acc=73.38%, top5-acc=92.47%, remaining_time=0:00:00, arrival_time=2021-04-15 11:09:18.641753, cost_time=0:00:02.409625 2021-04-15 11:09:18,779 INFO : Epoch=0189 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:07:18.882169, arrival_time=2021-04-15 11:16:37.661436, cost_time=2:05:40.793713 2021-04-15 11:09:18,780 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 11:09:20,853 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.16ms, fps=1235 images/s, loss=0.0495, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:38.554452, arrival_time=2021-04-15 11:09:59.407881, cost_time=0:00:02.072815 2021-04-15 11:09:22,749 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0485, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:34.926496, arrival_time=2021-04-15 11:09:57.676043, cost_time=0:00:03.968930 2021-04-15 11:09:24,647 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.0467, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:32.460636, arrival_time=2021-04-15 11:09:57.107633, cost_time=0:00:05.866375 2021-04-15 11:09:26,546 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.0472, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:30.286308, arrival_time=2021-04-15 11:09:56.832737, cost_time=0:00:07.765734 2021-04-15 11:09:28,444 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0465, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:28.217712, arrival_time=2021-04-15 11:09:56.661911, cost_time=0:00:09.663586 2021-04-15 11:09:30,341 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0469, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:26.204480, arrival_time=2021-04-15 11:09:56.546002, cost_time=0:00:11.560813 2021-04-15 11:09:32,254 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.38ms, fps=1339 images/s, loss=0.0475, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:24.252606, arrival_time=2021-04-15 11:09:56.506916, cost_time=0:00:13.473677 2021-04-15 11:09:34,156 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.20ms, fps=1346 images/s, loss=0.0481, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:22.294736, arrival_time=2021-04-15 11:09:56.451033, cost_time=0:00:15.375682 2021-04-15 11:09:36,060 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.39ms, fps=1345 images/s, loss=0.0480, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:20.351576, arrival_time=2021-04-15 11:09:56.412323, cost_time=0:00:17.279634 2021-04-15 11:09:37,961 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.19ms, fps=1347 images/s, loss=0.0476, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:18.413472, arrival_time=2021-04-15 11:09:56.374760, cost_time=0:00:19.180666 2021-04-15 11:09:39,861 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.15ms, fps=1347 images/s, loss=0.0474, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:16.481814, arrival_time=2021-04-15 11:09:56.343769, cost_time=0:00:21.081344 2021-04-15 11:09:41,760 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.17ms, fps=1349 images/s, loss=0.0476, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:14.553772, arrival_time=2021-04-15 11:09:56.314072, cost_time=0:00:22.979686 2021-04-15 11:09:43,657 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0475, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:12.629760, arrival_time=2021-04-15 11:09:56.287153, cost_time=0:00:24.876777 2021-04-15 11:09:45,555 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.54ms, fps=1349 images/s, loss=0.0476, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:10.710056, arrival_time=2021-04-15 11:09:56.265838, cost_time=0:00:26.775156 2021-04-15 11:09:47,453 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0475, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:08.792900, arrival_time=2021-04-15 11:09:56.246037, cost_time=0:00:28.672524 2021-04-15 11:09:49,350 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0477, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:06.878232, arrival_time=2021-04-15 11:09:56.228875, cost_time=0:00:30.569948 2021-04-15 11:09:51,247 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0475, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:04.965532, arrival_time=2021-04-15 11:09:56.213105, cost_time=0:00:32.466959 2021-04-15 11:09:53,145 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0475, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:03.054624, arrival_time=2021-04-15 11:09:56.199728, cost_time=0:00:34.364480 2021-04-15 11:09:55,042 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.00ms, fps=1349 images/s, loss=0.0477, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:01.145118, arrival_time=2021-04-15 11:09:56.187878, cost_time=0:00:36.262148 2021-04-15 11:09:56,061 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.95ms, fps=1335 images/s, loss=0.0478, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:09:56.061662, cost_time=0:00:37.281060 2021-04-15 11:09:56,761 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=2.02ms, fps=3668 images/s, loss=1.0825, top1-acc=73.52%, top5-acc=92.89%, remaining_time=0:00:02.093760, arrival_time=2021-04-15 11:09:58.854886, cost_time=0:00:00.697919 2021-04-15 11:09:57,345 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.11ms, fps=4380 images/s, loss=1.0976, top1-acc=72.71%, top5-acc=92.54%, remaining_time=0:00:01.282660, arrival_time=2021-04-15 11:09:58.628515, cost_time=0:00:01.282657 2021-04-15 11:09:57,931 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.12ms, fps=4374 images/s, loss=1.0928, top1-acc=72.89%, top5-acc=92.42%, remaining_time=0:00:00.622760, arrival_time=2021-04-15 11:09:58.554246, cost_time=0:00:01.868277 2021-04-15 11:09:58,468 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=4322 images/s, loss=1.0833, top1-acc=73.12%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-15 11:09:58.468563, cost_time=0:00:02.405375 2021-04-15 11:09:58,600 INFO : Epoch=0190 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:06:38.979710, arrival_time=2021-04-15 11:16:37.579798, cost_time=2:06:20.614540 2021-04-15 11:09:58,601 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 11:10:00,676 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.17ms, fps=1233 images/s, loss=0.0451, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:38.605416, arrival_time=2021-04-15 11:10:39.282290, cost_time=0:00:02.075562 2021-04-15 11:10:02,574 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.20ms, fps=1350 images/s, loss=0.0463, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:34.959936, arrival_time=2021-04-15 11:10:37.533951, cost_time=0:00:03.972714 2021-04-15 11:10:04,470 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.13ms, fps=1350 images/s, loss=0.0471, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:32.477402, arrival_time=2021-04-15 11:10:36.948112, cost_time=0:00:05.869409 2021-04-15 11:10:06,368 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.13ms, fps=1349 images/s, loss=0.0466, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:30.291768, arrival_time=2021-04-15 11:10:36.660206, cost_time=0:00:07.767136 2021-04-15 11:10:08,265 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.0469, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:28.220194, arrival_time=2021-04-15 11:10:36.485968, cost_time=0:00:09.664473 2021-04-15 11:10:10,162 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0463, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:26.206248, arrival_time=2021-04-15 11:10:36.369122, cost_time=0:00:11.561566 2021-04-15 11:10:12,059 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.14ms, fps=1350 images/s, loss=0.0475, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:24.224634, arrival_time=2021-04-15 11:10:36.284104, cost_time=0:00:13.458163 2021-04-15 11:10:13,960 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.0475, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:22.271188, arrival_time=2021-04-15 11:10:36.231896, cost_time=0:00:15.359401 2021-04-15 11:10:15,857 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0476, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:20.324016, arrival_time=2021-04-15 