2021-04-15 01:35:44,453 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-15 01:35:44,457 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_shufflenetv2_x1_5'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:53103', 'modifications': ['model.name=cifar100_shufflenetv2_x1_5'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/shufflenetv2_x1_5'), 'world_size': 1} 2021-04-15 01:35:44,572 INFO : Model details: n_params=2.58M, flops=94.35M. 2021-04-15 01:35:50,821 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 01:35:53,701 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.58ms, fps=889 images/s, loss=4.6434, top1-acc=0.94%, top5-acc=5.47%, remaining_time=0:00:53.567628, arrival_time=2021-04-15 01:36:47.269027, cost_time=0:00:02.879980 2021-04-15 01:35:55,557 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.37ms, fps=1380 images/s, loss=4.6319, top1-acc=1.35%, top5-acc=6.87%, remaining_time=0:00:41.678560, arrival_time=2021-04-15 01:36:37.235933, cost_time=0:00:04.736202 2021-04-15 01:35:57,405 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.88ms, fps=1386 images/s, loss=4.5784, top1-acc=1.76%, top5-acc=8.39%, remaining_time=0:00:36.433680, arrival_time=2021-04-15 01:36:33.839218, cost_time=0:00:06.584391 2021-04-15 01:35:59,254 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.95ms, fps=1385 images/s, loss=4.5139, top1-acc=2.29%, top5-acc=10.31%, remaining_time=0:00:32.891040, arrival_time=2021-04-15 01:36:32.145739, cost_time=0:00:08.433615 2021-04-15 01:36:01,114 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.38ms, fps=1377 images/s, loss=4.4612, top1-acc=2.81%, top5-acc=11.77%, remaining_time=0:00:30.055122, arrival_time=2021-04-15 01:36:31.169158, cost_time=0:00:10.292860 2021-04-15 01:36:02,955 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.75ms, fps=1391 images/s, loss=4.4043, top1-acc=3.48%, top5-acc=13.48%, remaining_time=0:00:27.503960, arrival_time=2021-04-15 01:36:30.459161, cost_time=0:00:12.134078 2021-04-15 01:36:04,818 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.03ms, fps=1374 images/s, loss=4.3611, top1-acc=3.93%, top5-acc=14.81%, remaining_time=0:00:25.195338, arrival_time=2021-04-15 01:36:30.013943, cost_time=0:00:13.997414 2021-04-15 01:36:06,668 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.60ms, fps=1385 images/s, loss=4.3054, top1-acc=4.53%, top5-acc=16.52%, remaining_time=0:00:22.978440, arrival_time=2021-04-15 01:36:29.646671, cost_time=0:00:15.847174 2021-04-15 01:36:08,517 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.65ms, fps=1385 images/s, loss=4.2596, top1-acc=5.12%, top5-acc=17.92%, remaining_time=0:00:20.842462, arrival_time=2021-04-15 01:36:29.360017, cost_time=0:00:17.696438 2021-04-15 01:36:10,370 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=2.10ms, fps=1382 images/s, loss=4.2195, top1-acc=5.57%, top5-acc=19.07%, remaining_time=0:00:18.767616, arrival_time=2021-04-15 01:36:29.138308, cost_time=0:00:19.549555 2021-04-15 01:36:12,229 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.38ms, fps=1378 images/s, loss=4.1832, top1-acc=5.95%, top5-acc=20.25%, remaining_time=0:00:16.737234, arrival_time=2021-04-15 01:36:28.966416, cost_time=0:00:21.408077 2021-04-15 01:36:14,069 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=4.1459, top1-acc=6.36%, top5-acc=21.40%, remaining_time=0:00:14.723632, arrival_time=2021-04-15 01:36:28.792633, cost_time=0:00:23.247888 2021-04-15 01:36:15,912 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.55ms, fps=1389 images/s, loss=4.1098, top1-acc=6.91%, top5-acc=22.62%, remaining_time=0:00:12.738594, arrival_time=2021-04-15 01:36:28.650940, cost_time=0:00:25.091195 2021-04-15 01:36:17,755 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.27ms, fps=1390 images/s, loss=4.0801, top1-acc=7.30%, top5-acc=23.58%, remaining_time=0:00:10.773672, arrival_time=2021-04-15 01:36:28.528945, cost_time=0:00:26.934165 2021-04-15 01:36:19,593 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=2.00ms, fps=1393 images/s, loss=4.0521, top1-acc=7.69%, top5-acc=24.49%, remaining_time=0:00:08.823674, arrival_time=2021-04-15 01:36:28.417565, cost_time=0:00:28.772784 2021-04-15 01:36:21,442 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=4.0229, top1-acc=8.10%, top5-acc=25.39%, remaining_time=0:00:06.889716, arrival_time=2021-04-15 01:36:28.331877, cost_time=0:00:30.620974 2021-04-15 01:36:23,296 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.46ms, fps=1381 images/s, loss=3.9950, top1-acc=8.45%, top5-acc=26.25%, remaining_time=0:00:04.966806, arrival_time=2021-04-15 01:36:28.263147, cost_time=0:00:32.475227 2021-04-15 01:36:25,142 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.63ms, fps=1387 images/s, loss=3.9697, top1-acc=8.84%, top5-acc=27.04%, remaining_time=0:00:03.050832, arrival_time=2021-04-15 01:36:28.193705, cost_time=0:00:34.321832 2021-04-15 01:36:26,989 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.64ms, fps=1387 images/s, loss=3.9433, top1-acc=9.19%, top5-acc=27.82%, remaining_time=0:00:01.142148, arrival_time=2021-04-15 01:36:28.131256, cost_time=0:00:36.167958 2021-04-15 01:36:27,986 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.31ms, fps=1364 images/s, loss=3.9276, top1-acc=9.41%, top5-acc=28.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:27.986577, cost_time=0:00:37.165543 2021-04-15 01:36:29,193 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.25ms, fps=2125 images/s, loss=3.6494, top1-acc=14.02%, top5-acc=38.36%, remaining_time=0:00:03.613500, arrival_time=2021-04-15 01:36:32.806869, cost_time=0:00:01.204503 2021-04-15 01:36:30,090 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.50ms, fps=2854 images/s, loss=3.6335, top1-acc=14.02%, top5-acc=38.38%, remaining_time=0:00:02.102220, arrival_time=2021-04-15 01:36:32.193125, cost_time=0:00:02.102227 2021-04-15 01:36:30,985 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.30ms, fps=2864 images/s, loss=3.6263, top1-acc=13.68%, top5-acc=38.70%, remaining_time=0:00:00.998800, arrival_time=2021-04-15 01:36:31.983877, cost_time=0:00:02.996403 2021-04-15 01:36:31,805 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.09ms, fps=2830 images/s, loss=3.6299, top1-acc=14.06%, top5-acc=38.69%, remaining_time=0:00:00, arrival_time=2021-04-15 01:36:31.805367, cost_time=0:00:03.816705 2021-04-15 01:36:31,994 INFO : Epoch=0001 complete, best val top1-acc=14.06%, top5-acc=38.69% (epoch=1), remaining_time=2:16:33.809876, arrival_time=2021-04-15 03:53:05.804629, cost_time=0:00:41.174924 2021-04-15 01:36:31,996 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 01:36:34,024 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.55ms, fps=1263 images/s, loss=3.4208, top1-acc=16.33%, top5-acc=43.71%, remaining_time=0:00:37.714848, arrival_time=2021-04-15 01:37:11.739306, cost_time=0:00:02.027681 2021-04-15 01:36:35,880 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.48ms, fps=1380 images/s, loss=3.4135, top1-acc=17.56%, top5-acc=44.14%, remaining_time=0:00:34.177440, arrival_time=2021-04-15 01:37:10.058059, cost_time=0:00:03.883806 2021-04-15 01:36:37,726 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.94ms, fps=1387 images/s, loss=3.3898, top1-acc=17.98%, top5-acc=44.96%, remaining_time=0:00:31.705004, arrival_time=2021-04-15 01:37:09.431650, cost_time=0:00:05.729812 2021-04-15 01:36:39,562 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=3.3689, top1-acc=18.29%, top5-acc=45.41%, remaining_time=0:00:29.506932, arrival_time=2021-04-15 01:37:09.069659, cost_time=0:00:07.565891 2021-04-15 01:36:41,417 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=3.3573, top1-acc=18.31%, top5-acc=45.87%, remaining_time=0:00:27.506692, arrival_time=2021-04-15 01:37:08.923656, cost_time=0:00:09.420120 2021-04-15 01:36:43,263 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=2.07ms, fps=1387 images/s, loss=3.3424, top1-acc=18.57%, top5-acc=46.18%, remaining_time=0:00:25.538352, arrival_time=2021-04-15 01:37:08.802089, cost_time=0:00:11.266890 2021-04-15 01:36:45,109 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.98ms, fps=1387 images/s, loss=3.3273, top1-acc=19.05%, top5-acc=46.46%, remaining_time=0:00:23.603454, arrival_time=2021-04-15 01:37:08.713315, cost_time=0:00:13.113027 2021-04-15 01:36:46,977 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.80ms, fps=1372 images/s, loss=3.3129, top1-acc=19.27%, top5-acc=46.86%, remaining_time=0:00:21.721000, arrival_time=2021-04-15 01:37:08.697995, cost_time=0:00:14.980032 2021-04-15 01:36:48,841 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.41ms, fps=1373 images/s, loss=3.3061, top1-acc=19.32%, top5-acc=47.17%, remaining_time=0:00:19.839702, arrival_time=2021-04-15 01:37:08.681531, cost_time=0:00:16.845058 2021-04-15 01:36:50,688 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.69ms, fps=1386 images/s, loss=3.2929, top1-acc=19.53%, top5-acc=47.51%, remaining_time=0:00:17.944128, arrival_time=2021-04-15 01:37:08.632815, cost_time=0:00:18.691844 2021-04-15 01:36:52,555 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.66ms, fps=1372 images/s, loss=3.2825, top1-acc=19.84%, top5-acc=47.82%, remaining_time=0:00:16.072798, arrival_time=2021-04-15 01:37:08.627937, cost_time=0:00:20.558261 2021-04-15 01:36:54,421 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.01ms, fps=1372 images/s, loss=3.2771, top1-acc=20.04%, top5-acc=48.07%, remaining_time=0:00:14.202500, arrival_time=2021-04-15 01:37:08.624338, cost_time=0:00:22.424998 2021-04-15 01:36:56,266 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=2.21ms, fps=1388 images/s, loss=3.2675, top1-acc=20.16%, top5-acc=48.34%, remaining_time=0:00:12.321540, arrival_time=2021-04-15 01:37:08.588170, cost_time=0:00:24.269697 2021-04-15 01:36:58,114 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.97ms, fps=1386 images/s, loss=3.2533, top1-acc=20.48%, top5-acc=48.68%, remaining_time=0:00:10.447024, arrival_time=2021-04-15 01:37:08.561391, cost_time=0:00:26.117531 2021-04-15 01:36:59,961 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=3.2421, top1-acc=20.64%, top5-acc=48.99%, remaining_time=0:00:08.575734, arrival_time=2021-04-15 01:37:08.536939, cost_time=0:00:27.964365 2021-04-15 01:37:01,809 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.80ms, fps=1386 images/s, loss=3.2285, top1-acc=20.86%, top5-acc=49.33%, remaining_time=0:00:06.707736, arrival_time=2021-04-15 01:37:08.516709, cost_time=0:00:29.812189 2021-04-15 01:37:03,670 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.50ms, fps=1375 images/s, loss=3.2153, top1-acc=21.13%, top5-acc=49.68%, remaining_time=0:00:04.844216, arrival_time=2021-04-15 01:37:08.514844, cost_time=0:00:31.673772 2021-04-15 01:37:05,516 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=3.2038, top1-acc=21.35%, top5-acc=49.98%, remaining_time=0:00:02.979520, arrival_time=2021-04-15 01:37:08.495915, cost_time=0:00:33.519567 2021-04-15 01:37:07,358 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.28ms, fps=1390 images/s, loss=3.1928, top1-acc=21.51%, top5-acc=50.28%, remaining_time=0:00:01.116672, arrival_time=2021-04-15 01:37:08.474808, cost_time=0:00:35.361356 2021-04-15 01:37:08,366 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.47ms, fps=1350 images/s, loss=3.1851, top1-acc=21.64%, top5-acc=50.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:08.365975, cost_time=0:00:36.369149 2021-04-15 01:37:09,397 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.22ms, fps=2486 images/s, loss=3.0255, top1-acc=24.96%, top5-acc=53.95%, remaining_time=0:00:03.088800, arrival_time=2021-04-15 01:37:12.486250, cost_time=0:00:01.029596 2021-04-15 01:37:10,297 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.22ms, fps=2847 images/s, loss=3.0429, top1-acc=24.67%, top5-acc=53.93%, remaining_time=0:00:01.929240, arrival_time=2021-04-15 01:37:12.226400, cost_time=0:00:01.929249 2021-04-15 01:37:11,191 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.29ms, fps=2863 images/s, loss=3.0372, top1-acc=25.03%, top5-acc=54.27%, remaining_time=0:00:00.941300, arrival_time=2021-04-15 01:37:12.133070, cost_time=0:00:02.823911 2021-04-15 01:37:12,010 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=2834 images/s, loss=3.0661, top1-acc=24.92%, top5-acc=54.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:12.010639, cost_time=0:00:03.642812 2021-04-15 01:37:12,417 INFO : Epoch=0002 complete, best val top1-acc=24.92%, top5-acc=54.12% (epoch=2), remaining_time=2:14:38.141412, arrival_time=2021-04-15 03:51:50.558622, cost_time=0:01:21.597388 2021-04-15 01:37:12,418 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 01:37:14,454 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.82ms, fps=1257 images/s, loss=2.9554, top1-acc=26.33%, top5-acc=55.43%, remaining_time=0:00:37.871832, arrival_time=2021-04-15 01:37:52.326712, cost_time=0:00:02.036124 2021-04-15 01:37:16,324 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.55ms, fps=1370 images/s, loss=2.8877, top1-acc=26.97%, top5-acc=57.70%, remaining_time=0:00:34.373328, arrival_time=2021-04-15 01:37:50.698064, cost_time=0:00:03.906060 2021-04-15 01:37:18,175 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=2.07ms, fps=1384 images/s, loss=2.8776, top1-acc=26.89%, top5-acc=57.94%, remaining_time=0:00:31.850918, arrival_time=2021-04-15 01:37:50.025927, cost_time=0:00:05.756190 2021-04-15 01:37:20,027 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=2.8751, top1-acc=26.74%, top5-acc=58.38%, remaining_time=0:00:29.673696, arrival_time=2021-04-15 01:37:49.701026, cost_time=0:00:07.608644 2021-04-15 01:37:21,904 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.95ms, fps=1365 images/s, loss=2.8582, top1-acc=27.06%, top5-acc=58.84%, remaining_time=0:00:27.698974, arrival_time=2021-04-15 01:37:49.603596, cost_time=0:00:09.485936 2021-04-15 01:37:23,756 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=2.25ms, fps=1383 images/s, loss=2.8450, top1-acc=27.59%, top5-acc=59.22%, remaining_time=0:00:25.698560, arrival_time=2021-04-15 01:37:49.454848, cost_time=0:00:11.337606 2021-04-15 01:37:25,597 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.97ms, fps=1391 images/s, loss=2.8407, top1-acc=27.65%, top5-acc=59.34%, remaining_time=0:00:23.722398, arrival_time=2021-04-15 01:37:49.320203, cost_time=0:00:13.179112 2021-04-15 01:37:27,443 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.51ms, fps=1387 images/s, loss=2.8315, top1-acc=27.73%, top5-acc=59.56%, remaining_time=0:00:21.786424, arrival_time=2021-04-15 01:37:49.230213, cost_time=0:00:15.025082 2021-04-15 01:37:29,289 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=2.8230, top1-acc=28.12%, top5-acc=59.70%, remaining_time=0:00:19.870230, arrival_time=2021-04-15 01:37:49.159859, cost_time=0:00:16.870955 2021-04-15 01:37:31,141 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=2.8124, top1-acc=28.32%, top5-acc=59.98%, remaining_time=0:00:17.973888, arrival_time=2021-04-15 01:37:49.115289, cost_time=0:00:18.722767 2021-04-15 01:37:32,988 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.58ms, fps=1386 images/s, loss=2.7983, top1-acc=28.53%, top5-acc=60.31%, remaining_time=0:00:16.082086, arrival_time=2021-04-15 01:37:49.070921, cost_time=0:00:20.570131 2021-04-15 01:37:34,846 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.65ms, fps=1379 images/s, loss=2.7900, top1-acc=28.64%, top5-acc=60.47%, remaining_time=0:00:14.204324, arrival_time=2021-04-15 01:37:49.051039, cost_time=0:00:22.427877 2021-04-15 01:37:36,689 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.49ms, fps=1390 images/s, loss=2.7802, top1-acc=28.82%, top5-acc=60.77%, remaining_time=0:00:12.322002, arrival_time=2021-04-15 01:37:49.011320, cost_time=0:00:24.270666 2021-04-15 01:37:38,535 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=2.23ms, fps=1387 images/s, loss=2.7676, top1-acc=29.20%, top5-acc=61.04%, remaining_time=0:00:10.446800, arrival_time=2021-04-15 01:37:48.982452, cost_time=0:00:26.116977 2021-04-15 01:37:40,376 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=2.7586, top1-acc=29.41%, top5-acc=61.29%, remaining_time=0:00:08.573802, arrival_time=2021-04-15 01:37:48.950429, cost_time=0:00:27.958012 2021-04-15 01:37:42,220 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=2.7503, top1-acc=29.51%, top5-acc=61.50%, remaining_time=0:00:06.705288, arrival_time=2021-04-15 01:37:48.925284, cost_time=0:00:29.801334 2021-04-15 01:37:44,076 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.36ms, fps=1380 images/s, loss=2.7411, top1-acc=29.75%, top5-acc=61.72%, remaining_time=0:00:04.841720, arrival_time=2021-04-15 01:37:48.917832, cost_time=0:00:31.657426 2021-04-15 01:37:45,929 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.92ms, fps=1382 images/s, loss=2.7304, top1-acc=29.97%, top5-acc=61.95%, remaining_time=0:00:02.978752, arrival_time=2021-04-15 01:37:48.908400, cost_time=0:00:33.510953 2021-04-15 01:37:47,779 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.86ms, fps=1384 images/s, loss=2.7174, top1-acc=30.21%, top5-acc=62.23%, remaining_time=0:00:01.116654, arrival_time=2021-04-15 01:37:48.896007, cost_time=0:00:35.360658 2021-04-15 01:37:48,774 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.33ms, fps=1367 images/s, loss=2.7098, top1-acc=30.37%, top5-acc=62.34%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:48.774841, cost_time=0:00:36.356221 2021-04-15 01:37:49,834 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.38ms, fps=2421 images/s, loss=2.7553, top1-acc=29.57%, top5-acc=61.72%, remaining_time=0:00:03.171690, arrival_time=2021-04-15 01:37:53.005762, cost_time=0:00:01.057232 2021-04-15 01:37:50,726 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.55ms, fps=2869 images/s, loss=2.7621, top1-acc=29.34%, top5-acc=61.04%, remaining_time=0:00:01.950100, arrival_time=2021-04-15 01:37:52.676991, cost_time=0:00:01.950099 2021-04-15 01:37:51,625 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.99ms, fps=2850 images/s, loss=2.7737, top1-acc=29.26%, top5-acc=60.74%, remaining_time=0:00:00.949570, arrival_time=2021-04-15 01:37:52.575121, cost_time=0:00:02.848705 2021-04-15 01:37:52,443 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=2837 images/s, loss=2.7858, top1-acc=29.37%, top5-acc=60.74%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:52.443761, cost_time=0:00:03.667010 2021-04-15 01:37:52,812 INFO : Epoch=0003 complete, best val top1-acc=29.37%, top5-acc=60.74% (epoch=3), remaining_time=2:13:30.845430, arrival_time=2021-04-15 03:51:23.657816, cost_time=0:02:01.992570 2021-04-15 01:37:52,813 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 01:37:54,823 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=2.06ms, fps=1274 images/s, loss=2.4864, top1-acc=35.04%, top5-acc=67.54%, remaining_time=0:00:37.370748, arrival_time=2021-04-15 01:38:32.193930, cost_time=0:00:02.009180 2021-04-15 01:37:56,666 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=2.4683, top1-acc=34.71%, top5-acc=67.77%, remaining_time=0:00:33.900064, arrival_time=2021-04-15 01:38:30.566327, cost_time=0:00:03.852274 2021-04-15 01:37:58,520 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=2.03ms, fps=1381 images/s, loss=2.4538, top1-acc=35.13%, top5-acc=68.14%, remaining_time=0:00:31.574860, arrival_time=2021-04-15 01:38:30.095040, cost_time=0:00:05.706285 2021-04-15 01:38:00,367 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=2.4399, top1-acc=35.45%, top5-acc=68.45%, remaining_time=0:00:29.460444, arrival_time=2021-04-15 01:38:29.828312, cost_time=0:00:07.553973 2021-04-15 01:38:02,222 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.35ms, fps=1381 images/s, loss=2.4297, top1-acc=35.73%, top5-acc=68.72%, remaining_time=0:00:27.472674, arrival_time=2021-04-15 01:38:29.695021, cost_time=0:00:09.408451 2021-04-15 01:38:04,067 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.93ms, fps=1388 images/s, loss=2.4305, top1-acc=35.67%, top5-acc=68.57%, remaining_time=0:00:25.508432, arrival_time=2021-04-15 01:38:29.576024, cost_time=0:00:11.253701 2021-04-15 01:38:05,914 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.62ms, fps=1387 images/s, loss=2.4259, top1-acc=35.83%, top5-acc=68.64%, remaining_time=0:00:23.580648, arrival_time=2021-04-15 01:38:29.494897, cost_time=0:00:13.100346 2021-04-15 01:38:07,763 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=2.4220, top1-acc=36.07%, top5-acc=68.75%, remaining_time=0:00:21.676224, arrival_time=2021-04-15 01:38:29.439259, cost_time=0:00:14.949148 2021-04-15 01:38:09,606 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.59ms, fps=1389 images/s, loss=2.4174, top1-acc=36.26%, top5-acc=68.82%, remaining_time=0:00:19.777798, arrival_time=2021-04-15 01:38:29.384152, cost_time=0:00:16.792447 2021-04-15 01:38:11,450 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.71ms, fps=1389 images/s, loss=2.4181, top1-acc=36.39%, top5-acc=68.85%, remaining_time=0:00:17.890752, arrival_time=2021-04-15 01:38:29.340821, cost_time=0:00:18.636227 2021-04-15 01:38:13,301 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.75ms, fps=1383 images/s, loss=2.4090, top1-acc=36.54%, top5-acc=69.05%, remaining_time=0:00:16.017414, arrival_time=2021-04-15 01:38:29.318748, cost_time=0:00:20.487409 2021-04-15 01:38:15,161 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.78ms, fps=1377 images/s, loss=2.3974, top1-acc=36.78%, top5-acc=69.33%, remaining_time=0:00:14.152872, arrival_time=2021-04-15 01:38:29.313702, cost_time=0:00:22.346625 2021-04-15 01:38:17,011 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=2.3900, top1-acc=36.85%, top5-acc=69.45%, remaining_time=0:00:12.284778, arrival_time=2021-04-15 01:38:29.296002, cost_time=0:00:24.197299 2021-04-15 01:38:18,857 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=2.3826, top1-acc=37.05%, top5-acc=69.51%, remaining_time=0:00:10.416952, arrival_time=2021-04-15 01:38:29.273653, cost_time=0:00:26.042387 2021-04-15 01:38:20,704 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=2.3745, top1-acc=37.23%, top5-acc=69.74%, remaining_time=0:00:08.553148, arrival_time=2021-04-15 01:38:29.257673, cost_time=0:00:27.890640 2021-04-15 01:38:22,555 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.54ms, fps=1384 images/s, loss=2.3709, top1-acc=37.33%, top5-acc=69.84%, remaining_time=0:00:06.691824, arrival_time=2021-04-15 01:38:29.247080, cost_time=0:00:29.741401 2021-04-15 01:38:24,418 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=2.01ms, fps=1374 images/s, loss=2.3674, top1-acc=37.41%, top5-acc=69.87%, remaining_time=0:00:04.833686, arrival_time=2021-04-15 01:38:29.252534, cost_time=0:00:31.604939 2021-04-15 01:38:26,277 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.72ms, fps=1378 images/s, loss=2.3632, top1-acc=37.47%, top5-acc=70.07%, remaining_time=0:00:02.974496, arrival_time=2021-04-15 01:38:29.251497, cost_time=0:00:33.463097 2021-04-15 01:38:28,121 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.23ms, fps=1389 images/s, loss=2.3563, top1-acc=37.62%, top5-acc=70.20%, remaining_time=0:00:01.114968, arrival_time=2021-04-15 01:38:29.236173, cost_time=0:00:35.307368 2021-04-15 01:38:29,117 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.31ms, fps=1365 images/s, loss=2.3507, top1-acc=37.76%, top5-acc=70.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:29.117798, cost_time=0:00:36.303971 2021-04-15 01:38:30,156 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.25ms, fps=2470 images/s, loss=2.3845, top1-acc=37.38%, top5-acc=69.34%, remaining_time=0:00:03.109470, arrival_time=2021-04-15 01:38:33.265606, cost_time=0:00:01.036493 2021-04-15 01:38:31,052 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=2.01ms, fps=2859 images/s, loss=2.3924, top1-acc=36.46%, top5-acc=69.92%, remaining_time=0:00:01.932600, arrival_time=2021-04-15 01:38:32.984855, cost_time=0:00:01.932600 2021-04-15 01:38:31,949 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.45ms, fps=2855 images/s, loss=2.3935, top1-acc=36.60%, top5-acc=69.53%, remaining_time=0:00:00.943310, arrival_time=2021-04-15 01:38:32.892978, cost_time=0:00:02.829926 2021-04-15 01:38:32,768 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.09ms, fps=2835 images/s, loss=2.3938, top1-acc=37.08%, top5-acc=69.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:38:32.768551, cost_time=0:00:03.648973 2021-04-15 01:38:33,136 INFO : Epoch=0004 complete, best val top1-acc=37.08%, top5-acc=69.85% (epoch=4), remaining_time=2:12:33.518496, arrival_time=2021-04-15 03:51:06.655032, cost_time=0:02:42.316706 2021-04-15 01:38:33,138 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 01:38:35,189 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.40ms, fps=1248 images/s, loss=2.1694, top1-acc=40.70%, top5-acc=73.91%, remaining_time=0:00:38.149344, arrival_time=2021-04-15 01:39:13.338632, cost_time=0:00:02.051040 2021-04-15 01:38:37,036 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=2.1489, top1-acc=42.03%, top5-acc=74.63%, remaining_time=0:00:34.306448, arrival_time=2021-04-15 01:39:11.343135, cost_time=0:00:03.898458 2021-04-15 01:38:38,884 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=2.1290, top1-acc=42.49%, top5-acc=75.07%, remaining_time=0:00:31.793648, arrival_time=2021-04-15 01:39:10.677673, cost_time=0:00:05.745839 2021-04-15 01:38:40,743 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=2.1305, top1-acc=42.50%, top5-acc=75.21%, remaining_time=0:00:29.661216, arrival_time=2021-04-15 01:39:10.404854, cost_time=0:00:07.605422 2021-04-15 01:38:42,587 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.61ms, fps=1389 images/s, loss=2.1319, top1-acc=42.70%, top5-acc=75.15%, remaining_time=0:00:27.590350, arrival_time=2021-04-15 01:39:10.177303, cost_time=0:00:09.448738 2021-04-15 01:38:44,433 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=2.1235, top1-acc=42.92%, top5-acc=75.37%, remaining_time=0:00:25.603224, arrival_time=2021-04-15 01:39:10.036993, cost_time=0:00:11.295551 2021-04-15 01:38:46,286 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.52ms, fps=1383 images/s, loss=2.1300, top1-acc=42.86%, top5-acc=75.14%, remaining_time=0:00:23.666076, arrival_time=2021-04-15 01:39:09.952106, cost_time=0:00:13.147801 2021-04-15 01:38:48,132 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=2.21ms, fps=1387 images/s, loss=2.1345, top1-acc=42.66%, top5-acc=75.07%, remaining_time=0:00:21.741416, arrival_time=2021-04-15 01:39:09.873675, cost_time=0:00:14.994044 2021-04-15 01:38:49,981 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=2.06ms, fps=1385 images/s, loss=2.1283, top1-acc=42.74%, top5-acc=75.25%, remaining_time=0:00:19.837264, arrival_time=2021-04-15 01:39:09.818448, cost_time=0:00:16.842967 2021-04-15 01:38:51,823 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=2.1194, top1-acc=42.97%, top5-acc=75.46%, remaining_time=0:00:17.938176, arrival_time=2021-04-15 01:39:09.761905, cost_time=0:00:18.685568 2021-04-15 01:38:53,669 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.71ms, fps=1388 images/s, loss=2.1172, top1-acc=43.05%, top5-acc=75.48%, remaining_time=0:00:16.051384, arrival_time=2021-04-15 01:39:09.720467, cost_time=0:00:20.530879 2021-04-15 01:38:55,514 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=2.1194, top1-acc=42.99%, top5-acc=75.38%, remaining_time=0:00:14.171796, arrival_time=2021-04-15 01:39:09.686500, cost_time=0:00:22.376548 2021-04-15 01:38:57,355 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=2.1176, top1-acc=42.97%, top5-acc=75.37%, remaining_time=0:00:12.295008, arrival_time=2021-04-15 01:39:09.650537, cost_time=0:00:24.217376 2021-04-15 01:38:59,200 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=2.1112, top1-acc=43.10%, top5-acc=75.45%, remaining_time=0:00:10.425016, arrival_time=2021-04-15 01:39:09.625707, cost_time=0:00:26.062555 2021-04-15 01:39:01,044 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.63ms, fps=1389 images/s, loss=2.1033, top1-acc=43.23%, top5-acc=75.60%, remaining_time=0:00:08.557840, arrival_time=2021-04-15 01:39:09.602063, cost_time=0:00:27.905997 2021-04-15 01:39:02,906 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.54ms, fps=1375 images/s, loss=2.1000, top1-acc=43.33%, top5-acc=75.61%, remaining_time=0:00:06.697944, arrival_time=2021-04-15 01:39:09.604796, cost_time=0:00:29.768619 2021-04-15 01:39:04,764 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=2.0967, top1-acc=43.42%, top5-acc=75.65%, remaining_time=0:00:04.836884, arrival_time=2021-04-15 01:39:09.600854, cost_time=0:00:31.625727 2021-04-15 01:39:06,612 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=2.0914, top1-acc=43.53%, top5-acc=75.74%, remaining_time=0:00:02.975504, arrival_time=2021-04-15 01:39:09.588174, cost_time=0:00:33.474496 2021-04-15 01:39:08,471 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.41ms, fps=1377 images/s, loss=2.0869, top1-acc=43.63%, top5-acc=75.85%, remaining_time=0:00:01.115796, arrival_time=2021-04-15 01:39:09.587636, cost_time=0:00:35.333586 2021-04-15 01:39:09,485 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.46ms, fps=1342 images/s, loss=2.0858, top1-acc=43.66%, top5-acc=75.88%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:09.485882, cost_time=0:00:36.347651 2021-04-15 01:39:10,561 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.65ms, fps=2385 images/s, loss=2.2160, top1-acc=41.48%, top5-acc=72.42%, remaining_time=0:00:03.219960, arrival_time=2021-04-15 01:39:13.781543, cost_time=0:00:01.073322 2021-04-15 01:39:11,457 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.42ms, fps=2858 images/s, loss=2.1776, top1-acc=41.93%, top5-acc=73.85%, remaining_time=0:00:01.969460, arrival_time=2021-04-15 01:39:13.427265, cost_time=0:00:01.969452 2021-04-15 01:39:12,353 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.66ms, fps=2860 images/s, loss=2.1700, top1-acc=42.21%, top5-acc=73.79%, remaining_time=0:00:00.955110, arrival_time=2021-04-15 01:39:13.308679, cost_time=0:00:02.865322 2021-04-15 01:39:13,172 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=2835 images/s, loss=2.1605, top1-acc=42.50%, top5-acc=73.79%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:13.172153, cost_time=0:00:03.683942 2021-04-15 01:39:13,533 INFO : Epoch=0005 complete, best val top1-acc=42.50%, top5-acc=73.79% (epoch=5), remaining_time=2:11:45.849510, arrival_time=2021-04-15 03:50:59.383422, cost_time=0:03:22.714089 2021-04-15 01:39:13,535 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 01:39:15,549 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.64ms, fps=1271 images/s, loss=1.9321, top1-acc=47.54%, top5-acc=78.63%, remaining_time=0:00:37.452960, arrival_time=2021-04-15 01:39:53.001986, cost_time=0:00:02.013596 2021-04-15 01:39:17,393 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=1.9150, top1-acc=47.75%, top5-acc=79.08%, remaining_time=0:00:33.950928, arrival_time=2021-04-15 01:39:51.344427, cost_time=0:00:03.858067 2021-04-15 01:39:19,240 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=1.9033, top1-acc=48.07%, top5-acc=79.49%, remaining_time=0:00:31.567224, arrival_time=2021-04-15 01:39:50.807583, cost_time=0:00:05.704927 2021-04-15 01:39:21,080 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=1.9045, top1-acc=47.81%, top5-acc=79.92%, remaining_time=0:00:29.424720, arrival_time=2021-04-15 01:39:50.504925, cost_time=0:00:07.544791 2021-04-15 01:39:22,919 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=1.8983, top1-acc=48.09%, top5-acc=80.10%, remaining_time=0:00:27.402740, arrival_time=2021-04-15 01:39:50.322599, cost_time=0:00:09.384512 2021-04-15 01:39:24,761 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=1.9000, top1-acc=47.86%, top5-acc=80.05%, remaining_time=0:00:25.444648, arrival_time=2021-04-15 01:39:50.205642, cost_time=0:00:11.225572 2021-04-15 01:39:26,600 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.54ms, fps=1392 images/s, loss=1.9024, top1-acc=47.94%, top5-acc=79.91%, remaining_time=0:00:23.517270, arrival_time=2021-04-15 01:39:50.117778, cost_time=0:00:13.065150 2021-04-15 01:39:28,442 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=1.9018, top1-acc=47.93%, top5-acc=79.82%, remaining_time=0:00:21.615556, arrival_time=2021-04-15 01:39:50.058161, cost_time=0:00:14.907249 2021-04-15 01:39:30,281 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=1.9015, top1-acc=47.90%, top5-acc=79.82%, remaining_time=0:00:19.723102, arrival_time=2021-04-15 01:39:50.004536, cost_time=0:00:16.746036 2021-04-15 01:39:32,122 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=1.9004, top1-acc=47.91%, top5-acc=79.81%, remaining_time=0:00:17.843328, arrival_time=2021-04-15 01:39:49.965594, cost_time=0:00:18.586825 2021-04-15 01:39:33,966 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=1.8993, top1-acc=47.82%, top5-acc=79.83%, remaining_time=0:00:15.973038, arrival_time=2021-04-15 01:39:49.939169, cost_time=0:00:20.430655 2021-04-15 01:39:35,822 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.42ms, fps=1380 images/s, loss=1.8980, top1-acc=47.81%, top5-acc=79.79%, remaining_time=0:00:14.115176, arrival_time=2021-04-15 01:39:49.937713, cost_time=0:00:22.287073 2021-04-15 01:39:37,673 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=1.8992, top1-acc=47.88%, top5-acc=79.76%, remaining_time=0:00:12.254682, arrival_time=2021-04-15 01:39:49.928152, cost_time=0:00:24.138046 2021-04-15 01:39:39,520 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.89ms, fps=1387 images/s, loss=1.8936, top1-acc=48.01%, top5-acc=79.88%, remaining_time=0:00:10.393880, arrival_time=2021-04-15 01:39:49.913995, cost_time=0:00:25.984688 2021-04-15 01:39:41,368 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=2.09ms, fps=1386 images/s, loss=1.8903, top1-acc=48.03%, top5-acc=79.93%, remaining_time=0:00:08.535438, arrival_time=2021-04-15 01:39:49.903938, cost_time=0:00:27.832963 2021-04-15 01:39:43,228 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=1.8923, top1-acc=47.95%, top5-acc=79.94%, remaining_time=0:00:06.681024, arrival_time=2021-04-15 01:39:49.909852, cost_time=0:00:29.693394 2021-04-15 01:39:45,093 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.20ms, fps=1373 images/s, loss=1.8935, top1-acc=47.95%, top5-acc=79.88%, remaining_time=0:00:04.826536, arrival_time=2021-04-15 01:39:49.920131, cost_time=0:00:31.558148 2021-04-15 01:39:46,955 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=2.41ms, fps=1376 images/s, loss=1.8935, top1-acc=47.93%, top5-acc=79.86%, remaining_time=0:00:02.970576, arrival_time=2021-04-15 01:39:49.925557, cost_time=0:00:33.419038 2021-04-15 01:39:48,813 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.69ms, fps=1379 images/s, loss=1.8933, top1-acc=47.88%, top5-acc=79.86%, remaining_time=0:00:01.114044, arrival_time=2021-04-15 01:39:49.927636, cost_time=0:00:35.278133 2021-04-15 01:39:49,814 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.54ms, fps=1360 images/s, loss=1.8896, top1-acc=47.99%, top5-acc=79.95%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:49.814461, cost_time=0:00:36.278716 2021-04-15 01:39:50,827 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.40ms, fps=2533 images/s, loss=1.9775, top1-acc=46.60%, top5-acc=77.46%, remaining_time=0:00:03.031980, arrival_time=2021-04-15 01:39:53.859698, cost_time=0:00:01.010657 2021-04-15 01:39:51,737 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.82ms, fps=2816 images/s, loss=1.9741, top1-acc=46.13%, top5-acc=78.03%, remaining_time=0:00:01.920140, arrival_time=2021-04-15 01:39:53.657319, cost_time=0:00:01.920138 2021-04-15 01:39:52,643 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.82ms, fps=2826 images/s, loss=1.9819, top1-acc=46.04%, top5-acc=78.03%, remaining_time=0:00:00.942160, arrival_time=2021-04-15 01:39:53.585754, cost_time=0:00:02.826475 2021-04-15 01:39:53,472 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=2800 images/s, loss=1.9773, top1-acc=46.29%, top5-acc=78.