11:10:36.181553, cost_time=0:00:17.256228 2021-04-15 11:10:17,755 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0478, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:18.387936, arrival_time=2021-04-15 11:10:36.143419, cost_time=0:00:19.154104 2021-04-15 11:10:19,653 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0476, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:16.458680, arrival_time=2021-04-15 11:10:36.111757, cost_time=0:00:21.051756 2021-04-15 11:10:21,551 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.30ms, fps=1349 images/s, loss=0.0474, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:14.534924, arrival_time=2021-04-15 11:10:36.086084, cost_time=0:00:22.949843 2021-04-15 11:10:23,448 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.0472, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:12.614844, arrival_time=2021-04-15 11:10:36.063538, cost_time=0:00:24.847388 2021-04-15 11:10:25,346 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.35ms, fps=1349 images/s, loss=0.0470, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:10.698016, arrival_time=2021-04-15 11:10:36.044296, cost_time=0:00:26.744972 2021-04-15 11:10:27,243 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0469, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:08.783608, arrival_time=2021-04-15 11:10:36.027066, cost_time=0:00:28.642151 2021-04-15 11:10:29,140 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.32ms, fps=1350 images/s, loss=0.0470, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:06.871356, arrival_time=2021-04-15 11:10:36.012045, cost_time=0:00:30.539375 2021-04-15 11:10:31,038 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.0471, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:04.960956, arrival_time=2021-04-15 11:10:35.999273, cost_time=0:00:32.437012 2021-04-15 11:10:32,936 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.38ms, fps=1349 images/s, loss=0.0470, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:03.051984, arrival_time=2021-04-15 11:10:35.988123, cost_time=0:00:34.334829 2021-04-15 11:10:34,833 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=0.98ms, fps=1349 images/s, loss=0.0472, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:01.144176, arrival_time=2021-04-15 11:10:35.977730, cost_time=0:00:36.232258 2021-04-15 11:10:35,852 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.12ms, fps=1335 images/s, loss=0.0475, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:10:35.852351, cost_time=0:00:37.251055 2021-04-15 11:10:36,548 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.04ms, fps=3688 images/s, loss=1.1240, top1-acc=72.62%, top5-acc=92.70%, remaining_time=0:00:02.082360, arrival_time=2021-04-15 11:10:38.630383, cost_time=0:00:00.694117 2021-04-15 11:10:37,136 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.13ms, fps=4351 images/s, loss=1.1124, top1-acc=72.97%, top5-acc=92.54%, remaining_time=0:00:01.282800, arrival_time=2021-04-15 11:10:38.419502, cost_time=0:00:01.282796 2021-04-15 11:10:37,722 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.12ms, fps=4372 images/s, loss=1.1085, top1-acc=73.16%, top5-acc=92.29%, remaining_time=0:00:00.622890, arrival_time=2021-04-15 11:10:38.345468, cost_time=0:00:01.868668 2021-04-15 11:10:38,259 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.0718, top1-acc=73.47%, top5-acc=92.61%, remaining_time=0:00:00, arrival_time=2021-04-15 11:10:38.259189, cost_time=0:00:02.405299 2021-04-15 11:10:38,363 INFO : Epoch=0191 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:05:59.075376, arrival_time=2021-04-15 11:16:37.438439, cost_time=2:07:00.377513 2021-04-15 11:10:38,364 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 11:10:40,456 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.18ms, fps=1223 images/s, loss=0.0443, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:38.923290, arrival_time=2021-04-15 11:11:19.380230, cost_time=0:00:02.092652 2021-04-15 11:10:42,357 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.16ms, fps=1347 images/s, loss=0.0466, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:35.141920, arrival_time=2021-04-15 11:11:17.499606, cost_time=0:00:03.993396 2021-04-15 11:10:44,256 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0466, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:32.602898, arrival_time=2021-04-15 11:11:16.859341, cost_time=0:00:05.892085 2021-04-15 11:10:46,154 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.0449, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:30.380376, arrival_time=2021-04-15 11:11:16.534499, cost_time=0:00:07.789835 2021-04-15 11:10:48,053 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.0451, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:28.292902, arrival_time=2021-04-15 11:11:16.346550, cost_time=0:00:09.689360 2021-04-15 11:10:49,953 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.59ms, fps=1348 images/s, loss=0.0456, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:26.267584, arrival_time=2021-04-15 11:11:16.220569, cost_time=0:00:11.588623 2021-04-15 11:10:51,857 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.34ms, fps=1345 images/s, loss=0.0458, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:24.287004, arrival_time=2021-04-15 11:11:16.144088, cost_time=0:00:13.492767 2021-04-15 11:10:53,762 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.16ms, fps=1344 images/s, loss=0.0461, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:22.327796, arrival_time=2021-04-15 11:11:16.090561, cost_time=0:00:15.398479 2021-04-15 11:10:55,663 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.0462, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:20.374260, arrival_time=2021-04-15 11:11:16.037623, cost_time=0:00:17.298884 2021-04-15 11:10:57,561 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0461, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:18.429696, arrival_time=2021-04-15 11:11:15.991596, cost_time=0:00:19.197620 2021-04-15 11:10:59,458 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.17ms, fps=1350 images/s, loss=0.0459, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:16.492048, arrival_time=2021-04-15 11:11:15.950817, cost_time=0:00:21.094489 2021-04-15 11:11:01,393 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.32ms, fps=1323 images/s, loss=0.0460, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:14.585160, arrival_time=2021-04-15 11:11:15.978696, cost_time=0:00:23.029233 2021-04-15 11:11:03,291 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.18ms, fps=1349 images/s, loss=0.0464, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:12.655236, arrival_time=2021-04-15 11:11:15.946563, cost_time=0:00:24.927027 2021-04-15 11:11:05,189 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.21ms, fps=1349 images/s, loss=0.0464, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:10.729880, arrival_time=2021-04-15 11:11:15.918866, cost_time=0:00:26.824694 2021-04-15 11:11:07,088 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=0.0464, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:08.808770, arrival_time=2021-04-15 11:11:15.897392, cost_time=0:00:28.724251 2021-04-15 11:11:08,988 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.59ms, fps=1348 images/s, loss=0.0464, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:06.890364, arrival_time=2021-04-15 11:11:15.878520, cost_time=0:00:30.623844 2021-04-15 11:11:10,887 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.0466, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:04.974112, arrival_time=2021-04-15 11:11:15.861463, cost_time=0:00:32.523060 2021-04-15 11:11:12,784 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0466, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.059600, arrival_time=2021-04-15 11:11:15.844466, cost_time=0:00:34.420567 2021-04-15 11:11:14,682 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=0.97ms, fps=1349 images/s, loss=0.0467, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:01.146882, arrival_time=2021-04-15 11:11:15.829134, cost_time=0:00:36.317984 2021-04-15 11:11:15,701 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.00ms, fps=1334 images/s, loss=0.0470, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:11:15.701798, cost_time=0:00:37.337525 2021-04-15 11:11:16,406 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.20ms, fps=3643 images/s, loss=1.1610, top1-acc=72.19%, top5-acc=92.97%, remaining_time=0:00:02.108040, arrival_time=2021-04-15 11:11:18.514069, cost_time=0:00:00.702682 2021-04-15 11:11:16,992 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.12ms, fps=4370 images/s, loss=1.1225, top1-acc=72.81%, top5-acc=92.64%, remaining_time=0:00:01.288820, arrival_time=2021-04-15 11:11:18.280987, cost_time=0:00:01.288825 2021-04-15 11:11:17,578 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.11ms, fps=4369 images/s, loss=1.0985, top1-acc=73.14%, top5-acc=92.59%, remaining_time=0:00:00.625040, arrival_time=2021-04-15 11:11:18.203507, cost_time=0:00:01.875128 2021-04-15 11:11:18,116 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.13ms, fps=4313 images/s, loss=1.1014, top1-acc=73.32%, top5-acc=92.67%, remaining_time=0:00:00, arrival_time=2021-04-15 11:11:18.116694, cost_time=0:00:02.413299 2021-04-15 11:11:18,254 INFO : Epoch=0192 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:05:19.177848, arrival_time=2021-04-15 11:16:37.431838, cost_time=2:07:40.268438 2021-04-15 11:11:18,255 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 11:11:20,321 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.53ms, fps=1239 images/s, loss=0.0458, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:38.422020, arrival_time=2021-04-15 11:11:58.743044, cost_time=0:00:02.065699 2021-04-15 11:11:22,235 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.16ms, fps=1338 images/s, loss=0.0452, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:35.023120, arrival_time=2021-04-15 11:11:57.258303, cost_time=0:00:03.979894 2021-04-15 11:11:24,145 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.62ms, fps=1340 images/s, loss=0.0441, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:32.591776, arrival_time=2021-04-15 11:11:56.737220, cost_time=0:00:05.890081 2021-04-15 11:11:26,052 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.21ms, fps=1343 images/s, loss=0.0456, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:30.408612, arrival_time=2021-04-15 11:11:56.460991, cost_time=0:00:07.797079 2021-04-15 11:11:27,959 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.0459, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:28.337578, arrival_time=2021-04-15 11:11:56.297505, cost_time=0:00:09.704638 2021-04-15 11:11:29,867 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.24ms, fps=1342 images/s, loss=0.0460, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:26.321848, arrival_time=2021-04-15 11:11:56.189709, cost_time=0:00:11.612562 2021-04-15 11:11:31,776 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.20ms, fps=1342 images/s, loss=0.0461, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:24.338160, arrival_time=2021-04-15 11:11:56.114736, cost_time=0:00:13.521208 2021-04-15 11:11:33,684 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.0455, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:22.372340, arrival_time=2021-04-15 11:11:56.056872, cost_time=0:00:15.429231 2021-04-15 11:11:35,591 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.19ms, fps=1342 images/s, loss=0.0458, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:20.418568, arrival_time=2021-04-15 11:11:56.010453, cost_time=0:00:17.336551 2021-04-15 11:11:37,500 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.0458, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:18.474912, arrival_time=2021-04-15 11:11:55.974872, cost_time=0:00:19.244668 2021-04-15 11:11:39,408 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.0461, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:16.537542, arrival_time=2021-04-15 11:11:55.945540, cost_time=0:00:21.152639 2021-04-15 11:11:41,315 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.18ms, fps=1342 images/s, loss=0.0464, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:14.604920, arrival_time=2021-04-15 11:11:55.920584, cost_time=0:00:23.060375 2021-04-15 11:11:43,223 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.21ms, fps=1342 images/s, loss=0.0463, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.675894, arrival_time=2021-04-15 11:11:55.898876, cost_time=0:00:24.967693 2021-04-15 11:11:45,131 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.23ms, fps=1342 images/s, loss=0.0461, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.750320, arrival_time=2021-04-15 11:11:55.881426, cost_time=0:00:26.875806 2021-04-15 11:11:47,039 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.27ms, fps=1342 images/s, loss=0.0460, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:08.827032, arrival_time=2021-04-15 11:11:55.866064, cost_time=0:00:28.783743 2021-04-15 11:11:48,947 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.83ms, fps=1341 images/s, loss=0.0460, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:06.905808, arrival_time=2021-04-15 11:11:55.853674, cost_time=0:00:30.692515 2021-04-15 11:11:50,856 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=2.06ms, fps=1342 images/s, loss=0.0461, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:04.986020, arrival_time=2021-04-15 11:11:55.842204, cost_time=0:00:32.600897 2021-04-15 11:11:52,756 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0463, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:03.066752, arrival_time=2021-04-15 11:11:55.822967, cost_time=0:00:34.500925 2021-04-15 11:11:54,657 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.01ms, fps=1347 images/s, loss=0.0463, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:01.149528, arrival_time=2021-04-15 11:11:55.806489, cost_time=0:00:36.401680 2021-04-15 11:11:55,683 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.99ms, fps=1326 images/s, loss=0.0465, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:11:55.683154, cost_time=0:00:37.427882 2021-04-15 11:11:56,382 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.17ms, fps=3672 images/s, loss=1.0703, top1-acc=73.05%, top5-acc=92.93%, remaining_time=0:00:02.091720, arrival_time=2021-04-15 11:11:58.473691, cost_time=0:00:00.697239 2021-04-15 11:11:56,968 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.41ms, fps=4364 images/s, loss=1.0806, top1-acc=73.07%, top5-acc=92.77%, remaining_time=0:00:01.284200, arrival_time=2021-04-15 11:11:58.253122, cost_time=0:00:01.284190 2021-04-15 11:11:57,556 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.33ms, fps=4361 images/s, loss=1.0861, top1-acc=73.07%, top5-acc=92.62%, remaining_time=0:00:00.623870, arrival_time=2021-04-15 11:11:58.180191, cost_time=0:00:01.871598 2021-04-15 11:11:58,094 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=4316 images/s, loss=1.0882, top1-acc=73.35%, top5-acc=92.43%, remaining_time=0:00:00, arrival_time=2021-04-15 11:11:58.094159, cost_time=0:00:02.409446 2021-04-15 11:11:58,203 INFO : Epoch=0193 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:04:39.282500, arrival_time=2021-04-15 11:16:37.485607, cost_time=2:08:20.217544 2021-04-15 11:11:58,204 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 11:12:00,273 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.16ms, fps=1237 images/s, loss=0.0494, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:38.477634, arrival_time=2021-04-15 11:12:38.750775, cost_time=0:00:02.068688 2021-04-15 11:12:02,180 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.0471, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:34.986864, arrival_time=2021-04-15 11:12:37.167091, cost_time=0:00:03.975778 2021-04-15 11:12:04,091 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.0457, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:32.576006, arrival_time=2021-04-15 11:12:36.667775, cost_time=0:00:05.887236 2021-04-15 11:12:06,002 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.18ms, fps=1340 