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:53.472814, cost_time=0:00:03.655735 2021-04-15 01:39:53,828 INFO : Epoch=0006 complete, best val top1-acc=46.29%, top5-acc=78.10% (epoch=6), remaining_time=2:10:57.264616, arrival_time=2021-04-15 03:50:51.092615, cost_time=0:04:03.008183 2021-04-15 01:39:53,829 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 01:39:55,862 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.40ms, fps=1259 images/s, loss=1.6927, top1-acc=53.09%, top5-acc=83.12%, remaining_time=0:00:37.811754, arrival_time=2021-04-15 01:40:33.674228, cost_time=0:00:02.032889 2021-04-15 01:39:57,709 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=1.7042, top1-acc=52.83%, top5-acc=83.01%, remaining_time=0:00:34.144528, arrival_time=2021-04-15 01:40:31.854113, cost_time=0:00:03.880055 2021-04-15 01:39:59,557 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.97ms, fps=1386 images/s, loss=1.7191, top1-acc=52.14%, top5-acc=82.92%, remaining_time=0:00:31.694546, arrival_time=2021-04-15 01:40:31.251991, cost_time=0:00:05.727929 2021-04-15 01:40:01,405 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.64ms, fps=1386 images/s, loss=1.7328, top1-acc=51.95%, top5-acc=82.67%, remaining_time=0:00:29.544996, arrival_time=2021-04-15 01:40:30.950098, cost_time=0:00:07.575650 2021-04-15 01:40:03,259 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=1.7333, top1-acc=51.84%, top5-acc=82.64%, remaining_time=0:00:27.535162, arrival_time=2021-04-15 01:40:30.794466, cost_time=0:00:09.429845 2021-04-15 01:40:05,100 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.47ms, fps=1391 images/s, loss=1.7411, top1-acc=51.74%, top5-acc=82.49%, remaining_time=0:00:25.548144, arrival_time=2021-04-15 01:40:30.648888, cost_time=0:00:11.271239 2021-04-15 01:40:06,957 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.64ms, fps=1379 images/s, loss=1.7392, top1-acc=51.70%, top5-acc=82.52%, remaining_time=0:00:23.630418, arrival_time=2021-04-15 01:40:30.587956, cost_time=0:00:13.128001 2021-04-15 01:40:08,802 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=1.7430, top1-acc=51.42%, top5-acc=82.51%, remaining_time=0:00:21.710096, arrival_time=2021-04-15 01:40:30.512150, cost_time=0:00:14.972507 2021-04-15 01:40:10,654 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.55ms, fps=1382 images/s, loss=1.7455, top1-acc=51.41%, top5-acc=82.45%, remaining_time=0:00:19.816276, arrival_time=2021-04-15 01:40:30.470953, cost_time=0:00:16.825126 2021-04-15 01:40:12,507 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=1.7442, top1-acc=51.50%, top5-acc=82.39%, remaining_time=0:00:17.930304, arrival_time=2021-04-15 01:40:30.437278, cost_time=0:00:18.677447 2021-04-15 01:40:14,353 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.56ms, fps=1387 images/s, loss=1.7463, top1-acc=51.53%, top5-acc=82.34%, remaining_time=0:00:16.046052, arrival_time=2021-04-15 01:40:30.399549, cost_time=0:00:20.523970 2021-04-15 01:40:16,192 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.62ms, fps=1393 images/s, loss=1.7446, top1-acc=51.64%, top5-acc=82.27%, remaining_time=0:00:14.163208, arrival_time=2021-04-15 01:40:30.355595, cost_time=0:00:22.362931 2021-04-15 01:40:18,034 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=1.7379, top1-acc=51.77%, top5-acc=82.37%, remaining_time=0:00:12.288540, arrival_time=2021-04-15 01:40:30.322779, cost_time=0:00:24.204736 2021-04-15 01:40:19,882 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=1.7369, top1-acc=51.80%, top5-acc=82.38%, remaining_time=0:00:10.421152, arrival_time=2021-04-15 01:40:30.303430, cost_time=0:00:26.052828 2021-04-15 01:40:21,729 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.54ms, fps=1387 images/s, loss=1.7337, top1-acc=51.87%, top5-acc=82.42%, remaining_time=0:00:08.555862, arrival_time=2021-04-15 01:40:30.284864, cost_time=0:00:27.899561 2021-04-15 01:40:23,583 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=1.7373, top1-acc=51.86%, top5-acc=82.34%, remaining_time=0:00:06.694524, arrival_time=2021-04-15 01:40:30.277451, cost_time=0:00:29.753361 2021-04-15 01:40:25,444 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=2.05ms, fps=1376 images/s, loss=1.7348, top1-acc=51.95%, top5-acc=82.39%, remaining_time=0:00:04.835168, arrival_time=2021-04-15 01:40:30.279214, cost_time=0:00:31.614522 2021-04-15 01:40:27,286 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.04ms, fps=1390 images/s, loss=1.7336, top1-acc=51.99%, top5-acc=82.41%, remaining_time=0:00:02.973920, arrival_time=2021-04-15 01:40:30.259992, cost_time=0:00:33.456549 2021-04-15 01:40:29,131 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.24ms, fps=1388 images/s, loss=1.7308, top1-acc=52.04%, top5-acc=82.45%, remaining_time=0:00:01.114788, arrival_time=2021-04-15 01:40:30.245888, cost_time=0:00:35.301604 2021-04-15 01:40:30,127 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=1.7305, top1-acc=52.02%, top5-acc=82.49%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:30.127230, cost_time=0:00:36.297774 2021-04-15 01:40:31,141 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.82ms, fps=2529 images/s, loss=1.9148, top1-acc=47.30%, top5-acc=78.87%, remaining_time=0:00:03.036810, arrival_time=2021-04-15 01:40:34.178267, cost_time=0:00:01.012271 2021-04-15 01:40:32,038 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.65ms, fps=2855 images/s, loss=1.9097, top1-acc=47.54%, top5-acc=78.57%, remaining_time=0:00:01.909560, arrival_time=2021-04-15 01:40:33.948370, cost_time=0:00:01.909554 2021-04-15 01:40:32,936 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.51ms, fps=2855 images/s, loss=1.8897, top1-acc=48.35%, top5-acc=79.04%, remaining_time=0:00:00.935640, arrival_time=2021-04-15 01:40:33.871814, cost_time=0:00:02.806926 2021-04-15 01:40:33,768 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.12ms, fps=2789 images/s, loss=1.8867, top1-acc=48.46%, top5-acc=79.34%, remaining_time=0:00:00, arrival_time=2021-04-15 01:40:33.768591, cost_time=0:00:03.639535 2021-04-15 01:40:34,120 INFO : Epoch=0007 complete, best val top1-acc=48.46%, top5-acc=79.34% (epoch=7), remaining_time=2:10:10.996026, arrival_time=2021-04-15 03:50:45.116222, cost_time=0:04:43.300372 2021-04-15 01:40:34,121 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 01:40:36,148 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.33ms, fps=1263 images/s, loss=1.6332, top1-acc=55.08%, top5-acc=84.30%, remaining_time=0:00:37.704060, arrival_time=2021-04-15 01:41:13.852834, cost_time=0:00:02.027102 2021-04-15 01:40:38,000 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.59ms, fps=1383 images/s, loss=1.6180, top1-acc=54.96%, top5-acc=84.57%, remaining_time=0:00:34.135904, arrival_time=2021-04-15 01:41:12.136660, cost_time=0:00:03.879084 2021-04-15 01:40:39,853 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=1.6276, top1-acc=54.51%, top5-acc=84.35%, remaining_time=0:00:31.712972, arrival_time=2021-04-15 01:41:11.565967, cost_time=0:00:05.731250 2021-04-15 01:40:41,710 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.55ms, fps=1379 images/s, loss=1.6251, top1-acc=54.52%, top5-acc=84.23%, remaining_time=0:00:29.596008, arrival_time=2021-04-15 01:41:11.306437, cost_time=0:00:07.588740 2021-04-15 01:40:43,553 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=1.6226, top1-acc=54.55%, top5-acc=84.14%, remaining_time=0:00:27.541440, arrival_time=2021-04-15 01:41:11.095132, cost_time=0:00:09.431989 2021-04-15 01:40:45,405 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=1.6295, top1-acc=54.32%, top5-acc=84.19%, remaining_time=0:00:25.575480, arrival_time=2021-04-15 01:41:10.980536, cost_time=0:00:11.283303 2021-04-15 01:40:47,263 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.89ms, fps=1378 images/s, loss=1.6252, top1-acc=54.39%, top5-acc=84.31%, remaining_time=0:00:23.654862, arrival_time=2021-04-15 01:41:10.918147, cost_time=0:00:13.141598 2021-04-15 01:40:49,113 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.70ms, fps=1384 images/s, loss=1.6254, top1-acc=54.33%, top5-acc=84.19%, remaining_time=0:00:21.738400, arrival_time=2021-04-15 01:41:10.852068, cost_time=0:00:14.991988 2021-04-15 01:40:50,977 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.55ms, fps=1374 images/s, loss=1.6205, top1-acc=54.37%, top5-acc=84.36%, remaining_time=0:00:19.852528, arrival_time=2021-04-15 01:41:10.830190, cost_time=0:00:16.855946 2021-04-15 01:40:52,828 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=1.6236, top1-acc=54.29%, top5-acc=84.18%, remaining_time=0:00:17.958528, arrival_time=2021-04-15 01:41:10.787045, cost_time=0:00:18.706766 2021-04-15 01:40:54,671 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=1.6213, top1-acc=54.37%, top5-acc=84.22%, remaining_time=0:00:16.065918, arrival_time=2021-04-15 01:41:10.736988, cost_time=0:00:20.549447 2021-04-15 01:40:56,531 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.61ms, fps=1377 images/s, loss=1.6212, top1-acc=54.42%, top5-acc=84.16%, remaining_time=0:00:14.192544, arrival_time=2021-04-15 01:41:10.723461, cost_time=0:00:22.409241 2021-04-15 01:40:58,376 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=1.6171, top1-acc=54.41%, top5-acc=84.34%, remaining_time=0:00:12.314082, arrival_time=2021-04-15 01:41:10.690817, cost_time=0:00:24.255063 2021-04-15 01:41:00,216 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=1.6209, top1-acc=54.45%, top5-acc=84.23%, remaining_time=0:00:10.438064, arrival_time=2021-04-15 01:41:10.654866, cost_time=0:00:26.095193 2021-04-15 01:41:02,066 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=1.6195, top1-acc=54.48%, top5-acc=84.22%, remaining_time=0:00:08.569708, arrival_time=2021-04-15 01:41:10.636074, cost_time=0:00:27.944673 2021-04-15 01:41:03,906 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=1.6177, top1-acc=54.49%, top5-acc=84.27%, remaining_time=0:00:06.701544, arrival_time=2021-04-15 01:41:10.607880, cost_time=0:00:29.784693 2021-04-15 01:41:05,760 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=1.6213, top1-acc=54.44%, top5-acc=84.26%, remaining_time=0:00:04.838860, arrival_time=2021-04-15 01:41:10.599211, cost_time=0:00:31.638667 2021-04-15 01:41:07,604 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=1.6202, top1-acc=54.48%, top5-acc=84.28%, remaining_time=0:00:02.976208, arrival_time=2021-04-15 01:41:10.580281, cost_time=0:00:33.482390 2021-04-15 01:41:09,453 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=1.6165, top1-acc=54.63%, top5-acc=84.33%, remaining_time=0:00:01.115742, arrival_time=2021-04-15 01:41:10.569256, cost_time=0:00:35.331782 2021-04-15 01:41:10,458 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.77ms, fps=1354 images/s, loss=1.6167, top1-acc=54.64%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:10.458881, cost_time=0:00:36.337207 2021-04-15 01:41:11,537 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.33ms, fps=2380 images/s, loss=1.7854, top1-acc=50.62%, top5-acc=81.99%, remaining_time=0:00:03.226320, arrival_time=2021-04-15 01:41:14.763621, cost_time=0:00:01.075440 2021-04-15 01:41:12,432 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.53ms, fps=2860 images/s, loss=1.7844, top1-acc=50.90%, top5-acc=81.52%, remaining_time=0:00:01.971100, arrival_time=2021-04-15 01:41:14.403999, cost_time=0:00:01.971106 2021-04-15 01:41:13,326 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.36ms, fps=2866 images/s, loss=1.7835, top1-acc=51.02%, top5-acc=81.47%, remaining_time=0:00:00.954920, arrival_time=2021-04-15 01:41:14.281485, cost_time=0:00:02.864774 2021-04-15 01:41:14,145 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=2833 images/s, loss=1.8025, top1-acc=50.62%, top5-acc=81.16%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:14.145805, cost_time=0:00:03.683981 2021-04-15 01:41:14,503 INFO : Epoch=0008 complete, best val top1-acc=50.62%, top5-acc=81.16% (epoch=8), remaining_time=2:09:28.399104, arrival_time=2021-04-15 03:50:42.902224, cost_time=0:05:23.683300 2021-04-15 01:41:14,504 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 01:41:16,528 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.62ms, fps=1265 images/s, loss=1.4865, top1-acc=56.87%, top5-acc=87.50%, remaining_time=0:00:37.639518, arrival_time=2021-04-15 01:41:54.167763, cost_time=0:00:02.023627 2021-04-15 01:41:18,378 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.73ms, fps=1384 images/s, loss=1.4757, top1-acc=57.52%, top5-acc=87.21%, remaining_time=0:00:34.093488, arrival_time=2021-04-15 01:41:52.472359, cost_time=0:00:03.874257 2021-04-15 01:41:20,228 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.14ms, fps=1385 images/s, loss=1.4897, top1-acc=57.46%, top5-acc=86.78%, remaining_time=0:00:31.669646, arrival_time=2021-04-15 01:41:51.897740, cost_time=0:00:05.723421 2021-04-15 01:41:22,093 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.47ms, fps=1373 images/s, loss=1.4907, top1-acc=57.50%, top5-acc=86.76%, remaining_time=0:00:29.594136, arrival_time=2021-04-15 01:41:51.687269, cost_time=0:00:07.588231 2021-04-15 01:41:23,956 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.64ms, fps=1375 images/s, loss=1.4957, top1-acc=57.43%, top5-acc=86.57%, remaining_time=0:00:27.598526, arrival_time=2021-04-15 01:41:51.554767, cost_time=0:00:09.451568 2021-04-15 01:41:25,815 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=1.4942, top1-acc=57.53%, top5-acc=86.51%, remaining_time=0:00:25.638448, arrival_time=2021-04-15 01:41:51.454079, cost_time=0:00:11.311096 2021-04-15 01:41:27,684 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.63ms, fps=1370 images/s, loss=1.5029, top1-acc=57.38%, top5-acc=86.40%, remaining_time=0:00:23.723784, arrival_time=2021-04-15 01:41:51.408325, cost_time=0:00:13.179852 2021-04-15 01:41:29,548 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.47ms, fps=1374 images/s, loss=1.5065, top1-acc=57.31%, top5-acc=86.40%, remaining_time=0:00:21.814032, arrival_time=2021-04-15 01:41:51.362832, cost_time=0:00:15.044152 2021-04-15 01:41:31,410 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.60ms, fps=1376 images/s, loss=1.5122, top1-acc=57.24%, top5-acc=86.30%, remaining_time=0:00:19.910934, arrival_time=2021-04-15 01:41:51.321128, cost_time=0:00:16.905488 2021-04-15 01:41:33,262 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=1.5163, top1-acc=57.14%, top5-acc=86.21%, remaining_time=0:00:18.007296, arrival_time=2021-04-15 01:41:51.269558, cost_time=0:00:18.757645 2021-04-15 01:41:35,115 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.74ms, fps=1382 images/s, loss=1.5156, top1-acc=57.06%, top5-acc=86.27%, remaining_time=0:00:16.113648, arrival_time=2021-04-15 01:41:51.228779, cost_time=0:00:20.610429 2021-04-15 01:41:36,985 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=2.02ms, fps=1369 images/s, loss=1.5189, top1-acc=57.00%, top5-acc=86.26%, remaining_time=0:00:14.237688, arrival_time=2021-04-15 01:41:51.222884, cost_time=0:00:22.480578 2021-04-15 01:41:38,844 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.63ms, fps=1377 images/s, loss=1.5209, top1-acc=56.96%, top5-acc=86.18%, remaining_time=0:00:12.357378, arrival_time=2021-04-15 01:41:51.202273, cost_time=0:00:24.340277 2021-04-15 01:41:40,702 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=1.5204, top1-acc=56.99%, top5-acc=86.18%, remaining_time=0:00:10.479280, arrival_time=2021-04-15 01:41:51.182149, cost_time=0:00:26.198230 2021-04-15 01:41:42,561 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.45ms, fps=1378 images/s, loss=1.5197, top1-acc=56.94%, top5-acc=86.20%, remaining_time=0:00:08.604070, arrival_time=2021-04-15 01:41:51.165388, cost_time=0:00:28.056684 2021-04-15 01:41:44,423 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=2.20ms, fps=1375 images/s, loss=1.5209, top1-acc=56.84%, top5-acc=86.16%, remaining_time=0:00:06.731676, arrival_time=2021-04-15 01:41:51.154870, cost_time=0:00:29.918531 2021-04-15 01:41:46,288 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=1.5226, top1-acc=56.82%, top5-acc=86.16%, remaining_time=0:00:04.860986, arrival_time=2021-04-15 01:41:51.148941, cost_time=0:00:31.783355 2021-04-15 01:41:48,158 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.61ms, fps=1369 images/s, loss=1.5244, top1-acc=56.83%, top5-acc=86.13%, remaining_time=0:00:02.991440, arrival_time=2021-04-15 01:41:51.149745, cost_time=0:00:33.653694 2021-04-15 01:41:50,013 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.26ms, fps=1381 images/s, loss=1.5233, top1-acc=56.79%, top5-acc=86.19%, remaining_time=0:00:01.121316, arrival_time=2021-04-15 01:41:51.134322, cost_time=0:00:35.508374 2021-04-15 01:41:51,022 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.71ms, fps=1349 images/s, loss=1.5239, top1-acc=56.71%, top5-acc=86.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:51.021922, cost_time=0:00:36.517174 2021-04-15 01:41:52,111 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=2357 images/s, loss=1.9062, top1-acc=48.83%, top5-acc=78.75%, remaining_time=0:00:03.258960, arrival_time=2021-04-15 01:41:55.370201, cost_time=0:00:01.086324 2021-04-15 01:41:53,021 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.34ms, fps=2815 images/s, loss=1.8660, top1-acc=49.77%, top5-acc=79.55%, remaining_time=0:00:01.996220, arrival_time=2021-04-15 01:41:55.017430, cost_time=0:00:01.996213 2021-04-15 01:41:53,928 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.54ms, fps=2822 images/s, loss=1.8803, top1-acc=49.53%, top5-acc=79.23%, remaining_time=0:00:00.967970, arrival_time=2021-04-15 01:41:54.896833, cost_time=0:00:02.903903 2021-04-15 01:41:54,763 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.11ms, fps=2780 images/s, loss=1.8832, top1-acc=49.28%, top5-acc=79.10%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:54.763920, cost_time=0:00:03.738967 2021-04-15 01:41:54,965 INFO : Epoch=0009 complete, best val top1-acc=50.62%, top5-acc=81.16% (epoch=8), remaining_time=2:08:47.972308, arrival_time=2021-04-15 03:50:42.937445, cost_time=0:06:04.145293 2021-04-15 01:41:54,966 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 01:41:56,983 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.47ms, fps=1270 images/s, loss=1.4437, top1-acc=58.55%, top5-acc=87.42%, remaining_time=0:00:37.506156, arrival_time=2021-04-15 01:42:34.489814, cost_time=0:00:02.016463 2021-04-15 01:41:58,850 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.73ms, fps=1372 images/s, loss=1.4376, top1-acc=59.32%, top5-acc=87.30%, remaining_time=0:00:34.169344, arrival_time=2021-04-15 01:42:33.019347, cost_time=0:00:03.882876 2021-04-15 01:42:00,707 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.62ms, fps=1379 images/s, loss=1.4266, top1-acc=59.53%, top5-acc=87.45%, remaining_time=0:00:31.760282, arrival_time=2021-04-15 01:42:32.467199, cost_time=0:00:05.739805 2021-04-15 01:42:02,566 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.95ms, fps=1377 images/s, loss=1.4156, top1-acc=59.60%, top5-acc=87.68%, remaining_time=0:00:29.636256, arrival_time=2021-04-15 01:42:32.202460, cost_time=0:00:07.599026 2021-04-15 01:42:04,428 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=2.00ms, fps=1375 images/s, loss=1.4123, top1-acc=59.50%, top5-acc=87.82%, remaining_time=0:00:27.626850, arrival_time=2021-04-15 01:42:32.055216, cost_time=0:00:09.461228 2021-04-15 01:42:06,290 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.43ms, fps=1376 images/s, loss=1.4075, top1-acc=59.73%, top5-acc=88.04%, remaining_time=0:00:25.665512, arrival_time=2021-04-15 01:42:31.955650, cost_time=0:00:11.323007 2021-04-15 01:42:08,147 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.41ms, fps=1379 images/s, loss=1.4192, top1-acc=59.33%, top5-acc=87.76%, remaining_time=0:00:23.724414, arrival_time=2021-04-15 01:42:31.871777, cost_time=0:00:13.180255 2021-04-15 01:42:10,023 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.65ms, fps=1365 images/s, loss=1.4231, top1-acc=59.25%, top5-acc=87.68%, remaining_time=0:00:21.831200, arrival_time=2021-04-15 01:42:31.854302, cost_time=0:00:15.055993 2021-04-15 01:42:11,892 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=2.38ms, fps=1370 images/s, loss=1.4214, top1-acc=59.21%, top5-acc=87.76%, remaining_time=0:00:19.934148, arrival_time=2021-04-15 01:42:31.826657, cost_time=0:00:16.925257 2021-04-15 01:42:13,753 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.70ms, fps=1376 images/s, loss=1.4230, top1-acc=59.21%, top5-acc=87.67%, remaining_time=0:00:18.035136, arrival_time=2021-04-15 01:42:31.788839, cost_time=0:00:18.786603 2021-04-15 01:42:15,611 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.53ms, fps=1378 images/s, loss=1.4304, top1-acc=59.10%, top5-acc=87.54%, remaining_time=0:00:16.140394, arrival_time=2021-04-15 01:42:31.752138, cost_time=0:00:20.644638 2021-04-15 01:42:17,463 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=1.4324, top1-acc=59.11%, top5-acc=87.58%, remaining_time=0:00:14.247872, arrival_time=2021-04-15 01:42:31.711654, cost_time=0:00:22.496666 2021-04-15 01:42:19,318 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=1.4328, top1-acc=59.15%, top5-acc=87.55%, remaining_time=0:00:12.363054, arrival_time=2021-04-15 01:42:31.681573, cost_time=0:00:24.351408 2021-04-15 01:42:21,166 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=1.4336, top1-acc=59.17%, top5-acc=87.54%, remaining_time=0:00:10.479784, arrival_time=2021-04-15 01:42:31.646392, cost_time=0:00:26.199458 2021-04-15 01:42:23,018 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=1.4369, top1-acc=59.10%, top5-acc=87.46%, remaining_time=0:00:08.602460, arrival_time=2021-04-15 01:42:31.621096, cost_time=0:00:28.051543 2021-04-15 01:42:24,874 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.87ms, fps=1380 images/s, loss=1.4410, top1-acc=58.94%, top5-acc=87.43%, remaining_time=0:00:06.729228, arrival_time=2021-04-15 01:42:31.604042, cost_time=0:00:29.907707 2021-04-15 01:42:26,738 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=2.21ms, fps=1374 images/s, loss=1.4422, top1-acc=58.95%, top5-acc=87.38%, remaining_time=0:00:04.859062, arrival_time=2021-04-15 01:42:31.597047, cost_time=0:00:31.770840 2021-04-15 01:42:28,625 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=2.41ms, fps=1357 images/s, loss=1.4405, top1-acc=59.00%, top5-acc=87.39%, remaining_time=0:00:02.991808, arrival_time=2021-04-15 01:42:31.616734, cost_time=0:00:33.657821 2021-04-15 01:42:30,478 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.32ms, fps=1382 images/s, loss=1.4390, top1-acc=59.03%, top5-acc=87.41%, remaining_time=0:00:01.121412, arrival_time=2021-04-15 01:42:31.599952, cost_time=0:00:35.511428 2021-04-15 01:42:31,478 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.33ms, fps=1361 images/s, loss=1.4420, top1-acc=59.00%, top5-acc=87.38%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:31.478456, cost_time=0:00:36.511356 2021-04-15 01:42:32,555 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.21ms, fps=2382 images/s, loss=1.7051, top1-acc=52.27%, top5-acc=82.70%, remaining_time=0:00:03.224280, arrival_time=2021-04-15 01:42:35.779565, cost_time=0:00:01.074764 2021-04-15 01:42:33,459 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.48ms, fps=2832 images/s, loss=1.7085, top1-acc=52.60%, top5-acc=82.89%, remaining_time=0:00:01.979120, arrival_time=2021-04-15 01:42:35.438836, cost_time=0:00:01.979117 2021-04-15 01:42:34,360 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.65ms, fps=2842 images/s, loss=1.7123, top1-acc=52.55%, top5-acc=83.02%, remaining_time=0:00:00.960130, arrival_time=2021-04-15 01:42:35.321042, cost_time=0:00:02.880397 2021-04-15 01:42:35,182 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.11ms, fps=2825 images/s, loss=1.7105, top1-acc=52.90%, top5-acc=83.26%, remaining_time=0:00:00, arrival_time=2021-04-15 01:42:35.182592, cost_time=0:00:03.702094 2021-04-15 01:42:35,489 INFO : Epoch=0010 complete, best val top1-acc=52.90%, top5-acc=83.26% (epoch=10), remaining_time=2:08:08.731900, arrival_time=2021-04-15 03:50:44.221828, cost_time=0:06:44.670098 2021-04-15 01:42:35,491 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 01:42:37,527 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.81ms, fps=1258 images/s, loss=1.3682, top1-acc=60.55%, top5-acc=90.04%, remaining_time=0:00:37.858254, arrival_time=2021-04-15 01:43:15.385283, cost_time=0:00:02.035392 2021-04-15 01:42:39,380 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.44ms, fps=1382 images/s, loss=1.3282, top1-acc=61.76%, top5-acc=89.90%, remaining_time=0:00:34.217568, arrival_time=2021-04-15 01:43:13.597540, cost_time=0:00:03.888359 2021-04-15 01:42:41,236 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=1.3427, top1-acc=60.98%, top5-acc=89.45%, remaining_time=0:00:31.788336, arrival_time=2021-04-15 01:43:13.024874, cost_time=0:00:05.744890 2021-04-15 01:42:43,102 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.23ms, fps=1372 images/s, loss=1.3479, top1-acc=60.68%, top5-acc=89.30%, remaining_time=0:00:29.683992, arrival_time=2021-04-15 01:43:12.786881, cost_time=0:00:07.611281 2021-04-15 01:42:44,956 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=1.3476, top1-acc=60.70%, top5-acc=89.41%, remaining_time=0:00:27.637070, arrival_time=2021-04-15 01:43:12.593371, cost_time=0:00:09.464740 2021-04-15 01:42:46,835 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.08ms, fps=1363 images/s, loss=1.3467, top1-acc=60.98%, top5-acc=89.34%, remaining_time=0:00:25.712568, arrival_time=2021-04-15 01:43:12.548184, cost_time=0:00:11.343794 2021-04-15 01:42:48,694 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.42ms, fps=1378 images/s, loss=1.3496, top1-acc=61.06%, top5-acc=89.22%, remaining_time=0:00:23.765742, arrival_time=2021-04-15 01:43:12.460620, cost_time=0:00:13.203209 2021-04-15 01:42:50,557 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.44ms, fps=1375 images/s, loss=1.3522, top1-acc=61.10%, top5-acc=89.06%, remaining_time=0:00:21.845816, arrival_time=2021-04-15 01:43:12.403540, cost_time=0:00:15.066112 2021-04-15 01:42:52,411 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=4.56ms, fps=1382 images/s, loss=1.3579, top1-acc=60.91%, top5-acc=88.98%, remaining_time=0:00:19.927364, arrival_time=2021-04-15 01:43:12.338442, cost_time=0:00:16.919430 2021-04-15 01:42:54,266 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.00ms, fps=1380 images/s, loss=1.3552, top1-acc=61.00%, top5-acc=88.99%, remaining_time=0:00:18.023904, arrival_time=2021-04-15 01:43:12.290389, cost_time=0:00:18.774866 2021-04-15 01:42:56,127 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=1.3566, top1-acc=61.01%, top5-acc=88.91%, remaining_time=0:00:16.133084, arrival_time=2021-04-15 01:43:12.260078, cost_time=0:00:20.635294 2021-04-15 01:42:57,987 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=1.3627, top1-acc=60.92%, top5-acc=88.76%, remaining_time=0:00:14.247340, arrival_time=2021-04-15 01:43:12.234836, cost_time=0:00:22.495859 2021-04-15 01:42:59,847 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.50ms, fps=1377 images/s, loss=1.3665, top1-acc=60.81%, top5-acc=88.65%, remaining_time=0:00:12.365298, arrival_time=2021-04-15 01:43:12.212785, cost_time=0:00:24.355872 2021-04-15 01:43:01,726 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.47ms, fps=1363 images/s, loss=1.3707, top1-acc=60.68%, top5-acc=88.51%, remaining_time=0:00:10.493728, arrival_time=2021-04-15 01:43:12.219608, cost_time=0:00:26.234250 2021-04-15 01:43:03,596 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=2.17ms, fps=1369 images/s, loss=1.3701, top1-acc=60.67%, top5-acc=88.51%, remaining_time=0:00:08.618652, arrival_time=2021-04-15 01:43:12.214672, cost_time=0:00:28.104364 2021-04-15 01:43:05,455 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.70ms, fps=1377 images/s, loss=1.3684, top1-acc=60.76%, top5-acc=88.52%, remaining_time=0:00:06.741900, arrival_time=2021-04-15 01:43:12.197580, cost_time=0:00:29.964071 2021-04-15 01:43:07,327 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=2.32ms, fps=1368 images/s, loss=1.3714, top1-acc=60.70%, top5-acc=88.46%, remaining_time=0:00:04.868994, arrival_time=2021-04-15 01:43:12.196509, cost_time=0:00:31.835773 2021-04-15 01:43:09,193 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.47ms, fps=1373 images/s, loss=1.3712, top1-acc=60.76%, top5-acc=88.47%, remaining_time=0:00:02.995728, arrival_time=2021-04-15 01:43:12.189244, cost_time=0:00:33.701913 2021-04-15 01:43:11,050 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.50ms, fps=1379 images/s, loss=1.3722, top1-acc=60.72%, top5-acc=88.47%, remaining_time=0:00:01.122906, arrival_time=2021-04-15 01:43:12.173239, cost_time=0:00:35.558618 2021-04-15 01:43:12,052 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.29ms, fps=1358 images/s, loss=1.3718, top1-acc=60.71%, top5-acc=88.47%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:12.052615, cost_time=0:00:36.561069 2021-04-15 01:43:13,084 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.29ms, fps=2487 images/s, loss=1.7616, top1-acc=52.07%, top5-acc=81.80%, remaining_time=0:00:03.087810, arrival_time=2021-04-15 01:43:16.172249, cost_time=0:00:01.029273 2021-04-15 01:43:13,989 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.70ms, fps=2834 images/s, loss=1.7920, top1-acc=51.48%, top5-acc=80.98%, remaining_time=0:00:01.933300, arrival_time=2021-04-15 01:43:15.922130, cost_time=0:00:01.933296 2021-04-15 01:43:14,892 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=3.90ms, fps=2838 images/s, loss=1.7900, top1-acc=51.47%, top5-acc=81.20%, remaining_time=0:00:00.945810, arrival_time=2021-04-15 01:43:15.838424, cost_time=0:00:02.837419 2021-04-15 01:43:15,724 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.09ms, fps=2792 images/s, loss=1.7693, top1-acc=51.58%, top5-acc=81.22%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:15.724147, cost_time=0:00:03.669103 2021-04-15 01:43:15,965 INFO : Epoch=0011 complete, best val top1-acc=52.90%, top5-acc=83.26% (epoch=10), remaining_time=2:07:28.419492, arrival_time=2021-04-15 03:50:44.385411, cost_time=0:07:25.146104 2021-04-15 01:43:15,967 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 01:43:17,995 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.56ms, fps=1262 images/s, loss=1.2492, top1-acc=63.32%, top5-acc=90.86%, remaining_time=0:00:37.716708, arrival_time=2021-04-15 01:43:55.711957, cost_time=0:00:02.027776 2021-04-15 01:43:19,854 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.49ms, fps=1377 images/s, loss=1.2748, top1-acc=62.52%, top5-acc=90.53%, remaining_time=0:00:34.208064, arrival_time=2021-04-15 01:43:54.062814, cost_time=0:00:03.887285 2021-04-15 01:43:21,727 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.96ms, fps=1368 images/s, loss=1.2768, top1-acc=62.72%, top5-acc=90.27%, remaining_time=0:00:31.868514, arrival_time=2021-04-15 01:43:53.595538, cost_time=0:00:05.759356 2021-04-15 01:43:23,581 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.62ms, fps=1382 images/s, loss=1.2762, top1-acc=62.88%, top5-acc=90.09%, remaining_time=0:00:29.692416, arrival_time=2021-04-15 01:43:53.273323, cost_time=0:00:07.613450 2021-04-15 01:43:25,442 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=2.12ms, fps=1376 images/s, loss=1.2750, top1-acc=63.16%, top5-acc=89.99%, remaining_time=0:00:27.666416, arrival_time=2021-04-15 01:43:53.108715, cost_time=0:00:09.474794 2021-04-15 01:43:27,309 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.68ms, fps=1371 images/s, loss=1.2813, top1-acc=62.92%, top5-acc=89.92%, remaining_time=0:00:25.709304, arrival_time=2021-04-15 01:43:53.019118, cost_time=0:00:11.342350 2021-04-15 01:43:29,169 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.72ms, fps=1378 images/s, loss=1.2886, top1-acc=62.86%, top5-acc=89.79%, remaining_time=0:00:23.762718, arrival_time=2021-04-15 01:43:52.931739, cost_time=0:00:13.201532 2021-04-15 01:43:31,038 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.51ms, fps=1370 images/s, loss=1.2948, top1-acc=62.86%, top5-acc=89.68%, remaining_time=0:00:21.852892, arrival_time=2021-04-15 01:43:52.891315, cost_time=0:00:15.070972 2021-04-15 01:43:32,890 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.60ms, fps=1383 images/s, loss=1.3055, top1-acc=62.45%, top5-acc=89.57%, remaining_time=0:00:19.931710, arrival_time=2021-04-15 01:43:52.822177, cost_time=0:00:16.923161 2021-04-15 01:43:34,749 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.30ms, fps=1377 images/s, loss=1.3062, top1-acc=62.41%, top5-acc=89.52%, remaining_time=0:00:18.030816, arrival_time=2021-04-15 01:43:52.780283, cost_time=0:00:18.782075 2021-04-15 01:43:36,613 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.42ms, fps=1374 images/s, loss=1.3105, top1-acc=62.25%, top5-acc=89.46%, remaining_time=0:00:16.141684, arrival_time=2021-04-15 01:43:52.755392, cost_time=0:00:20.646316 2021-04-15 01:43:38,471 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=3.72ms, fps=1379 images/s, loss=1.3125, top1-acc=62.17%, top5-acc=89.40%, remaining_time=0:00:14.252280, arrival_time=2021-04-15 01:43:52.723217, cost_time=0:00:22.503544 2021-04-15 01:43:40,321 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=1.3121, top1-acc=62.17%, top5-acc=89.44%, remaining_time=0:00:12.364374, arrival_time=2021-04-15 01:43:52.685870, cost_time=0:00:24.354106 2021-04-15 01:43:42,179 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.42ms, fps=1379 images/s, loss=1.3148, top1-acc=62.11%, top5-acc=89.39%, remaining_time=0:00:10.484600, arrival_time=2021-04-15 01:43:52.663530, cost_time=0:00:26.211476 2021-04-15 01:43:44,050 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.98ms, fps=1368 images/s, loss=1.3144, top1-acc=62.23%, top5-acc=89.37%, remaining_time=0:00:08.612120, arrival_time=2021-04-15 01:43:52.662571, cost_time=0:00:28.083065 2021-04-15 01:43:45,910 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.98ms, fps=1377 images/s, loss=1.3171, top1-acc=62.14%, top5-acc=89.32%, remaining_time=0:00:06.737076, arrival_time=2021-04-15 01:43:52.646979, cost_time=0:00:29.942512 2021-04-15 01:43:47,774 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=2.08ms, fps=1374 images/s, loss=1.3186, top1-acc=62.07%, top5-acc=89.28%, remaining_time=0:00:04.864522, arrival_time=2021-04-15 01:43:52.638448, cost_time=0:00:31.806542 2021-04-15 01:43:49,641 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.44ms, fps=1371 images/s, loss=1.3213, top1-acc=62.08%, top5-acc=89.21%, remaining_time=0:00:02.993232, arrival_time=2021-04-15 01:43:52.634488, cost_time=0:00:33.673862 2021-04-15 01:43:51,504 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=1.3203, top1-acc=62.09%, top5-acc=89.18%, remaining_time=0:00:01.122210, arrival_time=2021-04-15 01:43:52.626176, cost_time=0:00:35.536581 2021-04-15 01:43:52,516 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.56ms, fps=1344 images/s, loss=1.3206, top1-acc=62.10%, top5-acc=89.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:52.516194, cost_time=0:00:36.548809 2021-04-15 01:43:53,554 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=1.41ms, fps=2470 images/s, loss=1.6622, top1-acc=53.75%, top5-acc=83.12%, remaining_time=0:00:03.108630, arrival_time=2021-04-15 01:43:56.663478, cost_time=0:00:01.036213 2021-04-15 01:43:54,459 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.78ms, fps=2832 images/s, loss=1.6307, top1-acc=53.91%, top5-acc=84.14%, remaining_time=0:00:01.940880, arrival_time=2021-04-15 01:43:56.400303, cost_time=0:00:01.940889 2021-04-15 01:43:55,365 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.48ms, fps=2829 images/s, loss=1.6413, top1-acc=53.93%, top5-acc=83.71%, remaining_time=0:00:00.948850, arrival_time=2021-04-15 01:43:56.314009, cost_time=0:00:02.846560 2021-04-15 01:43:56,197 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.48ms, fps=2792 images/s, loss=1.6366, top1-acc=54.11%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:56.197167, cost_time=0:00:03.678514 2021-04-15 01:43:56,557 INFO : Epoch=0012 complete, best val top1-acc=54.11%, top5-acc=83.67% (epoch=12), remaining_time=2:06:49.894268, arrival_time=2021-04-15 03:50:46.452058, cost_time=0:08:05.737935 2021-04-15 01:43:56,559 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 01:43:58,581 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.79ms, fps=1266 images/s, loss=1.2585, top1-acc=63.05%, top5-acc=89.84%, remaining_time=0:00:37.615338, arrival_time=2021-04-15 01:44:36.197137, cost_time=0:00:02.022326 2021-04-15 01:44:00,440 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.00ms, fps=1378 images/s, loss=1.2384, top1-acc=63.81%, top5-acc=90.37%, remaining_time=0:00:34.148928, arrival_time=2021-04-15 01:44:34.588898, cost_time=0:00:03.880568 2021-04-15 01:44:02,298 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=1.2474, top1-acc=63.78%, top5-acc=89.88%, remaining_time=0:00:31.755302, arrival_time=2021-04-15 01:44:34.053657, cost_time=0:00:05.738901 2021-04-15 01:44:04,160 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.11ms, fps=1375 images/s, loss=1.2329, top1-acc=64.17%, top5-acc=90.37%, remaining_time=0:00:29.643432, arrival_time=2021-04-15 01:44:33.804005, cost_time=0:00:07.600879 2021-04-15 01:44:06,023 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.43ms, fps=1375 images/s, loss=1.2401, top1-acc=64.30%, top5-acc=90.34%, remaining_time=0:00:27.635756, arrival_time=2021-04-15 01:44:33.659444, cost_time=0:00:09.464284 2021-04-15 01:44:07,889 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=2.68ms, fps=1373 images/s, loss=1.2427, top1-acc=64.09%, top5-acc=90.35%, remaining_time=0:00:25.681424, arrival_time=2021-04-15 01:44:33.570871, cost_time=0:00:11.330041 2021-04-15 01:44:09,743 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=1.2501, top1-acc=63.82%, top5-acc=90.14%, remaining_time=0:00:23.731848, arrival_time=2021-04-15 01:44:33.475596, cost_time=0:00:13.184348 2021-04-15 01:44:11,599 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.46ms, fps=1380 images/s, loss=1.2528, top1-acc=63.82%, top5-acc=90.05%, remaining_time=0:00:21.807652, arrival_time=2021-04-15 01:44:33.406854, cost_time=0:00:15.039799 2021-04-15 01:44:13,458 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.74ms, fps=1378 images/s, loss=1.2556, top1-acc=63.79%, top5-acc=90.00%, remaining_time=0:00:19.902666, arrival_time=2021-04-15 01:44:33.360793, cost_time=0:00:16.898534 2021-04-15 01:44:15,314 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.38ms, fps=1380 images/s, loss=1.2623, top1-acc=63.57%, top5-acc=89.85%, remaining_time=0:00:18.004800, arrival_time=2021-04-15 01:44:33.319213, cost_time=0:00:18.755004 2021-04-15 01:44:17,178 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=2.13ms, fps=1374 images/s, loss=1.2653, top1-acc=63.47%, top5-acc=89.82%, remaining_time=0:00:16.119840, arrival_time=2021-04-15 01:44:33.297814, cost_time=0:00:20.618449 2021-04-15 01:44:19,034 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.19ms, fps=1379 images/s, loss=1.2665, top1-acc=63.44%, top5-acc=89.80%, remaining_time=0:00:14.234572, arrival_time=2021-04-15 01:44:33.269491, cost_time=0:00:22.475606 2021-04-15 01:44:20,909 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.84ms, fps=1366 images/s, loss=1.2639, top1-acc=63.47%, top5-acc=89.82%, remaining_time=0:00:12.362328, arrival_time=2021-04-15 01:44:33.271716, cost_time=0:00:24.349987 2021-04-15 01:44:22,776 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.95ms, fps=1372 images/s, loss=1.2630, top1-acc=63.49%, top5-acc=89.80%, remaining_time=0:00:10.486784, arrival_time=2021-04-15 01:44:33.263134, cost_time=0:00:26.216942 2021-04-15 01:44:24,644 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=2.11ms, fps=1371 images/s, loss=1.2654, top1-acc=63.38%, top5-acc=89.82%, remaining_time=0:00:08.612626, arrival_time=2021-04-15 01:44:33.256691, cost_time=0:00:28.084684 2021-04-15 01:44:26,515 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.92ms, fps=1368 images/s, loss=1.2661, top1-acc=63.32%, top5-acc=89.82%, remaining_time=0:00:06.740136, arrival_time=2021-04-15 01:44:33.255787, cost_time=0:00:29.956211 2021-04-15 01:44:28,374 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.71ms, fps=1378 images/s, loss=1.2693, top1-acc=63.24%, top5-acc=89.77%, remaining_time=0:00:04.865744, arrival_time=2021-04-15 01:44:33.239729, cost_time=0:00:31.814498 2021-04-15 01:44:30,231 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.52ms, fps=1378 images/s, loss=1.2689, top1-acc=63.27%, top5-acc=89.77%, remaining_time=0:00:02.993120, arrival_time=2021-04-15 01:44:33.224990, cost_time=0:00:33.672547 2021-04-15 01:44:32,089 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=2.01ms, fps=1379 images/s, loss=1.2688, top1-acc=63.28%, top5-acc=89.80%, remaining_time=0:00:01.121994, arrival_time=2021-04-15 01:44:33.211305, cost_time=0:00:35.529880 2021-04-15 01:44:33,091 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.89ms, fps=1359 images/s, loss=1.2699, top1-acc=63.22%, top5-acc=89.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:33.091497, cost_time=0:00:36.531599 2021-04-15 01:44:34,113 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.27ms, fps=2515 images/s, loss=1.6789, top1-acc=54.57%, top5-acc=83.91%, remaining_time=0:00:03.053160, arrival_time=2021-04-15 01:44:37.166810, cost_time=0:00:01.017718 2021-04-15 01:44:35,018 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=2.12ms, fps=2831 images/s, loss=1.6566, top1-acc=54.39%, top5-acc=83.85%, remaining_time=0:00:01.922260, arrival_time=2021-04-15 01:44:36.940522, cost_time=0:00:01.922261 2021-04-15 01:44:35,931 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=3.09ms, fps=2806 images/s, loss=1.6513, top1-acc=54.51%, top5-acc=83.74%, remaining_time=0:00:00.945060, arrival_time=2021-04-15 01:44:36.876641, cost_time=0:00:02.835177 2021-04-15 01:44:36,765 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=2787 images/s, loss=1.6339, top1-acc=55.17%, top5-acc=84.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:36.765201, cost_time=0:00:03.669280 2021-04-15 01:44:37,126 INFO : Epoch=0013 complete, best val top1-acc=55.17%, top5-acc=84.02% (epoch=13), remaining_time=2:06:10.713700, arrival_time=2021-04-15 03:50:47.839906, cost_time=0:08:46.306300 2021-04-15 01:44:37,128 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 01:44:39,186 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.95ms, fps=1244 images/s, loss=1.2145, top1-acc=65.12%, top5-acc=90.55%, remaining_time=0:00:38.272104, arrival_time=2021-04-15 01:45:17.458185, cost_time=0:00:02.057640 2021-04-15 01:44:41,037 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=1.1772, top1-acc=65.00%, top5-acc=91.21%, remaining_time=0:00:34.400080, arrival_time=2021-04-15 01:45:15.437633, cost_time=0:00:03.909104 2021-04-15 01:44:42,893 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.60ms, fps=1380 images/s, loss=1.1975, top1-acc=64.92%, top5-acc=90.99%, remaining_time=0:00:31.900386, arrival_time=2021-04-15 01:45:14.793964, cost_time=0:00:05.765122 2021-04-15 01:44:44,752 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.80ms, fps=1378 images/s, loss=1.1871, top1-acc=65.39%, top5-acc=91.27%, remaining_time=0:00:29.733288, arrival_time=2021-04-15 01:45:14.485699, cost_time=0:00:07.623916 2021-04-15 01:44:46,614 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.99ms, fps=1375 images/s, loss=1.1814, top1-acc=65.44%, top5-acc=91.36%, remaining_time=0:00:27.700288, arrival_time=2021-04-15 01:45:14.315144, cost_time=0:00:09.486393 2021-04-15 01:44:48,464 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=1.1878, top1-acc=65.14%, top5-acc=91.20%, remaining_time=0:00:25.695024, arrival_time=2021-04-15 01:45:14.159453, cost_time=0:00:11.336050 2021-04-15 01:44:50,316 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=1.1860, top1-acc=65.35%, top5-acc=91.27%, remaining_time=0:00:23.738904, arrival_time=2021-04-15 01:45:14.055640, cost_time=0:00:13.188285 2021-04-15 01:44:52,178 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.63ms, fps=1376 images/s, loss=1.1918, top1-acc=65.31%, top5-acc=91.15%, remaining_time=0:00:21.821920, arrival_time=2021-04-15 01:45:13.999937, cost_time=0:00:15.049564 2021-04-15 01:44:54,045 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.47ms, fps=1372 images/s, loss=1.1992, top1-acc=65.11%, top5-acc=91.06%, remaining_time=0:00:19.923760, arrival_time=2021-04-15 01:45:13.968705, cost_time=0:00:16.916391 2021-04-15 01:44:55,902 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=1.2056, top1-acc=64.84%, top5-acc=90.97%, remaining_time=0:00:18.022560, arrival_time=2021-04-15 01:45:13.924474, cost_time=0:00:18.773458 2021-04-15 01:44:57,758 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=2.23ms, fps=1380 images/s, loss=1.2085, top1-acc=64.73%, top5-acc=90.94%, remaining_time=0:00:16.128698, arrival_time=2021-04-15 01:45:13.886889, cost_time=0:00:20.629678 2021-04-15 01:44:59,622 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=4.13ms, fps=1374 images/s, loss=1.2126, top1-acc=64.59%, top5-acc=90.86%, remaining_time=0:00:14.245972, arrival_time=2021-04-15 01:45:13.868083, cost_time=0:00:22.493666 2021-04-15 01:45:01,478 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=1.2217, top1-acc=64.46%, top5-acc=90.71%, remaining_time=0:00:12.362196, arrival_time=2021-04-15 01:45:13.840455, cost_time=0:00:24.349812 2021-04-15 01:45:03,343 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.93ms, fps=1373 images/s, loss=1.2239, top1-acc=64.36%, top5-acc=90.66%, remaining_time=0:00:10.486112, arrival_time=2021-04-15 01:45:13.829803, cost_time=0:00:26.215230 2021-04-15 01:45:05,214 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.77ms, fps=1369 images/s, loss=1.2259, top1-acc=64.31%, top5-acc=90.66%, remaining_time=0:00:08.612856, arrival_time=2021-04-15 01:45:13.826786, cost_time=0:00:28.085461 2021-04-15 01:45:07,079 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.22ms, fps=1373 images/s, loss=1.2288, top1-acc=64.26%, top5-acc=90.65%, remaining_time=0:00:06.738912, arrival_time=2021-04-15 01:45:13.818110, cost_time=0:00:29.950740 2021-04-15 01:45:08,936 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.65ms, fps=1378 images/s, loss=1.2313, top1-acc=64.15%, top5-acc=90.61%, remaining_time=0:00:04.864834, arrival_time=2021-04-15 01:45:13.801734, cost_time=0:00:31.808521 2021-04-15 01:45:10,800 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=2.19ms, fps=1374 images/s, loss=1.2323, top1-acc=64.10%, top5-acc=90.59%, remaining_time=0:00:02.993088, arrival_time=2021-04-15 01:45:13.793816, cost_time=0:00:33.672272 2021-04-15 01:45:12,659 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.63ms, fps=1378 images/s, loss=1.2342, top1-acc=64.08%, top5-acc=90.56%, remaining_time=0:00:01.122030, arrival_time=2021-04-15 01:45:13.781493, cost_time=0:00:35.530972 2021-04-15 01:45:13,669 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.28ms, fps=1347 images/s, loss=1.2380, top1-acc=63.99%, top5-acc=90.51%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:13.669769, cost_time=0:00:36.541316 2021-04-15 01:45:14,753 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.46ms, fps=2369 images/s, loss=1.5782, top1-acc=55.51%, top5-acc=85.59%, remaining_time=0:00:03.241290, arrival_time=2021-04-15 01:45:17.994531, cost_time=0:00:01.080428 2021-04-15 01:45:15,659 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.71ms, fps=2826 images/s, loss=1.6441, top1-acc=54.39%, top5-acc=83.87%, remaining_time=0:00:01.987220, arrival_time=2021-04-15 01:45:17.647069, cost_time=0:00:01.987226 2021-04-15 01:45:16,573 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.52ms, fps=2807 images/s, loss=1.6302, top1-acc=54.74%, top5-acc=83.98%, remaining_time=0:00:00.966520, arrival_time=2021-04-15 01:45:17.539277, cost_time=0:00:02.899575 2021-04-15 01:45:17,404 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.11ms, fps=2796 images/s, loss=1.6324, top1-acc=54.78%, top5-acc=83.