images/s, loss=0.0442, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:30.412200, arrival_time=2021-04-15 11:12:36.414735, cost_time=0:00:07.798009 2021-04-15 11:12:07,909 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.0447, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:28.339622, arrival_time=2021-04-15 11:12:36.249440, cost_time=0:00:09.705365 2021-04-15 11:12:09,817 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.23ms, fps=1343 images/s, loss=0.0451, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:26.321712, arrival_time=2021-04-15 11:12:36.138675, cost_time=0:00:11.612508 2021-04-15 11:12:11,724 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.22ms, fps=1342 images/s, loss=0.0455, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:24.336396, arrival_time=2021-04-15 11:12:36.061104, cost_time=0:00:13.520246 2021-04-15 11:12:13,633 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.0451, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:22.372572, arrival_time=2021-04-15 11:12:36.006433, cost_time=0:00:15.429333 2021-04-15 11:12:15,541 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.28ms, fps=1343 images/s, loss=0.0457, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:20.418568, arrival_time=2021-04-15 11:12:35.959582, cost_time=0:00:17.336551 2021-04-15 11:12:17,447 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.19ms, fps=1343 images/s, loss=0.0453, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:18.473088, arrival_time=2021-04-15 11:12:35.920341, cost_time=0:00:19.242801 2021-04-15 11:12:19,354 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.17ms, fps=1343 images/s, loss=0.0453, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:16.535220, arrival_time=2021-04-15 11:12:35.889407, cost_time=0:00:21.149727 2021-04-15 11:12:21,251 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0455, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:14.596332, arrival_time=2021-04-15 11:12:35.847659, cost_time=0:00:23.046872 2021-04-15 11:12:23,148 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.28ms, fps=1349 images/s, loss=0.0453, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:12.664146, arrival_time=2021-04-15 11:12:35.813098, cost_time=0:00:24.944504 2021-04-15 11:12:25,047 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0455, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.736992, arrival_time=2021-04-15 11:12:35.784010, cost_time=0:00:26.842494 2021-04-15 11:12:26,944 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.34ms, fps=1350 images/s, loss=0.0454, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:08.813554, arrival_time=2021-04-15 11:12:35.757891, cost_time=0:00:28.739886 2021-04-15 11:12:28,841 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.50ms, fps=1350 images/s, loss=0.0453, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.893316, arrival_time=2021-04-15 11:12:35.734703, cost_time=0:00:30.636931 2021-04-15 11:12:30,740 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.0452, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:04.976036, arrival_time=2021-04-15 11:12:35.716048, cost_time=0:00:32.535548 2021-04-15 11:12:32,637 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.0450, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:03.060704, arrival_time=2021-04-15 11:12:35.698169, cost_time=0:00:34.433004 2021-04-15 11:12:34,535 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=0.97ms, fps=1349 images/s, loss=0.0452, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.147290, arrival_time=2021-04-15 11:12:35.682558, cost_time=0:00:36.330833 2021-04-15 11:12:35,554 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.96ms, fps=1335 images/s, loss=0.0456, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:12:35.554083, cost_time=0:00:37.349647 2021-04-15 11:12:36,267 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.18ms, fps=3595 images/s, loss=1.0614, top1-acc=73.55%, top5-acc=93.01%, remaining_time=0:00:02.136000, arrival_time=2021-04-15 11:12:38.403651, cost_time=0:00:00.712004 2021-04-15 11:12:36,854 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.32ms, fps=4363 images/s, loss=1.0812, top1-acc=73.05%, top5-acc=92.48%, remaining_time=0:00:01.299040, arrival_time=2021-04-15 11:12:38.153738, cost_time=0:00:01.299048 2021-04-15 11:12:37,440 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.07ms, fps=4369 images/s, loss=1.0887, top1-acc=73.01%, top5-acc=92.37%, remaining_time=0:00:00.628430, arrival_time=2021-04-15 11:12:38.069360, cost_time=0:00:01.885289 2021-04-15 11:12:37,981 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=4295 images/s, loss=1.0958, top1-acc=72.97%, top5-acc=92.47%, remaining_time=0:00:00, arrival_time=2021-04-15 11:12:37.981319, cost_time=0:00:02.425693 2021-04-15 11:12:38,116 INFO : Epoch=0194 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:03:59.385492, arrival_time=2021-04-15 11:16:37.501942, cost_time=2:09:00.130901 2021-04-15 11:12:38,117 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 11:12:40,142 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.16ms, fps=1265 images/s, loss=0.0430, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:37.649748, arrival_time=2021-04-15 11:13:17.791678, cost_time=0:00:02.024179 2021-04-15 11:12:42,038 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0417, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:34.504800, arrival_time=2021-04-15 11:13:16.543484, cost_time=0:00:03.921005 2021-04-15 11:12:43,936 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.23ms, fps=1349 images/s, loss=0.0425, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:32.197028, arrival_time=2021-04-15 11:13:16.133459, cost_time=0:00:05.818744 2021-04-15 11:12:45,836 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.0435, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:30.103008, arrival_time=2021-04-15 11:13:15.939486, cost_time=0:00:07.718702 2021-04-15 11:12:47,735 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.0446, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:28.084414, arrival_time=2021-04-15 11:13:15.820039, cost_time=0:00:09.617937 2021-04-15 11:12:49,634 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.23ms, fps=1348 images/s, loss=0.0437, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:26.105064, arrival_time=2021-04-15 11:13:15.739671, cost_time=0:00:11.516917 2021-04-15 11:12:51,534 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.0437, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:24.149790, arrival_time=2021-04-15 11:13:15.684051, cost_time=0:00:13.416559 2021-04-15 11:12:53,434 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.0440, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:22.208548, arrival_time=2021-04-15 11:13:15.642584, cost_time=0:00:15.316267 2021-04-15 11:12:55,333 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.0446, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:20.275892, arrival_time=2021-04-15 11:13:15.608965, cost_time=0:00:17.215383 2021-04-15 11:12:57,231 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.0447, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:18.349632, arrival_time=2021-04-15 11:13:15.581572, cost_time=0:00:19.114247 2021-04-15 11:12:59,132 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.30ms, fps=1347 images/s, loss=0.0446, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:16.429526, arrival_time=2021-04-15 11:13:15.561734, cost_time=0:00:21.014515 2021-04-15 11:13:01,032 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.57ms, fps=1347 images/s, loss=0.0446, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:14.512884, arrival_time=2021-04-15 11:13:15.545707, cost_time=0:00:22.915132 2021-04-15 11:13:02,931 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.0447, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.598014, arrival_time=2021-04-15 11:13:15.529949, cost_time=0:00:24.814246 2021-04-15 11:13:04,832 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.41ms, fps=1347 images/s, loss=0.0444, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:10.685808, arrival_time=2021-04-15 11:13:15.518052, cost_time=0:00:26.714477 2021-04-15 11:13:06,731 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.26ms, fps=1349 images/s, loss=0.0445, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:08.774776, arrival_time=2021-04-15 11:13:15.505877, cost_time=0:00:28.613408 2021-04-15 11:13:08,630 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.0445, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:06.865272, arrival_time=2021-04-15 11:13:15.495344, cost_time=0:00:30.512382 2021-04-15 11:13:10,529 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.0447, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:04.957134, arrival_time=2021-04-15 11:13:15.486840, cost_time=0:00:32.412001 2021-04-15 11:13:12,429 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.0449, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:03.049904, arrival_time=2021-04-15 11:13:15.478980, cost_time=0:00:34.311384 2021-04-15 11:13:14,330 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.06ms, fps=1346 images/s, loss=0.0451, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.143576, arrival_time=2021-04-15 11:13:15.474432, cost_time=0:00:36.213181 2021-04-15 11:13:15,357 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.09ms, fps=1325 images/s, loss=0.0454, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:13:15.357323, cost_time=0:00:37.239631 2021-04-15 11:13:16,071 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.20ms, fps=3594 images/s, loss=1.1307, top1-acc=71.91%, top5-acc=92.85%, remaining_time=0:00:02.136780, arrival_time=2021-04-15 11:13:18.208062, cost_time=0:00:00.712261 2021-04-15 11:13:16,658 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.19ms, fps=4360 images/s, loss=1.0972, top1-acc=72.73%, top5-acc=92.62%, remaining_time=0:00:01.299700, arrival_time=2021-04-15 11:13:17.958422, cost_time=0:00:01.299697 2021-04-15 11:13:17,246 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.21ms, fps=4359 images/s, loss=1.0818, top1-acc=73.09%, top5-acc=92.72%, remaining_time=0:00:00.629090, arrival_time=2021-04-15 11:13:17.875393, cost_time=0:00:01.887279 2021-04-15 11:13:17,785 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.05ms, fps=4302 images/s, loss=1.0618, top1-acc=73.31%, top5-acc=92.88%, remaining_time=0:00:00, arrival_time=2021-04-15 11:13:17.785917, cost_time=0:00:02.426915 2021-04-15 11:13:17,930 INFO : Epoch=0195 complete, best val top1-acc=73.59%, top5-acc=92.49% (epoch=185), remaining_time=0:03:19.485765, arrival_time=2021-04-15 11:16:37.416188, cost_time=2:09:39.944865 2021-04-15 11:13:17,931 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 11:13:19,993 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.34ms, fps=1242 images/s, loss=0.0399, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:38.342784, arrival_time=2021-04-15 11:13:58.335921, cost_time=0:00:02.061442 2021-04-15 11:13:21,893 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.0412, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:34.861200, arrival_time=2021-04-15 11:13:56.754469, cost_time=0:00:03.961508 2021-04-15 11:13:23,792 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=0.0430, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:32.430424, arrival_time=2021-04-15 11:13:56.223018, cost_time=0:00:05.860907 2021-04-15 11:13:25,692 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.0434, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:30.266496, arrival_time=2021-04-15 11:13:55.958817, cost_time=0:00:07.760633 2021-04-15 11:13:27,591 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.31ms, fps=1348 images/s, loss=0.0439, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:28.206908, arrival_time=2021-04-15 11:13:55.798483, cost_time=0:00:09.659886 2021-04-15 11:13:29,490 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.0454, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:26.200672, arrival_time=2021-04-15 11:13:55.691518, cost_time=0:00:11.559147 2021-04-15 11:13:31,389 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=0.0454, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:24.224886, arrival_time=2021-04-15 11:13:55.614818, cost_time=0:00:13.458249 2021-04-15 11:13:33,294 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.23ms, fps=1344 images/s, loss=0.0452, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:22.276292, arrival_time=2021-04-15 11:13:55.570958, cost_time=0:00:15.362982 2021-04-15 11:13:35,193 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=0.0454, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:20.330482, arrival_time=2021-04-15 11:13:55.523897, cost_time=0:00:17.261732 2021-04-15 11:13:37,093 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.0453, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:18.395328, arrival_time=2021-04-15 11:13:55.488794, cost_time=0:00:19.161777 2021-04-15 11:13:38,992 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=0.0453, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:16.465818, arrival_time=2021-04-15 11:13:55.458408, cost_time=0:00:21.060905 2021-04-15 11:13:40,891 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.25ms, fps=1348 images/s, loss=0.0455, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:14.541308, arrival_time=2021-04-15 11:13:55.432979, cost_time=0:00:22.959983 2021-04-15 11:13:42,791 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.32ms, fps=1348 images/s, loss=0.0455, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:12.620916, arrival_time=2021-04-15 11:13:55.411984, cost_time=0:00:24.859377 2021-04-15 11:13:44,690 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.24ms, fps=1348 images/s, loss=0.0454, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:10.703504, arrival_time=2021-04-15 11:13:55.393895, cost_time=0:00:26.758704 2021-04-15 11:13:46,589 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.29ms, fps=1348 images/s, loss=0.0457, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:08.788438, arrival_time=2021-04-15 11:13:55.378066, cost_time=0:00:28.657944 2021-04-15 11:13:48,488 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.0455, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:06.875352, arrival_time=2021-04-15 11:13:55.364077, cost_time=0:00:30.557041 2021-04-15 11:13:50,390 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.31ms, fps=1347 images/s, loss=0.0455, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:04.964232, arrival_time=2021-04-15 11:13:55.354338, cost_time=0:00:32.458420 2021-04-15 11:13:52,289 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=0.0456, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:03.054032, arrival_time=2021-04-15 11:13:55.343622, cost_time=0:00:34.357905 2021-04-15 11:13:54,190 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.07ms, fps=1347 images/s, loss=0.0453, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:01.145016, arrival_time=2021-04-15 11:13:55.335632, cost_time=0:00:36.258873 2021-04-15 11:13:55,211 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.03ms, fps=1333 images/s, loss=0.0454, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:13:55.210960, cost_time=0:00:37.279287 2021-04-15 11:13:55,932 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.18ms, fps=3554 images/s, loss=1.1393, top1-acc=72.42%, top5-acc=91.48%, remaining_time=0:00:02.161050, arrival_time=2021-04-15 11:13:58.093902, cost_time=0:00:00.720347 2021-04-15 11:13:56,518 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.20ms, fps=4371 images/s, loss=1.1021, top1-acc=72.83%, top5-acc=92.09%, remaining_time=0:00:01.306280, arrival_time=2021-04-15 11:13:57.825054, cost_time=0:00:01.306282 2021-04-15 11:13:57,105 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.20ms, fps=4364 images/s, loss=1.0825, top1-acc=73.33%, top5-acc=92.43%, remaining_time=0:00:00.631070, arrival_time=2021-04-15 11:13:57.736791, cost_time=0:00:01.893217 2021-04-15 11:13:57,642 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=4323 