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:17.403923, cost_time=0:00:03.731189 2021-04-15 01:45:17,560 INFO : Epoch=0014 complete, best val top1-acc=55.17%, top5-acc=84.02% (epoch=13), remaining_time=2:05:29.559372, arrival_time=2021-04-15 03:50:47.120244, cost_time=0:09:26.741029 2021-04-15 01:45:17,562 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 01:45:19,617 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.47ms, fps=1246 images/s, loss=1.2237, top1-acc=63.59%, top5-acc=91.02%, remaining_time=0:00:38.206074, arrival_time=2021-04-15 01:45:57.823496, cost_time=0:00:02.054093 2021-04-15 01:45:21,475 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.69ms, fps=1379 images/s, loss=1.1800, top1-acc=65.76%, top5-acc=91.45%, remaining_time=0:00:34.430000, arrival_time=2021-04-15 01:45:55.905501, cost_time=0:00:03.912500 2021-04-15 01:45:23,330 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.59ms, fps=1380 images/s, loss=1.1712, top1-acc=66.08%, top5-acc=91.61%, remaining_time=0:00:31.914496, arrival_time=2021-04-15 01:45:55.245118, cost_time=0:00:05.767685 2021-04-15 01:45:25,191 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.43ms, fps=1376 images/s, loss=1.1770, top1-acc=65.95%, top5-acc=91.46%, remaining_time=0:00:29.750604, arrival_time=2021-04-15 01:45:54.941963, cost_time=0:00:07.628345 2021-04-15 01:45:27,052 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.39ms, fps=1376 images/s, loss=1.1776, top1-acc=65.77%, top5-acc=91.39%, remaining_time=0:00:27.709486, arrival_time=2021-04-15 01:45:54.762112, cost_time=0:00:09.489573 2021-04-15 01:45:28,910 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=3.02ms, fps=1378 images/s, loss=1.1760, top1-acc=65.62%, top5-acc=91.54%, remaining_time=0:00:25.721000, arrival_time=2021-04-15 01:45:54.631450, cost_time=0:00:11.347504 2021-04-15 01:45:30,770 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.74ms, fps=1377 images/s, loss=1.1791, top1-acc=65.56%, top5-acc=91.37%, remaining_time=0:00:23.774184, arrival_time=2021-04-15 01:45:54.545047, cost_time=0:00:13.207885 2021-04-15 01:45:32,631 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=2.06ms, fps=1377 images/s, loss=1.1794, top1-acc=65.60%, top5-acc=91.29%, remaining_time=0:00:21.848832, arrival_time=2021-04-15 01:45:54.479970, cost_time=0:00:15.068188 2021-04-15 01:45:34,485 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=2.30ms, fps=1381 images/s, loss=1.1773, top1-acc=65.76%, top5-acc=91.25%, remaining_time=0:00:19.931392, arrival_time=2021-04-15 01:45:54.417213, cost_time=0:00:16.922877 2021-04-15 01:45:36,345 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=1.1779, top1-acc=65.61%, top5-acc=91.29%, remaining_time=0:00:18.030720, arrival_time=2021-04-15 01:45:54.375868, cost_time=0:00:18.782009 2021-04-15 01:45:38,204 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.37ms, fps=1377 images/s, loss=1.1818, top1-acc=65.55%, top5-acc=91.20%, remaining_time=0:00:16.138158, arrival_time=2021-04-15 01:45:54.342992, cost_time=0:00:20.641809 2021-04-15 01:45:40,060 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=2.08ms, fps=1380 images/s, loss=1.1848, top1-acc=65.42%, top5-acc=91.18%, remaining_time=0:00:14.248480, arrival_time=2021-04-15 01:45:54.308965, cost_time=0:00:22.497542 2021-04-15 01:45:41,912 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=1.1895, top1-acc=65.39%, top5-acc=91.10%, remaining_time=0:00:12.362262, arrival_time=2021-04-15 01:45:54.274995, cost_time=0:00:24.349880 2021-04-15 01:45:43,788 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=2.01ms, fps=1365 images/s, loss=1.1929, top1-acc=65.33%, top5-acc=91.03%, remaining_time=0:00:10.490088, arrival_time=2021-04-15 01:45:54.278314, cost_time=0:00:26.225255 2021-04-15 01:45:45,658 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.63ms, fps=1369 images/s, loss=1.1926, top1-acc=65.35%, top5-acc=91.00%, remaining_time=0:00:08.616030, arrival_time=2021-04-15 01:45:54.274724, cost_time=0:00:28.095739 2021-04-15 01:45:47,529 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=5.62ms, fps=1369 images/s, loss=1.1926, top1-acc=65.32%, top5-acc=91.06%, remaining_time=0:00:06.742440, arrival_time=2021-04-15 01:45:54.271808, cost_time=0:00:29.966426 2021-04-15 01:45:49,387 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=1.2004, top1-acc=65.18%, top5-acc=90.95%, remaining_time=0:00:04.867226, arrival_time=2021-04-15 01:45:54.254396, cost_time=0:00:31.824236 2021-04-15 01:45:51,247 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.38ms, fps=1376 images/s, loss=1.2033, top1-acc=65.10%, top5-acc=90.91%, remaining_time=0:00:02.994208, arrival_time=2021-04-15 01:45:54.242007, cost_time=0:00:33.684856 2021-04-15 01:45:53,117 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.55ms, fps=1370 images/s, loss=1.2077, top1-acc=64.96%, top5-acc=90.82%, remaining_time=0:00:01.122768, arrival_time=2021-04-15 01:45:54.240196, cost_time=0:00:35.554370 2021-04-15 01:45:54,122 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.25ms, fps=1354 images/s, loss=1.2105, top1-acc=64.94%, top5-acc=90.80%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:54.122682, cost_time=0:00:36.559828 2021-04-15 01:45:55,149 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=2.34ms, fps=2498 images/s, loss=1.6621, top1-acc=54.02%, top5-acc=84.26%, remaining_time=0:00:03.073890, arrival_time=2021-04-15 01:45:58.223222, cost_time=0:00:01.024628 2021-04-15 01:45:56,049 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.44ms, fps=2846 images/s, loss=1.6464, top1-acc=54.39%, top5-acc=83.98%, remaining_time=0:00:01.925080, arrival_time=2021-04-15 01:45:57.974658, cost_time=0:00:01.925082 2021-04-15 01:45:56,958 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.60ms, fps=2820 images/s, loss=1.6408, top1-acc=54.77%, top5-acc=84.02%, remaining_time=0:00:00.944400, arrival_time=2021-04-15 01:45:57.902578, cost_time=0:00:02.833197 2021-04-15 01:45:57,803 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.09ms, fps=2750 images/s, loss=1.6299, top1-acc=54.91%, top5-acc=84.22%, remaining_time=0:00:00, arrival_time=2021-04-15 01:45:57.803132, cost_time=0:00:03.678577 2021-04-15 01:45:58,012 INFO : Epoch=0015 complete, best val top1-acc=55.17%, top5-acc=84.02% (epoch=13), remaining_time=2:04:48.703060, arrival_time=2021-04-15 03:50:46.715026, cost_time=0:10:07.192136 2021-04-15 01:45:58,013 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 01:46:00,057 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=2.22ms, fps=1253 images/s, loss=1.1676, top1-acc=66.33%, top5-acc=91.25%, remaining_time=0:00:37.997382, arrival_time=2021-04-15 01:46:38.054137, cost_time=0:00:02.042866 2021-04-15 01:46:01,920 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.29ms, fps=1374 images/s, loss=1.1299, top1-acc=66.78%, top5-acc=92.19%, remaining_time=0:00:34.383712, arrival_time=2021-04-15 01:46:36.304488, cost_time=0:00:03.907235 2021-04-15 01:46:03,782 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.61ms, fps=1376 images/s, loss=1.1288, top1-acc=66.91%, top5-acc=91.78%, remaining_time=0:00:31.920140, arrival_time=2021-04-15 01:46:35.702391, cost_time=0:00:05.768703 2021-04-15 01:46:05,636 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=1.1049, top1-acc=67.51%, top5-acc=92.17%, remaining_time=0:00:29.729700, arrival_time=2021-04-15 01:46:35.366261, cost_time=0:00:07.623002 2021-04-15 01:46:07,500 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=1.1144, top1-acc=67.34%, top5-acc=92.09%, remaining_time=0:00:27.701894, arrival_time=2021-04-15 01:46:35.202415, cost_time=0:00:09.486959 2021-04-15 01:46:09,361 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.50ms, fps=1376 images/s, loss=1.1093, top1-acc=67.30%, top5-acc=92.19%, remaining_time=0:00:25.722768, arrival_time=2021-04-15 01:46:35.084616, cost_time=0:00:11.348253 2021-04-15 01:46:11,224 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.65ms, fps=1375 images/s, loss=1.1210, top1-acc=66.96%, top5-acc=91.98%, remaining_time=0:00:23.778594, arrival_time=2021-04-15 01:46:35.002512, cost_time=0:00:13.210299 2021-04-15 01:46:13,081 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=1.1238, top1-acc=66.97%, top5-acc=91.90%, remaining_time=0:00:21.848252, arrival_time=2021-04-15 01:46:34.929528, cost_time=0:00:15.067756 2021-04-15 01:46:14,945 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.91ms, fps=1374 images/s, loss=1.1317, top1-acc=66.79%, top5-acc=91.82%, remaining_time=0:00:19.941886, arrival_time=2021-04-15 01:46:34.887193, cost_time=0:00:16.931759 2021-04-15 01:46:16,807 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.52ms, fps=1375 images/s, loss=1.1373, top1-acc=66.62%, top5-acc=91.66%, remaining_time=0:00:18.041952, arrival_time=2021-04-15 01:46:34.849186, cost_time=0:00:18.793683 2021-04-15 01:46:18,668 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=3.24ms, fps=1376 images/s, loss=1.1446, top1-acc=66.39%, top5-acc=91.59%, remaining_time=0:00:16.148220, arrival_time=2021-04-15 01:46:34.816504, cost_time=0:00:20.654716 2021-04-15 01:46:20,524 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.48ms, fps=1382 images/s, loss=1.1469, top1-acc=66.35%, top5-acc=91.57%, remaining_time=0:00:14.256992, arrival_time=2021-04-15 01:46:34.781609, cost_time=0:00:22.511057 2021-04-15 01:46:22,386 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.88ms, fps=1375 images/s, loss=1.1538, top1-acc=66.14%, top5-acc=91.51%, remaining_time=0:00:12.373878, arrival_time=2021-04-15 01:46:34.760310, cost_time=0:00:24.372852 2021-04-15 01:46:24,243 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.53ms, fps=1379 images/s, loss=1.1604, top1-acc=65.99%, top5-acc=91.40%, remaining_time=0:00:10.492160, arrival_time=2021-04-15 01:46:34.736055, cost_time=0:00:26.230342 2021-04-15 01:46:26,095 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.52ms, fps=1383 images/s, loss=1.1632, top1-acc=65.88%, top5-acc=91.44%, remaining_time=0:00:08.611706, arrival_time=2021-04-15 01:46:34.706878, cost_time=0:00:28.081600 2021-04-15 01:46:27,963 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.91ms, fps=1371 images/s, loss=1.1657, top1-acc=65.70%, top5-acc=91.42%, remaining_time=0:00:06.738696, arrival_time=2021-04-15 01:46:34.702018, cost_time=0:00:29.949756 2021-04-15 01:46:29,816 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.61ms, fps=1382 images/s, loss=1.1677, top1-acc=65.64%, top5-acc=91.38%, remaining_time=0:00:04.863950, arrival_time=2021-04-15 01:46:34.680190, cost_time=0:00:31.802686 2021-04-15 01:46:31,673 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.54ms, fps=1379 images/s, loss=1.1699, top1-acc=65.61%, top5-acc=91.36%, remaining_time=0:00:02.991984, arrival_time=2021-04-15 01:46:34.665334, cost_time=0:00:33.659801 2021-04-15 01:46:33,528 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.84ms, fps=1381 images/s, loss=1.1737, top1-acc=65.53%, top5-acc=91.29%, remaining_time=0:00:01.121514, arrival_time=2021-04-15 01:46:34.649644, cost_time=0:00:35.514581 2021-04-15 01:46:34,532 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.53ms, fps=1355 images/s, loss=1.1743, top1-acc=65.54%, top5-acc=91.28%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:34.532212, cost_time=0:00:36.518673 2021-04-15 01:46:35,576 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.21ms, fps=2458 images/s, loss=1.6864, top1-acc=54.06%, top5-acc=82.50%, remaining_time=0:00:03.124650, arrival_time=2021-04-15 01:46:38.700626, cost_time=0:00:01.041553 2021-04-15 01:46:36,483 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.80ms, fps=2825 images/s, loss=1.6456, top1-acc=55.06%, top5-acc=83.16%, remaining_time=0:00:01.948740, arrival_time=2021-04-15 01:46:38.431699, cost_time=0:00:01.948738 2021-04-15 01:46:37,396 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.61ms, fps=2803 images/s, loss=1.6231, top1-acc=55.30%, top5-acc=83.76%, remaining_time=0:00:00.954150, arrival_time=2021-04-15 01:46:38.350866, cost_time=0:00:02.862457 2021-04-15 01:46:38,233 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=2774 images/s, loss=1.6173, top1-acc=55.14%, top5-acc=83.81%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:38.233506, cost_time=0:00:03.699234 2021-04-15 01:46:38,425 INFO : Epoch=0016 complete, best val top1-acc=55.17%, top5-acc=84.02% (epoch=13), remaining_time=2:04:07.461272, arrival_time=2021-04-15 03:50:45.886450, cost_time=0:10:47.605326 2021-04-15 01:46:38,427 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 01:46:40,486 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.41ms, fps=1243 images/s, loss=1.1293, top1-acc=67.30%, top5-acc=91.68%, remaining_time=0:00:38.292192, arrival_time=2021-04-15 01:47:18.778567, cost_time=0:00:02.058722 2021-04-15 01:46:42,347 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=2.10ms, fps=1376 images/s, loss=1.1101, top1-acc=67.77%, top5-acc=91.87%, remaining_time=0:00:34.494240, arrival_time=2021-04-15 01:47:16.841698, cost_time=0:00:03.919793 2021-04-15 01:46:44,207 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.84ms, fps=1377 images/s, loss=1.0958, top1-acc=68.03%, top5-acc=92.10%, remaining_time=0:00:31.983552, arrival_time=2021-04-15 01:47:16.191428, cost_time=0:00:05.780172 2021-04-15 01:46:46,062 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.59ms, fps=1381 images/s, loss=1.1038, top1-acc=67.52%, top5-acc=91.89%, remaining_time=0:00:29.773692, arrival_time=2021-04-15 01:47:15.835692, cost_time=0:00:07.634270 2021-04-15 01:46:47,916 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=1.1058, top1-acc=67.58%, top5-acc=91.91%, remaining_time=0:00:27.705982, arrival_time=2021-04-15 01:47:15.622112, cost_time=0:00:09.488366 2021-04-15 01:46:49,766 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.34ms, fps=1384 images/s, loss=1.1075, top1-acc=67.55%, top5-acc=91.87%, remaining_time=0:00:25.702096, arrival_time=2021-04-15 01:47:15.468841, cost_time=0:00:11.339170 2021-04-15 01:46:51,616 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.84ms, fps=1385 images/s, loss=1.1061, top1-acc=67.49%, top5-acc=91.90%, remaining_time=0:00:23.738904, arrival_time=2021-04-15 01:47:15.354840, cost_time=0:00:13.188281 2021-04-15 01:46:53,469 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.89ms, fps=1381 images/s, loss=1.1129, top1-acc=67.29%, top5-acc=91.88%, remaining_time=0:00:21.810900, arrival_time=2021-04-15 01:47:15.280534, cost_time=0:00:15.041979 2021-04-15 01:46:55,333 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.46ms, fps=1374 images/s, loss=1.1167, top1-acc=67.23%, top5-acc=91.87%, remaining_time=0:00:19.911252, arrival_time=2021-04-15 01:47:15.244647, cost_time=0:00:16.905750 2021-04-15 01:46:57,189 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.92ms, fps=1380 images/s, loss=1.1221, top1-acc=67.05%, top5-acc=91.80%, remaining_time=0:00:18.011328, arrival_time=2021-04-15 01:47:15.200806, cost_time=0:00:18.761823 2021-04-15 01:46:59,044 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.69ms, fps=1381 images/s, loss=1.1285, top1-acc=66.99%, top5-acc=91.74%, remaining_time=0:00:16.118206, arrival_time=2021-04-15 01:47:15.162175, cost_time=0:00:20.616321 2021-04-15 01:47:00,902 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.61ms, fps=1378 images/s, loss=1.1314, top1-acc=66.98%, top5-acc=91.70%, remaining_time=0:00:14.233812, arrival_time=2021-04-15 01:47:15.135972, cost_time=0:00:22.474406 2021-04-15 01:47:02,759 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.29ms, fps=1379 images/s, loss=1.1321, top1-acc=66.87%, top5-acc=91.68%, remaining_time=0:00:12.353220, arrival_time=2021-04-15 01:47:15.112998, cost_time=0:00:24.332095 2021-04-15 01:47:04,626 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.50ms, fps=1372 images/s, loss=1.1336, top1-acc=66.81%, top5-acc=91.70%, remaining_time=0:00:10.479448, arrival_time=2021-04-15 01:47:15.105801, cost_time=0:00:26.198688 2021-04-15 01:47:06,493 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.54ms, fps=1372 images/s, loss=1.1399, top1-acc=66.64%, top5-acc=91.62%, remaining_time=0:00:08.606784, arrival_time=2021-04-15 01:47:15.099993, cost_time=0:00:28.065553 2021-04-15 01:47:08,346 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=2.73ms, fps=1382 images/s, loss=1.1421, top1-acc=66.58%, top5-acc=91.59%, remaining_time=0:00:06.731748, arrival_time=2021-04-15 01:47:15.078115, cost_time=0:00:29.918803 2021-04-15 01:47:10,201 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=2.63ms, fps=1381 images/s, loss=1.1436, top1-acc=66.56%, top5-acc=91.56%, remaining_time=0:00:04.859452, arrival_time=2021-04-15 01:47:15.060403, cost_time=0:00:31.773269 2021-04-15 01:47:12,060 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.63ms, fps=1377 images/s, loss=1.1469, top1-acc=66.46%, top5-acc=91.52%, remaining_time=0:00:02.989552, arrival_time=2021-04-15 01:47:15.049604, cost_time=0:00:33.632394 2021-04-15 01:47:13,910 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.26ms, fps=1384 images/s, loss=1.1509, top1-acc=66.37%, top5-acc=91.48%, remaining_time=0:00:01.120518, arrival_time=2021-04-15 01:47:15.031193, cost_time=0:00:35.483022 2021-04-15 01:47:14,909 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.30ms, fps=1362 images/s, loss=1.1531, top1-acc=66.32%, top5-acc=91.45%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:14.909410, cost_time=0:00:36.481856 2021-04-15 01:47:15,963 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=1.35ms, fps=2433 images/s, loss=1.6157, top1-acc=56.37%, top5-acc=84.53%, remaining_time=0:00:03.156660, arrival_time=2021-04-15 01:47:19.120136, cost_time=0:00:01.052216 2021-04-15 01:47:16,873 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.41ms, fps=2817 images/s, loss=1.6305, top1-acc=56.05%, top5-acc=84.28%, remaining_time=0:00:01.961680, arrival_time=2021-04-15 01:47:18.834673, cost_time=0:00:01.961686 2021-04-15 01:47:17,783 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.32ms, fps=2814 images/s, loss=1.6319, top1-acc=55.81%, top5-acc=84.02%, remaining_time=0:00:00.957370, arrival_time=2021-04-15 01:47:18.740769, cost_time=0:00:02.872110 2021-04-15 01:47:18,619 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=1.63ms, fps=2777 images/s, loss=1.6128, top1-acc=56.31%, top5-acc=84.37%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:18.619500, cost_time=0:00:03.708310 2021-04-15 01:47:18,971 INFO : Epoch=0017 complete, best val top1-acc=56.31%, top5-acc=84.37% (epoch=17), remaining_time=2:03:27.750879, arrival_time=2021-04-15 03:50:46.722439, cost_time=0:11:28.151715 2021-04-15 01:47:18,973 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 01:47:20,999 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=2.13ms, fps=1264 images/s, loss=1.0532, top1-acc=69.96%, top5-acc=92.38%, remaining_time=0:00:37.674300, arrival_time=2021-04-15 01:47:58.673559, cost_time=0:00:02.025499 2021-04-15 01:47:22,849 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=1.0592, top1-acc=69.37%, top5-acc=92.87%, remaining_time=0:00:34.107216, arrival_time=2021-04-15 01:47:56.956793, cost_time=0:00:03.875811 2021-04-15 01:47:24,704 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.56ms, fps=1380 images/s, loss=1.0582, top1-acc=69.28%, top5-acc=93.03%, remaining_time=0:00:31.712474, arrival_time=2021-04-15 01:47:56.417217, cost_time=0:00:05.731179 2021-04-15 01:47:26,560 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.61ms, fps=1380 images/s, loss=1.0622, top1-acc=68.94%, top5-acc=92.85%, remaining_time=0:00:29.586960, arrival_time=2021-04-15 01:47:56.146988, cost_time=0:00:07.586409 2021-04-15 01:47:28,409 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.95ms, fps=1385 images/s, loss=1.0709, top1-acc=68.62%, top5-acc=92.66%, remaining_time=0:00:27.552682, arrival_time=2021-04-15 01:47:55.962113, cost_time=0:00:09.435839 2021-04-15 01:47:30,265 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=1.0696, top1-acc=68.64%, top5-acc=92.66%, remaining_time=0:00:25.595472, arrival_time=2021-04-15 01:47:55.861244, cost_time=0:00:11.292146 2021-04-15 01:47:32,124 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.02ms, fps=1378 images/s, loss=1.0732, top1-acc=68.57%, top5-acc=92.66%, remaining_time=0:00:23.671368, arrival_time=2021-04-15 01:47:55.795713, cost_time=0:00:13.150760 2021-04-15 01:47:33,986 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=2.04ms, fps=1376 images/s, loss=1.0809, top1-acc=68.37%, top5-acc=92.57%, remaining_time=0:00:21.767980, arrival_time=2021-04-15 01:47:55.753980, cost_time=0:00:15.012406 2021-04-15 01:47:35,860 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=1.0897, top1-acc=68.04%, top5-acc=92.49%, remaining_time=0:00:19.888780, arrival_time=2021-04-15 01:47:55.749065, cost_time=0:00:16.886689 2021-04-15 01:47:37,713 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=1.0890, top1-acc=68.06%, top5-acc=92.45%, remaining_time=0:00:17.990112, arrival_time=2021-04-15 01:47:55.703386, cost_time=0:00:18.739673 2021-04-15 01:47:39,565 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.77ms, fps=1382 images/s, loss=1.0915, top1-acc=67.91%, top5-acc=92.38%, remaining_time=0:00:16.099372, arrival_time=2021-04-15 01:47:55.665191, cost_time=0:00:20.592192 2021-04-15 01:47:41,422 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.31ms, fps=1379 images/s, loss=1.0948, top1-acc=67.82%, top5-acc=92.32%, remaining_time=0:00:14.217624, arrival_time=2021-04-15 01:47:55.640135, cost_time=0:00:22.448820 2021-04-15 01:47:43,283 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.63ms, fps=1376 images/s, loss=1.1001, top1-acc=67.69%, top5-acc=92.20%, remaining_time=0:00:12.342132, arrival_time=2021-04-15 01:47:55.626017, cost_time=0:00:24.310286 2021-04-15 01:47:45,144 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=1.1043, top1-acc=67.62%, top5-acc=92.13%, remaining_time=0:00:10.468472, arrival_time=2021-04-15 01:47:55.613226, cost_time=0:00:26.171143 2021-04-15 01:47:47,010 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=2.21ms, fps=1373 images/s, loss=1.1109, top1-acc=67.46%, top5-acc=92.07%, remaining_time=0:00:08.597860, arrival_time=2021-04-15 01:47:55.607914, cost_time=0:00:28.036471 2021-04-15 01:47:48,871 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.18ms, fps=1375 images/s, loss=1.1128, top1-acc=67.42%, top5-acc=92.03%, remaining_time=0:00:06.727104, arrival_time=2021-04-15 01:47:55.598880, cost_time=0:00:29.898186 2021-04-15 01:47:50,736 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.63ms, fps=1374 images/s, loss=1.1167, top1-acc=67.33%, top5-acc=92.00%, remaining_time=0:00:04.857762, arrival_time=2021-04-15 01:47:55.593825, cost_time=0:00:31.762357 2021-04-15 01:47:52,591 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=1.1173, top1-acc=67.31%, top5-acc=91.98%, remaining_time=0:00:02.988224, arrival_time=2021-04-15 01:47:55.579360, cost_time=0:00:33.617433 2021-04-15 01:47:54,443 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.85ms, fps=1382 images/s, loss=1.1202, top1-acc=67.25%, top5-acc=91.94%, remaining_time=0:00:01.120116, arrival_time=2021-04-15 01:47:55.564012, cost_time=0:00:35.470383 2021-04-15 01:47:55,449 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.50ms, fps=1354 images/s, loss=1.1225, top1-acc=67.20%, top5-acc=91.90%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:55.448990, cost_time=0:00:36.475416 2021-04-15 01:47:56,536 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.28ms, fps=2359 images/s, loss=1.5581, top1-acc=56.87%, top5-acc=86.02%, remaining_time=0:00:03.254910, arrival_time=2021-04-15 01:47:59.790910, cost_time=0:00:01.084972 2021-04-15 01:47:57,441 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.35ms, fps=2828 images/s, loss=1.5680, top1-acc=56.82%, top5-acc=85.55%, remaining_time=0:00:01.990960, arrival_time=2021-04-15 01:47:59.432763, cost_time=0:00:01.990968 2021-04-15 01:47:58,357 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.73ms, fps=2799 images/s, loss=1.5665, top1-acc=56.81%, top5-acc=85.48%, remaining_time=0:00:00.968660, arrival_time=2021-04-15 01:47:59.325957, cost_time=0:00:02.905974 2021-04-15 01:47:59,192 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.09ms, fps=2782 images/s, loss=1.5658, top1-acc=56.59%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-15 01:47:59.192374, cost_time=0:00:03.741461 2021-04-15 01:47:59,541 INFO : Epoch=0018 complete, best val top1-acc=56.59%, top5-acc=85.30% (epoch=18), remaining_time=2:02:48.189374, arrival_time=2021-04-15 03:50:47.731246, cost_time=0:12:08.722019 2021-04-15 01:47:59,544 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 01:48:01,579 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=2.52ms, fps=1259 images/s, loss=1.1246, top1-acc=67.93%, top5-acc=91.91%, remaining_time=0:00:37.833330, arrival_time=2021-04-15 01:48:39.412355, cost_time=0:00:02.034047 2021-04-15 01:48:03,435 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.95ms, fps=1380 images/s, loss=1.0895, top1-acc=68.34%, top5-acc=92.58%, remaining_time=0:00:34.240096, arrival_time=2021-04-15 01:48:37.675635, cost_time=0:00:03.890927 2021-04-15 01:48:05,300 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.96ms, fps=1373 images/s, loss=1.0642, top1-acc=68.89%, top5-acc=92.77%, remaining_time=0:00:31.851250, arrival_time=2021-04-15 01:48:37.152123, cost_time=0:00:05.756247 2021-04-15 01:48:07,158 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=1.0627, top1-acc=68.91%, top5-acc=92.90%, remaining_time=0:00:29.695224, arrival_time=2021-04-15 01:48:36.854013, cost_time=0:00:07.614159 2021-04-15 01:48:09,021 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.46ms, fps=1375 images/s, loss=1.0605, top1-acc=68.82%, top5-acc=93.01%, remaining_time=0:00:27.671964, arrival_time=2021-04-15 01:48:36.693337, cost_time=0:00:09.476714 2021-04-15 01:48:10,880 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.39ms, fps=1377 images/s, loss=1.0603, top1-acc=68.89%, top5-acc=92.89%, remaining_time=0:00:25.695296, arrival_time=2021-04-15 01:48:36.576158, cost_time=0:00:11.336155 2021-04-15 01:48:12,739 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.60ms, fps=1378 images/s, loss=1.0654, top1-acc=68.81%, top5-acc=92.81%, remaining_time=0:00:23.751252, arrival_time=2021-04-15 01:48:36.491033, cost_time=0:00:13.195125 2021-04-15 01:48:14,593 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.74ms, fps=1381 images/s, loss=1.0701, top1-acc=68.73%, top5-acc=92.79%, remaining_time=0:00:21.821340, arrival_time=2021-04-15 01:48:36.415158, cost_time=0:00:15.049195 2021-04-15 01:48:16,441 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=1.0765, top1-acc=68.42%, top5-acc=92.68%, remaining_time=0:00:19.901288, arrival_time=2021-04-15 01:48:36.343176, cost_time=0:00:16.897361 2021-04-15 01:48:18,292 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=1.0789, top1-acc=68.36%, top5-acc=92.63%, remaining_time=0:00:17.997792, arrival_time=2021-04-15 01:48:36.290114, cost_time=0:00:18.747701 2021-04-15 01:48:20,163 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.62ms, fps=1368 images/s, loss=1.0807, top1-acc=68.33%, top5-acc=92.63%, remaining_time=0:00:16.120356, arrival_time=2021-04-15 01:48:36.283989, cost_time=0:00:20.619019 2021-04-15 01:48:22,019 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.47ms, fps=1380 images/s, loss=1.0823, top1-acc=68.32%, top5-acc=92.64%, remaining_time=0:00:14.233812, arrival_time=2021-04-15 01:48:36.252822, cost_time=0:00:22.474393 2021-04-15 01:48:23,871 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.00ms, fps=1383 images/s, loss=1.0848, top1-acc=68.25%, top5-acc=92.58%, remaining_time=0:00:12.350448, arrival_time=2021-04-15 01:48:36.221667, cost_time=0:00:24.326595 2021-04-15 01:48:25,729 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.16ms, fps=1378 images/s, loss=1.0911, top1-acc=68.06%, top5-acc=92.45%, remaining_time=0:00:10.473792, arrival_time=2021-04-15 01:48:36.202958, cost_time=0:00:26.184475 2021-04-15 01:48:27,595 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.44ms, fps=1373 images/s, loss=1.0943, top1-acc=67.96%, top5-acc=92.39%, remaining_time=0:00:08.602138, arrival_time=2021-04-15 01:48:36.197248, cost_time=0:00:28.050419 2021-04-15 01:48:29,457 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.47ms, fps=1375 images/s, loss=1.1002, top1-acc=67.83%, top5-acc=92.30%, remaining_time=0:00:06.730308, arrival_time=2021-04-15 01:48:36.187449, cost_time=0:00:29.912515 2021-04-15 01:48:31,318 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.68ms, fps=1376 images/s, loss=1.1004, top1-acc=67.82%, top5-acc=92.30%, remaining_time=0:00:04.859582, arrival_time=2021-04-15 01:48:36.178443, cost_time=0:00:31.774206 2021-04-15 01:48:33,168 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=2.12ms, fps=1385 images/s, loss=1.1041, top1-acc=67.64%, top5-acc=92.28%, remaining_time=0:00:02.988752, arrival_time=2021-04-15 01:48:36.156731, cost_time=0:00:33.623455 2021-04-15 01:48:35,020 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=1.1070, top1-acc=67.51%, top5-acc=92.21%, remaining_time=0:00:01.120302, arrival_time=2021-04-15 01:48:36.141201, cost_time=0:00:35.476320 2021-04-15 01:48:36,021 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.74ms, fps=1360 images/s, loss=1.1092, top1-acc=67.49%, top5-acc=92.20%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:36.021315, cost_time=0:00:36.476706 2021-04-15 01:48:37,033 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=1.74ms, fps=2535 images/s, loss=1.5384, top1-acc=59.10%, top5-acc=84.92%, remaining_time=0:00:03.029250, arrival_time=2021-04-15 01:48:40.062726, cost_time=0:00:01.009753 2021-04-15 01:48:37,944 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.45ms, fps=2814 images/s, loss=1.5098, top1-acc=58.67%, top5-acc=85.47%, remaining_time=0:00:01.920460, arrival_time=2021-04-15 01:48:39.864437, cost_time=0:00:01.920455 2021-04-15 01:48:38,857 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.48ms, fps=2803 images/s, loss=1.5411, top1-acc=57.81%, top5-acc=85.22%, remaining_time=0:00:00.944770, arrival_time=2021-04-15 01:48:39.802632, cost_time=0:00:02.834322 2021-04-15 01:48:39,689 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.10ms, fps=2793 images/s, loss=1.5485, top1-acc=57.73%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:39.688947, cost_time=0:00:03.665397 2021-04-15 01:48:40,050 INFO : Epoch=0019 complete, best val top1-acc=57.73%, top5-acc=85.35% (epoch=19), remaining_time=2:02:07.928714, arrival_time=2021-04-15 03:50:47.978654, cost_time=0:12:49.230085 2021-04-15 01:48:40,052 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 01:48:42,079 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.92ms, fps=1263 images/s, loss=1.0331, top1-acc=68.63%, top5-acc=93.63%, remaining_time=0:00:37.690482, arrival_time=2021-04-15 01:49:19.769960, cost_time=0:00:02.026371 2021-04-15 01:48:43,951 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.23ms, fps=1368 images/s, loss=1.0249, top1-acc=69.51%, top5-acc=93.44%, remaining_time=0:00:34.309616, arrival_time=2021-04-15 01:49:18.261322, cost_time=0:00:03.898817 2021-04-15 01:48:45,807 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=1.0204, top1-acc=70.05%, top5-acc=93.41%, remaining_time=0:00:31.839132, arrival_time=2021-04-15 01:49:17.646237, cost_time=0:00:05.754050 2021-04-15 01:48:47,671 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=1.0153, top1-acc=70.06%, top5-acc=93.41%, remaining_time=0:00:29.712384, arrival_time=2021-04-15 01:49:17.383780, cost_time=0:00:07.618547 2021-04-15 01:48:49,530 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=2.13ms, fps=1378 images/s, loss=1.0148, top1-acc=69.98%, top5-acc=93.41%, remaining_time=0:00:27.673424, arrival_time=2021-04-15 01:49:17.203492, cost_time=0:00:09.477215 2021-04-15 01:48:51,402 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=2.13ms, fps=1368 images/s, loss=1.0248, top1-acc=69.78%, top5-acc=93.31%, remaining_time=0:00:25.726304, arrival_time=2021-04-15 01:49:17.128965, cost_time=0:00:11.349816 2021-04-15 01:48:53,263 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.08ms, fps=1376 images/s, loss=1.0272, top1-acc=69.68%, top5-acc=93.24%, remaining_time=0:00:23.778720, arrival_time=2021-04-15 01:49:17.042051, cost_time=0:00:13.210386 2021-04-15 01:48:55,130 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=2.19ms, fps=1371 images/s, loss=1.0314, top1-acc=69.56%, top5-acc=93.12%, remaining_time=0:00:21.862868, arrival_time=2021-04-15 01:49:16.993716, cost_time=0:00:15.077845 2021-04-15 01:48:56,990 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.54ms, fps=1377 images/s, loss=1.0467, top1-acc=69.08%, top5-acc=93.01%, remaining_time=0:00:19.948458, arrival_time=2021-04-15 01:49:16.938657, cost_time=0:00:16.937344 2021-04-15 01:48:58,842 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=1.0573, top1-acc=68.77%, top5-acc=92.89%, remaining_time=0:00:18.038208, arrival_time=2021-04-15 01:49:16.880842, cost_time=0:00:18.789777 2021-04-15 01:49:00,697 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=1.0633, top1-acc=68.71%, top5-acc=92.76%, remaining_time=0:00:16.140394, arrival_time=2021-04-15 01:49:16.837866, cost_time=0:00:20.644698 2021-04-15 01:49:02,562 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=2.28ms, fps=1373 images/s, loss=1.0681, top1-acc=68.57%, top5-acc=92.63%, remaining_time=0:00:14.255928, arrival_time=2021-04-15 01:49:16.818093, cost_time=0:00:22.509316 2021-04-15 01:49:04,416 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.99ms, fps=1381 images/s, loss=1.0696, top1-acc=68.51%, top5-acc=92.59%, remaining_time=0:00:12.369258, arrival_time=2021-04-15 01:49:16.785783, cost_time=0:00:24.363671 2021-04-15 01:49:06,274 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.37ms, fps=1378 images/s, loss=1.0744, top1-acc=68.42%, top5-acc=92.56%, remaining_time=0:00:10.488744, arrival_time=2021-04-15 01:49:16.763442, cost_time=0:00:26.221813 2021-04-15 01:49:08,125 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=1.0758, top1-acc=68.34%, top5-acc=92.57%, remaining_time=0:00:08.609038, arrival_time=2021-04-15 01:49:16.734859, cost_time=0:00:28.073023 2021-04-15 01:49:09,973 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=1.0795, top1-acc=68.22%, top5-acc=92.51%, remaining_time=0:00:06.732072, arrival_time=2021-04-15 01:49:16.705118, cost_time=0:00:29.920280 2021-04-15 01:49:11,825 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=2.69ms, fps=1382 images/s, loss=1.0825, top1-acc=68.12%, top5-acc=92.46%, remaining_time=0:00:04.859322, arrival_time=2021-04-15 01:49:16.684638, cost_time=0:00:31.772430 2021-04-15 01:49:13,676 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.67ms, fps=1384 images/s, loss=1.0855, top1-acc=68.00%, top5-acc=92.43%, remaining_time=0:00:02.988704, arrival_time=2021-04-15 01:49:16.664637, cost_time=0:00:33.623010 2021-04-15 01:49:15,538 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.49ms, fps=1375 images/s, loss=1.0889, top1-acc=67.92%, top5-acc=92.37%, remaining_time=0:00:01.120602, arrival_time=2021-04-15 01:49:16.659188, cost_time=0:00:35.485733 2021-04-15 01:49:16,544 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.31ms, fps=1353 images/s, loss=1.0910, top1-acc=67.87%, top5-acc=92.33%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:16.544074, cost_time=0:00:36.491325 2021-04-15 01:49:17,571 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.38ms, fps=2495 images/s, loss=1.6559, top1-acc=53.91%, top5-acc=83.63%, remaining_time=0:00:03.077850, arrival_time=2021-04-15 01:49:20.649675, cost_time=0:00:01.025954 2021-04-15 01:49:18,484 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.91ms, fps=2807 images/s, loss=1.6339, top1-acc=55.12%, top5-acc=83.93%, remaining_time=0:00:01.938540, arrival_time=2021-04-15 01:49:20.422943, cost_time=0:00:01.938549 2021-04-15 01:49:19,395 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.73ms, fps=2813 images/s, loss=1.6119, top1-acc=55.39%, top5-acc=84.13%, remaining_time=0:00:00.949720, arrival_time=2021-04-15 01:49:20.344811, cost_time=0:00:02.849146 2021-04-15 01:49:20,234 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.09ms, fps=2765 images/s, loss=1.6166, top1-acc=55.41%, top5-acc=84.