images/s, loss=1.0707, top1-acc=73.61%, top5-acc=92.61%, remaining_time=0:00:00, arrival_time=2021-04-15 11:13:57.642632, cost_time=0:00:02.430145 2021-04-15 11:13:57,926 INFO : Epoch=0196 complete, best val top1-acc=73.61%, top5-acc=92.61% (epoch=196), remaining_time=0:02:39.590632, arrival_time=2021-04-15 11:16:37.517186, cost_time=2:10:19.940985 2021-04-15 11:13:57,927 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 11:13:59,990 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.73ms, fps=1241 images/s, loss=0.0443, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:38.358036, arrival_time=2021-04-15 11:14:38.348213, cost_time=0:00:02.062257 2021-04-15 11:14:01,890 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.27ms, fps=1348 images/s, loss=0.0444, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:34.867712, arrival_time=2021-04-15 11:14:36.757807, cost_time=0:00:03.962248 2021-04-15 11:14:03,789 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.59ms, fps=1348 images/s, loss=0.0452, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:32.436732, arrival_time=2021-04-15 11:14:36.226643, cost_time=0:00:05.862062 2021-04-15 11:14:05,698 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.32ms, fps=1342 images/s, loss=0.0449, top1-acc=99.57%, top5-acc=99.98%, remaining_time=0:00:30.304404, arrival_time=2021-04-15 11:14:36.002645, cost_time=0:00:07.770374 2021-04-15 11:14:07,610 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.27ms, fps=1339 images/s, loss=0.0445, top1-acc=99.59%, top5-acc=99.98%, remaining_time=0:00:28.273484, arrival_time=2021-04-15 11:14:35.884127, cost_time=0:00:09.682715 2021-04-15 11:14:09,519 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.28ms, fps=1341 images/s, loss=0.0452, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:26.275336, arrival_time=2021-04-15 11:14:35.795231, cost_time=0:00:11.592043 2021-04-15 11:14:11,429 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.54ms, fps=1341 images/s, loss=0.0450, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:24.302502, arrival_time=2021-04-15 11:14:35.731727, cost_time=0:00:13.501372 2021-04-15 11:14:13,339 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.33ms, fps=1341 images/s, loss=0.0450, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:22.346356, arrival_time=2021-04-15 11:14:35.685526, cost_time=0:00:15.411307 2021-04-15 11:14:15,253 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.29ms, fps=1338 images/s, loss=0.0450, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:20.405106, arrival_time=2021-04-15 11:14:35.658078, cost_time=0:00:17.325050 2021-04-15 11:14:17,162 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.0447, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:18.464832, arrival_time=2021-04-15 11:14:35.626868, cost_time=0:00:19.234181 2021-04-15 11:14:19,071 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.27ms, fps=1341 images/s, loss=0.0448, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:16.530146, arrival_time=2021-04-15 11:14:35.601223, cost_time=0:00:21.143228 2021-04-15 11:14:20,981 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.30ms, fps=1341 images/s, loss=0.0450, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:14.600360, arrival_time=2021-04-15 11:14:35.581390, cost_time=0:00:23.053168 2021-04-15 11:14:22,892 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.31ms, fps=1340 images/s, loss=0.0447, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:12.674178, arrival_time=2021-04-15 11:14:35.566304, cost_time=0:00:24.964273 2021-04-15 11:14:24,802 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.28ms, fps=1340 images/s, loss=0.0447, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:10.749760, arrival_time=2021-04-15 11:14:35.551991, cost_time=0:00:26.874377 2021-04-15 11:14:26,712 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.0449, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:08.827354, arrival_time=2021-04-15 11:14:35.540139, cost_time=0:00:28.784857 2021-04-15 11:14:28,623 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.29ms, fps=1340 images/s, loss=0.0447, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:06.906564, arrival_time=2021-04-15 11:14:35.530326, cost_time=0:00:30.695896 2021-04-15 11:14:30,534 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.44ms, fps=1340 images/s, loss=0.0447, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:04.986878, arrival_time=2021-04-15 11:14:35.521247, cost_time=0:00:32.606519 2021-04-15 11:14:32,447 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.29ms, fps=1338 images/s, loss=0.0446, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:03.068416, arrival_time=2021-04-15 11:14:35.515888, cost_time=0:00:34.519620 2021-04-15 11:14:34,357 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.07ms, fps=1341 images/s, loss=0.0445, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:01.150398, arrival_time=2021-04-15 11:14:35.507528, cost_time=0:00:36.429288 2021-04-15 11:14:35,384 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.09ms, fps=1324 images/s, loss=0.0446, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 11:14:35.384316, cost_time=0:00:37.456485 2021-04-15 11:14:36,088 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.19ms, fps=3645 images/s, loss=1.1202, top1-acc=72.77%, top5-acc=92.27%, remaining_time=0:00:02.106930, arrival_time=2021-04-15 11:14:38.195119, cost_time=0:00:00.702307 2021-04-15 11:14:36,675 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.18ms, fps=4361 images/s, loss=1.0867, top1-acc=73.30%, top5-acc=92.44%, remaining_time=0:00:01.289600, arrival_time=2021-04-15 11:14:37.965074, cost_time=0:00:01.289597 2021-04-15 11:14:37,262 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.18ms, fps=4364 images/s, loss=1.1038, top1-acc=73.28%, top5-acc=92.23%, remaining_time=0:00:00.625510, arrival_time=2021-04-15 11:14:37.888112, cost_time=0:00:01.876536 2021-04-15 11:14:37,800 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=4314 images/s, loss=1.0844, top1-acc=73.07%, top5-acc=92.35%, remaining_time=0:00:00, arrival_time=2021-04-15 11:14:37.800844, cost_time=0:00:02.414984 2021-04-15 11:14:37,934 INFO : Epoch=0197 complete, best val top1-acc=73.61%, top5-acc=92.61% (epoch=196), remaining_time=0:01:59.694651, arrival_time=2021-04-15 11:16:37.628932, cost_time=2:10:59.948726 2021-04-15 11:14:37,935 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 11:14:40,001 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.32ms, fps=1239 images/s, loss=0.0429, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:38.416254, arrival_time=2021-04-15 11:15:18.417348, cost_time=0:00:02.065387 2021-04-15 11:14:41,915 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=5.43ms, fps=1338 images/s, loss=0.0443, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:35.019424, arrival_time=2021-04-15 11:15:16.934528, cost_time=0:00:03.979479 2021-04-15 11:14:43,824 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.35ms, fps=1341 images/s, loss=0.0453, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:32.584140, arrival_time=2021-04-15 11:15:16.408476, cost_time=0:00:05.888715 2021-04-15 11:14:45,737 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.38ms, fps=1338 images/s, loss=0.0454, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:30.427020, arrival_time=2021-04-15 11:15:16.164446, cost_time=0:00:07.801793 2021-04-15 11:14:47,655 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.33ms, fps=1335 images/s, loss=0.0449, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:28.382400, arrival_time=2021-04-15 11:15:16.038123, cost_time=0:00:09.720016 2021-04-15 11:14:49,566 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.33ms, fps=1340 images/s, loss=0.0448, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:26.362240, arrival_time=2021-04-15 11:15:15.928267, cost_time=0:00:11.630402 2021-04-15 11:14:51,480 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.27ms, fps=1338 images/s, loss=0.0446, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:24.380244, arrival_time=2021-04-15 