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:20.234868, cost_time=0:00:03.689100 2021-04-15 01:49:20,426 INFO : Epoch=0020 complete, best val top1-acc=57.73%, top5-acc=85.35% (epoch=19), remaining_time=2:01:26.462460, arrival_time=2021-04-15 03:50:46.889220, cost_time=0:13:29.606931 2021-04-15 01:49:20,428 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 01:49:22,448 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=2.11ms, fps=1267 images/s, loss=0.9778, top1-acc=71.33%, top5-acc=94.45%, remaining_time=0:00:37.571070, arrival_time=2021-04-15 01:50:00.019319, cost_time=0:00:02.019951 2021-04-15 01:49:24,317 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.46ms, fps=1370 images/s, loss=1.0082, top1-acc=70.57%, top5-acc=93.59%, remaining_time=0:00:34.218448, arrival_time=2021-04-15 01:49:58.535339, cost_time=0:00:03.888455 2021-04-15 01:49:26,176 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.63ms, fps=1377 images/s, loss=1.0047, top1-acc=70.62%, top5-acc=93.72%, remaining_time=0:00:31.805102, arrival_time=2021-04-15 01:49:57.981425, cost_time=0:00:05.747909 2021-04-15 01:49:28,034 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.58ms, fps=1378 images/s, loss=1.0179, top1-acc=70.31%, top5-acc=93.56%, remaining_time=0:00:29.664180, arrival_time=2021-04-15 01:49:57.698695, cost_time=0:00:07.606211 2021-04-15 01:49:29,891 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=1.0089, top1-acc=70.34%, top5-acc=93.55%, remaining_time=0:00:27.632836, arrival_time=2021-04-15 01:49:57.524448, cost_time=0:00:09.463302 2021-04-15 01:49:31,747 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.43ms, fps=1380 images/s, loss=1.0244, top1-acc=69.94%, top5-acc=93.35%, remaining_time=0:00:25.655992, arrival_time=2021-04-15 01:49:57.403118, cost_time=0:00:11.318831 2021-04-15 01:49:33,603 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=1.0263, top1-acc=69.79%, top5-acc=93.33%, remaining_time=0:00:23.715972, arrival_time=2021-04-15 01:49:57.319826, cost_time=0:00:13.175545 2021-04-15 01:49:35,460 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=1.0278, top1-acc=69.64%, top5-acc=93.32%, remaining_time=0:00:21.796864, arrival_time=2021-04-15 01:49:57.257466, cost_time=0:00:15.032286 2021-04-15 01:49:37,318 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.67ms, fps=1378 images/s, loss=1.0363, top1-acc=69.41%, top5-acc=93.22%, remaining_time=0:00:19.892808, arrival_time=2021-04-15 01:49:57.211213, cost_time=0:00:16.890078 2021-04-15 01:49:39,166 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.77ms, fps=1386 images/s, loss=1.0468, top1-acc=69.19%, top5-acc=93.11%, remaining_time=0:00:17.988192, arrival_time=2021-04-15 01:49:57.154193, cost_time=0:00:18.737691 2021-04-15 01:49:41,017 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=1.0553, top1-acc=68.98%, top5-acc=92.94%, remaining_time=0:00:16.096878, arrival_time=2021-04-15 01:49:57.114168, cost_time=0:00:20.589007 2021-04-15 01:49:42,877 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.43ms, fps=1377 images/s, loss=1.0639, top1-acc=68.71%, top5-acc=92.83%, remaining_time=0:00:14.217700, arrival_time=2021-04-15 01:49:57.094992, cost_time=0:00:22.448995 2021-04-15 01:49:44,739 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.86ms, fps=1375 images/s, loss=1.0628, top1-acc=68.81%, top5-acc=92.82%, remaining_time=0:00:12.342660, arrival_time=2021-04-15 01:49:57.082283, cost_time=0:00:24.311323 2021-04-15 01:49:46,610 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.50ms, fps=1369 images/s, loss=1.0682, top1-acc=68.67%, top5-acc=92.73%, remaining_time=0:00:10.472952, arrival_time=2021-04-15 01:49:57.083693, cost_time=0:00:26.182421 2021-04-15 01:49:48,477 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.51ms, fps=1372 images/s, loss=1.0724, top1-acc=68.52%, top5-acc=92.70%, remaining_time=0:00:08.601862, arrival_time=2021-04-15 01:49:57.079718, cost_time=0:00:28.049555 2021-04-15 01:49:50,342 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.98ms, fps=1373 images/s, loss=1.0746, top1-acc=68.34%, top5-acc=92.71%, remaining_time=0:00:06.730776, arrival_time=2021-04-15 01:49:57.073574, cost_time=0:00:29.914502 2021-04-15 01:49:52,202 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.41ms, fps=1377 images/s, loss=1.0793, top1-acc=68.19%, top5-acc=92.63%, remaining_time=0:00:04.859504, arrival_time=2021-04-15 01:49:57.061494, cost_time=0:00:31.773682 2021-04-15 01:49:54,064 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.55ms, fps=1375 images/s, loss=1.0818, top1-acc=68.08%, top5-acc=92.58%, remaining_time=0:00:02.989904, arrival_time=2021-04-15 01:49:57.054644, cost_time=0:00:33.636361 2021-04-15 01:49:55,922 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.42ms, fps=1379 images/s, loss=1.0826, top1-acc=68.09%, top5-acc=92.56%, remaining_time=0:00:01.120866, arrival_time=2021-04-15 01:49:57.043165, cost_time=0:00:35.494075 2021-04-15 01:49:56,926 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.54ms, fps=1354 images/s, loss=1.0868, top1-acc=68.03%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-15 01:49:56.926828, cost_time=0:00:36.498506 2021-04-15 01:49:57,972 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.92ms, fps=2454 images/s, loss=1.5970, top1-acc=55.43%, top5-acc=85.39%, remaining_time=0:00:03.130110, arrival_time=2021-04-15 01:50:01.102269, cost_time=0:00:01.043368 2021-04-15 01:49:58,885 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=2.10ms, fps=2805 images/s, loss=1.6312, top1-acc=55.16%, top5-acc=84.45%, remaining_time=0:00:01.956440, arrival_time=2021-04-15 01:50:00.841797, cost_time=0:00:01.956447 2021-04-15 01:49:59,791 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=3.47ms, fps=2827 images/s, loss=1.6329, top1-acc=55.08%, top5-acc=84.45%, remaining_time=0:00:00.954240, arrival_time=2021-04-15 01:50:00.745897, cost_time=0:00:02.862723 2021-04-15 01:50:00,623 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.17ms, fps=2790 images/s, loss=1.6335, top1-acc=55.27%, top5-acc=84.29%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:00.623842, cost_time=0:00:03.694981 2021-04-15 01:50:00,786 INFO : Epoch=0021 complete, best val top1-acc=57.73%, top5-acc=85.35% (epoch=19), remaining_time=2:00:44.950178, arrival_time=2021-04-15 03:50:45.736226, cost_time=0:14:09.966220 2021-04-15 01:50:00,787 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 01:50:02,814 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.62ms, fps=1263 images/s, loss=1.0278, top1-acc=69.10%, top5-acc=93.36%, remaining_time=0:00:37.703502, arrival_time=2021-04-15 01:50:40.518332, cost_time=0:00:02.027066 2021-04-15 01:50:04,670 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.66ms, fps=1381 images/s, loss=1.0150, top1-acc=69.65%, top5-acc=93.32%, remaining_time=0:00:34.162304, arrival_time=2021-04-15 01:50:38.832194, cost_time=0:00:03.882089 2021-04-15 01:50:06,520 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=2.00ms, fps=1384 images/s, loss=0.9977, top1-acc=70.21%, top5-acc=93.71%, remaining_time=0:00:31.720276, arrival_time=2021-04-15 01:50:38.240471, cost_time=0:00:05.732590 2021-04-15 01:50:08,372 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=1.0122, top1-acc=69.86%, top5-acc=93.54%, remaining_time=0:00:29.578224, arrival_time=2021-04-15 01:50:37.950178, cost_time=0:00:07.584165 2021-04-15 01:50:10,225 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=1.0056, top1-acc=70.09%, top5-acc=93.62%, remaining_time=0:00:27.557500, arrival_time=2021-04-15 01:50:37.782611, cost_time=0:00:09.437522 2021-04-15 01:50:12,082 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.82ms, fps=1379 images/s, loss=1.0098, top1-acc=69.95%, top5-acc=93.54%, remaining_time=0:00:25.600368, arrival_time=2021-04-15 01:50:37.682281, cost_time=0:00:11.294250 2021-04-15 01:50:13,930 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=1.0155, top1-acc=69.78%, top5-acc=93.44%, remaining_time=0:00:23.657004, arrival_time=2021-04-15 01:50:37.587429, cost_time=0:00:13.142765 2021-04-15 01:50:15,781 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=1.0194, top1-acc=69.67%, top5-acc=93.35%, remaining_time=0:00:21.741184, arrival_time=2021-04-15 01:50:37.522873, cost_time=0:00:14.993947 2021-04-15 01:50:17,635 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=1.0212, top1-acc=69.61%, top5-acc=93.32%, remaining_time=0:00:19.842670, arrival_time=2021-04-15 01:50:37.477913, cost_time=0:00:16.847568 2021-04-15 01:50:19,491 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.49ms, fps=1379 images/s, loss=1.0265, top1-acc=69.45%, top5-acc=93.19%, remaining_time=0:00:17.955936, arrival_time=2021-04-15 01:50:37.447742, cost_time=0:00:18.704135 2021-04-15 01:50:21,341 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=1.0336, top1-acc=69.33%, top5-acc=93.12%, remaining_time=0:00:16.069616, arrival_time=2021-04-15 01:50:37.411463, cost_time=0:00:20.554176 2021-04-15 01:50:23,193 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.00ms, fps=1383 images/s, loss=1.0382, top1-acc=69.18%, top5-acc=93.03%, remaining_time=0:00:14.190112, arrival_time=2021-04-15 01:50:37.383294, cost_time=0:00:22.405499 2021-04-15 01:50:25,059 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.18ms, fps=1373 images/s, loss=1.0412, top1-acc=69.06%, top5-acc=93.03%, remaining_time=0:00:12.322398, arrival_time=2021-04-15 01:50:37.381444, cost_time=0:00:24.271326 2021-04-15 01:50:26,921 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.62ms, fps=1375 images/s, loss=1.0480, top1-acc=68.94%, top5-acc=92.90%, remaining_time=0:00:10.453688, arrival_time=2021-04-15 01:50:37.375563, cost_time=0:00:26.134163 2021-04-15 01:50:28,787 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.99ms, fps=1373 images/s, loss=1.0483, top1-acc=68.91%, top5-acc=92.92%, remaining_time=0:00:08.586498, arrival_time=2021-04-15 01:50:37.373616, cost_time=0:00:27.999449 2021-04-15 01:50:30,636 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.02ms, fps=1385 images/s, loss=1.0522, top1-acc=68.81%, top5-acc=92.89%, remaining_time=0:00:06.715944, arrival_time=2021-04-15 01:50:37.352287, cost_time=0:00:29.848655 2021-04-15 01:50:32,487 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.55ms, fps=1383 images/s, loss=1.0537, top1-acc=68.81%, top5-acc=92.85%, remaining_time=0:00:04.848246, arrival_time=2021-04-15 01:50:37.335905, cost_time=0:00:31.699992 2021-04-15 01:50:34,352 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.48ms, fps=1373 images/s, loss=1.0564, top1-acc=68.75%, top5-acc=92.81%, remaining_time=0:00:02.983568, arrival_time=2021-04-15 01:50:37.336322, cost_time=0:00:33.565089 2021-04-15 01:50:36,215 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.46ms, fps=1375 images/s, loss=1.0611, top1-acc=68.66%, top5-acc=92.72%, remaining_time=0:00:01.118784, arrival_time=2021-04-15 01:50:37.334601, cost_time=0:00:35.428143 2021-04-15 01:50:37,224 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.91ms, fps=1349 images/s, loss=1.0616, top1-acc=68.65%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:37.224264, cost_time=0:00:36.436612 2021-04-15 01:50:38,241 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.95ms, fps=2521 images/s, loss=1.5053, top1-acc=58.48%, top5-acc=86.09%, remaining_time=0:00:03.046500, arrival_time=2021-04-15 01:50:41.288333, cost_time=0:00:01.015495 2021-04-15 01:50:39,158 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.43ms, fps=2794 images/s, loss=1.5279, top1-acc=57.99%, top5-acc=85.47%, remaining_time=0:00:01.932540, arrival_time=2021-04-15 01:50:41.091336, cost_time=0:00:01.932531 2021-04-15 01:50:40,063 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.59ms, fps=2830 images/s, loss=1.5347, top1-acc=58.01%, top5-acc=85.69%, remaining_time=0:00:00.945810, arrival_time=2021-04-15 01:50:41.009566, cost_time=0:00:02.837428 2021-04-15 01:50:40,891 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.09ms, fps=2806 images/s, loss=1.5329, top1-acc=58.02%, top5-acc=85.71%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:40.890968, cost_time=0:00:03.664665 2021-04-15 01:50:41,208 INFO : Epoch=0022 complete, best val top1-acc=58.02%, top5-acc=85.71% (epoch=22), remaining_time=2:00:04.055516, arrival_time=2021-04-15 03:50:45.264232, cost_time=0:14:50.388880 2021-04-15 01:50:41,210 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 01:50:43,193 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.42ms, fps=1291 images/s, loss=0.9428, top1-acc=72.23%, top5-acc=93.91%, remaining_time=0:00:36.880080, arrival_time=2021-04-15 01:51:20.073270, cost_time=0:00:01.982795 2021-04-15 01:50:45,048 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=2.16ms, fps=1381 images/s, loss=0.9497, top1-acc=72.13%, top5-acc=93.96%, remaining_time=0:00:33.772816, arrival_time=2021-04-15 01:51:18.820999, cost_time=0:00:03.837820 2021-04-15 01:50:46,903 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.89ms, fps=1380 images/s, loss=0.9710, top1-acc=71.25%, top5-acc=93.58%, remaining_time=0:00:31.500326, arrival_time=2021-04-15 01:51:18.403566, cost_time=0:00:05.692840 2021-04-15 01:50:48,763 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.97ms, fps=1376 images/s, loss=0.9744, top1-acc=71.46%, top5-acc=93.74%, remaining_time=0:00:29.458416, arrival_time=2021-04-15 01:51:18.222234, cost_time=0:00:07.553447 2021-04-15 01:50:50,619 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.84ms, fps=1380 images/s, loss=0.9879, top1-acc=70.97%, top5-acc=93.53%, remaining_time=0:00:27.475010, arrival_time=2021-04-15 01:51:18.094616, cost_time=0:00:09.409237 2021-04-15 01:50:52,489 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=10.94ms, fps=1370 images/s, loss=0.9944, top1-acc=70.92%, top5-acc=93.47%, remaining_time=0:00:25.565688, arrival_time=2021-04-15 01:51:18.055056, cost_time=0:00:11.279004 2021-04-15 01:50:54,345 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.60ms, fps=1380 images/s, loss=1.0006, top1-acc=70.56%, top5-acc=93.42%, remaining_time=0:00:23.642640, arrival_time=2021-04-15 01:51:17.987787, cost_time=0:00:13.134770 2021-04-15 01:50:56,207 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.00ms, fps=1375 images/s, loss=1.0008, top1-acc=70.60%, top5-acc=93.36%, remaining_time=0:00:21.745012, arrival_time=2021-04-15 01:51:17.951949, cost_time=0:00:14.996574 2021-04-15 01:50:58,061 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.63ms, fps=1381 images/s, loss=1.0068, top1-acc=70.42%, top5-acc=93.29%, remaining_time=0:00:19.846486, arrival_time=2021-04-15 01:51:17.907675, cost_time=0:00:16.850820 2021-04-15 01:50:59,911 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=1.0134, top1-acc=70.25%, top5-acc=93.18%, remaining_time=0:00:17.953152, arrival_time=2021-04-15 01:51:17.864810, cost_time=0:00:18.701231 2021-04-15 01:51:01,772 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.39ms, fps=1376 images/s, loss=1.0219, top1-acc=69.96%, top5-acc=93.07%, remaining_time=0:00:16.075980, arrival_time=2021-04-15 01:51:17.848628, cost_time=0:00:20.562259 2021-04-15 01:51:03,623 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=2.26ms, fps=1384 images/s, loss=1.0246, top1-acc=69.84%, top5-acc=93.12%, remaining_time=0:00:14.194824, arrival_time=2021-04-15 01:51:17.818104, cost_time=0:00:22.412916 2021-04-15 01:51:05,473 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=1.0288, top1-acc=69.67%, top5-acc=93.08%, remaining_time=0:00:12.318372, arrival_time=2021-04-15 01:51:17.792190, cost_time=0:00:24.263453 2021-04-15 01:51:07,330 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=1.0313, top1-acc=69.52%, top5-acc=93.09%, remaining_time=0:00:10.447976, arrival_time=2021-04-15 01:51:17.778365, cost_time=0:00:26.119882 2021-04-15 01:51:09,189 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.92ms, fps=1378 images/s, loss=1.0363, top1-acc=69.27%, top5-acc=93.04%, remaining_time=0:00:08.580196, arrival_time=2021-04-15 01:51:17.769451, cost_time=0:00:27.978856 2021-04-15 01:51:11,038 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.69ms, fps=1385 images/s, loss=1.0404, top1-acc=69.22%, top5-acc=92.96%, remaining_time=0:00:06.711264, arrival_time=2021-04-15 01:51:17.749467, cost_time=0:00:29.827834 2021-04-15 01:51:12,891 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=1.0418, top1-acc=69.22%, top5-acc=92.96%, remaining_time=0:00:04.845386, arrival_time=2021-04-15 01:51:17.737071, cost_time=0:00:31.681293 2021-04-15 01:51:14,753 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.81ms, fps=1375 images/s, loss=1.0448, top1-acc=69.10%, top5-acc=92.95%, remaining_time=0:00:02.981632, arrival_time=2021-04-15 01:51:17.735271, cost_time=0:00:33.543272 2021-04-15 01:51:16,621 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.34ms, fps=1371 images/s, loss=1.0486, top1-acc=69.02%, top5-acc=92.92%, remaining_time=0:00:01.118238, arrival_time=2021-04-15 01:51:17.739513, cost_time=0:00:35.410909 2021-04-15 01:51:17,621 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.61ms, fps=1361 images/s, loss=1.0524, top1-acc=68.97%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:17.621398, cost_time=0:00:36.411070 2021-04-15 01:51:18,647 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.32ms, fps=2499 images/s, loss=1.6292, top1-acc=55.00%, top5-acc=85.31%, remaining_time=0:00:03.072840, arrival_time=2021-04-15 01:51:21.720305, cost_time=0:00:01.024282 2021-04-15 01:51:19,556 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.49ms, fps=2819 images/s, loss=1.6062, top1-acc=55.04%, top5-acc=85.37%, remaining_time=0:00:01.932660, arrival_time=2021-04-15 01:51:21.488580, cost_time=0:00:01.932668 2021-04-15 01:51:20,460 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.52ms, fps=2832 images/s, loss=1.6325, top1-acc=54.67%, top5-acc=84.54%, remaining_time=0:00:00.945720, arrival_time=2021-04-15 01:51:21.406144, cost_time=0:00:02.837171 2021-04-15 01:51:21,289 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.14ms, fps=2801 images/s, loss=1.6336, top1-acc=55.12%, top5-acc=84.91%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:21.289398, cost_time=0:00:03.666195 2021-04-15 01:51:21,466 INFO : Epoch=0023 complete, best val top1-acc=58.02%, top5-acc=85.71% (epoch=22), remaining_time=1:59:21.934362, arrival_time=2021-04-15 03:50:43.401030, cost_time=0:15:30.646834 2021-04-15 01:51:21,468 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 01:51:23,487 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.89ms, fps=1268 images/s, loss=1.0206, top1-acc=70.00%, top5-acc=93.20%, remaining_time=0:00:37.557678, arrival_time=2021-04-15 01:52:01.045168, cost_time=0:00:02.019228 2021-04-15 01:51:25,347 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.97ms, fps=1377 images/s, loss=0.9983, top1-acc=70.49%, top5-acc=93.67%, remaining_time=0:00:34.136432, arrival_time=2021-04-15 01:51:59.483806, cost_time=0:00:03.879147 2021-04-15 01:51:27,196 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.9980, top1-acc=70.60%, top5-acc=93.49%, remaining_time=0:00:31.694214, arrival_time=2021-04-15 01:51:58.890332, cost_time=0:00:05.727877 2021-04-15 01:51:29,044 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.9819, top1-acc=70.83%, top5-acc=93.81%, remaining_time=0:00:29.548740, arrival_time=2021-04-15 01:51:58.593571, cost_time=0:00:07.576619 2021-04-15 01:51:30,934 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.13ms, fps=1355 images/s, loss=0.9787, top1-acc=71.04%, top5-acc=93.85%, remaining_time=0:00:27.640574, arrival_time=2021-04-15 01:51:58.574983, cost_time=0:00:09.465955 2021-04-15 01:51:32,797 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=2.03ms, fps=1375 images/s, loss=0.9899, top1-acc=70.66%, top5-acc=93.77%, remaining_time=0:00:25.678704, arrival_time=2021-04-15 01:51:58.476177, cost_time=0:00:11.328820 2021-04-15 01:51:34,655 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.18ms, fps=1379 images/s, loss=1.0029, top1-acc=70.23%, top5-acc=93.58%, remaining_time=0:00:23.737266, arrival_time=2021-04-15 01:51:58.392908, cost_time=0:00:13.187387 2021-04-15 01:51:36,519 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=1.0079, top1-acc=70.19%, top5-acc=93.44%, remaining_time=0:00:21.822732, arrival_time=2021-04-15 01:51:58.341532, cost_time=0:00:15.050165 2021-04-15 01:51:38,381 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.94ms, fps=1376 images/s, loss=1.0133, top1-acc=69.99%, top5-acc=93.40%, remaining_time=0:00:19.919414, arrival_time=2021-04-15 01:51:58.300369, cost_time=0:00:16.912712 2021-04-15 01:51:40,237 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.78ms, fps=1380 images/s, loss=1.0187, top1-acc=69.85%, top5-acc=93.35%, remaining_time=0:00:18.018048, arrival_time=2021-04-15 01:51:58.255112, cost_time=0:00:18.768821 2021-04-15 01:51:42,088 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=1.0236, top1-acc=69.75%, top5-acc=93.27%, remaining_time=0:00:16.121388, arrival_time=2021-04-15 01:51:58.210054, cost_time=0:00:20.620404 2021-04-15 01:51:43,944 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.63ms, fps=1380 images/s, loss=1.0233, top1-acc=69.74%, top5-acc=93.25%, remaining_time=0:00:14.234800, arrival_time=2021-04-15 01:51:58.178973, cost_time=0:00:22.476028 2021-04-15 01:51:45,813 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=2.04ms, fps=1370 images/s, loss=1.0287, top1-acc=69.64%, top5-acc=93.16%, remaining_time=0:00:12.359820, arrival_time=2021-04-15 01:51:58.173204, cost_time=0:00:24.345093 2021-04-15 01:51:47,675 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.65ms, fps=1375 images/s, loss=1.0313, top1-acc=69.63%, top5-acc=93.16%, remaining_time=0:00:10.482920, arrival_time=2021-04-15 01:51:58.158606, cost_time=0:00:26.207335 2021-04-15 01:51:49,535 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.64ms, fps=1377 images/s, loss=1.0335, top1-acc=69.59%, top5-acc=93.13%, remaining_time=0:00:08.607290, arrival_time=2021-04-15 01:51:58.142917, cost_time=0:00:28.067257 2021-04-15 01:51:51,393 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.72ms, fps=1378 images/s, loss=1.0356, top1-acc=69.47%, top5-acc=93.11%, remaining_time=0:00:06.733224, arrival_time=2021-04-15 01:51:58.127069, cost_time=0:00:29.925502 2021-04-15 01:51:53,253 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.63ms, fps=1377 images/s, loss=1.0375, top1-acc=69.42%, top5-acc=93.07%, remaining_time=0:00:04.861272, arrival_time=2021-04-15 01:51:58.114701, cost_time=0:00:31.785190 2021-04-15 01:51:55,103 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.85ms, fps=1384 images/s, loss=1.0395, top1-acc=69.37%, top5-acc=93.00%, remaining_time=0:00:02.989792, arrival_time=2021-04-15 01:51:58.093228, cost_time=0:00:33.635196 2021-04-15 01:51:56,957 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.26ms, fps=1381 images/s, loss=1.0401, top1-acc=69.38%, top5-acc=93.00%, remaining_time=0:00:01.120722, arrival_time=2021-04-15 01:51:58.078461, cost_time=0:00:35.489503 2021-04-15 01:51:57,960 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.52ms, fps=1357 images/s, loss=1.0438, top1-acc=69.31%, top5-acc=92.96%, remaining_time=0:00:00, arrival_time=2021-04-15 01:51:57.960894, cost_time=0:00:36.492669 2021-04-15 01:51:58,986 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=3.14ms, fps=2501 images/s, loss=1.5581, top1-acc=56.95%, top5-acc=85.43%, remaining_time=0:00:03.070920, arrival_time=2021-04-15 01:52:02.057400, cost_time=0:00:01.023638 2021-04-15 01:51:59,893 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.45ms, fps=2824 images/s, loss=1.5772, top1-acc=56.76%, top5-acc=84.67%, remaining_time=0:00:01.930540, arrival_time=2021-04-15 01:52:01.824001, cost_time=0:00:01.930537 2021-04-15 01:52:00,804 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.48ms, fps=2814 images/s, loss=1.5372, top1-acc=57.86%, top5-acc=85.22%, remaining_time=0:00:00.947000, arrival_time=2021-04-15 01:52:01.750995, cost_time=0:00:02.840987 2021-04-15 01:52:01,648 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.12ms, fps=2750 images/s, loss=1.5210, top1-acc=57.48%, top5-acc=85.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:01.648498, cost_time=0:00:03.685523 2021-04-15 01:52:01,856 INFO : Epoch=0024 complete, best val top1-acc=58.02%, top5-acc=85.71% (epoch=22), remaining_time=1:58:40.937296, arrival_time=2021-04-15 03:50:42.794038, cost_time=0:16:11.036913 2021-04-15 01:52:01,858 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 01:52:03,903 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=2.12ms, fps=1252 images/s, loss=0.9822, top1-acc=71.33%, top5-acc=94.02%, remaining_time=0:00:38.032164, arrival_time=2021-04-15 01:52:41.935257, cost_time=0:00:02.044738 2021-04-15 01:52:05,762 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.57ms, fps=1378 images/s, loss=0.9964, top1-acc=70.80%, top5-acc=93.71%, remaining_time=0:00:34.352560, arrival_time=2021-04-15 01:52:40.114549, cost_time=0:00:03.903703 2021-04-15 01:52:07,633 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.50ms, fps=1368 images/s, loss=0.9908, top1-acc=70.87%, top5-acc=93.61%, remaining_time=0:00:31.954834, arrival_time=2021-04-15 01:52:39.588197, cost_time=0:00:05.774972 2021-04-15 01:52:09,487 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=2.01ms, fps=1381 images/s, loss=0.9914, top1-acc=70.65%, top5-acc=93.65%, remaining_time=0:00:29.753724, arrival_time=2021-04-15 01:52:39.241263, cost_time=0:00:07.629165 2021-04-15 01:52:11,344 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.60ms, fps=1379 images/s, loss=0.9873, top1-acc=70.55%, top5-acc=93.79%, remaining_time=0:00:27.699996, arrival_time=2021-04-15 01:52:39.044688, cost_time=0:00:09.486294 2021-04-15 01:52:13,203 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.9960, top1-acc=70.33%, top5-acc=93.57%, remaining_time=0:00:25.714200, arrival_time=2021-04-15 01:52:38.917097, cost_time=0:00:11.344486 2021-04-15 01:52:15,069 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=4.94ms, fps=1372 images/s, loss=0.9965, top1-acc=70.32%, top5-acc=93.56%, remaining_time=0:00:23.779350, arrival_time=2021-04-15 01:52:38.848472, cost_time=0:00:13.210764 2021-04-15 01:52:16,931 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.69ms, fps=1375 images/s, loss=0.9974, top1-acc=70.29%, top5-acc=93.59%, remaining_time=0:00:21.856024, arrival_time=2021-04-15 01:52:38.787500, cost_time=0:00:15.073119 2021-04-15 01:52:18,791 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.35ms, fps=1377 images/s, loss=0.9971, top1-acc=70.30%, top5-acc=93.61%, remaining_time=0:00:19.943264, arrival_time=2021-04-15 01:52:38.734693, cost_time=0:00:16.932966 2021-04-15 01:52:20,654 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.93ms, fps=1375 images/s, loss=1.0020, top1-acc=70.13%, top5-acc=93.50%, remaining_time=0:00:18.044064, arrival_time=2021-04-15 01:52:38.698310, cost_time=0:00:18.795895 2021-04-15 01:52:22,506 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=1.0038, top1-acc=70.17%, top5-acc=93.50%, remaining_time=0:00:16.143232, arrival_time=2021-04-15 01:52:38.649964, cost_time=0:00:20.648375 2021-04-15 01:52:24,370 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.94ms, fps=1374 images/s, loss=0.9992, top1-acc=70.32%, top5-acc=93.56%, remaining_time=0:00:14.257676, arrival_time=2021-04-15 01:52:38.628188, cost_time=0:00:22.512105 2021-04-15 01:52:26,222 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.78ms, fps=1383 images/s, loss=1.0047, top1-acc=70.16%, top5-acc=93.48%, remaining_time=0:00:12.369654, arrival_time=2021-04-15 01:52:38.592415, cost_time=0:00:24.364413 2021-04-15 01:52:28,088 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=2.00ms, fps=1373 images/s, loss=1.0106, top1-acc=70.09%, top5-acc=93.37%, remaining_time=0:00:10.492048, arrival_time=2021-04-15 01:52:38.580654, cost_time=0:00:26.230132 2021-04-15 01:52:29,946 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=1.0149, top1-acc=69.98%, top5-acc=93.31%, remaining_time=0:00:08.613500, arrival_time=2021-04-15 01:52:38.559407, cost_time=0:00:28.087569 2021-04-15 01:52:31,802 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.65ms, fps=1380 images/s, loss=1.0183, top1-acc=69.88%, top5-acc=93.29%, remaining_time=0:00:06.737364, arrival_time=2021-04-15 01:52:38.539573, cost_time=0:00:29.943863 2021-04-15 01:52:33,665 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.59ms, fps=1375 images/s, loss=1.0234, top1-acc=69.67%, top5-acc=93.25%, remaining_time=0:00:04.864548, arrival_time=2021-04-15 01:52:38.529640, cost_time=0:00:31.806734 2021-04-15 01:52:35,522 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.66ms, fps=1379 images/s, loss=1.0261, top1-acc=69.61%, top5-acc=93.21%, remaining_time=0:00:02.992352, arrival_time=2021-04-15 01:52:38.514639, cost_time=0:00:33.663942 2021-04-15 01:52:37,379 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.26ms, fps=1379 images/s, loss=1.0262, top1-acc=69.61%, top5-acc=93.25%, remaining_time=0:00:01.121718, arrival_time=2021-04-15 01:52:38.501191, cost_time=0:00:35.521130 2021-04-15 01:52:38,379 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.27ms, fps=1361 images/s, loss=1.0284, top1-acc=69.60%, top5-acc=93.25%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:38.379409, cost_time=0:00:36.521080 2021-04-15 01:52:39,413 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.38ms, fps=2481 images/s, loss=1.5057, top1-acc=58.32%, top5-acc=86.41%, remaining_time=0:00:03.095550, arrival_time=2021-04-15 01:52:42.508865, cost_time=0:00:01.031848 2021-04-15 01:52:40,320 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.36ms, fps=2823 images/s, loss=1.5144, top1-acc=58.42%, top5-acc=86.33%, remaining_time=0:00:01.939660, arrival_time=2021-04-15 01:52:42.260562, cost_time=0:00:01.939661 2021-04-15 01:52:41,230 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.60ms, fps=2815 images/s, loss=1.4810, top1-acc=59.41%, top5-acc=86.77%, remaining_time=0:00:00.949850, arrival_time=2021-04-15 01:52:42.180716, cost_time=0:00:02.849550 2021-04-15 01:52:42,062 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=2792 images/s, loss=1.4948, top1-acc=58.88%, top5-acc=86.60%, remaining_time=0:00:00, arrival_time=2021-04-15 01:52:42.062471, cost_time=0:00:03.681188 2021-04-15 01:52:42,452 INFO : Epoch=0025 complete, best val top1-acc=58.88%, top5-acc=86.60% (epoch=25), remaining_time=1:58:01.427675, arrival_time=2021-04-15 03:50:43.880063, cost_time=0:16:51.632518 2021-04-15 01:52:42,453 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 01:52:44,482 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.35ms, fps=1262 images/s, loss=0.9720, top1-acc=71.05%, top5-acc=93.91%, remaining_time=0:00:37.727310, arrival_time=2021-04-15 01:53:22.209839, cost_time=0:00:02.028353 2021-04-15 01:52:46,349 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.35ms, fps=1372 images/s, loss=0.9420, top1-acc=71.97%, top5-acc=94.36%, remaining_time=0:00:34.274416, arrival_time=2021-04-15 01:53:20.623455, cost_time=0:00:03.894829 2021-04-15 01:52:48,202 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.9312, top1-acc=72.63%, top5-acc=94.35%, remaining_time=0:00:31.809086, arrival_time=2021-04-15 01:53:20.011898, cost_time=0:00:05.748627 2021-04-15 01:52:50,062 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.84ms, fps=1377 images/s, loss=0.9292, top1-acc=72.59%, top5-acc=94.31%, remaining_time=0:00:29.672916, arrival_time=2021-04-15 01:53:19.735530, cost_time=0:00:07.608429 2021-04-15 01:52:51,915 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.21ms, fps=1382 images/s, loss=0.9373, top1-acc=72.30%, top5-acc=94.12%, remaining_time=0:00:27.626996, arrival_time=2021-04-15 01:53:19.542379, cost_time=0:00:09.461291 2021-04-15 01:52:53,784 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.44ms, fps=1370 images/s, loss=0.9483, top1-acc=72.01%, top5-acc=94.08%, remaining_time=0:00:25.681832, arrival_time=2021-04-15 01:53:19.466169, cost_time=0:00:11.330241 2021-04-15 01:52:55,641 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.30ms, fps=1379 images/s, loss=0.9599, top1-acc=71.58%, top5-acc=94.02%, remaining_time=0:00:23.736384, arrival_time=2021-04-15 01:53:19.377426, cost_time=0:00:13.186862 2021-04-15 01:52:57,492 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.79ms, fps=1383 images/s, loss=0.9609, top1-acc=71.50%, top5-acc=94.01%, remaining_time=0:00:21.805100, arrival_time=2021-04-15 01:53:19.297260, cost_time=0:00:15.037991 2021-04-15 01:52:59,343 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.9640, top1-acc=71.38%, top5-acc=93.97%, remaining_time=0:00:19.891854, arrival_time=2021-04-15 01:53:19.235337, cost_time=0:00:16.889294 2021-04-15 01:53:01,207 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.60ms, fps=1374 images/s, loss=0.9676, top1-acc=71.22%, top5-acc=93.93%, remaining_time=0:00:18.002688, arrival_time=2021-04-15 01:53:19.209663, cost_time=0:00:18.752783 2021-04-15 01:53:03,070 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=2.32ms, fps=1374 images/s, loss=0.9732, top1-acc=71.03%, top5-acc=93.88%, remaining_time=0:00:16.118378, arrival_time=2021-04-15 01:53:19.189077, cost_time=0:00:20.616516 2021-04-15 01:53:04,933 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.97ms, fps=1375 images/s, loss=0.9762, top1-acc=70.96%, top5-acc=93.76%, remaining_time=0:00:14.236548, arrival_time=2021-04-15 01:53:19.169477, cost_time=0:00:22.478750 2021-04-15 01:53:06,799 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.44ms, fps=1372 images/s, loss=0.9802, top1-acc=70.86%, top5-acc=93.74%, remaining_time=0:00:12.360018, arrival_time=2021-04-15 01:53:19.159673, cost_time=0:00:24.345484 2021-04-15 01:53:08,658 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.9827, top1-acc=70.75%, top5-acc=93.71%, remaining_time=0:00:10.481688, arrival_time=2021-04-15 01:53:19.140131, cost_time=0:00:26.204196 2021-04-15 01:53:10,535 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=8.71ms, fps=1365 images/s, loss=0.9856, top1-acc=70.70%, top5-acc=93.67%, remaining_time=0:00:08.611568, arrival_time=2021-04-15 01:53:19.146897, cost_time=0:00:28.081140 2021-04-15 01:53:12,393 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.58ms, fps=1379 images/s, loss=0.9908, top1-acc=70.61%, top5-acc=93.60%, remaining_time=0:00:06.736248, arrival_time=2021-04-15 01:53:19.129240, cost_time=0:00:29.938802 2021-04-15 01:53:14,244 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.9973, top1-acc=70.42%, top5-acc=93.49%, remaining_time=0:00:04.861974, arrival_time=2021-04-15 01:53:19.105929, cost_time=0:00:31.789777 2021-04-15 01:53:16,096 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.9997, top1-acc=70.34%, top5-acc=93.45%, remaining_time=0:00:02.990432, arrival_time=2021-04-15 01:53:19.086857, cost_time=0:00:33.642332 2021-04-15 01:53:17,955 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.86ms, fps=1377 images/s, loss=1.0008, top1-acc=70.35%, top5-acc=93.46%, remaining_time=0:00:01.121106, arrival_time=2021-04-15 01:53:19.076970, cost_time=0:00:35.501691 2021-04-15 01:53:18,960 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.50ms, fps=1354 images/s, loss=1.0015, top1-acc=70.32%, top5-acc=93.44%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:18.960880, cost_time=0:00:36.506722 2021-04-15 01:53:19,986 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=2.02ms, fps=2500 images/s, loss=1.5136, top1-acc=57.85%, top5-acc=86.13%, remaining_time=0:00:03.071520, arrival_time=2021-04-15 01:53:23.058171, cost_time=0:00:01.023842 2021-04-15 01:53:20,891 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.95ms, fps=2830 images/s, loss=1.5367, top1-acc=57.56%, top5-acc=86.07%, remaining_time=0:00:01.928960, arrival_time=2021-04-15 01:53:22.820668, cost_time=0:00:01.928957 2021-04-15 01:53:21,798 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.49ms, fps=2826 images/s, loss=1.5274, top1-acc=57.62%, top5-acc=86.03%, remaining_time=0:00:00.945050, arrival_time=2021-04-15 01:53:22.743017, cost_time=0:00:02.835151 2021-04-15 01:53:22,633 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.07ms, fps=2778 images/s, loss=1.5171, top1-acc=58.24%, top5-acc=86.13%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:22.633520, cost_time=0:00:03.670727 2021-04-15 01:53:22,812 INFO : Epoch=0026 complete, best val top1-acc=58.88%, top5-acc=86.60% (epoch=25), remaining_time=1:57:20.256630, arrival_time=2021-04-15 03:50:43.068869, cost_time=0:17:31.992373 2021-04-15 01:53:22,814 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 01:53:24,851 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.54ms, fps=1257 images/s, loss=0.9348, top1-acc=73.44%, top5-acc=94.37%, remaining_time=0:00:37.888200, arrival_time=2021-04-15 01:54:02.740058, cost_time=0:00:02.036996 2021-04-15 01:53:26,713 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.96ms, fps=1375 images/s, loss=0.9123, top1-acc=73.55%, top5-acc=94.80%, remaining_time=0:00:34.310496, arrival_time=2021-04-15 01:54:01.024291, cost_time=0:00:03.898918 2021-04-15 01:53:28,567 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.71ms, fps=1382 images/s, loss=0.9020, top1-acc=73.59%, top5-acc=94.69%, remaining_time=0:00:31.827844, arrival_time=2021-04-15 01:54:00.394831, cost_time=0:00:05.752024 2021-04-15 01:53:30,419 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.44ms, fps=1382 images/s, loss=0.9146, top1-acc=72.95%, top5-acc=94.56%, remaining_time=0:00:29.657004, arrival_time=2021-04-15 01:54:00.076338, cost_time=0:00:07.604377 2021-04-15 01:53:32,280 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.9199, top1-acc=72.70%, top5-acc=94.39%, remaining_time=0:00:27.638238, arrival_time=2021-04-15 01:53:59.918347, cost_time=0:00:09.465152 2021-04-15 01:53:34,143 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.9267, top1-acc=72.46%, top5-acc=94.37%, remaining_time=0:00:25.677480, arrival_time=2021-04-15 01:53:59.820776, cost_time=0:00:11.328312 2021-04-15 01:53:35,993 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.9379, top1-acc=72.14%, top5-acc=94.23%, remaining_time=0:00:23.722020, arrival_time=2021-04-15 01:53:59.715841, cost_time=0:00:13.178868 2021-04-15 01:53:37,845 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.65ms, fps=1383 images/s, loss=0.9420, top1-acc=72.11%, top5-acc=94.16%, remaining_time=0:00:21.794544, arrival_time=2021-04-15 01:53:59.640228, cost_time=0:00:15.030726 2021-04-15 01:53:39,694 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=0.9495, top1-acc=71.92%, top5-acc=94.01%, remaining_time=0:00:19.879664, arrival_time=2021-04-15 01:53:59.573662, cost_time=0:00:16.878950 2021-04-15 01:53:41,563 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.41ms, fps=1370 images/s, loss=0.9498, top1-acc=71.92%, top5-acc=94.04%, remaining_time=0:00:17.998560, arrival_time=2021-04-15 01:53:59.562059, cost_time=0:00:18.748541 2021-04-15 01:53:43,416 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.73ms, fps=1382 images/s, loss=0.9568, top1-acc=71.72%, top5-acc=93.99%, remaining_time=0:00:16.106940, arrival_time=2021-04-15 01:53:59.523810, cost_time=0:00:20.601908 2021-04-15 01:53:45,277 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.23ms, fps=1376 images/s, loss=0.9600, top1-acc=71.56%, top5-acc=93.93%, remaining_time=0:00:14.226440, arrival_time=2021-04-15 01:53:59.504161, cost_time=0:00:22.462746 2021-04-15 01:53:47,145 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=2.24ms, fps=1371 images/s, loss=0.9663, top1-acc=71.37%, top5-acc=93.85%, remaining_time=0:00:12.352296, arrival_time=2021-04-15 01:53:59.497477, cost_time=0:00:24.330221 2021-04-15 01:53:48,999 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.9739, top1-acc=71.14%, top5-acc=93.79%, remaining_time=0:00:10.473792, arrival_time=2021-04-15 01:53:59.473214, cost_time=0:00:26.184468 2021-04-15 01:53:50,851 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=4.82ms, fps=1383 images/s, loss=0.9788, top1-acc=70.97%, top5-acc=93.74%, remaining_time=0:00:08.597768, arrival_time=2021-04-15 01:53:59.449045, cost_time=0:00:28.036257 2021-04-15 01:53:52,714 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.39ms, fps=1375 images/s, loss=0.9827, top1-acc=70.89%, top5-acc=93.70%, remaining_time=0:00:06.727320, arrival_time=2021-04-15 01:53:59.441537, cost_time=0:00:29.899153 2021-04-15 01:53:54,566 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.9882, top1-acc=70.75%, top5-acc=93.63%, remaining_time=0:00:04.856150, arrival_time=2021-04-15 01:53:59.422896, cost_time=0:00:31.751791 2021-04-15 01:53:56,417 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.84ms, fps=1384 images/s, loss=0.9925, top1-acc=70.60%, top5-acc=93.60%, remaining_time=0:00:02.986880, arrival_time=2021-04-15 01:53:59.404234, cost_time=0:00:33.602391 2021-04-15 01:53:58,272 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.67ms, fps=1381 images/s, loss=0.9951, top1-acc=70.59%, top5-acc=93.56%, remaining_time=0:00:01.119708, arrival_time=2021-04-15 01:53:59.392055, cost_time=0:00:35.457354 2021-04-15 01:53:59,270 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.30ms, fps=1363 images/s, loss=0.9948, top1-acc=70.64%, top5-acc=93.55%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:59.270711, cost_time=0:00:36.455772 2021-04-15 01:54:00,331 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.24ms, fps=2418 images/s, loss=1.5580, top1-acc=57.89%, top5-acc=84.57%, remaining_time=0:00:03.175740, arrival_time=2021-04-15 01:54:03.506933, cost_time=0:00:01.058576 2021-04-15 01:54:01,239 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.66ms, fps=2821 images/s, loss=1.5658, top1-acc=57.48%, top5-acc=84.80%, remaining_time=0:00:01.966560, arrival_time=2021-04-15 01:54:03.205739, cost_time=0:00:01.966555 2021-04-15 01:54:02,145 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.84ms, fps=2826 images/s, loss=1.5650, top1-acc=57.49%, top5-acc=84.77%, remaining_time=0:00:00.957690, arrival_time=2021-04-15 01:54:03.103263, cost_time=0:00:02.873056 2021-04-15 01:54:02,970 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.10ms, fps=2814 images/s, loss=1.5763, top1-acc=57.30%, top5-acc=84.52%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:02.970420, cost_time=0:00:03.697817 2021-04-15 01:54:03,177 INFO : Epoch=0027 complete, best val top1-acc=58.88%, top5-acc=86.60% (epoch=25), remaining_time=1:56:39.179505, arrival_time=2021-04-15 03:50:42.356832, cost_time=0:18:12.357483 2021-04-15 01:54:03,179 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 01:54:05,231 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.12ms, fps=1247 images/s, loss=0.9567, top1-acc=70.43%, top5-acc=94.92%, remaining_time=0:00:38.171664, arrival_time=2021-04-15 01:54:43.403119, cost_time=0:00:02.052243 2021-04-15 01:54:07,082 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.62ms, fps=1383 images/s, loss=0.9469, top1-acc=71.17%, top5-acc=94.71%, remaining_time=0:00:34.350800, arrival_time=2021-04-15 01:54:41.433581, cost_time=0:00:03.903495 2021-04-15 01:54:08,928 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.9456, top1-acc=71.37%, top5-acc=94.60%, remaining_time=0:00:31.814232, arrival_time=2021-04-15 01:54:40.742919, cost_time=0:00:05.749545 2021-04-15 01:54:10,779 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=0.9461, top1-acc=71.46%, top5-acc=94.61%, remaining_time=0:00:29.638596, arrival_time=2021-04-15 01:54:40.417490, cost_time=0:00:07.599640 2021-04-15 01:54:12,648 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.99ms, fps=1369 images/s, loss=0.9424, top1-acc=71.74%, top5-acc=94.70%, remaining_time=0:00:27.651524, arrival_time=2021-04-15 01:54:40.300424, cost_time=0:00:09.469687 2021-04-15 01:54:14,502 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.9447, top1-acc=71.75%, top5-acc=94.60%, remaining_time=0:00:25.665784, arrival_time=2021-04-15 01:54:40.168115, cost_time=0:00:11.323121 2021-04-15 01:54:16,354 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.9513, top1-acc=71.72%, top5-acc=94.45%, remaining_time=0:00:23.715972, arrival_time=2021-04-15 01:54:40.070735, cost_time=0:00:13.175541 2021-04-15 01:54:18,209 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.77ms, fps=1381 images/s, loss=0.9528, top1-acc=71.75%, top5-acc=94.32%, remaining_time=0:00:21.793500, arrival_time=2021-04-15 01:54:40.002779, cost_time=0:00:15.030000 2021-04-15 01:54:20,071 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.40ms, fps=1376 images/s, loss=0.9551, top1-acc=71.69%, top5-acc=94.25%, remaining_time=0:00:19.894928, arrival_time=2021-04-15 01:54:39.966125, cost_time=0:00:16.891922 2021-04-15 01:54:21,919 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.9582, top1-acc=71.60%, top5-acc=94.15%, remaining_time=0:00:17.991168, arrival_time=2021-04-15 01:54:39.911063, cost_time=0:00:18.740768 2021-04-15 01:54:23,773 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.64ms, fps=1382 images/s, loss=0.9583, top1-acc=71.61%, top5-acc=94.12%, remaining_time=0:00:16.100576, arrival_time=2021-04-15 01:54:39.873558, cost_time=0:00:20.593706 2021-04-15 01:54:25,632 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=2.25ms, fps=1377 images/s, loss=0.9611, top1-acc=71.55%, top5-acc=94.05%, remaining_time=0:00:14.220360, arrival_time=2021-04-15 01:54:39.852848, cost_time=0:00:22.453157 2021-04-15 01:54:27,496 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.42ms, fps=1374 images/s, loss=0.9659, top1-acc=71.42%, top5-acc=93.99%, remaining_time=0:00:12.345762, arrival_time=2021-04-15 01:54:39.842359, cost_time=0:00:24.317363 2021-04-15 01:54:29,349 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.54ms, fps=1382 images/s, loss=0.9675, top1-acc=71.44%, top5-acc=93.91%, remaining_time=0:00:10.468192, arrival_time=2021-04-15 01:54:39.817890, cost_time=0:00:26.170468 2021-04-15 01:54:31,201 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.93ms, fps=1383 images/s, loss=0.9697, top1-acc=71.43%, top5-acc=93.88%, remaining_time=0:00:08.593628, arrival_time=2021-04-15 01:54:39.795442, cost_time=0:00:28.022684 2021-04-15 01:54:33,058 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=2.19ms, fps=1379 images/s, loss=0.9722, top1-acc=71.41%, top5-acc=93.84%, remaining_time=0:00:06.722892, arrival_time=2021-04-15 01:54:39.781547, cost_time=0:00:29.879447 2021-04-15 01:54:34,914 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.9753, top1-acc=71.29%, top5-acc=93.80%, remaining_time=0:00:04.853654, arrival_time=2021-04-15 01:54:39.768246, cost_time=0:00:31.735366 2021-04-15 01:54:36,767 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.9799, top1-acc=71.16%, top5-acc=93.72%, remaining_time=0:00:02.985648, arrival_time=2021-04-15 01:54:39.753373, cost_time=0:00:33.588508 2021-04-15 01:54:38,627 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.61ms, fps=1377 images/s, loss=0.9823, top1-acc=71.13%, top5-acc=93.64%, remaining_time=0:00:01.119414, arrival_time=2021-04-15 01:54:39.746782, cost_time=0:00:35.448025 2021-04-15 01:54:39,643 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.68ms, fps=1340 images/s, loss=0.9822, top1-acc=71.12%, top5-acc=93.65%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:39.643344, cost_time=0:00:36.464213 2021-04-15 01:54:40,677 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.32ms, fps=2480 images/s, loss=1.4872, top1-acc=58.91%, top5-acc=86.99%, remaining_time=0:00:03.096810, arrival_time=2021-04-15 01:54:43.774275, cost_time=0:00:01.032270 2021-04-15 01:54:41,588 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.75ms, fps=2811 images/s, loss=1.4703, top1-acc=59.30%, top5-acc=86.68%, remaining_time=0:00:01.943520, arrival_time=2021-04-15 01:54:43.532256, cost_time=0:00:01.943525 2021-04-15 01:54:42,498 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.54ms, fps=2817 images/s, loss=1.4544, top1-acc=59.91%, top5-acc=86.65%, remaining_time=0:00:00.950940, arrival_time=2021-04-15 01:54:43.448971, cost_time=0:00:02.852821 2021-04-15 01:54:43,328 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.09ms, fps=2795 images/s, loss=1.4644, top1-acc=59.55%, top5-acc=86.69%, remaining_time=0:00:00, arrival_time=2021-04-15 01:54:43.328420, cost_time=0:00:03.683323 2021-04-15 01:54:43,668 INFO : Epoch=0028 complete, best val top1-acc=59.55%, top5-acc=86.69% (epoch=28), remaining_time=1:55:58.927360, arrival_time=2021-04-15 03:50:42.595842, cost_time=0:18:52.848638 2021-04-15 01:54:43,669 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 01:54:45,687 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.14ms, fps=1269 images/s, loss=0.8908, top1-acc=74.14%, top5-acc=95.16%, remaining_time=0:00:37.517130, arrival_time=2021-04-15 01:55:23.204218, cost_time=0:00:02.017052 2021-04-15 01:54:47,539 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.9030, top1-acc=73.36%, top5-acc=95.02%, remaining_time=0:00:34.048256, arrival_time=2021-04-15 01:55:21.587556, cost_time=0:00:03.869119 2021-04-15 01:54:49,397 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=3.09ms, fps=1379 images/s, loss=0.9000, top1-acc=73.09%, top5-acc=94.92%, remaining_time=0:00:31.688902, arrival_time=2021-04-15 01:55:21.085927, cost_time=0:00:05.726923 2021-04-15 01:54:51,252 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.55ms, fps=1380 images/s, loss=0.9053, top1-acc=73.09%, top5-acc=94.74%, remaining_time=0:00:29.571204, arrival_time=2021-04-15 01:55:20.823631, cost_time=0:00:07.582367 2021-04-15 01:54:53,107 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.56ms, fps=1381 images/s, loss=0.9069, top1-acc=73.07%, top5-acc=94.75%, remaining_time=0:00:27.557208, arrival_time=2021-04-15 01:55:20.664671, cost_time=0:00:09.437401 2021-04-15 01:54:54,968 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.53ms, fps=1376 images/s, loss=0.9184, top1-acc=72.58%, top5-acc=94.65%, remaining_time=0:00:25.610024, arrival_time=2021-04-15 01:55:20.578644, cost_time=0:00:11.298511 2021-04-15 01:54:56,834 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.68ms, fps=1373 images/s, loss=0.9287, top1-acc=72.33%, top5-acc=94.53%, remaining_time=0:00:23.695938, arrival_time=2021-04-15 01:55:20.530451, cost_time=0:00:13.164423 2021-04-15 01:54:58,690 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.88ms, fps=1380 images/s, loss=0.9372, top1-acc=72.16%, top5-acc=94.38%, remaining_time=0:00:21.779464, arrival_time=2021-04-15 01:55:20.469814, cost_time=0:00:15.020322 2021-04-15 01:55:00,536 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.61ms, fps=1387 images/s, loss=0.9362, top1-acc=72.24%, top5-acc=94.33%, remaining_time=0:00:19.864612, arrival_time=2021-04-15 01:55:20.400753, cost_time=0:00:16.866179 2021-04-15 01:55:02,391 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.91ms, fps=1380 images/s, loss=0.9425, top1-acc=72.11%, top5-acc=94.24%, remaining_time=0:00:17.972352, arrival_time=2021-04-15 01:55:20.363626, cost_time=0:00:18.721234 2021-04-15 01:55:04,254 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.39ms, fps=1374 images/s, loss=0.9487, top1-acc=71.97%, top5-acc=94.18%, remaining_time=0:00:16.093352, arrival_time=2021-04-15 01:55:20.347982, cost_time=0:00:20.584552 2021-04-15 01:55:06,112 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=2.22ms, fps=1379 images/s, loss=0.9499, top1-acc=71.94%, top5-acc=94.20%, remaining_time=0:00:14.213292, arrival_time=2021-04-15 01:55:20.325339, cost_time=0:00:22.442031 2021-04-15 01:55:07,970 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.33ms, fps=1378 images/s, loss=0.9495, top1-acc=72.00%, top5-acc=94.18%, remaining_time=0:00:12.337182, arrival_time=2021-04-15 01:55:20.307762, cost_time=0:00:24.300539 2021-04-15 01:55:09,824 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.70ms, fps=1382 images/s, loss=0.9525, top1-acc=71.84%, top5-acc=94.14%, remaining_time=0:00:10.461640, arrival_time=2021-04-15 01:55:20.285759, cost_time=0:00:26.154031 2021-04-15 01:55:11,683 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.57ms, fps=1378 images/s, loss=0.9552, top1-acc=71.72%, top5-acc=94.12%, remaining_time=0:00:08.590638, arrival_time=2021-04-15 01:55:20.273597, cost_time=0:00:28.012917 2021-04-15 01:55:13,536 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.56ms, fps=1381 images/s, loss=0.9579, top1-acc=71.58%, top5-acc=94.10%, remaining_time=0:00:06.720012, arrival_time=2021-04-15 01:55:20.256813, cost_time=0:00:29.866768 2021-04-15 01:55:15,393 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.39ms, fps=1379 images/s, loss=0.9622, top1-acc=71.41%, top5-acc=94.03%, remaining_time=0:00:04.851860, arrival_time=2021-04-15 01:55:20.245689, cost_time=0:00:31.723724 2021-04-15 01:55:17,255 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.48ms, fps=1376 images/s, loss=0.9634, top1-acc=71.37%, top5-acc=94.00%, remaining_time=0:00:02.985328, arrival_time=2021-04-15 01:55:20.240316, cost_time=0:00:33.584905 2021-04-15 01:55:19,129 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.33ms, fps=1366 images/s, loss=0.9662, top1-acc=71.30%, top5-acc=93.99%, remaining_time=0:00:01.119774, arrival_time=2021-04-15 01:55:20.249360, cost_time=0:00:35.459542 2021-04-15 01:55:20,134 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.48ms, fps=1354 images/s, loss=0.9683, top1-acc=71.25%, top5-acc=93.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:20.134349, cost_time=0:00:36.464317 2021-04-15 01:55:21,177 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.22ms, fps=2459 images/s, loss=1.4565, top1-acc=61.09%, top5-acc=86.56%, remaining_time=0:00:03.123090, arrival_time=2021-04-15 01:55:24.300588, cost_time=0:00:01.041034 2021-04-15 01:55:22,086 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.94ms, fps=2817 images/s, loss=1.4987, top1-acc=59.59%, top5-acc=86.13%, remaining_time=0:00:01.950400, arrival_time=2021-04-15 01:55:24.037217, cost_time=0:00:01.950396 2021-04-15 01:55:22,988 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.42ms, fps=2842 images/s, loss=1.5077, top1-acc=59.19%, top5-acc=86.05%, remaining_time=0:00:00.950560, arrival_time=2021-04-15 01:55:23.938715, cost_time=0:00:02.851681 2021-04-15 01:55:23,814 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.10ms, fps=2809 images/s, loss=1.5033, top1-acc=59.39%, top5-acc=86.21%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:23.814888, cost_time=0:00:03.678470 2021-04-15 01:55:24,006 INFO : Epoch=0029 complete, best val top1-acc=59.55%, top5-acc=86.69% (epoch=28), remaining_time=1:55:17.757633, arrival_time=2021-04-15 03:50:41.764422, cost_time=0:19:33.186960 2021-04-15 01:55:24,008 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 01:55:26,046 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=2.35ms, fps=1256 images/s, loss=0.9068, top1-acc=73.59%, top5-acc=95.04%, remaining_time=0:00:37.899732, arrival_time=2021-04-15 01:56:03.945780, cost_time=0:00:02.037617 2021-04-15 01:55:27,907 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.53ms, fps=1376 images/s, loss=0.9004, top1-acc=73.98%, top5-acc=94.96%, remaining_time=0:00:34.311376, arrival_time=2021-04-15 01:56:02.218881, cost_time=0:00:03.899015 2021-04-15 01:55:29,759 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.9180, top1-acc=73.18%, top5-acc=94.78%, remaining_time=0:00:31.823196, arrival_time=2021-04-15 01:56:01.582811, cost_time=0:00:05.751190 2021-04-15 01:55:31,610 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.89ms, fps=1384 images/s, loss=0.9119, top1-acc=73.47%, top5-acc=94.70%, remaining_time=0:00:29.646708, arrival_time=2021-04-15 01:56:01.256848, cost_time=0:00:07.601710 2021-04-15 01:55:33,468 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.38ms, fps=1378 images/s, loss=0.9072, top1-acc=73.42%, top5-acc=94.75%, remaining_time=0:00:27.623784, arrival_time=2021-04-15 01:56:01.092449, cost_time=0:00:09.460225 2021-04-15 01:55:35,321 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.70ms, fps=1382 images/s, loss=0.9075, top1-acc=73.39%, top5-acc=94.70%, remaining_time=0:00:25.642800, arrival_time=2021-04-15 01:56:00.964258, cost_time=0:00:11.313030 2021-04-15 01:55:37,188 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.34ms, fps=1372 images/s, loss=0.9161, top1-acc=73.04%, top5-acc=94.66%, remaining_time=0:00:23.723406, arrival_time=2021-04-15 01:56:00.911586, cost_time=0:00:13.179686 2021-04-15 01:55:39,048 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=2.06ms, fps=1377 images/s, loss=0.9197, top1-acc=72.81%, top5-acc=94.57%, remaining_time=0:00:21.807768, arrival_time=2021-04-15 01:56:00.856068, cost_time=0:00:15.039877 2021-04-15 01:55:40,904 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.75ms, fps=1380 images/s, loss=0.9250, top1-acc=72.63%, top5-acc=94.51%, remaining_time=0:00:19.899592, arrival_time=2021-04-15 01:56:00.803933, cost_time=0:00:16.895918 2021-04-15 01:55:42,754 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.55ms, fps=1384 images/s, loss=0.9254, top1-acc=72.61%, top5-acc=94.50%, remaining_time=0:00:17.995872, arrival_time=2021-04-15 01:56:00.750059, cost_time=0:00:18.745712 2021-04-15 01:55:44,613 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=2.03ms, fps=1377 images/s, loss=0.9324, top1-acc=72.40%, top5-acc=94.40%, remaining_time=0:00:16.109348, arrival_time=2021-04-15 01:56:00.722854, cost_time=0:00:20.604991 2021-04-15 01:55:46,466 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.64ms, fps=1382 images/s, loss=0.9383, top1-acc=72.20%, top5-acc=94.36%, remaining_time=0:00:14.223400, arrival_time=2021-04-15 01:56:00.689883, cost_time=0:00:22.458034 2021-04-15 01:55:48,323 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.61ms, fps=1379 images/s, loss=0.9422, top1-acc=72.05%, top5-acc=94.29%, remaining_time=0:00:12.344574, arrival_time=2021-04-15 01:56:00.668162, cost_time=0:00:24.315132 2021-04-15 01:55:50,180 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.60ms, fps=1379 images/s, loss=0.9467, top1-acc=71.96%, top5-acc=94.19%, remaining_time=0:00:10.468640, arrival_time=2021-04-15 01:56:00.648724, cost_time=0:00:26.171610 2021-04-15 01:55:52,036 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.19ms, fps=1380 images/s, loss=0.9509, top1-acc=71.79%, top5-acc=94.14%, remaining_time=0:00:08.595192, arrival_time=2021-04-15 01:56:00.631414, cost_time=0:00:28.027749 2021-04-15 01:55:53,889 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.75ms, fps=1382 images/s, loss=0.9550, top1-acc=71.61%, top5-acc=94.10%, remaining_time=0:00:06.723252, arrival_time=2021-04-15 01:56:00.612830, cost_time=0:00:29.881094 2021-04-15 01:55:55,744 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.9620, top1-acc=71.49%, top5-acc=94.00%, remaining_time=0:00:04.853706, arrival_time=2021-04-15 01:56:00.597872, cost_time=0:00:31.735740 2021-04-15 01:55:57,597 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=2.39ms, fps=1381 images/s, loss=0.9652, top1-acc=71.45%, top5-acc=93.94%, remaining_time=0:00:02.985728, arrival_time=2021-04-15 01:56:00.583607, cost_time=0:00:33.589431 2021-04-15 01:55:59,446 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.9675, top1-acc=71.30%, top5-acc=93.94%, remaining_time=0:00:01.119084, arrival_time=2021-04-15 01:56:00.565133, cost_time=0:00:35.437602 2021-04-15 01:56:00,449 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.50ms, fps=1356 images/s, loss=0.9678, top1-acc=71.31%, top5-acc=93.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:00.449652, cost_time=0:00:36.441222 2021-04-15 01:56:01,483 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=2.45ms, fps=2482 images/s, loss=1.5781, top1-acc=57.81%, top5-acc=85.74%, remaining_time=0:00:03.094050, arrival_time=2021-04-15 01:56:04.577445, cost_time=0:00:01.031351 2021-04-15 01:56:02,393 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.54ms, fps=2816 images/s, loss=1.5806, top1-acc=57.64%, top5-acc=85.98%, remaining_time=0:00:01.941180, arrival_time=2021-04-15 01:56:04.334441, cost_time=0:00:01.941173 2021-04-15 01:56:03,299 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.29ms, fps=2827 images/s, loss=1.5709, top1-acc=57.60%, top5-acc=85.89%, remaining_time=0:00:00.949150, arrival_time=2021-04-15 01:56:04.248498, cost_time=0:00:02.847461 2021-04-15 01:56:04,129 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.10ms, fps=2797 images/s, loss=1.5659, top1-acc=57.40%, top5-acc=85.92%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:04.129472, cost_time=0:00:03.677476 2021-04-15 01:56:04,340 INFO : Epoch=0030 complete, best val top1-acc=59.55%, top5-acc=86.69% (epoch=28), remaining_time=1:54:36.615940, arrival_time=2021-04-15 03:50:40.956271, cost_time=0:20:13.520470 2021-04-15 01:56:04,342 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 01:56:06,335 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.44ms, fps=1285 images/s, loss=0.8669, top1-acc=73.91%, top5-acc=95.47%, remaining_time=0:00:37.069428, arrival_time=2021-04-15 01:56:43.404675, cost_time=0:00:01.992980 2021-04-15 01:56:08,185 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.53ms, fps=1384 images/s, loss=0.8522, top1-acc=74.39%, top5-acc=95.21%, remaining_time=0:00:33.820160, arrival_time=2021-04-15 01:56:42.005689, cost_time=0:00:03.843200 2021-04-15 01:56:10,039 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=3.79ms, fps=1382 images/s, loss=0.8809, top1-acc=73.53%, top5-acc=94.90%, remaining_time=0:00:31.519582, arrival_time=2021-04-15 01:56:41.558523, cost_time=0:00:05.696307 2021-04-15 01:56:11,892 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.41ms, fps=1382 images/s, loss=0.8864, top1-acc=73.54%, top5-acc=94.79%, remaining_time=0:00:29.446404, arrival_time=2021-04-15 01:56:41.339072, cost_time=0:00:07.550363 2021-04-15 01:56:13,755 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=2.27ms, fps=1375 images/s, loss=0.8923, top1-acc=73.32%, top5-acc=94.84%, remaining_time=0:00:27.485960, arrival_time=2021-04-15 01:56:41.241232, cost_time=0:00:09.412998 2021-04-15 01:56:15,596 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=2.68ms, fps=1391 images/s, loss=0.9017, top1-acc=72.92%, top5-acc=94.72%, remaining_time=0:00:25.508704, arrival_time=2021-04-15 01:56:41.104910, cost_time=0:00:11.253843 2021-04-15 01:56:17,460 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.02ms, fps=1374 images/s, loss=0.9041, top1-acc=72.85%, top5-acc=94.68%, remaining_time=0:00:23.611896, arrival_time=2021-04-15 01:56:41.071869, cost_time=0:00:13.117701 2021-04-15 01:56:19,297 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.72ms, fps=1393 images/s, loss=0.9074, top1-acc=72.77%, top5-acc=94.67%, remaining_time=0:00:21.685504, arrival_time=2021-04-15 01:56:40.983244, cost_time=0:00:14.955532 2021-04-15 01:56:21,153 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=2.70ms, fps=1380 images/s, loss=0.9144, top1-acc=72.61%, top5-acc=94.58%, remaining_time=0:00:19.800058, arrival_time=2021-04-15 01:56:40.953777, cost_time=0:00:16.811368 2021-04-15 01:56:23,001 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=0.9231, top1-acc=72.48%, top5-acc=94.49%, remaining_time=0:00:17.912544, arrival_time=2021-04-15 01:56:40.913744, cost_time=0:00:18.658909 2021-04-15 01:56:24,849 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=2.37ms, fps=1385 images/s, loss=0.9284, top1-acc=72.39%, top5-acc=94.44%, remaining_time=0:00:16.032980, arrival_time=2021-04-15 01:56:40.882661, cost_time=0:00:20.507343 2021-04-15 01:56:26,697 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.9312, top1-acc=72.32%, top5-acc=94.46%, remaining_time=0:00:14.158344, arrival_time=2021-04-15 01:56:40.856073, cost_time=0:00:22.355321 2021-04-15 01:56:28,558 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.94ms, fps=1376 images/s, loss=0.9324, top1-acc=72.24%, top5-acc=94.44%, remaining_time=0:00:12.294480, arrival_time=2021-04-15 01:56:40.853128, cost_time=0:00:24.216342 2021-04-15 01:56:30,412 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.9365, top1-acc=72.09%, top5-acc=94.39%, remaining_time=0:00:10.428040, arrival_time=2021-04-15 01:56:40.840398, cost_time=0:00:26.070071 2021-04-15 01:56:32,259 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.68ms, fps=1387 images/s, loss=0.9364, top1-acc=72.09%, top5-acc=94.37%, remaining_time=0:00:08.561198, arrival_time=2021-04-15 01:56:40.820455, cost_time=0:00:27.916972 2021-04-15 01:56:34,112 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=0.9377, top1-acc=72.03%, top5-acc=94.36%, remaining_time=0:00:06.698304, arrival_time=2021-04-15 01:56:40.810776, cost_time=0:00:29.770169 2021-04-15 01:56:35,953 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.59ms, fps=1391 images/s, loss=0.9414, top1-acc=71.96%, top5-acc=94.29%, remaining_time=0:00:04.834622, arrival_time=2021-04-15 01:56:40.787815, cost_time=0:00:31.610917 2021-04-15 01:56:37,794 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.9438, top1-acc=71.93%, top5-acc=94.28%, remaining_time=0:00:02.973552, arrival_time=2021-04-15 01:56:40.768249, cost_time=0:00:33.452502 2021-04-15 01:56:39,642 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.9498, top1-acc=71.85%, top5-acc=94.18%, remaining_time=0:00:01.114758, arrival_time=2021-04-15 01:56:40.757664, cost_time=0:00:35.300644 2021-04-15 01:56:40,636 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.35ms, fps=1370 images/s, loss=0.9535, top1-acc=71.75%, top5-acc=94.16%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:40.636038, cost_time=0:00:36.293843 2021-04-15 01:56:41,661 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.30ms, fps=2504 images/s, loss=1.5879, top1-acc=57.11%, top5-acc=84.22%, remaining_time=0:00:03.067050, arrival_time=2021-04-15 01:56:44.728235, cost_time=0:00:01.022352 2021-04-15 01:56:42,561 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=4.50ms, fps=2845 images/s, loss=1.5354, top1-acc=57.87%, top5-acc=85.10%, remaining_time=0:00:01.922780, arrival_time=2021-04-15 01:56:44.484352, cost_time=0:00:01.922774 2021-04-15 01:56:43,466 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.70ms, fps=2831 images/s, loss=1.5421, top1-acc=57.34%, top5-acc=85.26%, remaining_time=0:00:00.942520, arrival_time=2021-04-15 01:56:44.408830, cost_time=0:00:02.827570 2021-04-15 01:56:44,286 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=2832 images/s, loss=1.5196, top1-acc=57.41%, top5-acc=85.50%, remaining_time=0:00:00, arrival_time=2021-04-15 01:56:44.286015, cost_time=0:00:03.647279 2021-04-15 01:56:44,452 INFO : Epoch=0031 complete, best val top1-acc=59.55%, top5-acc=86.69% (epoch=28), remaining_time=1:53:54.321468, arrival_time=2021-04-15 03:50:38.774229, cost_time=0:20:53.632925 2021-04-15 01:56:44,454 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 01:56:46,466 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.46ms, fps=1272 images/s, loss=0.9102, top1-acc=73.24%, top5-acc=94.73%, remaining_time=0:00:37.427478, arrival_time=2021-04-15 01:57:23.894059, cost_time=0:00:02.012231 2021-04-15 01:56:48,319 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.51ms, fps=1382 images/s, loss=0.8798, top1-acc=73.57%, top5-acc=95.25%, remaining_time=0:00:34.012176, arrival_time=2021-04-15 01:57:22.331580, cost_time=0:00:03.865029 2021-04-15 01:56:50,158 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.8890, top1-acc=73.29%, top5-acc=95.13%, remaining_time=0:00:31.561746, arrival_time=2021-04-15 01:57:21.720030, cost_time=0:00:05.703930 2021-04-15 01:56:52,001 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.8965, top1-acc=73.22%, top5-acc=94.98%, remaining_time=0:00:29.434548, arrival_time=2021-04-15 01:57:21.436210, cost_time=0:00:07.547301 2021-04-15 01:56:53,845 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.8930, top1-acc=73.36%, top5-acc=94.98%, remaining_time=0:00:27.421428, arrival_time=2021-04-15 01:57:21.266706, cost_time=0:00:09.390920 2021-04-15 01:56:55,691 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.8941, top1-acc=73.40%, top5-acc=94.90%, remaining_time=0:00:25.471168, arrival_time=2021-04-15 01:57:21.162878, cost_time=0:00:11.237250 2021-04-15 01:56:57,546 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.9015, top1-acc=73.31%, top5-acc=94.85%, remaining_time=0:00:23.564772, arrival_time=2021-04-15 01:57:21.110784, cost_time=0:00:13.091547 2021-04-15 01:56:59,387 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.9040, top1-acc=73.27%, top5-acc=94.73%, remaining_time=0:00:21.653256, arrival_time=2021-04-15 01:57:21.040945, cost_time=0:00:14.933263 2021-04-15 01:57:01,234 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.59ms, fps=1387 images/s, loss=0.9111, top1-acc=73.14%, top5-acc=94.68%, remaining_time=0:00:19.762746, arrival_time=2021-04-15 01:57:20.996710, cost_time=0:00:16.779678 2021-04-15 01:57:03,080 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.9115, top1-acc=73.14%, top5-acc=94.70%, remaining_time=0:00:17.880576, arrival_time=2021-04-15 01:57:20.960490, cost_time=0:00:18.625561 2021-04-15 01:57:04,934 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.20ms, fps=1381 images/s, loss=0.9116, top1-acc=73.05%, top5-acc=94.72%, remaining_time=0:00:16.011910, arrival_time=2021-04-15 01:57:20.946750, cost_time=0:00:20.480383 2021-04-15 01:57:06,791 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.37ms, fps=1379 images/s, loss=0.9160, top1-acc=72.89%, top5-acc=94.71%, remaining_time=0:00:14.146792, arrival_time=2021-04-15 01:57:20.938254, cost_time=0:00:22.337100 2021-04-15 01:57:08,660 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.36ms, fps=1370 images/s, loss=0.9186, top1-acc=72.84%, top5-acc=94.60%, remaining_time=0:00:12.289134, arrival_time=2021-04-15 01:57:20.949370, cost_time=0:00:24.205845 2021-04-15 01:57:10,509 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.89ms, fps=1385 images/s, loss=0.9258, top1-acc=72.57%, top5-acc=94.51%, remaining_time=0:00:10.421824, arrival_time=2021-04-15 01:57:20.930799, cost_time=0:00:26.054616 2021-04-15 01:57:12,348 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.9267, top1-acc=72.55%, top5-acc=94.48%, remaining_time=0:00:08.554068, arrival_time=2021-04-15 01:57:20.902035, cost_time=0:00:27.893680 2021-04-15 01:57:14,188 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.49ms, fps=1391 images/s, loss=0.9310, top1-acc=72.48%, top5-acc=94.40%, remaining_time=0:00:06.690132, arrival_time=2021-04-15 01:57:20.878461, cost_time=0:00:29.733968 2021-04-15 01:57:16,051 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.46ms, fps=1375 images/s, loss=0.9336, top1-acc=72.40%, top5-acc=94.37%, remaining_time=0:00:04.832386, arrival_time=2021-04-15 01:57:20.883277, cost_time=0:00:31.596405 2021-04-15 01:57:17,905 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.92ms, fps=1381 images/s, loss=0.9414, top1-acc=72.20%, top5-acc=94.24%, remaining_time=0:00:02.973456, arrival_time=2021-04-15 01:57:20.879196, cost_time=0:00:33.451399 2021-04-15 01:57:19,751 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.78ms, fps=1388 images/s, loss=0.9454, top1-acc=72.08%, top5-acc=94.22%, remaining_time=0:00:01.114638, arrival_time=2021-04-15 01:57:20.865853, cost_time=0:00:35.296869 2021-04-15 01:57:20,745 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.27ms, fps=1368 images/s, loss=0.9469, top1-acc=72.03%, top5-acc=94.20%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:20.745619, cost_time=0:00:36.291357 2021-04-15 01:57:21,755 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.37ms, fps=2540 images/s, loss=1.6003, top1-acc=56.64%, top5-acc=84.80%, remaining_time=0:00:03.023760, arrival_time=2021-04-15 01:57:24.779316, cost_time=0:00:01.007920 2021-04-15 01:57:22,650 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.41ms, fps=2863 images/s, loss=1.5926, top1-acc=57.11%, top5-acc=84.80%, remaining_time=0:00:01.902640, arrival_time=2021-04-15 01:57:24.553076, cost_time=0:00:01.902634 2021-04-15 01:57:23,544 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.48ms, fps=2865 images/s, loss=1.5982, top1-acc=57.32%, top5-acc=84.75%, remaining_time=0:00:00.932380, arrival_time=2021-04-15 01:57:24.477097, cost_time=0:00:02.797135 2021-04-15 01:57:24,361 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.08ms, fps=2841 images/s, loss=1.5979, top1-acc=57.23%, top5-acc=84.96%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:24.361683, cost_time=0:00:03.614124 2021-04-15 01:57:24,554 INFO : Epoch=0032 complete, best val top1-acc=59.55%, top5-acc=86.69% (epoch=28), remaining_time=1:53:12.104592, arrival_time=2021-04-15 03:50:36.658619, cost_time=0:21:33.734206 2021-04-15 01:57:24,555 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 01:57:26,593 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.45ms, fps=1256 images/s, loss=0.8798, top1-acc=73.48%, top5-acc=95.12%, remaining_time=0:00:37.901034, arrival_time=2021-04-15 01:58:04.494337, cost_time=0:00:02.037694 2021-04-15 01:57:28,448 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.78ms, fps=1381 images/s, loss=0.8853, top1-acc=73.48%, top5-acc=94.86%, remaining_time=0:00:34.255232, arrival_time=2021-04-15 01:58:02.703562, cost_time=0:00:03.892642 2021-04-15 01:57:30,304 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.90ms, fps=1380 images/s, loss=0.8851, top1-acc=73.46%, top5-acc=94.90%, remaining_time=0:00:31.808588, arrival_time=2021-04-15 01:58:02.112727, cost_time=0:00:05.748536 2021-04-15 01:57:32,146 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.8932, top1-acc=73.27%, top5-acc=94.65%, remaining_time=0:00:29.603964, arrival_time=2021-04-15 01:58:01.750334, cost_time=0:00:07.590758 2021-04-15 01:57:33,984 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.54ms, fps=1393 images/s, loss=0.8983, top1-acc=73.20%, top5-acc=94.59%, remaining_time=0:00:27.532826, arrival_time=2021-04-15 01:58:01.517466, cost_time=0:00:09.429038 2021-04-15 01:57:35,832 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.9029, top1-acc=72.96%, top5-acc=94.55%, remaining_time=0:00:25.560112, arrival_time=2021-04-15 01:58:01.392210, cost_time=0:00:11.276495 2021-04-15 01:57:37,677 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.9030, top1-acc=73.04%, top5-acc=94.58%, remaining_time=0:00:23.618826, arrival_time=2021-04-15 01:58:01.295983, cost_time=0:00:13.121560 2021-04-15 01:57:39,518 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.9042, top1-acc=72.98%, top5-acc=94.60%, remaining_time=0:00:21.695828, arrival_time=2021-04-15 01:58:01.214043, cost_time=0:00:14.962622 2021-04-15 01:57:41,355 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.9134, top1-acc=72.80%, top5-acc=94.54%, remaining_time=0:00:19.786384, arrival_time=2021-04-15 01:58:01.141775, cost_time=0:00:16.799788 2021-04-15 01:57:43,197 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.48ms, fps=1390 images/s, loss=0.9180, top1-acc=72.64%, top5-acc=94.47%, remaining_time=0:00:17.896032, arrival_time=2021-04-15 01:58:01.093377, cost_time=0:00:18.641742 2021-04-15 01:57:45,046 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.61ms, fps=1385 images/s, loss=0.9195, top1-acc=72.54%, top5-acc=94.48%, remaining_time=0:00:16.020080, arrival_time=2021-04-15 01:58:01.066472, cost_time=0:00:20.490772 2021-04-15 01:57:46,908 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.63ms, fps=1375 images/s, loss=0.9229, top1-acc=72.39%, top5-acc=94.47%, remaining_time=0:00:14.157052, arrival_time=2021-04-15 01:58:01.065937, cost_time=0:00:22.353279 2021-04-15 01:57:48,753 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.9247, top1-acc=72.44%, top5-acc=94.46%, remaining_time=0:00:12.284976, arrival_time=2021-04-15 01:58:01.038335, cost_time=0:00:24.197711 2021-04-15 01:57:50,594 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.58ms, fps=1391 images/s, loss=0.9286, top1-acc=72.39%, top5-acc=94.34%, remaining_time=0:00:10.415384, arrival_time=2021-04-15 01:58:01.009398, cost_time=0:00:26.038433 2021-04-15 01:57:52,444 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.9280, top1-acc=72.40%, top5-acc=94.38%, remaining_time=0:00:08.552688, arrival_time=2021-04-15 01:58:00.997481, cost_time=0:00:27.889181 2021-04-15 01:57:54,281 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.60ms, fps=1394 images/s, loss=0.9320, top1-acc=72.27%, top5-acc=94.37%, remaining_time=0:00:06.688296, arrival_time=2021-04-15 01:58:00.969720, cost_time=0:00:29.725704 2021-04-15 01:57:56,123 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=2.15ms, fps=1390 images/s, loss=0.9350, top1-acc=72.23%, top5-acc=94.37%, remaining_time=0:00:04.827992, arrival_time=2021-04-15 01:58:00.951324, cost_time=0:00:31.567721 2021-04-15 01:57:57,969 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.9372, top1-acc=72.18%, top5-acc=94.36%, remaining_time=0:00:02.970112, arrival_time=2021-04-15 01:58:00.939466, cost_time=0:00:33.413831 2021-04-15 01:57:59,811 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.29ms, fps=1390 images/s, loss=0.9400, top1-acc=72.14%, top5-acc=94.29%, remaining_time=0:00:01.113342, arrival_time=2021-04-15 01:58:00.924753, cost_time=0:00:35.255791 2021-04-15 01:58:00,806 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.27ms, fps=1368 images/s, loss=0.9397, top1-acc=72.13%, top5-acc=94.33%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:00.806186, cost_time=0:00:36.250664 2021-04-15 01:58:01,834 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.55ms, fps=2495 images/s, loss=1.5253, top1-acc=58.09%, top5-acc=85.90%, remaining_time=0:00:03.077820, arrival_time=2021-04-15 01:58:04.911904, cost_time=0:00:01.025940 2021-04-15 01:58:02,734 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.44ms, fps=2846 images/s, loss=1.4734, top1-acc=58.93%, top5-acc=86.84%, remaining_time=0:00:01.925920, arrival_time=2021-04-15 01:58:04.660000, cost_time=0:00:01.925918 2021-04-15 01:58:03,629 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.30ms, fps=2862 images/s, loss=1.4651, top1-acc=59.18%, top5-acc=86.81%, remaining_time=0:00:00.940320, arrival_time=2021-04-15 01:58:04.569377, cost_time=0:00:02.820974 2021-04-15 01:58:04,447 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=2838 images/s, loss=1.4557, top1-acc=59.34%, top5-acc=87.00%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:04.446992, cost_time=0:00:03.638948 2021-04-15 01:58:04,631 INFO : Epoch=0033 complete, best val top1-acc=59.55%, top5-acc=86.69% (epoch=28), remaining_time=1:52:29.894844, arrival_time=2021-04-15 03:50:34.526217, cost_time=0:22:13.811547 2021-04-15 01:58:04,632 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 01:58:06,641 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.39ms, fps=1274 images/s, loss=0.8955, top1-acc=73.83%, top5-acc=94.65%, remaining_time=0:00:37.360146, arrival_time=2021-04-15 01:58:44.001693, cost_time=0:00:02.008610 2021-04-15 01:58:08,476 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.55ms, fps=1395 images/s, loss=0.8825, top1-acc=73.55%, top5-acc=95.10%, remaining_time=0:00:33.827200, arrival_time=2021-04-15 01:58:42.304103, cost_time=0:00:03.844008 2021-04-15 01:58:10,327 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.32ms, fps=1384 images/s, loss=0.8745, top1-acc=73.70%, top5-acc=95.30%, remaining_time=0:00:31.510784, arrival_time=2021-04-15 01:58:41.838417, cost_time=0:00:05.694713 2021-04-15 01:58:12,180 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.59ms, fps=1383 images/s, loss=0.8802, top1-acc=73.36%, top5-acc=95.22%, remaining_time=0:00:29.433456, arrival_time=2021-04-15 01:58:41.613406, cost_time=0:00:07.547020 2021-04-15 01:58:14,026 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.8816, top1-acc=73.28%, top5-acc=95.20%, remaining_time=0:00:27.427998, arrival_time=2021-04-15 01:58:41.454038, cost_time=0:00:09.393134 2021-04-15 01:58:15,864 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.61ms, fps=1393 images/s, loss=0.8821, top1-acc=73.34%, top5-acc=95.18%, remaining_time=0:00:25.457432, arrival_time=2021-04-15 01:58:41.321554, cost_time=0:00:11.231208 2021-04-15 01:58:17,714 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=0.8812, top1-acc=73.21%, top5-acc=95.18%, remaining_time=0:00:23.547006, arrival_time=2021-04-15 01:58:41.261680, cost_time=0:00:13.081667 2021-04-15 01:58:19,564 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=2.50ms, fps=1385 images/s, loss=0.8869, top1-acc=73.12%, top5-acc=95.15%, remaining_time=0:00:21.650472, arrival_time=2021-04-15 01:58:41.214785, cost_time=0:00:14.931355 2021-04-15 01:58:21,415 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.8877, top1-acc=73.02%, top5-acc=95.19%, remaining_time=0:00:19.766350, arrival_time=2021-04-15 01:58:41.182110, cost_time=0:00:16.782761 2021-04-15 01:58:23,276 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.45ms, fps=1377 images/s, loss=0.8924, top1-acc=72.95%, top5-acc=95.09%, remaining_time=0:00:17.897376, arrival_time=2021-04-15 01:58:41.173414, cost_time=0:00:18.643119 2021-04-15 01:58:25,119 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.8960, top1-acc=72.92%, top5-acc=95.01%, remaining_time=0:00:16.016468, arrival_time=2021-04-15 01:58:41.135594, cost_time=0:00:20.486205 2021-04-15 01:58:26,962 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.66ms, fps=1389 images/s, loss=0.9023, top1-acc=72.76%, top5-acc=94.90%, remaining_time=0:00:14.141928, arrival_time=2021-04-15 01:58:41.104254, cost_time=0:00:22.329374 2021-04-15 01:58:28,809 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.59ms, fps=1387 images/s, loss=0.9039, top1-acc=72.71%, top5-acc=94.84%, remaining_time=0:00:12.274152, arrival_time=2021-04-15 01:58:41.083368, cost_time=0:00:24.176307 2021-04-15 01:58:30,647 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.9075, top1-acc=72.58%, top5-acc=94.76%, remaining_time=0:00:10.405696, arrival_time=2021-04-15 01:58:41.052807, cost_time=0:00:26.014198 2021-04-15 01:58:32,492 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.95ms, fps=1388 images/s, loss=0.9110, top1-acc=72.54%, top5-acc=94.73%, remaining_time=0:00:08.543534, arrival_time=2021-04-15 01:58:41.035782, cost_time=0:00:27.859339 2021-04-15 01:58:34,351 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.9169, top1-acc=72.40%, top5-acc=94.63%, remaining_time=0:00:06.686532, arrival_time=2021-04-15 01:58:41.037478, cost_time=0:00:29.717942 2021-04-15 01:58:36,196 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.32ms, fps=1388 images/s, loss=0.9206, top1-acc=72.29%, top5-acc=94.58%, remaining_time=0:00:04.827368, arrival_time=2021-04-15 01:58:41.023739, cost_time=0:00:31.563547 2021-04-15 01:58:38,035 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.9234, top1-acc=72.20%, top5-acc=94.52%, remaining_time=0:00:02.969136, arrival_time=2021-04-15 01:58:41.004898, cost_time=0:00:33.402825 2021-04-15 01:58:39,897 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.22ms, fps=1375 images/s, loss=0.9281, top1-acc=72.05%, top5-acc=94.49%, remaining_time=0:00:01.113630, arrival_time=2021-04-15 01:58:41.011497, cost_time=0:00:35.264933 2021-04-15 01:58:40,890 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.27ms, fps=1370 images/s, loss=0.9293, top1-acc=71.98%, top5-acc=94.49%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:40.890948, cost_time=0:00:36.258139 2021-04-15 01:58:41,920 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=2.25ms, fps=2491 images/s, loss=1.4968, top1-acc=59.37%, top5-acc=86.25%, remaining_time=0:00:03.082650, arrival_time=2021-04-15 01:58:45.003130, cost_time=0:00:01.027548 2021-04-15 01:58:42,816 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.98ms, fps=2858 images/s, loss=1.4930, top1-acc=59.43%, top5-acc=86.52%, remaining_time=0:00:01.923900, arrival_time=2021-04-15 01:58:44.740605, cost_time=0:00:01.923908 2021-04-15 01:58:43,711 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.54ms, fps=2863 images/s, loss=1.4832, top1-acc=59.19%, top5-acc=86.74%, remaining_time=0:00:00.939470, arrival_time=2021-04-15 01:58:44.650872, cost_time=0:00:02.818404 2021-04-15 01:58:44,529 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=2837 images/s, loss=1.4726, top1-acc=59.66%, top5-acc=86.98%, remaining_time=0:00:00, arrival_time=2021-04-15 01:58:44.529743, cost_time=0:00:03.636969 2021-04-15 01:58:44,905 INFO : Epoch=0034 complete, best val top1-acc=59.66%, top5-acc=86.98% (epoch=34), remaining_time=1:51:48.769318, arrival_time=2021-04-15 03:50:33.674420, cost_time=0:22:54.085268 2021-04-15 01:58:44,906 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 01:58:46,913 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=2.06ms, fps=1276 images/s, loss=0.8557, top1-acc=74.41%, top5-acc=95.66%, remaining_time=0:00:37.321830, arrival_time=2021-04-15 01:59:24.235006, cost_time=0:00:02.006553 2021-04-15 01:58:48,763 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=0.8601, top1-acc=74.32%, top5-acc=95.59%, remaining_time=0:00:33.936144, arrival_time=2021-04-15 01:59:22.699152, cost_time=0:00:03.856386 2021-04-15 01:58:50,608 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.8667, top1-acc=74.23%, top5-acc=95.25%, remaining_time=0:00:31.548964, arrival_time=2021-04-15 01:59:22.157281, cost_time=0:00:05.701630 2021-04-15 01:58:52,460 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.8672, top1-acc=74.29%, top5-acc=95.28%, remaining_time=0:00:29.460132, arrival_time=2021-04-15 01:59:21.920769, cost_time=0:00:07.553882 2021-04-15 01:58:54,303 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=2.04ms, fps=1390 images/s, loss=0.8685, top1-acc=74.34%, top5-acc=95.18%, remaining_time=0:00:27.437926, arrival_time=2021-04-15 01:59:21.741090, cost_time=0:00:09.396538 2021-04-15 01:58:56,143 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.57ms, fps=1391 images/s, loss=0.8660, top1-acc=74.33%, top5-acc=95.22%, remaining_time=0:00:25.471168, arrival_time=2021-04-15 01:59:21.615005, cost_time=0:00:11.237289 2021-04-15 01:58:57,988 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.8657, top1-acc=74.26%, top5-acc=95.16%, remaining_time=0:00:23.546880, arrival_time=2021-04-15 01:59:21.535107, cost_time=0:00:13.081602 2021-04-15 01:58:59,836 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.8698, top1-acc=74.01%, top5-acc=95.05%, remaining_time=0:00:21.648500, arrival_time=2021-04-15 01:59:21.485027, cost_time=0:00:14.929962 2021-04-15 01:59:01,681 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.8786, top1-acc=73.79%, top5-acc=94.98%, remaining_time=0:00:19.756810, arrival_time=2021-04-15 01:59:21.438108, cost_time=0:00:16.774674 2021-04-15 01:59:03,525 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.72ms, fps=1389 images/s, loss=0.8743, top1-acc=73.93%, top5-acc=95.02%, remaining_time=0:00:17.874048, arrival_time=2021-04-15 