11:15:15.860548, cost_time=0:00:13.544610 2021-04-15 11:14:53,379 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.0444, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:22.393568, arrival_time=2021-04-15 11:15:15.773016, cost_time=0:00:15.443824 2021-04-15 11:14:55,279 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.43ms, fps=1348 images/s, loss=0.0443, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:20.426836, arrival_time=2021-04-15 11:15:15.706020, cost_time=0:00:17.343556 2021-04-15 11:14:57,178 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.33ms, fps=1348 images/s, loss=0.0443, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:18.473088, arrival_time=2021-04-15 11:15:15.651495, cost_time=0:00:19.242785 2021-04-15 11:14:59,078 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.28ms, fps=1347 images/s, loss=0.0445, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:16.529974, arrival_time=2021-04-15 11:15:15.608528, cost_time=0:00:21.142937 2021-04-15 11:15:00,980 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.33ms, fps=1347 images/s, loss=0.0444, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:14.594812, arrival_time=2021-04-15 11:15:15.574982, cost_time=0:00:23.044476 2021-04-15 11:15:02,879 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.30ms, fps=1348 images/s, loss=0.0445, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.663882, arrival_time=2021-04-15 11:15:15.543512, cost_time=0:00:24.944010 2021-04-15 11:15:04,778 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=0.0445, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.737272, arrival_time=2021-04-15 11:15:15.516018, cost_time=0:00:26.843125 2021-04-15 11:15:06,678 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.34ms, fps=1348 images/s, loss=0.0443, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:08.814428, arrival_time=2021-04-15 11:15:15.492697, cost_time=0:00:28.742638 2021-04-15 11:15:08,577 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.25ms, fps=1349 images/s, loss=0.0442, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:06.894324, arrival_time=2021-04-15 11:15:15.471320, cost_time=0:00:30.641378 2021-04-15 11:15:10,476 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.26ms, fps=1348 images/s, loss=0.0443, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:04.976790, arrival_time=2021-04-15 11:15:15.453041, cost_time=0:00:32.540630 2021-04-15 11:15:12,375 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.20ms, fps=1348 images/s, loss=0.0444, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:03.061328, arrival_time=2021-04-15 11:15:15.436962, cost_time=0:00:34.440016 2021-04-15 11:15:14,275 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.13ms, fps=1348 images/s, loss=0.0443, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:01.147572, arrival_time=2021-04-15 11:15:15.422933, cost_time=0:00:36.339752 2021-04-15 11:15:15,298 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.08ms, fps=1330 images/s, loss=0.0445, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:15:15.298064, cost_time=0:00:37.362447 2021-04-15 11:15:15,999 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.19ms, fps=3661 images/s, loss=1.0844, top1-acc=73.16%, top5-acc=92.42%, remaining_time=0:00:02.097990, arrival_time=2021-04-15 11:15:18.097069, cost_time=0:00:00.699327 2021-04-15 11:15:16,588 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.20ms, fps=4348 images/s, loss=1.0892, top1-acc=73.07%, top5-acc=92.40%, remaining_time=0:00:01.288380, arrival_time=2021-04-15 11:15:17.876590, cost_time=0:00:01.288374 2021-04-15 11:15:17,180 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.12ms, fps=4326 images/s, loss=1.0811, top1-acc=73.20%, top5-acc=92.62%, remaining_time=0:00:00.626880, arrival_time=2021-04-15 11:15:17.807291, cost_time=0:00:01.880653 2021-04-15 11:15:17,723 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=4277 images/s, loss=1.0998, top1-acc=73.47%, top5-acc=92.46%, remaining_time=0:00:00, arrival_time=2021-04-15 11:15:17.723157, cost_time=0:00:02.423421 2021-04-15 11:15:17,864 INFO : Epoch=0198 complete, best val top1-acc=73.61%, top5-acc=92.61% (epoch=196), remaining_time=0:01:19.796758, arrival_time=2021-04-15 11:16:37.661286, cost_time=2:11:39.878959 2021-04-15 11:15:17,865 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 11:15:19,926 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.18ms, fps=1242 images/s, loss=0.0487, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:38.329764, arrival_time=2021-04-15 11:15:58.256384, cost_time=0:00:02.060742 2021-04-15 11:15:21,823 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0471, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:34.830400, arrival_time=2021-04-15 11:15:56.654273, cost_time=0:00:03.957996 2021-04-15 11:15:23,723 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.81ms, fps=1348 images/s, loss=0.0455, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:32.410504, arrival_time=2021-04-15 11:15:56.133762, cost_time=0:00:05.857310 2021-04-15 11:15:25,620 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0444, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:30.243096, arrival_time=2021-04-15 11:15:55.863639, cost_time=0:00:07.754656 2021-04-15 11:15:27,517 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.18ms, fps=1350 images/s, loss=0.0449, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:28.183548, arrival_time=2021-04-15 11:15:55.701307, cost_time=0:00:09.651882 2021-04-15 11:15:29,419 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.23ms, fps=1346 images/s, loss=0.0448, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:26.188976, arrival_time=2021-04-15 11:15:55.608843, cost_time=0:00:11.553982 2021-04-15 11:15:31,323 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.14ms, fps=1345 images/s, loss=0.0444, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:24.223500, arrival_time=2021-04-15 11:15:55.546932, cost_time=0:00:13.457482 2021-04-15 11:15:33,222 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0449, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:22.266664, arrival_time=2021-04-15 11:15:55.488853, cost_time=0:00:15.356312 2021-04-15 11:15:35,119 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.22ms, fps=1350 images/s, loss=0.0449, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:20.320412, arrival_time=2021-04-15 11:15:55.439435, cost_time=0:00:17.253143 2021-04-15 11:15:37,023 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.28ms, fps=1345 images/s, loss=0.0452, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:18.391200, arrival_time=2021-04-15 11:15:55.414561, cost_time=0:00:19.157470 2021-04-15 11:15:38,921 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0455, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:16.461862, arrival_time=2021-04-15 11:15:55.383670, cost_time=0:00:21.055857 2021-04-15 11:15:40,819 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.20ms, fps=1349 images/s, loss=0.0452, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.537356, arrival_time=2021-04-15 11:15:55.356923, cost_time=0:00:22.953687 2021-04-15 11:15:42,717 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0451, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.616758, arrival_time=2021-04-15 11:15:55.333833, cost_time=0:00:24.851164 2021-04-15 11:15:44,616 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.21ms, fps=1348 images/s, loss=0.0451, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:10.700256, arrival_time=2021-04-15 11:15:55.316806, cost_time=0:00:26.750651 2021-04-15 11:15:46,515 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.16ms, fps=1349 images/s, loss=0.0449, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:08.785770, arrival_time=2021-04-15 11:15:55.300911, cost_time=0:00:28.649255 2021-04-15 11:15:48,412 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.21ms, fps=1350 images/s, loss=0.0447, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:06.872940, arrival_time=2021-04-15 11:15:55.285261, cost_time=0:00:30.546444 