01:59:21.399534, cost_time=0:00:18.618823 2021-04-15 01:59:05,373 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.8809, top1-acc=73.70%, top5-acc=94.90%, remaining_time=0:00:16.001246, arrival_time=2021-04-15 01:59:21.374613, cost_time=0:00:20.466762 2021-04-15 01:59:07,220 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.64ms, fps=1386 images/s, loss=0.8832, top1-acc=73.69%, top5-acc=94.88%, remaining_time=0:00:14.132276, arrival_time=2021-04-15 01:59:21.352999, cost_time=0:00:22.314092 2021-04-15 01:59:09,067 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.8877, top1-acc=73.66%, top5-acc=94.78%, remaining_time=0:00:12.266364, arrival_time=2021-04-15 01:59:21.333951, cost_time=0:00:24.161052 2021-04-15 01:59:10,925 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=2.27ms, fps=1378 images/s, loss=0.8928, top1-acc=73.51%, top5-acc=94.71%, remaining_time=0:00:10.407488, arrival_time=2021-04-15 01:59:21.332948, cost_time=0:00:26.018733 2021-04-15 01:59:12,777 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.8932, top1-acc=73.51%, top5-acc=94.71%, remaining_time=0:00:08.547168, arrival_time=2021-04-15 01:59:21.325014, cost_time=0:00:27.871225 2021-04-15 01:59:14,614 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.8954, top1-acc=73.48%, top5-acc=94.69%, remaining_time=0:00:06.684336, arrival_time=2021-04-15 01:59:21.299104, cost_time=0:00:29.708148 2021-04-15 01:59:16,474 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.83ms, fps=1377 images/s, loss=0.8988, top1-acc=73.38%, top5-acc=94.64%, remaining_time=0:00:04.828044, arrival_time=2021-04-15 01:59:21.302734, cost_time=0:00:31.568065 2021-04-15 01:59:18,319 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.9044, top1-acc=73.16%, top5-acc=94.57%, remaining_time=0:00:02.970048, arrival_time=2021-04-15 01:59:21.289783, cost_time=0:00:33.413114 2021-04-15 01:59:20,160 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.23ms, fps=1391 images/s, loss=0.9078, top1-acc=73.07%, top5-acc=94.53%, remaining_time=0:00:01.113288, arrival_time=2021-04-15 01:59:21.274009, cost_time=0:00:35.254192 2021-04-15 01:59:21,154 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.30ms, fps=1370 images/s, loss=0.9126, top1-acc=72.99%, top5-acc=94.48%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:21.154127, cost_time=0:00:36.247518 2021-04-15 01:59:22,188 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.24ms, fps=2480 images/s, loss=1.5195, top1-acc=58.55%, top5-acc=85.70%, remaining_time=0:00:03.097230, arrival_time=2021-04-15 01:59:25.285662, cost_time=0:00:01.032408 2021-04-15 01:59:23,085 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.66ms, fps=2854 images/s, loss=1.4752, top1-acc=59.37%, top5-acc=86.68%, remaining_time=0:00:01.929860, arrival_time=2021-04-15 01:59:25.015681, cost_time=0:00:01.929865 2021-04-15 01:59:23,979 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.29ms, fps=2866 images/s, loss=1.4786, top1-acc=59.35%, top5-acc=86.38%, remaining_time=0:00:00.941110, arrival_time=2021-04-15 01:59:24.920398, cost_time=0:00:02.823339 2021-04-15 01:59:24,796 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.09ms, fps=2839 images/s, loss=1.4503, top1-acc=59.64%, top5-acc=86.48%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:24.796841, cost_time=0:00:03.640919 2021-04-15 01:59:24,970 INFO : Epoch=0035 complete, best val top1-acc=59.66%, top5-acc=86.98% (epoch=34), remaining_time=1:51:06.710160, arrival_time=2021-04-15 03:50:31.680630, cost_time=0:23:34.150646 2021-04-15 01:59:24,971 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 01:59:26,997 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.56ms, fps=1264 images/s, loss=0.8614, top1-acc=74.26%, top5-acc=95.04%, remaining_time=0:00:37.670952, arrival_time=2021-04-15 02:00:04.668181, cost_time=0:00:02.025317 2021-04-15 01:59:28,848 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.71ms, fps=1384 images/s, loss=0.8492, top1-acc=74.24%, top5-acc=95.47%, remaining_time=0:00:34.110032, arrival_time=2021-04-15 02:00:02.958074, cost_time=0:00:03.876131 2021-04-15 01:59:30,705 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.8561, top1-acc=73.98%, top5-acc=95.46%, remaining_time=0:00:31.724426, arrival_time=2021-04-15 02:00:02.429777, cost_time=0:00:05.733342 2021-04-15 01:59:32,556 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.82ms, fps=1383 images/s, loss=0.8633, top1-acc=73.75%, top5-acc=95.23%, remaining_time=0:00:29.581344, arrival_time=2021-04-15 02:00:02.138214, cost_time=0:00:07.584977 2021-04-15 01:59:34,396 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.8634, top1-acc=73.98%, top5-acc=95.23%, remaining_time=0:00:27.519978, arrival_time=2021-04-15 02:00:01.916560, cost_time=0:00:09.424673 2021-04-15 01:59:36,237 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.68ms, fps=1391 images/s, loss=0.8682, top1-acc=73.86%, top5-acc=95.17%, remaining_time=0:00:25.534680, arrival_time=2021-04-15 02:00:01.771916, cost_time=0:00:11.265326 2021-04-15 01:59:38,077 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.53ms, fps=1391 images/s, loss=0.8674, top1-acc=73.93%, top5-acc=95.12%, remaining_time=0:00:23.590224, arrival_time=2021-04-15 02:00:01.667910, cost_time=0:00:13.105691 2021-04-15 01:59:39,931 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.56ms, fps=1381 images/s, loss=0.8732, top1-acc=73.74%, top5-acc=95.03%, remaining_time=0:00:21.691536, arrival_time=2021-04-15 02:00:01.623009, cost_time=0:00:14.959655 2021-04-15 01:59:41,779 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.8765, top1-acc=73.70%, top5-acc=94.98%, remaining_time=0:00:19.795606, arrival_time=2021-04-15 02:00:01.575104, cost_time=0:00:16.807613 2021-04-15 01:59:43,634 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.59ms, fps=1380 images/s, loss=0.8729, top1-acc=73.85%, top5-acc=95.04%, remaining_time=0:00:17.916384, arrival_time=2021-04-15 02:00:01.551203, cost_time=0:00:18.662918 2021-04-15 01:59:45,486 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=0.8758, top1-acc=73.86%, top5-acc=95.00%, remaining_time=0:00:16.038312, arrival_time=2021-04-15 02:00:01.524366, cost_time=0:00:20.514155 2021-04-15 01:59:47,335 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.8800, top1-acc=73.78%, top5-acc=94.99%, remaining_time=0:00:14.163588, arrival_time=2021-04-15 02:00:01.499034, cost_time=0:00:22.363560 2021-04-15 01:59:49,182 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.8836, top1-acc=73.65%, top5-acc=94.95%, remaining_time=0:00:12.291246, arrival_time=2021-04-15 02:00:01.473222, cost_time=0:00:24.210070 2021-04-15 01:59:51,027 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.66ms, fps=1388 images/s, loss=0.8873, top1-acc=73.54%, top5-acc=94.93%, remaining_time=0:00:10.422160, arrival_time=2021-04-15 02:00:01.449548, cost_time=0:00:26.055466 2021-04-15 01:59:52,880 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.33ms, fps=1382 images/s, loss=0.8916, top1-acc=73.39%, top5-acc=94.84%, remaining_time=0:00:08.558760, arrival_time=2021-04-15 02:00:01.439632, cost_time=0:00:27.909070 2021-04-15 01:59:54,728 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.8953, top1-acc=73.24%, top5-acc=94.81%, remaining_time=0:00:06.695208, arrival_time=2021-04-15 02:00:01.423668, cost_time=0:00:29.756525 2021-04-15 01:59:56,574 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.68ms, fps=1387 images/s, loss=0.8988, top1-acc=73.16%, top5-acc=94.81%, remaining_time=0:00:04.833322, arrival_time=2021-04-15 02:00:01.407586, cost_time=0:00:31.602411 2021-04-15 01:59:58,417 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.49ms, fps=1389 images/s, loss=0.9006, top1-acc=73.11%, top5-acc=94.78%, remaining_time=0:00:02.972960, arrival_time=2021-04-15 02:00:01.390791, cost_time=0:00:33.445842 2021-04-15 02:00:00,263 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.29ms, fps=1387 images/s, loss=0.9045, top1-acc=72.93%, top5-acc=94.76%, remaining_time=0:00:01.114476, arrival_time=2021-04-15 02:00:01.378180, cost_time=0:00:35.291807 2021-04-15 02:00:01,263 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.29ms, fps=1361 images/s, loss=0.9088, top1-acc=72.84%, top5-acc=94.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:01.263375, cost_time=0:00:36.291553 2021-04-15 02:00:02,275 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.23ms, fps=2535 images/s, loss=1.5376, top1-acc=58.20%, top5-acc=86.25%, remaining_time=0:00:03.029010, arrival_time=2021-04-15 02:00:05.304047, cost_time=0:00:01.009671 2021-04-15 02:00:03,170 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=2.10ms, fps=2862 images/s, loss=1.5492, top1-acc=57.68%, top5-acc=85.66%, remaining_time=0:00:01.904380, arrival_time=2021-04-15 02:00:05.074499, cost_time=0:00:01.904380 2021-04-15 02:00:04,067 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.46ms, fps=2854 images/s, loss=1.5536, top1-acc=57.70%, top5-acc=85.64%, remaining_time=0:00:00.934160, arrival_time=2021-04-15 02:00:05.002070, cost_time=0:00:02.802494 2021-04-15 02:00:04,885 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.09ms, fps=2839 images/s, loss=1.5184, top1-acc=57.95%, top5-acc=85.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:04.885550, cost_time=0:00:03.620212 2021-04-15 02:00:05,075 INFO : Epoch=0036 complete, best val top1-acc=59.66%, top5-acc=86.98% (epoch=34), remaining_time=1:50:24.943180, arrival_time=2021-04-15 03:50:30.018826, cost_time=0:24:14.255815 2021-04-15 02:00:05,077 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 02:00:07,095 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.33ms, fps=1269 images/s, loss=0.8651, top1-acc=74.45%, top5-acc=95.51%, remaining_time=0:00:37.534242, arrival_time=2021-04-15 02:00:44.629411, cost_time=0:00:02.017973 2021-04-15 02:00:08,934 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=0.8386, top1-acc=75.43%, top5-acc=95.49%, remaining_time=0:00:33.942480, arrival_time=2021-04-15 02:00:42.876773, cost_time=0:00:03.857100 2021-04-15 02:00:10,779 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.08ms, fps=1388 images/s, loss=0.8401, top1-acc=75.18%, top5-acc=95.51%, remaining_time=0:00:31.549296, arrival_time=2021-04-15 02:00:42.328229, cost_time=0:00:05.701670 2021-04-15 02:00:12,634 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.8444, top1-acc=74.91%, top5-acc=95.54%, remaining_time=0:00:29.472768, arrival_time=2021-04-15 02:00:42.107074, cost_time=0:00:07.557115 2021-04-15 02:00:14,485 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.8459, top1-acc=74.97%, top5-acc=95.48%, remaining_time=0:00:27.471944, arrival_time=2021-04-15 02:00:41.957371, cost_time=0:00:09.408183 2021-04-15 02:00:16,325 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.8527, top1-acc=74.65%, top5-acc=95.30%, remaining_time=0:00:25.496056, arrival_time=2021-04-15 02:00:41.821524, cost_time=0:00:11.248268 2021-04-15 02:00:18,163 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.8570, top1-acc=74.50%, top5-acc=95.27%, remaining_time=0:00:23.555952, arrival_time=2021-04-15 02:00:41.719703, cost_time=0:00:13.086646 2021-04-15 02:00:20,011 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.8626, top1-acc=74.29%, top5-acc=95.21%, remaining_time=0:00:21.654532, arrival_time=2021-04-15 02:00:41.665887, cost_time=0:00:14.934131 2021-04-15 02:00:21,855 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.59ms, fps=1388 images/s, loss=0.8597, top1-acc=74.42%, top5-acc=95.20%, remaining_time=0:00:19.761368, arrival_time=2021-04-15 02:00:41.617002, cost_time=0:00:16.778527 2021-04-15 02:00:23,712 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.65ms, fps=1379 images/s, loss=0.8621, top1-acc=74.32%, top5-acc=95.16%, remaining_time=0:00:17.889600, arrival_time=2021-04-15 02:00:41.601808, cost_time=0:00:18.635019 2021-04-15 02:00:25,557 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=2.06ms, fps=1388 images/s, loss=0.8662, top1-acc=74.21%, top5-acc=95.14%, remaining_time=0:00:16.011652, arrival_time=2021-04-15 02:00:41.568844, cost_time=0:00:20.479996 2021-04-15 02:00:27,418 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=4.84ms, fps=1376 images/s, loss=0.8693, top1-acc=74.05%, top5-acc=95.09%, remaining_time=0:00:14.149680, arrival_time=2021-04-15 02:00:41.568447, cost_time=0:00:22.341573 2021-04-15 02:00:29,274 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.40ms, fps=1380 images/s, loss=0.8761, top1-acc=73.78%, top5-acc=95.02%, remaining_time=0:00:12.284646, arrival_time=2021-04-15 02:00:41.558799, cost_time=0:00:24.197043 2021-04-15 02:00:31,119 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.8801, top1-acc=73.70%, top5-acc=94.95%, remaining_time=0:00:10.416952, arrival_time=2021-04-15 02:00:41.536458, cost_time=0:00:26.042324 2021-04-15 02:00:32,980 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.56ms, fps=1376 images/s, loss=0.8832, top1-acc=73.66%, top5-acc=94.88%, remaining_time=0:00:08.556920, arrival_time=2021-04-15 02:00:41.537150, cost_time=0:00:27.902942 2021-04-15 02:00:34,826 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.8859, top1-acc=73.59%, top5-acc=94.85%, remaining_time=0:00:06.693552, arrival_time=2021-04-15 02:00:41.519787, cost_time=0:00:29.749128 2021-04-15 02:00:36,669 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.8904, top1-acc=73.45%, top5-acc=94.80%, remaining_time=0:00:04.831710, arrival_time=2021-04-15 02:00:41.500725, cost_time=0:00:31.591909 2021-04-15 02:00:38,520 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.83ms, fps=1383 images/s, loss=0.8926, top1-acc=73.35%, top5-acc=94.77%, remaining_time=0:00:02.972752, arrival_time=2021-04-15 02:00:41.493378, cost_time=0:00:33.443404 2021-04-15 02:00:40,365 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.57ms, fps=1388 images/s, loss=0.8936, top1-acc=73.30%, top5-acc=94.75%, remaining_time=0:00:01.114374, arrival_time=2021-04-15 02:00:41.479983, cost_time=0:00:35.288416 2021-04-15 02:00:41,358 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.25ms, fps=1370 images/s, loss=0.8935, top1-acc=73.35%, top5-acc=94.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:41.358690, cost_time=0:00:36.281589 2021-04-15 02:00:42,430 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.22ms, fps=2392 images/s, loss=1.4533, top1-acc=60.04%, top5-acc=87.62%, remaining_time=0:00:03.210180, arrival_time=2021-04-15 02:00:45.640895, cost_time=0:00:01.070064 2021-04-15 02:00:43,327 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.01ms, fps=2857 images/s, loss=1.4753, top1-acc=59.80%, top5-acc=86.46%, remaining_time=0:00:01.966520, arrival_time=2021-04-15 02:00:45.293686, cost_time=0:00:01.966520 2021-04-15 02:00:44,223 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.31ms, fps=2858 images/s, loss=1.4693, top1-acc=59.83%, top5-acc=86.69%, remaining_time=0:00:00.954270, arrival_time=2021-04-15 02:00:45.177653, cost_time=0:00:02.862803 2021-04-15 02:00:45,042 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=2833 images/s, loss=1.4622, top1-acc=59.72%, top5-acc=86.40%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:45.042611, cost_time=0:00:03.681984 2021-04-15 02:00:45,414 INFO : Epoch=0037 complete, best val top1-acc=59.72%, top5-acc=86.40% (epoch=37), remaining_time=1:49:44.296328, arrival_time=2021-04-15 03:50:29.711041, cost_time=0:24:54.594882 2021-04-15 02:00:45,416 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 02:00:47,416 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.58ms, fps=1280 images/s, loss=0.8312, top1-acc=75.08%, top5-acc=96.09%, remaining_time=0:00:37.201116, arrival_time=2021-04-15 02:01:24.617417, cost_time=0:00:02.000056 2021-04-15 02:00:49,257 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.8044, top1-acc=75.61%, top5-acc=96.46%, remaining_time=0:00:33.806080, arrival_time=2021-04-15 02:01:23.063917, cost_time=0:00:03.841600 2021-04-15 02:00:51,100 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.08ms, fps=1390 images/s, loss=0.8190, top1-acc=75.08%, top5-acc=96.04%, remaining_time=0:00:31.450360, arrival_time=2021-04-15 02:01:22.550401, cost_time=0:00:05.683796 2021-04-15 02:00:52,951 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.8194, top1-acc=75.11%, top5-acc=95.86%, remaining_time=0:00:29.386656, arrival_time=2021-04-15 02:01:22.338072, cost_time=0:00:07.535059 2021-04-15 02:00:54,796 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.97ms, fps=1388 images/s, loss=0.8291, top1-acc=74.91%, top5-acc=95.65%, remaining_time=0:00:27.391498, arrival_time=2021-04-15 02:01:22.188294, cost_time=0:00:09.380631 2021-04-15 02:00:56,635 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.8284, top1-acc=74.99%, top5-acc=95.66%, remaining_time=0:00:25.430504, arrival_time=2021-04-15 02:01:22.065969, cost_time=0:00:11.219313 2021-04-15 02:00:58,474 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.55ms, fps=1393 images/s, loss=0.8323, top1-acc=74.99%, top5-acc=95.59%, remaining_time=0:00:23.504292, arrival_time=2021-04-15 02:01:21.978473, cost_time=0:00:13.057954 2021-04-15 02:01:00,313 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.8384, top1-acc=74.70%, top5-acc=95.54%, remaining_time=0:00:21.600476, arrival_time=2021-04-15 02:01:21.913647, cost_time=0:00:14.896897 2021-04-15 02:01:02,155 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.8471, top1-acc=74.54%, top5-acc=95.43%, remaining_time=0:00:19.715470, arrival_time=2021-04-15 02:01:21.871173, cost_time=0:00:16.739550 2021-04-15 02:01:03,996 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.68ms, fps=1391 images/s, loss=0.8550, top1-acc=74.36%, top5-acc=95.31%, remaining_time=0:00:17.837280, arrival_time=2021-04-15 02:01:21.834034, cost_time=0:00:18.580477 2021-04-15 02:01:05,840 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.8572, top1-acc=74.30%, top5-acc=95.26%, remaining_time=0:00:15.967878, arrival_time=2021-04-15 02:01:21.808203, cost_time=0:00:20.424077 2021-04-15 02:01:07,688 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.68ms, fps=1386 images/s, loss=0.8601, top1-acc=74.29%, top5-acc=95.22%, remaining_time=0:00:14.105752, arrival_time=2021-04-15 02:01:21.794259, cost_time=0:00:22.272184 2021-04-15 02:01:09,536 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=2.03ms, fps=1386 images/s, loss=0.8657, top1-acc=74.04%, top5-acc=95.17%, remaining_time=0:00:12.245508, arrival_time=2021-04-15 02:01:21.781732, cost_time=0:00:24.119989 2021-04-15 02:01:11,377 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.8681, top1-acc=73.98%, top5-acc=95.15%, remaining_time=0:00:10.384472, arrival_time=2021-04-15 02:01:21.761872, cost_time=0:00:25.961234 2021-04-15 02:01:13,213 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.8728, top1-acc=73.83%, top5-acc=95.07%, remaining_time=0:00:08.524628, arrival_time=2021-04-15 02:01:21.738444, cost_time=0:00:27.797664 2021-04-15 02:01:15,060 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.78ms, fps=1386 images/s, loss=0.8743, top1-acc=73.76%, top5-acc=95.07%, remaining_time=0:00:06.670044, arrival_time=2021-04-15 02:01:21.730862, cost_time=0:00:29.644667 2021-04-15 02:01:16,903 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.87ms, fps=1390 images/s, loss=0.8781, top1-acc=73.64%, top5-acc=95.04%, remaining_time=0:00:04.815616, arrival_time=2021-04-15 02:01:21.718533, cost_time=0:00:31.486675 2021-04-15 02:01:18,748 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.06ms, fps=1388 images/s, loss=0.8850, top1-acc=73.44%, top5-acc=94.95%, remaining_time=0:00:02.962832, arrival_time=2021-04-15 02:01:21.710871, cost_time=0:00:33.331797 2021-04-15 02:01:20,584 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.8880, top1-acc=73.40%, top5-acc=94.87%, remaining_time=0:00:01.110576, arrival_time=2021-04-15 02:01:21.695110, cost_time=0:00:35.168184 2021-04-15 02:01:21,585 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.43ms, fps=1359 images/s, loss=0.8898, top1-acc=73.36%, top5-acc=94.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:21.585690, cost_time=0:00:36.169526 2021-04-15 02:01:22,597 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.69ms, fps=2536 images/s, loss=1.3954, top1-acc=62.03%, top5-acc=88.05%, remaining_time=0:00:03.028710, arrival_time=2021-04-15 02:01:25.626092, cost_time=0:00:01.009574 2021-04-15 02:01:23,491 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.31ms, fps=2865 images/s, loss=1.4428, top1-acc=60.96%, top5-acc=87.19%, remaining_time=0:00:01.903900, arrival_time=2021-04-15 02:01:25.395493, cost_time=0:00:01.903900 2021-04-15 02:01:24,388 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.55ms, fps=2855 images/s, loss=1.4619, top1-acc=60.48%, top5-acc=86.80%, remaining_time=0:00:00.933670, arrival_time=2021-04-15 02:01:25.322429, cost_time=0:00:02.801016 2021-04-15 02:01:25,207 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.09ms, fps=2835 images/s, loss=1.4602, top1-acc=60.35%, top5-acc=87.03%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:25.207507, cost_time=0:00:03.619889 2021-04-15 02:01:25,538 INFO : Epoch=0038 complete, best val top1-acc=60.35%, top5-acc=87.03% (epoch=38), remaining_time=1:49:02.747298, arrival_time=2021-04-15 03:50:28.285632, cost_time=0:25:34.718513 2021-04-15 02:01:25,539 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 02:01:27,578 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.14ms, fps=1256 images/s, loss=0.8258, top1-acc=75.23%, top5-acc=96.17%, remaining_time=0:00:37.920564, arrival_time=2021-04-15 02:02:05.499149, cost_time=0:00:02.038741 2021-04-15 02:01:29,419 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.31ms, fps=1391 images/s, loss=0.8172, top1-acc=75.45%, top5-acc=95.68%, remaining_time=0:00:34.138896, arrival_time=2021-04-15 02:02:03.558161, cost_time=0:00:03.879424 2021-04-15 02:01:31,272 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.78ms, fps=1382 images/s, loss=0.8211, top1-acc=75.51%, top5-acc=95.76%, remaining_time=0:00:31.718284, arrival_time=2021-04-15 02:02:02.990288, cost_time=0:00:05.732208 2021-04-15 02:01:33,124 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.00ms, fps=1382 images/s, loss=0.8217, top1-acc=75.52%, top5-acc=95.88%, remaining_time=0:00:29.579784, arrival_time=2021-04-15 02:02:02.704212, cost_time=0:00:07.584544 2021-04-15 02:01:34,973 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.62ms, fps=1385 images/s, loss=0.8259, top1-acc=75.30%, top5-acc=95.82%, remaining_time=0:00:27.545090, arrival_time=2021-04-15 02:02:02.518202, cost_time=0:00:09.433257 2021-04-15 02:01:36,818 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=2.21ms, fps=1388 images/s, loss=0.8285, top1-acc=75.25%, top5-acc=95.70%, remaining_time=0:00:25.565008, arrival_time=2021-04-15 02:02:02.383636, cost_time=0:00:11.278669 2021-04-15 02:01:38,679 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=2.10ms, fps=1376 images/s, loss=0.8382, top1-acc=74.85%, top5-acc=95.51%, remaining_time=0:00:23.650956, arrival_time=2021-04-15 02:02:02.330239, cost_time=0:00:13.139452 2021-04-15 02:01:40,517 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=2.20ms, fps=1393 images/s, loss=0.8474, top1-acc=74.62%, top5-acc=95.44%, remaining_time=0:00:21.716940, arrival_time=2021-04-15 02:02:02.233945, cost_time=0:00:14.977174 2021-04-15 02:01:42,359 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.8492, top1-acc=74.47%, top5-acc=95.41%, remaining_time=0:00:19.810234, arrival_time=2021-04-15 02:02:02.169979, cost_time=0:00:16.819982 2021-04-15 02:01:44,200 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.49ms, fps=1391 images/s, loss=0.8556, top1-acc=74.20%, top5-acc=95.38%, remaining_time=0:00:17.914080, arrival_time=2021-04-15 02:02:02.114457, cost_time=0:00:18.660535 2021-04-15 02:01:46,044 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.8564, top1-acc=74.16%, top5-acc=95.34%, remaining_time=0:00:16.030916, arrival_time=2021-04-15 02:02:02.075356, cost_time=0:00:20.504674 2021-04-15 02:01:47,896 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.8603, top1-acc=74.02%, top5-acc=95.34%, remaining_time=0:00:14.158952, arrival_time=2021-04-15 02:02:02.054987, cost_time=0:00:22.356278 2021-04-15 02:01:49,746 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.55ms, fps=1384 images/s, loss=0.8638, top1-acc=73.92%, top5-acc=95.28%, remaining_time=0:00:12.289596, arrival_time=2021-04-15 02:02:02.036360, cost_time=0:00:24.206804 2021-04-15 02:01:51,613 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.75ms, fps=1372 images/s, loss=0.8662, top1-acc=73.84%, top5-acc=95.28%, remaining_time=0:00:10.429384, arrival_time=2021-04-15 02:02:02.042673, cost_time=0:00:26.073447 2021-04-15 02:01:53,456 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.67ms, fps=1389 images/s, loss=0.8676, top1-acc=73.83%, top5-acc=95.23%, remaining_time=0:00:08.561152, arrival_time=2021-04-15 02:02:02.017784, cost_time=0:00:27.916789 2021-04-15 02:01:55,299 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.33ms, fps=1390 images/s, loss=0.8691, top1-acc=73.84%, top5-acc=95.19%, remaining_time=0:00:06.695820, arrival_time=2021-04-15 02:02:01.994774, cost_time=0:00:29.759171 2021-04-15 02:01:57,146 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.57ms, fps=1386 images/s, loss=0.8737, top1-acc=73.71%, top5-acc=95.13%, remaining_time=0:00:04.833894, arrival_time=2021-04-15 02:02:01.979925, cost_time=0:00:31.606160 2021-04-15 02:01:58,995 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.66ms, fps=1385 images/s, loss=0.8759, top1-acc=73.64%, top5-acc=95.12%, remaining_time=0:00:02.973856, arrival_time=2021-04-15 02:02:01.969569, cost_time=0:00:33.455844 2021-04-15 02:02:00,848 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.70ms, fps=1382 images/s, loss=0.8792, top1-acc=73.53%, top5-acc=95.08%, remaining_time=0:00:01.115010, arrival_time=2021-04-15 02:02:01.963526, cost_time=0:00:35.308663 2021-04-15 02:02:01,848 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.28ms, fps=1361 images/s, loss=0.8807, top1-acc=73.50%, top5-acc=95.05%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:01.848484, cost_time=0:00:36.308648 2021-04-15 02:02:02,912 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.26ms, fps=2411 images/s, loss=1.5933, top1-acc=56.99%, top5-acc=84.45%, remaining_time=0:00:03.184710, arrival_time=2021-04-15 02:02:06.096972, cost_time=0:00:01.061572 2021-04-15 02:02:03,807 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.41ms, fps=2863 images/s, loss=1.5748, top1-acc=57.56%, top5-acc=84.84%, remaining_time=0:00:01.956460, arrival_time=2021-04-15 02:02:05.763536, cost_time=0:00:01.956463 2021-04-15 02:02:04,709 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=2.43ms, fps=2841 images/s, loss=1.5533, top1-acc=58.12%, top5-acc=85.20%, remaining_time=0:00:00.952650, arrival_time=2021-04-15 02:02:05.661547, cost_time=0:00:02.857947 2021-04-15 02:02:05,530 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=2826 images/s, loss=1.5450, top1-acc=57.98%, top5-acc=85.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:05.530491, cost_time=0:00:03.679905 2021-04-15 02:02:05,716 INFO : Epoch=0039 complete, best val top1-acc=60.35%, top5-acc=87.03% (epoch=38), remaining_time=1:48:21.497653, arrival_time=2021-04-15 03:50:27.214434, cost_time=0:26:14.896962 2021-04-15 02:02:05,718 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 02:02:07,720 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=2.06ms, fps=1279 images/s, loss=0.8843, top1-acc=73.09%, top5-acc=95.20%, remaining_time=0:00:37.233852, arrival_time=2021-04-15 02:02:44.954015, cost_time=0:00:02.001818 2021-04-15 02:02:09,565 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.8562, top1-acc=73.50%, top5-acc=95.47%, remaining_time=0:00:33.855184, arrival_time=2021-04-15 02:02:43.420674, cost_time=0:00:03.847186 2021-04-15 02:02:11,402 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.8372, top1-acc=74.39%, top5-acc=95.66%, remaining_time=0:00:31.454178, arrival_time=2021-04-15 02:02:42.856901, cost_time=0:00:05.684492 2021-04-15 02:02:13,244 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.8252, top1-acc=74.78%, top5-acc=95.87%, remaining_time=0:00:29.351712, arrival_time=2021-04-15 02:02:42.596097, cost_time=0:00:07.526091 2021-04-15 02:02:15,088 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.56ms, fps=1389 images/s, loss=0.8287, top1-acc=74.66%, top5-acc=95.89%, remaining_time=0:00:27.359816, arrival_time=2021-04-15 02:02:42.447824, cost_time=0:00:09.369775 2021-04-15 02:02:16,925 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.8310, top1-acc=74.56%, top5-acc=95.79%, remaining_time=0:00:25.401944, arrival_time=2021-04-15 02:02:42.326904, cost_time=0:00:11.206736 2021-04-15 02:02:18,769 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.8321, top1-acc=74.57%, top5-acc=95.69%, remaining_time=0:00:23.492700, arrival_time=2021-04-15 02:02:42.262459, cost_time=0:00:13.051532 2021-04-15 02:02:20,616 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.62ms, fps=1387 images/s, loss=0.8312, top1-acc=74.64%, top5-acc=95.66%, remaining_time=0:00:21.601984, arrival_time=2021-04-15 02:02:42.218343, cost_time=0:00:14.897931 2021-04-15 02:02:22,459 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.8320, top1-acc=74.53%, top5-acc=95.67%, remaining_time=0:00:19.717378, arrival_time=2021-04-15 02:02:42.176831, cost_time=0:00:16.741137 2021-04-15 02:02:24,320 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.62ms, fps=1376 images/s, loss=0.8384, top1-acc=74.31%, top5-acc=95.55%, remaining_time=0:00:17.857824, arrival_time=2021-04-15 02:02:42.178084, cost_time=0:00:18.601902 2021-04-15 02:02:26,186 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.65ms, fps=1372 images/s, loss=0.8411, top1-acc=74.24%, top5-acc=95.51%, remaining_time=0:00:16.002450, arrival_time=2021-04-15 02:02:42.189252, cost_time=0:00:20.468255 2021-04-15 02:02:28,035 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=2.08ms, fps=1386 images/s, loss=0.8461, top1-acc=74.17%, top5-acc=95.45%, remaining_time=0:00:14.134024, arrival_time=2021-04-15 02:02:42.169199, cost_time=0:00:22.316866 2021-04-15 02:02:29,884 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.61ms, fps=1385 images/s, loss=0.8481, top1-acc=74.13%, top5-acc=95.43%, remaining_time=0:00:12.268806, arrival_time=2021-04-15 02:02:42.152846, cost_time=0:00:24.165808 2021-04-15 02:02:31,722 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.63ms, fps=1393 images/s, loss=0.8509, top1-acc=74.01%, top5-acc=95.37%, remaining_time=0:00:10.401720, arrival_time=2021-04-15 02:02:42.124338, cost_time=0:00:26.004310 2021-04-15 02:02:33,564 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.55ms, fps=1391 images/s, loss=0.8560, top1-acc=73.95%, top5-acc=95.28%, remaining_time=0:00:08.539348, arrival_time=2021-04-15 02:02:42.103345, cost_time=0:00:27.845752 2021-04-15 02:02:35,409 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.8593, top1-acc=73.86%, top5-acc=95.23%, remaining_time=0:00:06.680520, arrival_time=2021-04-15 02:02:42.089926, cost_time=0:00:29.691183 2021-04-15 02:02:37,248 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.8661, top1-acc=73.74%, top5-acc=95.12%, remaining_time=0:00:04.822194, arrival_time=2021-04-15 02:02:42.070166, cost_time=0:00:31.529742 2021-04-15 02:02:39,093 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.8689, top1-acc=73.75%, top5-acc=95.09%, remaining_time=0:00:02.966688, arrival_time=2021-04-15 02:02:42.060167, cost_time=0:00:33.375166 2021-04-15 02:02:40,945 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.8727, top1-acc=73.61%, top5-acc=95.06%, remaining_time=0:00:01.112424, arrival_time=2021-04-15 02:02:42.057483, cost_time=0:00:35.226754 2021-04-15 02:02:41,937 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.47ms, fps=1371 images/s, loss=0.8755, top1-acc=73.57%, top5-acc=95.03%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:41.937562, cost_time=0:00:36.219337 2021-04-15 02:02:43,009 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.36ms, fps=2393 images/s, loss=1.4877, top1-acc=58.59%, top5-acc=86.84%, remaining_time=0:00:03.209790, arrival_time=2021-04-15 02:02:46.219266, cost_time=0:00:01.069929 2021-04-15 02:02:43,902 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.54ms, fps=2870 images/s, loss=1.5037, top1-acc=58.75%, top5-acc=87.03%, remaining_time=0:00:01.962580, arrival_time=2021-04-15 02:02:45.864647, cost_time=0:00:01.962589 2021-04-15 02:02:44,806 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.26ms, fps=2832 images/s, loss=1.5000, top1-acc=58.66%, top5-acc=86.94%, remaining_time=0:00:00.955620, arrival_time=2021-04-15 02:02:45.761932, cost_time=0:00:02.866847 2021-04-15 02:02:45,624 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.13ms, fps=2836 images/s, loss=1.5016, top1-acc=58.58%, top5-acc=86.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:45.624831, cost_time=0:00:03.685288 2021-04-15 02:02:45,857 INFO : Epoch=0040 complete, best val top1-acc=60.35%, top5-acc=87.03% (epoch=38), remaining_time=1:47:40.151040, arrival_time=2021-04-15 03:50:26.008660, cost_time=0:26:55.037772 2021-04-15 02:02:45,859 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 02:02:47,862 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.99ms, fps=1278 images/s, loss=0.7811, top1-acc=76.09%, top5-acc=96.17%, remaining_time=0:00:37.250964, arrival_time=2021-04-15 02:03:25.113369, cost_time=0:00:02.002736 2021-04-15 02:02:49,719 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.91ms, fps=1379 images/s, loss=0.7986, top1-acc=75.96%, top5-acc=95.84%, remaining_time=0:00:33.960080, arrival_time=2021-04-15 02:03:23.678970, cost_time=0:00:03.859092 2021-04-15 02:02:51,568 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.8061, top1-acc=75.72%, top5-acc=95.69%, remaining_time=0:00:31.590298, arrival_time=2021-04-15 02:03:23.159133, cost_time=0:00:05.709083 2021-04-15 02:02:53,414 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=0.8065, top1-acc=75.59%, top5-acc=95.72%, remaining_time=0:00:29.464968, arrival_time=2021-04-15 02:03:22.879693, cost_time=0:00:07.555116 2021-04-15 02:02:55,261 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.8098, top1-acc=75.30%, top5-acc=95.77%, remaining_time=0:00:27.451942, arrival_time=2021-04-15 02:03:22.712962, cost_time=0:00:09.401341 2021-04-15 02:02:57,112 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.88ms, fps=1383 images/s, loss=0.8180, top1-acc=75.29%, top5-acc=95.70%, remaining_time=0:00:25.506392, arrival_time=2021-04-15 02:03:22.618948, cost_time=0:00:11.252834 2021-04-15 02:02:58,955 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.8251, top1-acc=75.09%, top5-acc=95.66%, remaining_time=0:00:23.572962, arrival_time=2021-04-15 02:03:22.528759, cost_time=0:00:13.096069 2021-04-15 02:03:00,807 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.35ms, fps=1383 images/s, loss=0.8339, top1-acc=74.96%, top5-acc=95.53%, remaining_time=0:00:21.675064, arrival_time=2021-04-15 02:03:22.482987, cost_time=0:00:14.948342 2021-04-15 02:03:02,644 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.8367, top1-acc=74.87%, top5-acc=95.45%, remaining_time=0:00:19.768894, arrival_time=2021-04-15 02:03:22.413462, cost_time=0:00:16.784875 2021-04-15 02:03:04,506 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.47ms, fps=1375 images/s, loss=0.8394, top1-acc=74.76%, top5-acc=95.43%, remaining_time=0:00:17.901408, arrival_time=2021-04-15 02:03:22.408324, cost_time=0:00:18.647276 2021-04-15 02:03:06,366 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.82ms, fps=1377 images/s, loss=0.8454, top1-acc=74.61%, top5-acc=95.34%, remaining_time=0:00:16.032808, arrival_time=2021-04-15 02:03:22.399645, cost_time=0:00:20.507078 2021-04-15 02:03:08,225 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.52ms, fps=1378 images/s, loss=0.8476, top1-acc=74.59%, top5-acc=95.26%, remaining_time=0:00:14.164652, arrival_time=2021-04-15 02:03:22.389692, cost_time=0:00:22.365197 2021-04-15 02:03:10,125 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=6.11ms, fps=1348 images/s, loss=0.8483, top1-acc=74.55%, top5-acc=95.27%, remaining_time=0:00:12.319428, arrival_time=2021-04-15 02:03:22.444718, cost_time=0:00:24.265502 2021-04-15 02:03:11,989 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.42ms, fps=1374 images/s, loss=0.8507, top1-acc=74.53%, top5-acc=95.28%, remaining_time=0:00:10.451840, arrival_time=2021-04-15 02:03:22.441166, cost_time=0:00:26.129645 2021-04-15 02:03:13,836 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=2.14ms, fps=1387 images/s, loss=0.8523, top1-acc=74.49%, top5-acc=95.23%, remaining_time=0:00:08.579368, arrival_time=2021-04-15 02:03:22.415300, cost_time=0:00:27.976252 2021-04-15 02:03:15,686 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.8557, top1-acc=74.37%, top5-acc=95.19%, remaining_time=0:00:06.711048, arrival_time=2021-04-15 02:03:22.397538, cost_time=0:00:29.826808 2021-04-15 02:03:17,537 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.84ms, fps=1383 images/s, loss=0.8626, top1-acc=74.20%, top5-acc=95.09%, remaining_time=0:00:04.844866, arrival_time=2021-04-15 02:03:22.382577, cost_time=0:00:31.678026 2021-04-15 02:03:19,381 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.8651, top1-acc=74.13%, top5-acc=95.05%, remaining_time=0:00:02.979728, arrival_time=2021-04-15 02:03:22.361382, cost_time=0:00:33.521973 2021-04-15 02:03:21,221 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.59ms, fps=1392 images/s, loss=0.8704, top1-acc=74.00%, top5-acc=94.97%, remaining_time=0:00:01.116702, arrival_time=2021-04-15 02:03:22.338563, cost_time=0:00:35.362181 2021-04-15 02:03:22,217 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.21ms, fps=1367 images/s, loss=0.8723, top1-acc=73.98%, top5-acc=94.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:22.217468, cost_time=0:00:36.357880 2021-04-15 02:03:23,255 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.49ms, fps=2470 images/s, loss=1.6159, top1-acc=58.09%, top5-acc=84.34%, remaining_time=0:00:03.108900, arrival_time=2021-04-15 02:03:26.364681, cost_time=0:00:01.036302 2021-04-15 02:03:24,149 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.39ms, fps=2867 images/s, loss=1.5600, top1-acc=58.98%, top5-acc=85.25%, remaining_time=0:00:01.930040, arrival_time=2021-04-15 02:03:26.079380, cost_time=0:00:01.930037 2021-04-15 02:03:25,043 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.34ms, fps=2863 images/s, loss=1.5521, top1-acc=58.89%, top5-acc=85.52%, remaining_time=0:00:00.941550, arrival_time=2021-04-15 02:03:25.985456, cost_time=0:00:02.824651 2021-04-15 02:03:25,859 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=2845 images/s, loss=1.5732, top1-acc=58.48%, top5-acc=85.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:25.859825, cost_time=0:00:03.640597 2021-04-15 02:03:26,041 INFO : Epoch=0041 complete, best val top1-acc=60.35%, top5-acc=87.03% (epoch=38), remaining_time=1:46:59.032089, arrival_time=2021-04-15 03:50:25.074032, cost_time=0:27:35.222121 2021-04-15 02:03:26,043 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 02:03:28,082 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.37ms, fps=1256 images/s, loss=0.8157, top1-acc=75.04%, top5-acc=95.78%, remaining_time=0:00:37.925400, arrival_time=2021-04-15 02:04:06.008015, cost_time=0:00:02.038997 2021-04-15 02:03:29,927 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.57ms, fps=1388 images/s, loss=0.7887, top1-acc=76.00%, top5-acc=95.90%, remaining_time=0:00:34.176384, arrival_time=2021-04-15 02:04:04.103599, cost_time=0:00:03.883679 2021-04-15 02:03:31,768 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.29ms, fps=1391 images/s, loss=0.7844, top1-acc=76.17%, top5-acc=95.90%, remaining_time=0:00:31.678444, arrival_time=2021-04-15 02:04:03.446999, cost_time=0:00:05.725009 2021-04-15 02:03:33,610 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.7863, top1-acc=76.04%, top5-acc=96.04%, remaining_time=0:00:29.512236, arrival_time=2021-04-15 02:04:03.123025, cost_time=0:00:07.567239 2021-04-15 02:03:35,455 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.7918, top1-acc=75.90%, top5-acc=95.90%, remaining_time=0:00:27.481726, arrival_time=2021-04-15 02:04:02.936834, cost_time=0:00:09.411566 2021-04-15 02:03:37,295 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.7957, top1-acc=75.86%, top5-acc=95.87%, remaining_time=0:00:25.503128, arrival_time=2021-04-15 02:04:02.798044, cost_time=0:00:11.251360 2021-04-15 02:03:39,137 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.7996, top1-acc=75.77%, top5-acc=95.80%, remaining_time=0:00:23.568426, arrival_time=2021-04-15 02:04:02.705728, cost_time=0:00:13.093542 2021-04-15 02:03:40,980 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=0.7981, top1-acc=75.83%, top5-acc=95.84%, remaining_time=0:00:21.657896, arrival_time=2021-04-15 02:04:02.637993, cost_time=0:00:14.936514 2021-04-15 02:03:42,819 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.8043, top1-acc=75.67%, top5-acc=95.73%, remaining_time=0:00:19.758082, arrival_time=2021-04-15 02:04:02.577332, cost_time=0:00:16.775702 2021-04-15 02:03:44,656 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.8095, top1-acc=75.52%, top5-acc=95.66%, remaining_time=0:00:17.868864, arrival_time=2021-04-15 02:04:02.525719, cost_time=0:00:18.613382 2021-04-15 02:03:46,495 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.8172, top1-acc=75.28%, top5-acc=95.55%, remaining_time=0:00:15.989464, arrival_time=2021-04-15 02:04:02.484676, cost_time=0:00:20.451674 2021-04-15 02:03:48,335 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.57ms, fps=1392 images/s, loss=0.8214, top1-acc=75.20%, top5-acc=95.52%, remaining_time=0:00:14.118140, arrival_time=2021-04-15 02:04:02.453590, cost_time=0:00:22.291843 2021-04-15 02:03:50,178 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.60ms, fps=1389 images/s, loss=0.8270, top1-acc=75.03%, top5-acc=95.50%, remaining_time=0:00:12.253230, arrival_time=2021-04-15 02:04:02.431933, cost_time=0:00:24.135158 2021-04-15 02:03:52,013 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.57ms, fps=1396 images/s, loss=0.8302, top1-acc=74.98%, top5-acc=95.44%, remaining_time=0:00:10.387664, arrival_time=2021-04-15 02:04:02.401269, cost_time=0:00:25.969114 2021-04-15 02:03:53,856 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.8326, top1-acc=74.90%, top5-acc=95.39%, remaining_time=0:00:08.529412, arrival_time=2021-04-15 02:04:02.386220, cost_time=0:00:27.813258 2021-04-15 02:03:55,697 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.47ms, fps=1391 images/s, loss=0.8395, top1-acc=74.63%, top5-acc=95.33%, remaining_time=0:00:06.672096, arrival_time=2021-04-15 02:04:02.369506, cost_time=0:00:29.653743 2021-04-15 02:03:57,540 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.8461, top1-acc=74.43%, top5-acc=95.28%, remaining_time=0:00:04.817176, arrival_time=2021-04-15 02:04:02.357701, cost_time=0:00:31.496971 2021-04-15 02:03:59,384 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.8529, top1-acc=74.25%, top5-acc=95.23%, remaining_time=0:00:02.963680, arrival_time=2021-04-15 02:04:02.348579, cost_time=0:00:33.341358 2021-04-15 02:04:01,232 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.59ms, fps=1386 images/s, loss=0.8578, top1-acc=74.10%, top5-acc=95.19%, remaining_time=0:00:01.111236, arrival_time=2021-04-15 02:04:02.343913, cost_time=0:00:35.189211 2021-04-15 02:04:02,228 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.43ms, fps=1366 images/s, loss=0.8606, top1-acc=74.04%, top5-acc=95.19%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:02.228649, cost_time=0:00:36.185095 2021-04-15 02:04:03,238 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=1.26ms, fps=2542 images/s, loss=1.5346, top1-acc=59.53%, top5-acc=86.64%, remaining_time=0:00:03.021150, arrival_time=2021-04-15 02:04:06.259113, cost_time=0:00:01.007050 2021-04-15 02:04:04,132 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.59ms, fps=2864 images/s, loss=1.4994, top1-acc=60.08%, top5-acc=86.62%, remaining_time=0:00:01.901920, arrival_time=2021-04-15 02:04:06.034454, cost_time=0:00:01.901915 2021-04-15 02:04:05,027 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.44ms, fps=2861 images/s, loss=1.5075, top1-acc=59.54%, top5-acc=86.68%, remaining_time=0:00:00.932420, arrival_time=2021-04-15 02:04:05.960264, cost_time=0:00:02.797245 2021-04-15 02:04:05,842 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.09ms, fps=2847 images/s, loss=1.5161, top1-acc=59.74%, top5-acc=86.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:05.842951, cost_time=0:00:03.612370 2021-04-15 02:04:06,005 INFO : Epoch=0042 complete, best val top1-acc=60.35%, top5-acc=87.03% (epoch=38), remaining_time=1:46:17.126164, arrival_time=2021-04-15 03:50:23.131424, cost_time=0:28:15.185435 2021-04-15 02:04:06,006 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 02:04:08,005 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.56ms, fps=1281 images/s, loss=0.8449, top1-acc=75.00%, top5-acc=95.59%, remaining_time=0:00:37.168008, arrival_time=2021-04-15 02:04:45.173207, cost_time=0:00:01.998278 2021-04-15 02:04:09,850 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.8210, top1-acc=75.49%, top5-acc=95.84%, remaining_time=0:00:33.820864, arrival_time=2021-04-15 02:04:43.670915, cost_time=0:00:03.843290 2021-04-15 02:04:11,690 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.50ms, fps=1392 images/s, loss=0.8314, top1-acc=75.08%, top5-acc=95.95%, remaining_time=0:00:31.447040, arrival_time=2021-04-15 02:04:43.137042, cost_time=0:00:05.683203 2021-04-15 02:04:13,528 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.51ms, fps=1393 images/s, loss=0.8304, top1-acc=75.06%, top5-acc=95.81%, remaining_time=0:00:29.333772, arrival_time=2021-04-15 02:04:42.862245, cost_time=0:00:07.521476 2021-04-15 02:04:15,366 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.47ms, fps=1393 images/s, loss=0.8322, top1-acc=75.01%, top5-acc=95.65%, remaining_time=0:00:27.330616, arrival_time=2021-04-15 02:04:42.697301, cost_time=0:00:09.359819 2021-04-15 02:04:17,212 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.51ms, fps=1387 images/s, loss=0.8253, top1-acc=75.27%, top5-acc=95.71%, remaining_time=0:00:25.400040, arrival_time=2021-04-15 02:04:42.612645, cost_time=0:00:11.205879 2021-04-15 02:04:19,050 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.8215, top1-acc=75.31%, top5-acc=95.70%, remaining_time=0:00:23.478084, arrival_time=2021-04-15 02:04:42.528231, cost_time=0:00:13.043349 2021-04-15 02:04:20,891 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.49ms, fps=1391 images/s, loss=0.8171, top1-acc=75.55%, top5-acc=95.69%, remaining_time=0:00:21.582264, arrival_time=2021-04-15 02:04:42.473349, cost_time=0:00:14.884322 2021-04-15 02:04:22,733 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.33ms, fps=1390 images/s, loss=0.8214, top1-acc=75.46%, top5-acc=95.62%, remaining_time=0:00:19.699994, arrival_time=2021-04-15 02:04:42.433074, cost_time=0:00:16.726373 2021-04-15 02:04:24,572 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.8220, top1-acc=75.40%, top5-acc=95.58%, remaining_time=0:00:17.822688, arrival_time=2021-04-15 02:04:42.394724, cost_time=0:00:18.565329 2021-04-15 02:04:26,419 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=0.8280, top1-acc=75.21%, top5-acc=95.54%, remaining_time=0:00:15.959192, arrival_time=2021-04-15 02:04:42.378922, cost_time=0:00:20.412956 2021-04-15 02:04:28,257 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.8303, top1-acc=75.15%, top5-acc=95.49%, remaining_time=0:00:14.091768, arrival_time=2021-04-15 02:04:42.348757, cost_time=0:00:22.250192 2021-04-15 02:04:30,092 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.74ms, fps=1396 images/s, loss=0.8323, top1-acc=75.11%, top5-acc=95.45%, remaining_time=0:00:12.227688, arrival_time=2021-04-15 02:04:42.319578, cost_time=0:00:24.084783 2021-04-15 02:04:31,941 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.05ms, fps=1385 images/s, loss=0.8365, top1-acc=74.96%, top5-acc=95.37%, remaining_time=0:00:10.374056, arrival_time=2021-04-15 02:04:42.315925, cost_time=0:00:25.935074 2021-04-15 02:04:33,788 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.64ms, fps=1387 images/s, loss=0.8412, top1-acc=74.79%, top5-acc=95.32%, remaining_time=0:00:08.519568, arrival_time=2021-04-15 02:04:42.307620, cost_time=0:00:27.781238 2021-04-15 02:04:35,623 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.8431, top1-acc=74.62%, top5-acc=95.30%, remaining_time=0:00:06.663672, arrival_time=2021-04-15 02:04:42.286730, cost_time=0:00:29.616256 2021-04-15 02:04:37,465 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.8458, top1-acc=74.51%, top5-acc=95.26%, remaining_time=0:00:04.811404, arrival_time=2021-04-15 02:04:42.277263, cost_time=0:00:31.459150 2021-04-15 02:04:39,309 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.8503, top1-acc=74.36%, top5-acc=95.23%, remaining_time=0:00:02.960224, arrival_time=2021-04-15 02:04:42.269560, cost_time=0:00:33.302552 2021-04-15 02:04:41,145 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.25ms, fps=1395 images/s, loss=0.8556, top1-acc=74.24%, top5-acc=95.16%, remaining_time=0:00:01.109634, arrival_time=2021-04-15 02:04:42.254687, cost_time=0:00:35.138341 2021-04-15 02:04:42,136 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.46ms, fps=1372 images/s, loss=0.8577, top1-acc=74.24%, top5-acc=95.14%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:42.136544, cost_time=0:00:36.129828 2021-04-15 02:04:43,161 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.22ms, fps=2503 images/s, loss=1.4271, top1-acc=61.33%, top5-acc=86.33%, remaining_time=0:00:03.068760, arrival_time=2021-04-15 02:04:46.229985, cost_time=0:00:01.022922 2021-04-15 02:04:44,055 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=2.32ms, fps=2865 images/s, loss=1.4511, top1-acc=60.33%, top5-acc=86.74%, remaining_time=0:00:01.916740, arrival_time=2021-04-15 02:04:45.971847, cost_time=0:00:01.916741 2021-04-15 02:04:44,946 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.32ms, fps=2875 images/s, loss=1.4514, top1-acc=60.51%, top5-acc=86.60%, remaining_time=0:00:00.935890, arrival_time=2021-04-15 02:04:45.881862, cost_time=0:00:02.807681 2021-04-15 02:04:45,763 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=2840 images/s, loss=1.4658, top1-acc=60.27%, top5-acc=86.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:45.763353, cost_time=0:00:03.625081 2021-04-15 02:04:45,926 INFO : Epoch=0043 complete, best val top1-acc=60.35%, top5-acc=87.03% (epoch=38), remaining_time=1:45:35.158025, arrival_time=2021-04-15 03:50:21.084812, cost_time=0:28:55.106962 2021-04-15 02:04:45,928 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 02:04:47,906 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.45ms, fps=1294 images/s, loss=0.8005, top1-acc=75.59%, top5-acc=96.33%, remaining_time=0:00:36.788196, arrival_time=2021-04-15 02:05:24.694330, cost_time=0:00:01.977855 2021-04-15 02:04:49,745 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=0.8150, top1-acc=75.04%, top5-acc=96.05%, remaining_time=0:00:33.589072, arrival_time=2021-04-15 02:05:23.334472, cost_time=0:00:03.816933 2021-04-15 02:04:51,590 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.8029, top1-acc=75.65%, top5-acc=96.11%, remaining_time=0:00:31.328350, arrival_time=2021-04-15 02:05:22.918418, cost_time=0:00:05.661742 2021-04-15 02:04:53,428 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.7849, top1-acc=76.25%, top5-acc=96.30%, remaining_time=0:00:29.251560, arrival_time=2021-04-15 02:05:22.680312, cost_time=0:00:07.500411 2021-04-15 02:04:55,279 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.09ms, fps=1384 images/s, loss=0.7887, top1-acc=76.04%, top5-acc=96.09%, remaining_time=0:00:27.305066, arrival_time=2021-04-15 02:05:22.584535, cost_time=0:00:09.351031 2021-04-15 02:04:57,116 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.83ms, fps=1394 images/s, loss=0.7906, top1-acc=76.02%, top5-acc=96.00%, remaining_time=0:00:25.359376, arrival_time=2021-04-15 02:05:22.475676, cost_time=0:00:11.187969 2021-04-15 02:04:58,952 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.50ms, fps=1395 images/s, loss=0.7946, top1-acc=76.04%, top5-acc=95.90%, remaining_time=0:00:23.443560, arrival_time=2021-04-15 02:05:22.395998, cost_time=0:00:13.024179 2021-04-15 02:05:00,791 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.7987, top1-acc=76.04%, top5-acc=95.82%, remaining_time=0:00:21.551988, arrival_time=2021-04-15 02:05:22.343735, cost_time=0:00:14.863420 2021-04-15 02:05:02,631 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.79ms, fps=1392 images/s, loss=0.8072, top1-acc=75.82%, top5-acc=95.75%, remaining_time=0:00:19.672328, arrival_time=2021-04-15 02:05:22.303485, cost_time=0:00:16.702894 2021-04-15 02:05:04,476 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.89ms, fps=1388 images/s, loss=0.8172, top1-acc=75.50%, top5-acc=95.60%, remaining_time=0:00:17.806176, arrival_time=2021-04-15 02:05:22.282628, cost_time=0:00:18.548115 2021-04-15 02:05:06,318 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.8230, top1-acc=75.33%, top5-acc=95.57%, remaining_time=0:00:15.941390, arrival_time=2021-04-15 02:05:22.259932, cost_time=0:00:20.390203 2021-04-15 02:05:08,175 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=0.8237, top1-acc=75.27%, top5-acc=95.53%, remaining_time=0:00:14.089792, arrival_time=2021-04-15 02:05:22.265286, cost_time=0:00:22.247062 2021-04-15 02:05:10,029 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.35ms, fps=1382 images/s, loss=0.8264, top1-acc=75.21%, top5-acc=95.50%, remaining_time=0:00:12.235740, arrival_time=2021-04-15 02:05:22.264712, cost_time=0:00:24.100652 2021-04-15 02:05:11,864 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.8283, top1-acc=75.17%, top5-acc=95.45%, remaining_time=0:00:10.374392, arrival_time=2021-04-15 02:05:22.238772, cost_time=0:00:25.936044 2021-04-15 02:05:13,701 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.50ms, fps=1394 images/s, loss=0.8332, top1-acc=75.03%, top5-acc=95.41%, remaining_time=0:00:08.517268, arrival_time=2021-04-15 02:05:22.219206, cost_time=0:00:27.773684 2021-04-15 02:05:15,543 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.44ms, fps=1391 images/s, loss=0.8361, top1-acc=74.96%, top5-acc=95.41%, remaining_time=0:00:06.663348, arrival_time=2021-04-15 02:05:22.206528, cost_time=0:00:29.614842 2021-04-15 02:05:17,391 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.8386, top1-acc=74.88%, top5-acc=95.40%, remaining_time=0:00:04.811976, arrival_time=2021-04-15 02:05:22.203210, cost_time=0:00:31.462895 2021-04-15 02:05:19,230 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.8414, top1-acc=74.78%, top5-acc=95.38%, remaining_time=0:00:02.960208, arrival_time=2021-04-15 02:05:22.190787, cost_time=0:00:33.302253 2021-04-15 02:05:21,066 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.17ms, fps=1395 images/s, loss=0.8451, top1-acc=74.64%, top5-acc=95.32%, remaining_time=0:00:01.109616, arrival_time=2021-04-15 02:05:22.175863, cost_time=0:00:35.137908 2021-04-15 02:05:22,063 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.31ms, fps=1364 images/s, loss=0.8503, top1-acc=74.57%, top5-acc=95.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:22.063638, cost_time=0:00:36.135317 2021-04-15 02:05:23,074 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.22ms, fps=2537 images/s, loss=1.4148, top1-acc=62.03%, top5-acc=87.54%, remaining_time=0:00:03.026760, arrival_time=2021-04-15 02:05:26.101282, cost_time=0:00:01.008922 2021-04-15 02:05:23,967 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.39ms, fps=2868 images/s, loss=1.3815, top1-acc=61.82%, top5-acc=87.91%, remaining_time=0:00:01.901920, arrival_time=2021-04-15 02:05:25.869429, cost_time=0:00:01.901927 2021-04-15 02:05:24,861 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.33ms, fps=2865 images/s, loss=1.4048, top1-acc=61.42%, top5-acc=87.55%, remaining_time=0:00:00.931880, arrival_time=2021-04-15 02:05:25.793453, cost_time=0:00:02.795643 2021-04-15 02:05:25,678 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.07ms, fps=2843 images/s, loss=1.3892, top1-acc=61.70%, top5-acc=87.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:25.678368, cost_time=0:00:03.612816 2021-04-15 02:05:26,062 INFO : Epoch=0044 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:44:54.042612, arrival_time=2021-04-15 03:50:20.105233, cost_time=0:29:35.242776 2021-04-15 02:05:26,064 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 02:05:28,058 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.84ms, fps=1284 images/s, loss=0.7742, top1-acc=77.38%, top5-acc=95.70%, remaining_time=0:00:37.087284, arrival_time=2021-04-15 02:06:05.145526, cost_time=0:00:01.993936 2021-04-15 02:05:29,898 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.7894, top1-acc=76.66%, top5-acc=95.82%, remaining_time=0:00:33.743952, arrival_time=2021-04-15 02:06:03.642808, cost_time=0:00:03.834538 2021-04-15 02:05:31,747 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.7813, top1-acc=76.87%, top5-acc=96.09%, remaining_time=0:00:31.444384, arrival_time=2021-04-15 02:06:03.191527, cost_time=0:00:05.682708 2021-04-15 02:05:33,592 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.11ms, fps=1388 images/s, loss=0.7882, top1-acc=76.56%, top5-acc=96.04%, remaining_time=0:00:29.360916, arrival_time=2021-04-15 02:06:02.953642, cost_time=0:00:07.528431 2021-04-15 02:05:35,435 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.7953, top1-acc=76.23%, top5-acc=96.01%, remaining_time=0:00:27.362882, arrival_time=2021-04-15 02:06:02.798136, cost_time=0:00:09.370829 2021-04-15 02:05:37,275 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.7980, top1-acc=75.94%, top5-acc=96.02%, remaining_time=0:00:25.412552, arrival_time=2021-04-15 02:06:02.688409, cost_time=0:00:11.211429 2021-04-15 02:05:39,115 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.7995, top1-acc=75.90%, top5-acc=95.97%, remaining_time=0:00:23.491440, arrival_time=2021-04-15 02:06:02.606438, cost_time=0:00:13.050766 2021-04-15 02:05:40,954 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.58ms, fps=1392 images/s, loss=0.8012, top1-acc=75.76%, top5-acc=95.94%, remaining_time=0:00:21.589920, arrival_time=2021-04-15 02:06:02.543854, cost_time=0:00:14.889627 2021-04-15 02:05:42,793 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.7979, top1-acc=75.79%, top5-acc=95.95%, remaining_time=0:00:19.703068, arrival_time=2021-04-15 02:06:02.496302, cost_time=0:00:16.729000 2021-04-15 02:05:44,628 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.8026, top1-acc=75.70%, top5-acc=95.87%, remaining_time=0:00:17.821344, arrival_time=2021-04-15 02:06:02.449448, cost_time=0:00:18.563874 2021-04-15 02:05:46,467 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.8065, top1-acc=75.64%, top5-acc=95.82%, remaining_time=0:00:15.951280, arrival_time=2021-04-15 02:06:02.418311, cost_time=0:00:20.402809 2021-04-15 02:05:48,303 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.8072, top1-acc=75.58%, top5-acc=95.85%, remaining_time=0:00:14.084776, arrival_time=2021-04-15 02:06:02.388152, cost_time=0:00:22.239076 2021-04-15 02:05:50,143 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.58ms, fps=1392 images/s, loss=0.8109, top1-acc=75.47%, top5-acc=95.81%, remaining_time=0:00:12.224652, arrival_time=2021-04-15 02:06:02.367754, cost_time=0:00:24.078822 2021-04-15 02:05:52,003 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=2.77ms, fps=1377 images/s, loss=0.8129, top1-acc=75.43%, top5-acc=95.79%, remaining_time=0:00:10.375456, arrival_time=2021-04-15 02:06:02.378495, cost_time=0:00:25.938697 2021-04-15 02:05:53,847 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.51ms, fps=1388 images/s, loss=0.8169, top1-acc=75.30%, top5-acc=95.71%, remaining_time=0:00:08.520258, arrival_time=2021-04-15 02:06:02.368031, cost_time=0:00:27.783440 2021-04-15 02:05:55,686 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.8209, top1-acc=75.21%, top5-acc=95.64%, remaining_time=0:00:06.664968, arrival_time=2021-04-15 02:06:02.351280, cost_time=0:00:29.622001 2021-04-15 02:05:57,528 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=0.8231, top1-acc=75.19%, top5-acc=95.59%, remaining_time=0:00:04.812184, arrival_time=2021-04-15 02:06:02.340878, cost_time=0:00:31.464326 2021-04-15 02:05:59,369 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.8273, top1-acc=75.08%, top5-acc=95.53%, remaining_time=0:00:02.960496, arrival_time=2021-04-15 02:06:02.330354, cost_time=0:00:33.305552 2021-04-15 02:06:01,215 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.8295, top1-acc=75.01%, top5-acc=95.52%, remaining_time=0:00:01.110048, arrival_time=2021-04-15 02:06:02.325902, cost_time=0:00:35.151588 2021-04-15 02:06:02,216 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.44ms, fps=1360 images/s, loss=0.8308, top1-acc=74.97%, top5-acc=95.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:02.216523, cost_time=0:00:36.152150 2021-04-15 02:06:03,223 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.39ms, fps=2548 images/s, loss=1.4928, top1-acc=60.31%, top5-acc=86.05%, remaining_time=0:00:03.014250, arrival_time=2021-04-15 02:06:06.237714, cost_time=0:00:01.004751 2021-04-15 02:06:04,117 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.36ms, fps=2865 images/s, loss=1.4630, top1-acc=60.76%, top5-acc=86.58%, remaining_time=0:00:01.899100, arrival_time=2021-04-15 02:06:06.016792, cost_time=0:00:01.899107 2021-04-15 02:06:05,011 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.47ms, fps=2865 images/s, loss=1.4714, top1-acc=60.27%, top5-acc=86.71%, remaining_time=0:00:00.931010, arrival_time=2021-04-15 02:06:05.942617, cost_time=0:00:02.793019 2021-04-15 02:06:05,828 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.10ms, fps=2841 images/s, loss=1.4987, top1-acc=59.98%, top5-acc=86.56%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:05.828434, cost_time=0:00:03.609874 2021-04-15 02:06:05,978 INFO : Epoch=0045 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:44:12.213455, arrival_time=2021-04-15 03:50:18.192014, cost_time=0:30:15.158734 2021-04-15 02:06:05,979 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 02:06:08,017 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.49ms, fps=1256 images/s, loss=0.7764, top1-acc=77.62%, top5-acc=96.05%, remaining_time=0:00:37.898988, arrival_time=2021-04-15 02:06:45.916635, cost_time=0:00:02.037579 2021-04-15 02:06:09,860 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.7694, top1-acc=77.27%, top5-acc=96.23%, remaining_time=0:00:34.146816, arrival_time=2021-04-15 02:06:44.007210, cost_time=0:00:03.880328 2021-04-15 02:06:11,715 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.51ms, fps=1381 images/s, loss=0.7627, top1-acc=77.02%, top5-acc=96.45%, remaining_time=0:00:31.732726, arrival_time=2021-04-15 02:06:43.447658, cost_time=0:00:05.734824 2021-04-15 02:06:13,557 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.00ms, fps=1390 images/s, loss=0.7671, top1-acc=76.93%, top5-acc=96.33%, remaining_time=0:00:29.549832, arrival_time=2021-04-15 02:06:43.106834, cost_time=0:00:07.576866 2021-04-15 02:06:15,405 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.38ms, fps=1386 images/s, loss=0.7693, top1-acc=76.67%, top5-acc=96.22%, remaining_time=0:00:27.521730, arrival_time=2021-04-15 02:06:42.927079, cost_time=0:00:09.425239 2021-04-15 02:06:17,257 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.94ms, fps=1383 images/s, loss=0.7704, top1-acc=76.68%, top5-acc=96.15%, remaining_time=0:00:25.561064, arrival_time=2021-04-15 02:06:42.818115, cost_time=0:00:11.276939 2021-04-15 02:06:19,100 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.7762, top1-acc=76.57%, top5-acc=96.01%, remaining_time=0:00:23.616306, arrival_time=2021-04-15 02:06:42.716491, cost_time=0:00:13.120190 2021-04-15 02:06:20,943 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.53ms, fps=1390 images/s, loss=0.7779, top1-acc=76.49%, top5-acc=95.92%, remaining_time=0:00:21.696176, arrival_time=2021-04-15 02:06:42.639102, cost_time=0:00:14.962860 2021-04-15 02:06:22,780 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.7840, top1-acc=76.35%, top5-acc=95.89%, remaining_time=0:00:19.786702, arrival_time=2021-04-15 02:06:42.566761, cost_time=0:00:16.799992 2021-04-15 02:06:24,625 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.7886, top1-acc=76.23%, top5-acc=95.83%, remaining_time=0:00:17.899680, arrival_time=2021-04-15 02:06:42.525216, cost_time=0:00:18.645460 2021-04-15 02:06:26,468 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.7957, top1-acc=76.00%, top5-acc=95.77%, remaining_time=0:00:16.018102, arrival_time=2021-04-15 02:06:42.486410, cost_time=0:00:20.488238 2021-04-15 02:06:28,305 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.7995, top1-acc=75.87%, top5-acc=95.73%, remaining_time=0:00:14.139572, arrival_time=2021-04-15 02:06:42.445228, cost_time=0:00:22.325593 2021-04-15 02:06:30,147 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.8032, top1-acc=75.76%, top5-acc=95.72%, remaining_time=0:00:12.269730, arrival_time=2021-04-15 02:06:42.417410, cost_time=0:00:24.167611 2021-04-15 02:06:31,994 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.68ms, fps=1387 images/s, loss=0.8055, top1-acc=75.68%, top5-acc=95.73%, remaining_time=0:00:10.405640, arrival_time=2021-04-15 02:06:42.399784, cost_time=0:00:26.014074 2021-04-15 02:06:33,835 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.8102, top1-acc=75.49%, top5-acc=95.73%, remaining_time=0:00:08.542154, arrival_time=2021-04-15 02:06:42.377102, cost_time=0:00:27.854856 2021-04-15 02:06:35,669 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.8159, top1-acc=75.32%, top5-acc=95.66%, remaining_time=0:00:06.680052, arrival_time=2021-04-15 02:06:42.349137, cost_time=0:00:29.689097 2021-04-15 02:06:37,514 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.80ms, fps=1388 images/s, loss=0.8196, top1-acc=75.24%, top5-acc=95.63%, remaining_time=0:00:04.822844, arrival_time=2021-04-15 02:06:42.336918, cost_time=0:00:31.533978 2021-04-15 02:06:39,358 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.94ms, fps=1389 images/s, loss=0.8231, top1-acc=75.14%, top5-acc=95.61%, remaining_time=0:00:02.966928, arrival_time=2021-04-15 02:06:42.325041, cost_time=0:00:33.377960 2021-04-15 02:06:41,199 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.24ms, fps=1391 images/s, loss=0.8270, top1-acc=75.03%, top5-acc=95.59%, remaining_time=0:00:01.112196, arrival_time=2021-04-15 02:06:42.311868, cost_time=0:00:35.219613 2021-04-15 02:06:42,192 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.23ms, fps=1371 images/s, loss=0.8281, top1-acc=74.98%, top5-acc=95.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:42.192144, cost_time=0:00:36.212162 2021-04-15 02:06:43,197 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.94ms, fps=2552 images/s, loss=1.4982, top1-acc=60.55%, top5-acc=87.11%, remaining_time=0:00:03.009930, arrival_time=2021-04-15 02:06:46.207280, cost_time=0:00:01.003312 2021-04-15 02:06:44,090 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.30ms, fps=2870 images/s, loss=1.4989, top1-acc=59.90%, top5-acc=86.82%, remaining_time=0:00:01.895920, arrival_time=2021-04-15 02:06:45.985873, cost_time=0:00:01.895927 2021-04-15 02:06:44,982 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.42ms, fps=2869 images/s, loss=1.5091, top1-acc=59.62%, top5-acc=86.50%, remaining_time=0:00:00.929600, arrival_time=2021-04-15 02:06:45.912371, cost_time=0:00:02.788805 2021-04-15 02:06:45,797 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.06ms, fps=2849 images/s, loss=1.5046, top1-acc=59.35%, top5-acc=86.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:45.797279, cost_time=0:00:03.603338 2021-04-15 02:06:46,067 INFO : Epoch=0046 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:43:31.045148, arrival_time=2021-04-15 03:50:17.112266, cost_time=0:30:55.247275 2021-04-15 02:06:46,069 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 02:06:48,134 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=2.07ms, fps=1240 images/s, loss=0.7715, top1-acc=76.84%, top5-acc=96.13%, remaining_time=0:00:38.405652, arrival_time=2021-04-15 02:07:26.539807, cost_time=0:00:02.064820 2021-04-15 02:06:49,977 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.7576, top1-acc=77.36%, top5-acc=96.41%, remaining_time=0:00:34.389520, arrival_time=2021-04-15 02:07:24.366772, cost_time=0:00:03.907906 2021-04-15 02:06:51,813 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.7652, top1-acc=77.37%, top5-acc=96.07%, remaining_time=0:00:31.786178, arrival_time=2021-04-15 02:07:23.600021, cost_time=0:00:05.744500 2021-04-15 02:06:53,661 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.7515, top1-acc=77.61%, top5-acc=96.20%, remaining_time=0:00:29.607396, arrival_time=2021-04-15 02:07:23.268364, cost_time=0:00:07.591633 2021-04-15 02:06:55,498 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.55ms, fps=1394 images/s, loss=0.7529, top1-acc=77.42%, top5-acc=96.24%, remaining_time=0:00:27.532972, arrival_time=2021-04-15 02:07:23.031415, cost_time=0:00:09.429109 2021-04-15 02:06:57,334 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.90ms, fps=1395 images/s, loss=0.7568, top1-acc=77.17%, top5-acc=96.25%, remaining_time=0:00:25.533456, arrival_time=2021-04-15 02:07:22.867552, cost_time=0:00:11.264764 2021-04-15 02:06:59,171 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.72ms, fps=1394 images/s, loss=0.7590, top1-acc=77.14%, top5-acc=96.23%, remaining_time=0:00:23.583420, arrival_time=2021-04-15 02:07:22.754572, cost_time=0:00:13.101880 2021-04-15 02:07:01,009 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.57ms, fps=1393 images/s, loss=0.7676, top1-acc=76.79%, top5-acc=96.12%, remaining_time=0:00:21.662652, arrival_time=2021-04-15 02:07:22.671621, cost_time=0:00:14.939721 2021-04-15 02:07:02,846 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.7706, top1-acc=76.72%, top5-acc=96.08%, remaining_time=0:00:19.759248, arrival_time=2021-04-15 02:07:22.605303, cost_time=0:00:16.776718 2021-04-15 02:07:04,685 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.7735, top1-acc=76.52%, top5-acc=96.10%, remaining_time=0:00:17.871456, arrival_time=2021-04-15 02:07:22.556902, cost_time=0:00:18.616101 2021-04-15 02:07:06,520 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.56ms, fps=1395 images/s, loss=0.7791, top1-acc=76.24%, top5-acc=96.13%, remaining_time=0:00:15.989206, arrival_time=2021-04-15 02:07:22.509781, cost_time=0:00:20.451306 2021-04-15 02:07:08,356 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.7830, top1-acc=76.14%, top5-acc=96.07%, remaining_time=0:00:14.115404, arrival_time=2021-04-15 02:07:22.472238, cost_time=0:00:22.287464 2021-04-15 02:07:10,197 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.64ms, fps=1392 images/s, loss=0.7862, top1-acc=76.08%, top5-acc=96.03%, remaining_time=0:00:12.249468, arrival_time=2021-04-15 02:07:22.446529, cost_time=0:00:24.127695 2021-04-15 02:07:12,035 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.7912, top1-acc=75.95%, top5-acc=95.98%, remaining_time=0:00:10.386600, arrival_time=2021-04-15 02:07:22.422423, cost_time=0:00:25.966481 2021-04-15 02:07:13,871 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.7977, top1-acc=75.74%, top5-acc=95.93%, remaining_time=0:00:08.526100, arrival_time=2021-04-15 02:07:22.397821, cost_time=0:00:27.802448 2021-04-15 02:07:15,705 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.46ms, fps=1397 images/s, loss=0.8013, top1-acc=75.63%, top5-acc=95.89%, remaining_time=0:00:06.668064, arrival_time=2021-04-15 02:07:22.373169, cost_time=0:00:29.635773 2021-04-15 02:07:17,548 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.69ms, fps=1389 images/s, loss=0.8046, top1-acc=75.56%, top5-acc=95.86%, remaining_time=0:00:04.814498, arrival_time=2021-04-15 02:07:22.363212, cost_time=0:00:31.479361 2021-04-15 02:07:19,393 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.84ms, fps=1389 images/s, loss=0.8079, top1-acc=75.45%, top5-acc=95.84%, remaining_time=0:00:02.962112, arrival_time=2021-04-15 02:07:22.355271, cost_time=0:00:33.323687 2021-04-15 02:07:21,255 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.21ms, fps=1376 images/s, loss=0.8098, top1-acc=75.39%, top5-acc=95.82%, remaining_time=0:00:01.111128, arrival_time=2021-04-15 02:07:22.366254, cost_time=0:00:35.185779 2021-04-15 02:07:22,250 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.36ms, fps=1368 images/s, loss=0.8134, top1-acc=75.29%, top5-acc=95.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:22.250143, cost_time=0:00:36.180812 2021-04-15 02:07:23,298 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.44ms, fps=2446 images/s, loss=1.4535, top1-acc=60.62%, top5-acc=87.85%, remaining_time=0:00:03.139530, arrival_time=2021-04-15 02:07:26.438258, cost_time=0:00:01.046510 2021-04-15 02:07:24,191 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.29ms, fps=2868 images/s, loss=1.4488, top1-acc=60.37%, top5-acc=87.97%, remaining_time=0:00:01.939600, arrival_time=2021-04-15 02:07:26.131327, cost_time=0:00:01.939595 2021-04-15 02:07:25,084 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=2.11ms, fps=2868 images/s, loss=1.4622, top1-acc=60.36%, top5-acc=87.80%, remaining_time=0:00:00.944180, arrival_time=2021-04-15 02:07:26.028880, cost_time=0:00:02.832529 2021-04-15 02:07:25,900 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=2846 images/s, loss=1.4699, top1-acc=60.61%, top5-acc=87.61%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:25.900424, cost_time=0:00:03.648332 2021-04-15 02:07:26,091 INFO : Epoch=0047 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:42:49.712301, arrival_time=2021-04-15 03:50:15.803243, cost_time=0:31:35.271109 2021-04-15 02:07:26,092 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 02:07:28,132 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.34ms, fps=1255 images/s, loss=0.7920, top1-acc=75.31%, top5-acc=96.87%, remaining_time=0:00:37.946046, arrival_time=2021-04-15 02:08:06.078725, cost_time=0:00:02.040109 2021-04-15 02:07:29,980 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=4.45ms, fps=1386 images/s, loss=0.7807, top1-acc=76.27%, top5-acc=96.68%, remaining_time=0:00:34.216688, arrival_time=2021-04-15 02:08:04.197502, cost_time=0:00:03.888257 2021-04-15 02:07:31,824 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.7751, top1-acc=76.59%, top5-acc=96.42%, remaining_time=0:00:31.718782, arrival_time=2021-04-15 02:08:03.543636, cost_time=0:00:05.732305 2021-04-15 02:07:33,672 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.32ms, fps=1386 images/s, loss=0.7745, top1-acc=76.74%, top5-acc=96.33%, remaining_time=0:00:29.560128, arrival_time=2021-04-15 02:08:03.232257, cost_time=0:00:07.579503 2021-04-15 02:07:35,513 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=2.06ms, fps=1391 images/s, loss=0.7695, top1-acc=76.86%, top5-acc=96.22%, remaining_time=0:00:27.508736, arrival_time=2021-04-15 02:08:03.022127, cost_time=0:00:09.420821 2021-04-15 02:07:37,356 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.58ms, fps=1389 images/s, loss=0.7630, top1-acc=76.98%, top5-acc=96.24%, remaining_time=0:00:25.532368, arrival_time=2021-04-15 02:08:02.889149, cost_time=0:00:11.264296 2021-04-15 02:07:39,198 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.43ms, fps=1391 images/s, loss=0.7658, top1-acc=76.95%, top5-acc=96.16%, remaining_time=0:00:23.589972, arrival_time=2021-04-15 02:08:02.788084, cost_time=0:00:13.105554 2021-04-15 02:07:41,045 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.7689, top1-acc=76.74%, top5-acc=96.21%, remaining_time=0:00:21.681792, arrival_time=2021-04-15 02:08:02.727320, cost_time=0:00:14.952963 2021-04-15 02:07:42,889 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.61ms, fps=1389 images/s, loss=0.7708, top1-acc=76.63%, top5-acc=96.19%, remaining_time=0:00:19.783204, arrival_time=2021-04-15 02:08:02.672783, cost_time=0:00:16.797025 2021-04-15 02:07:44,734 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.7783, top1-acc=76.40%, top5-acc=96.13%, remaining_time=0:00:17.895840, arrival_time=2021-04-15 02:08:02.629981, cost_time=0:00:18.641531 2021-04-15 02:07:46,573 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.69ms, fps=1392 images/s, loss=0.7838, top1-acc=76.20%, top5-acc=96.03%, remaining_time=0:00:16.012598, arrival_time=2021-04-15 02:08:02.586374, cost_time=0:00:20.481218 2021-04-15 02:07:48,415 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.7887, top1-acc=76.04%, top5-acc=95.93%, remaining_time=0:00:14.138128, arrival_time=2021-04-15 02:08:02.554022, cost_time=0:00:22.323348 2021-04-15 02:07:50,253 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=2.00ms, fps=1394 images/s, loss=0.7916, top1-acc=76.03%, top5-acc=95.90%, remaining_time=0:00:12.266298, arrival_time=2021-04-15 02:08:02.519736, cost_time=0:00:24.160886 2021-04-15 02:07:52,090 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.7927, top1-acc=75.99%, top5-acc=95.90%, remaining_time=0:00:10.399032, arrival_time=2021-04-15 02:08:02.489069, cost_time=0:00:25.997554 2021-04-15 02:07:53,927 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.51ms, fps=1393 images/s, loss=0.7938, top1-acc=75.97%, top5-acc=95.85%, remaining_time=0:00:08.536082, arrival_time=2021-04-15 02:08:02.463672, cost_time=0:00:27.835111 2021-04-15 02:07:55,774 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.89ms, fps=1387 images/s, loss=0.7991, top1-acc=75.80%, top5-acc=95.82%, remaining_time=0:00:06.678360, arrival_time=2021-04-15 02:08:02.452440, cost_time=0:00:29.681599 2021-04-15 02:07:57,616 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.10ms, fps=1390 images/s, loss=0.8018, top1-acc=75.70%, top5-acc=95.80%, remaining_time=0:00:04.821284, arrival_time=2021-04-15 02:08:02.437521, cost_time=0:00:31.523767 2021-04-15 02:07:59,458 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.30ms, fps=1390 images/s, loss=0.8063, top1-acc=75.58%, top5-acc=95.73%, remaining_time=0:00:02.965872, arrival_time=2021-04-15 02:08:02.424480, cost_time=0:00:33.365999 2021-04-15 02:08:01,314 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.26ms, fps=1380 images/s, loss=0.8141, top1-acc=75.42%, top5-acc=95.65%, remaining_time=0:00:01.112280, arrival_time=2021-04-15 02:08:02.427052, cost_time=0:00:35.222222 2021-04-15 02:08:02,317 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.24ms, fps=1357 images/s, loss=0.8140, top1-acc=75.45%, top5-acc=95.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:02.317112, cost_time=0:00:36.224648 2021-04-15 02:08:03,320 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.22ms, fps=2556 images/s, loss=1.4522, top1-acc=59.80%, top5-acc=86.80%, remaining_time=0:00:03.004200, arrival_time=2021-04-15 02:08:06.324441, cost_time=0:00:01.001401 2021-04-15 02:08:04,215 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.44ms, fps=2860 images/s, loss=1.4697, top1-acc=60.00%, top5-acc=86.50%, remaining_time=0:00:01.896940, arrival_time=2021-04-15 02:08:06.112782, cost_time=0:00:01.896936 2021-04-15 02:08:05,107 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.40ms, fps=2874 images/s, loss=1.4630, top1-acc=60.27%, top5-acc=86.59%, remaining_time=0:00:00.929430, arrival_time=2021-04-15 02:08:06.036550, cost_time=0:00:02.788276 2021-04-15 02:08:05,920 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.06ms, fps=2854 images/s, loss=1.4467, top1-acc=60.29%, top5-acc=86.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:05.920261, cost_time=0:00:03.601455 2021-04-15 02:08:06,111 INFO : Epoch=0048 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:42:08.424616, arrival_time=2021-04-15 03:50:14.536432, cost_time=0:32:15.291987 2021-04-15 02:08:06,113 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 02:08:08,113 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.54ms, fps=1280 images/s, loss=0.7822, top1-acc=76.60%, top5-acc=96.48%, remaining_time=0:00:37.195350, arrival_time=2021-04-15 02:08:45.308581, cost_time=0:00:01.999752 2021-04-15 02:08:09,953 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.7627, top1-acc=77.40%, top5-acc=96.45%, remaining_time=0:00:33.792176, arrival_time=2021-04-15 02:08:43.745604, cost_time=0:00:03.840018 2021-04-15 02:08:11,799 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.7570, top1-acc=77.17%, top5-acc=96.48%, remaining_time=0:00:31.463640, arrival_time=2021-04-15 02:08:43.263251, cost_time=0:00:05.686192 2021-04-15 02:08:13,635 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.7559, top1-acc=77.12%, top5-acc=96.57%, remaining_time=0:00:29.336736, arrival_time=2021-04-15 02:08:42.972408, cost_time=0:00:07.522257 2021-04-15 02:08:15,474 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.55ms, fps=1393 images/s, loss=0.7500, top1-acc=77.19%, top5-acc=96.55%, remaining_time=0:00:27.333244, arrival_time=2021-04-15 02:08:42.807335, cost_time=0:00:09.360683 2021-04-15 02:08:17,315 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.54ms, fps=1391 images/s, loss=0.7515, top1-acc=77.23%, top5-acc=96.46%, remaining_time=0:00:25.390520, arrival_time=2021-04-15 02:08:42.705660, cost_time=0:00:11.201725 2021-04-15 02:08:19,161 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.7546, top1-acc=77.09%, top5-acc=96.35%, remaining_time=0:00:23.485392, arrival_time=2021-04-15 02:08:42.646487, cost_time=0:00:13.047460 2021-04-15 02:08:21,006 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.7580, top1-acc=77.05%, top5-acc=96.35%, remaining_time=0:00:21.594908, arrival_time=2021-04-15 02:08:42.601320, cost_time=0:00:14.893078 2021-04-15 02:08:22,853 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=2.03ms, fps=1386 images/s, loss=0.7671, top1-acc=76.81%, top5-acc=96.24%, remaining_time=0:00:19.716424, arrival_time=2021-04-15 02:08:42.570172, cost_time=0:00:16.740343 2021-04-15 02:08:24,691 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=2.15ms, fps=1393 images/s, loss=0.7704, top1-acc=76.73%, top5-acc=96.19%, remaining_time=0:00:17.835360, arrival_time=2021-04-15 02:08:42.527245, cost_time=0:00:18.578469 2021-04-15 02:08:26,534 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.7750, top1-acc=76.57%, top5-acc=96.15%, remaining_time=0:00:15.965470, arrival_time=2021-04-15 02:08:42.499818, cost_time=0:00:20.420901 2021-04-15 02:08:28,372 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.7739, top1-acc=76.58%, top5-acc=96.19%, remaining_time=0:00:14.097620, arrival_time=2021-04-15 02:08:42.470414, cost_time=0:00:22.259384 2021-04-15 02:08:30,209 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.79ms, fps=1394 images/s, loss=0.7774, top1-acc=76.44%, top5-acc=96.15%, remaining_time=0:00:12.233562, arrival_time=2021-04-15 02:08:42.443352, cost_time=0:00:24.096456 2021-04-15 02:08:32,053 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.7793, top1-acc=76.39%, top5-acc=96.09%, remaining_time=0:00:10.376016, arrival_time=2021-04-15 02:08:42.429409, cost_time=0:00:25.939979 2021-04-15 02:08:33,893 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.7823, top1-acc=76.26%, top5-acc=96.07%, remaining_time=0:00:08.519200, arrival_time=2021-04-15 02:08:42.412586, cost_time=0:00:27.780035 2021-04-15 02:08:35,736 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.7863, top1-acc=76.13%, top5-acc=96.01%, remaining_time=0:00:06.665184, arrival_time=2021-04-15 02:08:42.401594, cost_time=0:00:29.623033 2021-04-15 02:08:37,574 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=0.7900, top1-acc=76.04%, top5-acc=95.96%, remaining_time=0:00:04.811716, arrival_time=2021-04-15 02:08:42.386318, cost_time=0:00:31.461265 2021-04-15 02:08:39,411 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.7940, top1-acc=75.91%, top5-acc=95.91%, remaining_time=0:00:02.959840, arrival_time=2021-04-15 02:08:42.371388, cost_time=0:00:33.298139 2021-04-15 02:08:41,282 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.36ms, fps=1369 images/s, loss=0.7979, top1-acc=75.80%, top5-acc=95.87%, remaining_time=0:00:01.110606, arrival_time=2021-04-15 02:08:42.393185, cost_time=0:00:35.169124 2021-04-15 02:08:42,275 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.47ms, fps=1371 images/s, loss=0.8013, top1-acc=75.71%, top5-acc=95.