2021-04-15 11:15:50,309 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.19ms, fps=1349 images/s, loss=0.0446, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:04.961996, arrival_time=2021-04-15 11:15:55.271660, cost_time=0:00:32.443786 2021-04-15 11:15:52,207 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.22ms, fps=1349 images/s, loss=0.0446, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:03.052560, arrival_time=2021-04-15 11:15:55.259733, cost_time=0:00:34.341297 2021-04-15 11:15:54,106 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=0.99ms, fps=1348 images/s, loss=0.0448, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:01.144446, arrival_time=2021-04-15 11:15:55.251148, cost_time=0:00:36.240777 2021-04-15 11:15:55,125 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=0.97ms, fps=1335 images/s, loss=0.0450, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:15:55.125647, cost_time=0:00:37.259785 2021-04-15 11:15:55,845 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.17ms, fps=3563 images/s, loss=1.1402, top1-acc=72.93%, top5-acc=92.15%, remaining_time=0:00:02.155710, arrival_time=2021-04-15 11:15:58.001482, cost_time=0:00:00.718568 2021-04-15 11:15:56,431 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.29ms, fps=4371 images/s, loss=1.0970, top1-acc=73.36%, top5-acc=92.56%, remaining_time=0:00:01.304520, arrival_time=2021-04-15 11:15:57.736245, cost_time=0:00:01.304524 2021-04-15 11:15:57,018 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.15ms, fps=4366 images/s, loss=1.0884, top1-acc=73.23%, top5-acc=92.51%, remaining_time=0:00:00.630410, arrival_time=2021-04-15 11:15:57.648839, cost_time=0:00:01.891238 2021-04-15 11:15:57,555 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=4324 images/s, loss=1.1065, top1-acc=73.33%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-15 11:15:57.555261, cost_time=0:00:02.428080 2021-04-15 11:15:57,697 INFO : Epoch=0199 complete, best val top1-acc=73.61%, top5-acc=92.61% (epoch=196), remaining_time=0:00:39.898048, arrival_time=2021-04-15 11:16:37.595144, cost_time=2:12:19.711546 2021-04-15 11:15:57,698 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 11:15:59,769 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.16ms, fps=1236 images/s, loss=0.0456, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:38.529342, arrival_time=2021-04-15 11:16:38.299122, cost_time=0:00:02.071469 2021-04-15 11:16:01,667 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.14ms, fps=1349 images/s, loss=0.0433, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:34.925440, arrival_time=2021-04-15 11:16:36.592559, cost_time=0:00:03.968804 2021-04-15 11:16:03,567 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.15ms, fps=1348 images/s, loss=0.0430, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:32.473086, arrival_time=2021-04-15 11:16:36.040095, cost_time=0:00:05.868625 2021-04-15 11:16:05,464 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0435, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:30.286308, arrival_time=2021-04-15 11:16:35.750346, cost_time=0:00:07.765726 2021-04-15 11:16:07,360 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.16ms, fps=1350 images/s, loss=0.0438, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:28.213916, arrival_time=2021-04-15 11:16:35.574539, cost_time=0:00:09.662315 2021-04-15 11:16:09,257 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.23ms, fps=1350 images/s, loss=0.0437, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:26.201352, arrival_time=2021-04-15 11:16:35.459111, cost_time=0:00:11.559436 2021-04-15 11:16:11,161 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.20ms, fps=1345 images/s, loss=0.0439, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:24.233328, arrival_time=2021-04-15 11:16:35.394699, cost_time=0:00:13.462992 2021-04-15 11:16:13,063 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.28ms, fps=1346 images/s, loss=0.0435, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:22.278960, arrival_time=2021-04-15 11:16:35.342055, cost_time=0:00:15.364775 2021-04-15 11:16:14,963 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.21ms, fps=1347 images/s, loss=0.0434, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:20.334404, arrival_time=2021-04-15 11:16:35.297799, cost_time=0:00:17.265081 2021-04-15 11:16:16,868 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.56ms, fps=1344 images/s, loss=0.0436, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:18.403392, arrival_time=2021-04-15 11:16:35.271973, cost_time=0:00:19.170245 2021-04-15 11:16:18,773 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.25ms, fps=1345 images/s, loss=0.0439, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:16.476482, arrival_time=2021-04-15 11:16:35.249498, cost_time=0:00:21.074619 2021-04-15 11:16:20,674 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.61ms, fps=1347 images/s, loss=0.0442, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:14.551644, arrival_time=2021-04-15 11:16:35.226204, cost_time=0:00:22.976248 2021-04-15 11:16:22,574 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.16ms, fps=1348 images/s, loss=0.0445, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:12.629364, arrival_time=2021-04-15 11:16:35.203681, cost_time=0:00:24.875957 2021-04-15 11:16:24,476 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=2.04ms, fps=1346 images/s, loss=0.0445, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:10.711288, arrival_time=2021-04-15 11:16:35.187849, cost_time=0:00:26.778230 2021-04-15 11:16:26,378 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.15ms, fps=1346 images/s, loss=0.0446, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:08.795200, arrival_time=2021-04-15 11:16:35.173444, cost_time=0:00:28.679933 2021-04-15 11:16:28,276 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0445, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:06.879960, arrival_time=2021-04-15 11:16:35.156108, cost_time=0:00:30.577644 2021-04-15 11:16:30,173 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.15ms, fps=1350 images/s, loss=0.0447, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:04.966806, arrival_time=2021-04-15 11:16:35.140413, cost_time=0:00:32.475295 2021-04-15 11:16:32,070 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.15ms, fps=1349 images/s, loss=0.0448, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:03.055344, arrival_time=2021-04-15 11:16:35.126295, cost_time=0:00:34.372647 2021-04-15 11:16:33,972 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.09ms, fps=1346 images/s, loss=0.0448, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:01.145502, arrival_time=2021-04-15 11:16:35.118045, cost_time=0:00:36.274236 2021-04-15 11:16:34,991 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.98ms, fps=1335 images/s, loss=0.0450, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 11:16:34.991450, cost_time=0:00:37.293154 2021-04-15 11:16:35,687 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.16ms, fps=3688 images/s, loss=1.0740, top1-acc=73.28%, top5-acc=92.30%, remaining_time=0:00:02.082450, arrival_time=2021-04-15 11:16:37.769608, cost_time=0:00:00.694154 2021-04-15 11:16:36,273 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.19ms, fps=4370 images/s, loss=1.0962, top1-acc=73.16%, top5-acc=92.58%, remaining_time=0:00:01.280240, arrival_time=2021-04-15 11:16:37.553477, cost_time=0:00:01.280248 2021-04-15 11:16:36,859 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.12ms, fps=4370 images/s, loss=1.0753, top1-acc=73.55%, top5-acc=92.79%, remaining_time=0:00:00.622130, arrival_time=2021-04-15 11:16:37.481528, cost_time=0:00:01.866396 2021-04-15 11:16:37,396 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.1033, top1-acc=73.58%, top5-acc=92.60%, remaining_time=0:00:00, arrival_time=2021-04-15 11:16:37.395968, cost_time=0:00:02.402989 2021-04-15 11:16:37,543 INFO : Epoch=0200 complete, best val top1-acc=73.61%, top5-acc=92.61% (epoch=196), remaining_time=0:00:00, arrival_time=2021-04-15 11:16:37.543039, cost_time=2:12:59.557482