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:42.275380, cost_time=0:00:36.161977 2021-04-15 02:08:43,288 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.43ms, fps=2532 images/s, loss=1.5658, top1-acc=58.48%, top5-acc=85.00%, remaining_time=0:00:03.033360, arrival_time=2021-04-15 02:08:46.321691, cost_time=0:00:01.011120 2021-04-15 02:08:44,180 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.24ms, fps=2872 images/s, loss=1.5961, top1-acc=58.38%, top5-acc=85.21%, remaining_time=0:00:01.902920, arrival_time=2021-04-15 02:08:46.083159, cost_time=0:00:01.902929 2021-04-15 02:08:45,072 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.42ms, fps=2872 images/s, loss=1.6369, top1-acc=57.92%, top5-acc=84.43%, remaining_time=0:00:00.931680, arrival_time=2021-04-15 02:08:46.003914, cost_time=0:00:02.795034 2021-04-15 02:08:45,889 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=2838 images/s, loss=1.6252, top1-acc=57.80%, top5-acc=84.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:45.889935, cost_time=0:00:03.612749 2021-04-15 02:08:46,034 INFO : Epoch=0049 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:41:26.885953, arrival_time=2021-04-15 03:50:12.920402, cost_time=0:32:55.214623 2021-04-15 02:08:46,035 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 02:08:48,064 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.33ms, fps=1262 images/s, loss=0.7198, top1-acc=78.36%, top5-acc=96.76%, remaining_time=0:00:37.728798, arrival_time=2021-04-15 02:09:25.793193, cost_time=0:00:02.028428 2021-04-15 02:08:49,904 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.7413, top1-acc=77.66%, top5-acc=96.50%, remaining_time=0:00:34.042976, arrival_time=2021-04-15 02:09:23.947465, cost_time=0:00:03.868510 2021-04-15 02:08:51,752 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.7509, top1-acc=77.49%, top5-acc=96.25%, remaining_time=0:00:31.633292, arrival_time=2021-04-15 02:09:23.386116, cost_time=0:00:05.716875 2021-04-15 02:08:53,602 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.7472, top1-acc=77.55%, top5-acc=96.25%, remaining_time=0:00:29.508804, arrival_time=2021-04-15 02:09:23.111114, cost_time=0:00:07.566348 2021-04-15 02:08:55,442 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.51ms, fps=1392 images/s, loss=0.7388, top1-acc=77.76%, top5-acc=96.37%, remaining_time=0:00:27.466542, arrival_time=2021-04-15 02:09:22.908862, cost_time=0:00:09.406355 2021-04-15 02:08:57,285 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.7468, top1-acc=77.55%, top5-acc=96.24%, remaining_time=0:00:25.498640, arrival_time=2021-04-15 02:09:22.783894, cost_time=0:00:11.249381 2021-04-15 02:08:59,123 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.7519, top1-acc=77.30%, top5-acc=96.26%, remaining_time=0:00:23.556960, arrival_time=2021-04-15 02:09:22.680116, cost_time=0:00:13.087203 2021-04-15 02:09:00,961 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.60ms, fps=1393 images/s, loss=0.7572, top1-acc=77.17%, top5-acc=96.21%, remaining_time=0:00:21.641540, arrival_time=2021-04-15 02:09:22.602656, cost_time=0:00:14.925222 2021-04-15 02:09:02,803 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.71ms, fps=1390 images/s, loss=0.7615, top1-acc=77.01%, top5-acc=96.21%, remaining_time=0:00:19.748330, arrival_time=2021-04-15 02:09:22.551719, cost_time=0:00:16.767426 2021-04-15 02:09:04,649 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.7674, top1-acc=76.77%, top5-acc=96.18%, remaining_time=0:00:17.868576, arrival_time=2021-04-15 02:09:22.517628, cost_time=0:00:18.613086 2021-04-15 02:09:06,486 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.7728, top1-acc=76.69%, top5-acc=96.10%, remaining_time=0:00:15.988604, arrival_time=2021-04-15 02:09:22.475091, cost_time=0:00:20.450515 2021-04-15 02:09:08,321 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.7780, top1-acc=76.55%, top5-acc=96.04%, remaining_time=0:00:14.114340, arrival_time=2021-04-15 02:09:22.435969, cost_time=0:00:22.285749 2021-04-15 02:09:10,161 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.7869, top1-acc=76.29%, top5-acc=95.97%, remaining_time=0:00:12.248280, arrival_time=2021-04-15 02:09:22.409637, cost_time=0:00:24.125397 2021-04-15 02:09:11,997 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.7930, top1-acc=76.11%, top5-acc=95.91%, remaining_time=0:00:10.384640, arrival_time=2021-04-15 02:09:22.382181, cost_time=0:00:25.961658 2021-04-15 02:09:13,835 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.7996, top1-acc=75.95%, top5-acc=95.85%, remaining_time=0:00:08.525272, arrival_time=2021-04-15 02:09:22.361027, cost_time=0:00:27.799871 2021-04-15 02:09:15,672 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.8024, top1-acc=75.86%, top5-acc=95.84%, remaining_time=0:00:06.668100, arrival_time=2021-04-15 02:09:22.340012, cost_time=0:00:29.635951 2021-04-15 02:09:17,508 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.47ms, fps=1394 images/s, loss=0.8060, top1-acc=75.73%, top5-acc=95.82%, remaining_time=0:00:04.813484, arrival_time=2021-04-15 02:09:22.322086, cost_time=0:00:31.472701 2021-04-15 02:09:19,346 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.96ms, fps=1393 images/s, loss=0.8084, top1-acc=75.67%, top5-acc=95.79%, remaining_time=0:00:02.960912, arrival_time=2021-04-15 02:09:22.307112, cost_time=0:00:33.310250 2021-04-15 02:09:21,184 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.63ms, fps=1393 images/s, loss=0.8112, top1-acc=75.60%, top5-acc=95.76%, remaining_time=0:00:01.109940, arrival_time=2021-04-15 02:09:22.294047, cost_time=0:00:35.148132 2021-04-15 02:09:22,177 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.21ms, fps=1370 images/s, loss=0.8139, top1-acc=75.55%, top5-acc=95.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:22.177232, cost_time=0:00:36.141359 2021-04-15 02:09:23,181 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=2.44ms, fps=2553 images/s, loss=1.3429, top1-acc=61.52%, top5-acc=88.91%, remaining_time=0:00:03.007980, arrival_time=2021-04-15 02:09:26.189547, cost_time=0:00:01.002660 2021-04-15 02:09:24,071 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.35ms, fps=2879 images/s, loss=1.3513, top1-acc=61.80%, top5-acc=88.63%, remaining_time=0:00:01.892140, arrival_time=2021-04-15 02:09:25.963358, cost_time=0:00:01.892133 2021-04-15 02:09:24,963 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.50ms, fps=2871 images/s, loss=1.3683, top1-acc=61.26%, top5-acc=88.20%, remaining_time=0:00:00.928150, arrival_time=2021-04-15 02:09:25.891566, cost_time=0:00:02.784451 2021-04-15 02:09:25,777 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.09ms, fps=2850 images/s, loss=1.3966, top1-acc=61.17%, top5-acc=88.07%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:25.777874, cost_time=0:00:03.599001 2021-04-15 02:09:25,976 INFO : Epoch=0050 complete, best val top1-acc=61.70%, top5-acc=87.83% (epoch=44), remaining_time=1:40:45.471000, arrival_time=2021-04-15 03:50:11.447835, cost_time=0:33:35.157007 2021-04-15 02:09:25,978 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 02:09:28,001 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.36ms, fps=1266 images/s, loss=0.7301, top1-acc=78.20%, top5-acc=96.48%, remaining_time=0:00:37.615338, arrival_time=2021-04-15 02:10:05.616319, cost_time=0:00:02.022334 2021-04-15 02:09:29,840 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.7291, top1-acc=78.18%, top5-acc=96.60%, remaining_time=0:00:33.984016, arrival_time=2021-04-15 02:10:03.824399, cost_time=0:00:03.861811 2021-04-15 02:09:31,675 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.7186, top1-acc=78.40%, top5-acc=96.89%, remaining_time=0:00:31.521906, arrival_time=2021-04-15 02:10:03.197318, cost_time=0:00:05.696727 2021-04-15 02:09:33,513 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.7202, top1-acc=78.19%, top5-acc=96.74%, remaining_time=0:00:29.386344, arrival_time=2021-04-15 02:10:02.899792, cost_time=0:00:07.534956 2021-04-15 02:09:35,350 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.7210, top1-acc=78.04%, top5-acc=96.73%, remaining_time=0:00:27.366094, arrival_time=2021-04-15 02:10:02.716628, cost_time=0:00:09.371964 2021-04-15 02:09:37,192 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.7263, top1-acc=77.91%, top5-acc=96.63%, remaining_time=0:00:25.419352, arrival_time=2021-04-15 02:10:02.612281, cost_time=0:00:11.214431 2021-04-15 02:09:39,032 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.7351, top1-acc=77.66%, top5-acc=96.53%, remaining_time=0:00:23.496480, arrival_time=2021-04-15 02:10:02.528651, cost_time=0:00:13.053634 2021-04-15 02:09:40,879 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.74ms, fps=1387 images/s, loss=0.7470, top1-acc=77.29%, top5-acc=96.40%, remaining_time=0:00:21.605812, arrival_time=2021-04-15 02:10:02.484965, cost_time=0:00:14.900559 2021-04-15 02:09:42,722 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=2.27ms, fps=1389 images/s, loss=0.7521, top1-acc=77.09%, top5-acc=96.40%, remaining_time=0:00:19.720876, arrival_time=2021-04-15 02:10:02.443646, cost_time=0:00:16.744185 2021-04-15 02:09:44,559 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.7608, top1-acc=76.83%, top5-acc=96.33%, remaining_time=0:00:17.838048, arrival_time=2021-04-15 02:10:02.397819, cost_time=0:00:18.581280 2021-04-15 02:09:46,396 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.7683, top1-acc=76.63%, top5-acc=96.24%, remaining_time=0:00:15.962976, arrival_time=2021-04-15 02:10:02.359385, cost_time=0:00:20.417809 2021-04-15 02:09:48,236 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.7744, top1-acc=76.44%, top5-acc=96.20%, remaining_time=0:00:14.096480, arrival_time=2021-04-15 02:10:02.332701, cost_time=0:00:22.257610 2021-04-15 02:09:50,071 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.7802, top1-acc=76.24%, top5-acc=96.14%, remaining_time=0:00:12.231846, arrival_time=2021-04-15 02:10:02.303501, cost_time=0:00:24.093091 2021-04-15 02:09:51,909 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.7838, top1-acc=76.16%, top5-acc=96.13%, remaining_time=0:00:10.372264, arrival_time=2021-04-15 02:10:02.281479, cost_time=0:00:25.930718 2021-04-15 02:09:53,749 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.47ms, fps=1392 images/s, loss=0.7892, top1-acc=76.05%, top5-acc=96.03%, remaining_time=0:00:08.516302, arrival_time=2021-04-15 02:10:02.265541, cost_time=0:00:27.770529 2021-04-15 02:09:55,588 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.7915, top1-acc=76.03%, top5-acc=95.99%, remaining_time=0:00:06.662304, arrival_time=2021-04-15 02:10:02.251043, cost_time=0:00:29.610252 2021-04-15 02:09:57,424 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.16ms, fps=1395 images/s, loss=0.7941, top1-acc=75.88%, top5-acc=95.94%, remaining_time=0:00:04.809350, arrival_time=2021-04-15 02:10:02.233614, cost_time=0:00:31.445692 2021-04-15 02:09:59,260 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.7984, top1-acc=75.74%, top5-acc=95.89%, remaining_time=0:00:02.958368, arrival_time=2021-04-15 02:10:02.218571, cost_time=0:00:33.281699 2021-04-15 02:10:01,098 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.8010, top1-acc=75.65%, top5-acc=95.86%, remaining_time=0:00:01.109046, arrival_time=2021-04-15 02:10:02.207239, cost_time=0:00:35.119709 2021-04-15 02:10:02,089 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.20ms, fps=1373 images/s, loss=0.8034, top1-acc=75.58%, top5-acc=95.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:02.089039, cost_time=0:00:36.110525 2021-04-15 02:10:03,094 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.28ms, fps=2552 images/s, loss=1.4605, top1-acc=60.74%, top5-acc=87.54%, remaining_time=0:00:03.009480, arrival_time=2021-04-15 02:10:06.104174, cost_time=0:00:01.003158 2021-04-15 02:10:03,993 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.23ms, fps=2850 images/s, loss=1.4122, top1-acc=62.36%, top5-acc=87.97%, remaining_time=0:00:01.901700, arrival_time=2021-04-15 02:10:05.894995, cost_time=0:00:01.901693 2021-04-15 02:10:04,886 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.39ms, fps=2869 images/s, loss=1.4193, top1-acc=61.80%, top5-acc=87.93%, remaining_time=0:00:00.931550, arrival_time=2021-04-15 02:10:05.817721, cost_time=0:00:02.794644 2021-04-15 02:10:05,701 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.07ms, fps=2846 images/s, loss=1.4244, top1-acc=61.86%, top5-acc=87.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:05.701555, cost_time=0:00:03.610053 2021-04-15 02:10:06,059 INFO : Epoch=0051 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:40:04.524180, arrival_time=2021-04-15 03:50:10.583826, cost_time=0:34:15.239819 2021-04-15 02:10:06,061 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 02:10:08,134 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.59ms, fps=1235 images/s, loss=0.7626, top1-acc=77.38%, top5-acc=96.76%, remaining_time=0:00:38.564868, arrival_time=2021-04-15 02:10:46.699452, cost_time=0:00:02.073378 2021-04-15 02:10:09,971 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.57ms, fps=1394 images/s, loss=0.7401, top1-acc=77.75%, top5-acc=96.89%, remaining_time=0:00:34.411872, arrival_time=2021-04-15 02:10:44.383533, cost_time=0:00:03.910450 2021-04-15 02:10:11,815 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.82ms, fps=1389 images/s, loss=0.7321, top1-acc=77.85%, top5-acc=96.95%, remaining_time=0:00:31.838302, arrival_time=2021-04-15 02:10:43.653424, cost_time=0:00:05.753914 2021-04-15 02:10:13,653 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.7322, top1-acc=78.04%, top5-acc=96.91%, remaining_time=0:00:29.608488, arrival_time=2021-04-15 02:10:43.261543, cost_time=0:00:07.591929 2021-04-15 02:10:15,492 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.63ms, fps=1392 images/s, loss=0.7318, top1-acc=78.00%, top5-acc=96.87%, remaining_time=0:00:27.540126, arrival_time=2021-04-15 02:10:43.032901, cost_time=0:00:09.431553 2021-04-15 02:10:17,335 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.7358, top1-acc=77.79%, top5-acc=96.81%, remaining_time=0:00:25.554400, arrival_time=2021-04-15 02:10:42.889692, cost_time=0:00:11.273975 2021-04-15 02:10:19,172 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.64ms, fps=1394 images/s, loss=0.7380, top1-acc=77.59%, top5-acc=96.80%, remaining_time=0:00:23.599422, arrival_time=2021-04-15 02:10:42.771408, cost_time=0:00:13.110758 2021-04-15 02:10:21,007 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.7405, top1-acc=77.51%, top5-acc=96.81%, remaining_time=0:00:21.672860, arrival_time=2021-04-15 02:10:42.680746, cost_time=0:00:14.946775 2021-04-15 02:10:22,845 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.7467, top1-acc=77.33%, top5-acc=96.78%, remaining_time=0:00:19.768364, arrival_time=2021-04-15 02:10:42.614010, cost_time=0:00:16.784452 2021-04-15 02:10:24,691 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.95ms, fps=1387 images/s, loss=0.7521, top1-acc=77.11%, top5-acc=96.73%, remaining_time=0:00:17.884896, arrival_time=2021-04-15 02:10:42.576238, cost_time=0:00:18.630130 2021-04-15 02:10:26,534 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.16ms, fps=1389 images/s, loss=0.7573, top1-acc=76.91%, top5-acc=96.63%, remaining_time=0:00:16.006320, arrival_time=2021-04-15 02:10:42.540711, cost_time=0:00:20.473175 2021-04-15 02:10:28,373 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=2.28ms, fps=1393 images/s, loss=0.7603, top1-acc=76.88%, top5-acc=96.56%, remaining_time=0:00:14.130908, arrival_time=2021-04-15 02:10:42.504014, cost_time=0:00:22.311972 2021-04-15 02:10:30,213 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.7643, top1-acc=76.80%, top5-acc=96.48%, remaining_time=0:00:12.261744, arrival_time=2021-04-15 02:10:42.474895, cost_time=0:00:24.151950 2021-04-15 02:10:32,052 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.7663, top1-acc=76.76%, top5-acc=96.44%, remaining_time=0:00:10.396456, arrival_time=2021-04-15 02:10:42.448680, cost_time=0:00:25.991096 2021-04-15 02:10:33,889 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.7723, top1-acc=76.61%, top5-acc=96.35%, remaining_time=0:00:08.533966, arrival_time=2021-04-15 02:10:42.423283, cost_time=0:00:27.828204 2021-04-15 02:10:35,727 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.53ms, fps=1393 images/s, loss=0.7772, top1-acc=76.42%, top5-acc=96.29%, remaining_time=0:00:06.675012, arrival_time=2021-04-15 02:10:42.402808, cost_time=0:00:29.666677 2021-04-15 02:10:37,568 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.57ms, fps=1392 images/s, loss=0.7790, top1-acc=76.42%, top5-acc=96.25%, remaining_time=0:00:04.818684, arrival_time=2021-04-15 02:10:42.386596, cost_time=0:00:31.506703 2021-04-15 02:10:39,408 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.62ms, fps=1391 images/s, loss=0.7820, top1-acc=76.35%, top5-acc=96.20%, remaining_time=0:00:02.964192, arrival_time=2021-04-15 02:10:42.372582, cost_time=0:00:33.347179 2021-04-15 02:10:41,248 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.65ms, fps=1392 images/s, loss=0.7827, top1-acc=76.35%, top5-acc=96.19%, remaining_time=0:00:01.111170, arrival_time=2021-04-15 02:10:42.359444, cost_time=0:00:35.186959 2021-04-15 02:10:42,240 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.49ms, fps=1371 images/s, loss=0.7847, top1-acc=76.34%, top5-acc=96.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:42.240831, cost_time=0:00:36.179687 2021-04-15 02:10:43,273 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.22ms, fps=2483 images/s, loss=1.4270, top1-acc=61.68%, top5-acc=88.24%, remaining_time=0:00:03.093150, arrival_time=2021-04-15 02:10:46.366844, cost_time=0:00:01.031049 2021-04-15 02:10:44,165 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.28ms, fps=2871 images/s, loss=1.4415, top1-acc=61.62%, top5-acc=87.38%, remaining_time=0:00:01.923160, arrival_time=2021-04-15 02:10:46.088964, cost_time=0:00:01.923162 2021-04-15 02:10:45,056 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.50ms, fps=2874 images/s, loss=1.4476, top1-acc=61.04%, top5-acc=87.34%, remaining_time=0:00:00.938080, arrival_time=2021-04-15 02:10:45.994971, cost_time=0:00:02.814244 2021-04-15 02:10:45,871 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=2848 images/s, loss=1.4631, top1-acc=61.10%, top5-acc=87.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:45.871875, cost_time=0:00:03.629268 2021-04-15 02:10:46,090 INFO : Epoch=0052 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:39:23.463900, arrival_time=2021-04-15 03:50:09.554803, cost_time=0:34:55.271080 2021-04-15 02:10:46,092 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 02:10:48,094 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.39ms, fps=1278 images/s, loss=0.7464, top1-acc=76.95%, top5-acc=96.60%, remaining_time=0:00:37.243524, arrival_time=2021-04-15 02:11:25.338263, cost_time=0:00:02.002342 2021-04-15 02:10:49,946 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.85ms, fps=1383 images/s, loss=0.7044, top1-acc=78.95%, top5-acc=97.11%, remaining_time=0:00:33.914848, arrival_time=2021-04-15 02:11:23.861215, cost_time=0:00:03.853967 2021-04-15 02:10:51,784 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.7039, top1-acc=79.00%, top5-acc=97.01%, remaining_time=0:00:31.493354, arrival_time=2021-04-15 02:11:23.277333, cost_time=0:00:05.691577 2021-04-15 02:10:53,630 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=2.17ms, fps=1387 images/s, loss=0.6975, top1-acc=79.23%, top5-acc=96.95%, remaining_time=0:00:29.398668, arrival_time=2021-04-15 02:11:23.029186, cost_time=0:00:07.538124 2021-04-15 02:10:55,476 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.87ms, fps=1387 images/s, loss=0.7036, top1-acc=78.98%, top5-acc=96.84%, remaining_time=0:00:27.402594, arrival_time=2021-04-15 02:11:22.879425, cost_time=0:00:09.384434 2021-04-15 02:10:57,312 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.78ms, fps=1395 images/s, loss=0.6971, top1-acc=79.08%, top5-acc=96.93%, remaining_time=0:00:25.432816, arrival_time=2021-04-15 02:11:22.745471, cost_time=0:00:11.220331 2021-04-15 02:10:59,147 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.43ms, fps=1396 images/s, loss=0.6982, top1-acc=79.06%, top5-acc=96.93%, remaining_time=0:00:23.499000, arrival_time=2021-04-15 02:11:22.646390, cost_time=0:00:13.054982 2021-04-15 02:11:00,983 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.80ms, fps=1395 images/s, loss=0.7062, top1-acc=78.69%, top5-acc=96.90%, remaining_time=0:00:21.591544, arrival_time=2021-04-15 02:11:22.574606, cost_time=0:00:14.890727 2021-04-15 02:11:02,817 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.7133, top1-acc=78.44%, top5-acc=96.84%, remaining_time=0:00:19.698192, arrival_time=2021-04-15 02:11:22.515369, cost_time=0:00:16.724858 2021-04-15 02:11:04,656 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.77ms, fps=1392 images/s, loss=0.7210, top1-acc=78.10%, top5-acc=96.76%, remaining_time=0:00:17.821920, arrival_time=2021-04-15 02:11:22.478793, cost_time=0:00:18.564472 2021-04-15 02:11:06,494 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.65ms, fps=1394 images/s, loss=0.7286, top1-acc=77.84%, top5-acc=96.71%, remaining_time=0:00:15.950506, arrival_time=2021-04-15 02:11:22.444712, cost_time=0:00:20.401760 2021-04-15 02:11:08,334 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.30ms, fps=1392 images/s, loss=0.7360, top1-acc=77.61%, top5-acc=96.60%, remaining_time=0:00:14.086600, arrival_time=2021-04-15 02:11:22.420925, cost_time=0:00:22.242015 2021-04-15 02:11:10,170 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.7427, top1-acc=77.49%, top5-acc=96.47%, remaining_time=0:00:12.224190, arrival_time=2021-04-15 02:11:22.394598, cost_time=0:00:24.077956 2021-04-15 02:11:12,035 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.60ms, fps=1373 images/s, loss=0.7484, top1-acc=77.29%, top5-acc=96.39%, remaining_time=0:00:10.377304, arrival_time=2021-04-15 02:11:22.413120, cost_time=0:00:25.943314 2021-04-15 02:11:13,894 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=2.06ms, fps=1378 images/s, loss=0.7529, top1-acc=77.15%, top5-acc=96.35%, remaining_time=0:00:08.525870, arrival_time=2021-04-15 02:11:22.420078, cost_time=0:00:27.801779 2021-04-15 02:11:15,738 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.31ms, fps=1389 images/s, loss=0.7574, top1-acc=77.03%, top5-acc=96.28%, remaining_time=0:00:06.670368, arrival_time=2021-04-15 02:11:22.408777, cost_time=0:00:29.646009 2021-04-15 02:11:17,586 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=2.03ms, fps=1386 images/s, loss=0.7594, top1-acc=76.93%, top5-acc=96.25%, remaining_time=0:00:04.816734, arrival_time=2021-04-15 02:11:22.403172, cost_time=0:00:31.494024 2021-04-15 02:11:19,428 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.51ms, fps=1390 images/s, loss=0.7627, top1-acc=76.83%, top5-acc=96.19%, remaining_time=0:00:02.963248, arrival_time=2021-04-15 02:11:22.392110, cost_time=0:00:33.336453 2021-04-15 02:11:21,270 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.25ms, fps=1391 images/s, loss=0.7680, top1-acc=76.71%, top5-acc=96.14%, remaining_time=0:00:01.110882, arrival_time=2021-04-15 02:11:22.381181, cost_time=0:00:35.177916 2021-04-15 02:11:22,266 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.35ms, fps=1366 images/s, loss=0.7692, top1-acc=76.68%, top5-acc=96.14%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:22.266257, cost_time=0:00:36.173941 2021-04-15 02:11:23,269 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.53ms, fps=2557 images/s, loss=1.4743, top1-acc=60.47%, top5-acc=86.52%, remaining_time=0:00:03.002970, arrival_time=2021-04-15 02:11:26.272050, cost_time=0:00:01.000992 2021-04-15 02:11:24,161 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.50ms, fps=2869 images/s, loss=1.4738, top1-acc=59.88%, top5-acc=86.19%, remaining_time=0:00:01.893600, arrival_time=2021-04-15 02:11:26.055374, cost_time=0:00:01.893601 2021-04-15 02:11:25,054 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.40ms, fps=2870 images/s, loss=1.4805, top1-acc=60.05%, top5-acc=86.03%, remaining_time=0:00:00.928700, arrival_time=2021-04-15 02:11:25.982875, cost_time=0:00:02.786087 2021-04-15 02:11:25,872 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.12ms, fps=2835 images/s, loss=1.4985, top1-acc=59.80%, top5-acc=86.02%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:25.872792, cost_time=0:00:03.604742 2021-04-15 02:11:26,053 INFO : Epoch=0053 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:38:42.252798, arrival_time=2021-04-15 03:50:08.306599, cost_time=0:35:35.233976 2021-04-15 02:11:26,055 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 02:11:28,056 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.26ms, fps=1279 images/s, loss=0.7132, top1-acc=77.77%, top5-acc=96.91%, remaining_time=0:00:37.224924, arrival_time=2021-04-15 02:12:05.281656, cost_time=0:00:02.001339 2021-04-15 02:11:29,905 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=3.73ms, fps=1385 images/s, loss=0.7422, top1-acc=77.21%, top5-acc=96.48%, remaining_time=0:00:33.883344, arrival_time=2021-04-15 02:12:03.789125, cost_time=0:00:03.850381 2021-04-15 02:11:31,751 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=0.7246, top1-acc=78.02%, top5-acc=96.74%, remaining_time=0:00:31.515432, arrival_time=2021-04-15 02:12:03.266412, cost_time=0:00:05.695572 2021-04-15 02:11:33,590 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.54ms, fps=1392 images/s, loss=0.7183, top1-acc=78.32%, top5-acc=96.78%, remaining_time=0:00:29.386344, arrival_time=2021-04-15 02:12:02.976868, cost_time=0:00:07.534967 2021-04-15 02:11:35,433 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.05ms, fps=1390 images/s, loss=0.7163, top1-acc=78.30%, top5-acc=96.73%, remaining_time=0:00:27.382300, arrival_time=2021-04-15 02:12:02.815192, cost_time=0:00:09.377489 2021-04-15 02:11:37,286 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.7179, top1-acc=78.27%, top5-acc=96.72%, remaining_time=0:00:25.456888, arrival_time=2021-04-15 02:12:02.743333, cost_time=0:00:11.231000 2021-04-15 02:11:39,128 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.74ms, fps=1390 images/s, loss=0.7188, top1-acc=78.07%, top5-acc=96.72%, remaining_time=0:00:23.531130, arrival_time=2021-04-15 02:12:02.659355, cost_time=0:00:13.072824 2021-04-15 02:11:40,972 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.49ms, fps=1389 images/s, loss=0.7249, top1-acc=77.87%, top5-acc=96.63%, remaining_time=0:00:21.629824, arrival_time=2021-04-15 02:12:02.602402, cost_time=0:00:14.917121 2021-04-15 02:11:42,813 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.7281, top1-acc=77.86%, top5-acc=96.59%, remaining_time=0:00:19.737412, arrival_time=2021-04-15 02:12:02.551083, cost_time=0:00:16.758137 2021-04-15 02:11:44,645 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.34ms, fps=1398 images/s, loss=0.7313, top1-acc=77.72%, top5-acc=96.58%, remaining_time=0:00:17.846976, arrival_time=2021-04-15 02:12:02.492899, cost_time=0:00:18.590594 2021-04-15 02:11:46,485 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.7357, top1-acc=77.55%, top5-acc=96.52%, remaining_time=0:00:15.972608, arrival_time=2021-04-15 02:12:02.458091, cost_time=0:00:20.430034 2021-04-15 02:11:48,318 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.47ms, fps=1397 images/s, loss=0.7384, top1-acc=77.48%, top5-acc=96.48%, remaining_time=0:00:14.099824, arrival_time=2021-04-15 02:12:02.418041, cost_time=0:00:22.262890 2021-04-15 02:11:50,150 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.53ms, fps=1398 images/s, loss=0.7407, top1-acc=77.43%, top5-acc=96.45%, remaining_time=0:00:12.232770, arrival_time=2021-04-15 02:12:02.382938, cost_time=0:00:24.094861 2021-04-15 02:11:51,986 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.7438, top1-acc=77.35%, top5-acc=96.45%, remaining_time=0:00:10.372600, arrival_time=2021-04-15 02:12:02.359356, cost_time=0:00:25.931440 2021-04-15 02:11:53,824 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.7511, top1-acc=77.18%, top5-acc=96.36%, remaining_time=0:00:08.515796, arrival_time=2021-04-15 02:12:02.340088, cost_time=0:00:27.768900 2021-04-15 02:11:55,670 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.7544, top1-acc=77.08%, top5-acc=96.32%, remaining_time=0:00:06.663276, arrival_time=2021-04-15 02:12:02.333278, cost_time=0:00:29.614606 2021-04-15 02:11:57,508 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.7601, top1-acc=76.92%, top5-acc=96.26%, remaining_time=0:00:04.810520, arrival_time=2021-04-15 02:12:02.319304, cost_time=0:00:31.453321 2021-04-15 02:11:59,352 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.59ms, fps=1389 images/s, loss=0.7617, top1-acc=76.89%, top5-acc=96.23%, remaining_time=0:00:02.959696, arrival_time=2021-04-15 02:12:02.311691, cost_time=0:00:33.296590 2021-04-15 02:12:01,193 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.7653, top1-acc=76.81%, top5-acc=96.19%, remaining_time=0:00:01.109622, arrival_time=2021-04-15 02:12:02.303078, cost_time=0:00:35.138058 2021-04-15 02:12:02,188 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.36ms, fps=1368 images/s, loss=0.7690, top1-acc=76.69%, top5-acc=96.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:02.187956, cost_time=0:00:36.132551 2021-04-15 02:12:03,195 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.33ms, fps=2548 images/s, loss=1.5319, top1-acc=60.98%, top5-acc=86.37%, remaining_time=0:00:03.014640, arrival_time=2021-04-15 02:12:06.209657, cost_time=0:00:01.004882 2021-04-15 02:12:04,088 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.72ms, fps=2867 images/s, loss=1.5557, top1-acc=60.06%, top5-acc=86.33%, remaining_time=0:00:01.898100, arrival_time=2021-04-15 02:12:05.986422, cost_time=0:00:01.898100 2021-04-15 02:12:04,980 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.25ms, fps=2871 images/s, loss=1.5295, top1-acc=60.30%, top5-acc=86.59%, remaining_time=0:00:00.930120, arrival_time=2021-04-15 02:12:05.910617, cost_time=0:00:02.790359 2021-04-15 02:12:05,795 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.06ms, fps=2849 images/s, loss=1.5087, top1-acc=60.37%, top5-acc=86.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:05.795155, cost_time=0:00:03.605061 2021-04-15 02:12:05,990 INFO : Epoch=0054 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:38:01.017240, arrival_time=2021-04-15 03:50:07.007802, cost_time=0:36:15.170739 2021-04-15 02:12:05,991 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 02:12:08,003 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.38ms, fps=1273 images/s, loss=0.7601, top1-acc=77.23%, top5-acc=96.41%, remaining_time=0:00:37.410924, arrival_time=2021-04-15 02:12:45.414419, cost_time=0:00:02.011344 2021-04-15 02:12:09,840 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.7414, top1-acc=77.64%, top5-acc=96.80%, remaining_time=0:00:33.862928, arrival_time=2021-04-15 02:12:43.703141, cost_time=0:00:03.848065 2021-04-15 02:12:11,680 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.49ms, fps=1392 images/s, loss=0.7165, top1-acc=78.40%, top5-acc=96.82%, remaining_time=0:00:31.472604, arrival_time=2021-04-15 02:12:43.152556, cost_time=0:00:05.687808 2021-04-15 02:12:13,533 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=0.7130, top1-acc=78.48%, top5-acc=96.83%, remaining_time=0:00:29.411616, arrival_time=2021-04-15 02:12:42.945206, cost_time=0:00:07.541445 2021-04-15 02:12:15,379 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.13ms, fps=1387 images/s, loss=0.7072, top1-acc=78.73%, top5-acc=96.84%, remaining_time=0:00:27.411500, arrival_time=2021-04-15 02:12:42.791173, cost_time=0:00:09.387513 2021-04-15 02:12:17,217 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.7051, top1-acc=78.74%, top5-acc=96.84%, remaining_time=0:00:25.444240, arrival_time=2021-04-15 02:12:42.661731, cost_time=0:00:11.225427 2021-04-15 02:12:19,069 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=0.7095, top1-acc=78.58%, top5-acc=96.74%, remaining_time=0:00:23.539824, arrival_time=2021-04-15 02:12:42.609672, cost_time=0:00:13.077698 2021-04-15 02:12:20,910 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.49ms, fps=1391 images/s, loss=0.7119, top1-acc=78.53%, top5-acc=96.72%, remaining_time=0:00:21.631796, arrival_time=2021-04-15 02:12:42.542430, cost_time=0:00:14.918483 2021-04-15 02:12:22,751 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.59ms, fps=1391 images/s, loss=0.7178, top1-acc=78.31%, top5-acc=96.63%, remaining_time=0:00:19.739214, arrival_time=2021-04-15 02:12:42.491060, cost_time=0:00:16.759685 2021-04-15 02:12:24,594 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.49ms, fps=1390 images/s, loss=0.7245, top1-acc=78.17%, top5-acc=96.59%, remaining_time=0:00:17.858112, arrival_time=2021-04-15 02:12:42.452434, cost_time=0:00:18.602173 2021-04-15 02:12:26,431 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.7317, top1-acc=77.91%, top5-acc=96.50%, remaining_time=0:00:15.979488, arrival_time=2021-04-15 02:12:42.410557, cost_time=0:00:20.438919 2021-04-15 02:12:28,268 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.7349, top1-acc=77.77%, top5-acc=96.49%, remaining_time=0:00:14.108640, arrival_time=2021-04-15 02:12:42.377533, cost_time=0:00:22.276831 2021-04-15 02:12:30,114 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.32ms, fps=1387 images/s, loss=0.7388, top1-acc=77.64%, top5-acc=96.43%, remaining_time=0:00:12.246696, arrival_time=2021-04-15 02:12:42.361114, cost_time=0:00:24.122273 2021-04-15 02:12:31,955 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.45ms, fps=1391 images/s, loss=0.7428, top1-acc=77.56%, top5-acc=96.40%, remaining_time=0:00:10.385256, arrival_time=2021-04-15 02:12:42.340482, cost_time=0:00:25.963160 2021-04-15 02:12:33,794 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.7469, top1-acc=77.39%, top5-acc=96.39%, remaining_time=0:00:08.526146, arrival_time=2021-04-15 02:12:42.320838, cost_time=0:00:27.802634 2021-04-15 02:12:35,631 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.62ms, fps=1394 images/s, loss=0.7487, top1-acc=77.32%, top5-acc=96.39%, remaining_time=0:00:06.668748, arrival_time=2021-04-15 02:12:42.299846, cost_time=0:00:29.638958 2021-04-15 02:12:37,475 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.7528, top1-acc=77.18%, top5-acc=96.38%, remaining_time=0:00:04.815096, arrival_time=2021-04-15 02:12:42.290623, cost_time=0:00:31.483341 2021-04-15 02:12:39,320 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.32ms, fps=1388 images/s, loss=0.7563, top1-acc=77.05%, top5-acc=96.34%, remaining_time=0:00:02.962464, arrival_time=2021-04-15 02:12:42.282429, cost_time=0:00:33.327808 2021-04-15 02:12:41,157 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.20ms, fps=1393 images/s, loss=0.7612, top1-acc=76.99%, top5-acc=96.24%, remaining_time=0:00:01.110492, arrival_time=2021-04-15 02:12:42.268283, cost_time=0:00:35.165643 2021-04-15 02:12:42,148 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=0.7656, top1-acc=76.91%, top5-acc=96.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:42.148371, cost_time=0:00:36.156307 2021-04-15 02:12:43,216 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.39ms, fps=2402 images/s, loss=1.4371, top1-acc=61.02%, top5-acc=86.72%, remaining_time=0:00:03.197310, arrival_time=2021-04-15 02:12:46.413309, cost_time=0:00:01.065766 2021-04-15 02:12:44,110 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.45ms, fps=2865 images/s, loss=1.4428, top1-acc=60.57%, top5-acc=87.25%, remaining_time=0:00:01.959820, arrival_time=2021-04-15 02:12:46.069947, cost_time=0:00:01.959826 2021-04-15 02:12:45,004 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.41ms, fps=2865 images/s, loss=1.4341, top1-acc=60.83%, top5-acc=87.17%, remaining_time=0:00:00.951350, arrival_time=2021-04-15 02:12:45.955667, cost_time=0:00:02.854049 2021-04-15 02:12:45,825 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.11ms, fps=2826 images/s, loss=1.4583, top1-acc=60.76%, top5-acc=87.03%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:45.825748, cost_time=0:00:03.675518 2021-04-15 02:12:46,054 INFO : Epoch=0055 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:37:20.163115, arrival_time=2021-04-15 03:50:06.217244, cost_time=0:36:55.234276 2021-04-15 02:12:46,056 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 02:12:48,099 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.36ms, fps=1253 images/s, loss=0.7476, top1-acc=78.01%, top5-acc=95.94%, remaining_time=0:00:38.000730, arrival_time=2021-04-15 02:13:26.100423, cost_time=0:00:02.043052 2021-04-15 02:12:49,942 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.53ms, fps=1390 images/s, loss=0.7337, top1-acc=78.16%, top5-acc=96.37%, remaining_time=0:00:34.196448, arrival_time=2021-04-15 02:13:24.139024, cost_time=0:00:03.885970 2021-04-15 02:12:51,787 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.7214, top1-acc=78.35%, top5-acc=96.72%, remaining_time=0:00:31.710980, arrival_time=2021-04-15 02:13:23.498482, cost_time=0:00:05.730894 2021-04-15 02:12:53,642 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.35ms, fps=1380 images/s, loss=0.7193, top1-acc=78.28%, top5-acc=96.79%, remaining_time=0:00:29.586492, arrival_time=2021-04-15 02:13:23.229344, cost_time=0:00:07.586269 2021-04-15 02:12:55,480 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.7211, top1-acc=78.26%, top5-acc=96.80%, remaining_time=0:00:27.517788, arrival_time=2021-04-15 02:13:22.998321, cost_time=0:00:09.423924 2021-04-15 02:12:57,320 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=2.00ms, fps=1392 images/s, loss=0.7215, top1-acc=78.32%, top5-acc=96.78%, remaining_time=0:00:25.530736, arrival_time=2021-04-15 02:13:22.850967, cost_time=0:00:11.263571 2021-04-15 02:12:59,170 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.7238, top1-acc=78.12%, top5-acc=96.72%, remaining_time=0:00:23.605470, arrival_time=2021-04-15 02:13:22.776130, cost_time=0:00:13.114139 2021-04-15 02:13:01,007 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.7255, top1-acc=77.93%, top5-acc=96.63%, remaining_time=0:00:21.678776, arrival_time=2021-04-15 02:13:22.686225, cost_time=0:00:14.950851 2021-04-15 02:13:02,854 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.85ms, fps=1386 images/s, loss=0.7264, top1-acc=77.89%, top5-acc=96.59%, remaining_time=0:00:19.784370, arrival_time=2021-04-15 02:13:22.639046, cost_time=0:00:16.798070 2021-04-15 02:13:04,697 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.37ms, fps=1390 images/s, loss=0.7311, top1-acc=77.65%, top5-acc=96.53%, remaining_time=0:00:17.895360, arrival_time=2021-04-15 02:13:22.592995, cost_time=0:00:18.641042 2021-04-15 02:13:06,535 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.7317, top1-acc=77.65%, top5-acc=96.53%, remaining_time=0:00:16.010792, arrival_time=2021-04-15 02:13:22.546247, cost_time=0:00:20.478912 2021-04-15 02:13:08,374 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.63ms, fps=1393 images/s, loss=0.7382, top1-acc=77.48%, top5-acc=96.45%, remaining_time=0:00:14.134328, arrival_time=2021-04-15 02:13:22.508265, cost_time=0:00:22.317343 2021-04-15 02:13:10,213 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.64ms, fps=1392 images/s, loss=0.7387, top1-acc=77.48%, top5-acc=96.45%, remaining_time=0:00:12.264120, arrival_time=2021-04-15 02:13:22.477230, cost_time=0:00:24.156600 2021-04-15 02:13:12,054 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.74ms, fps=1390 images/s, loss=0.7420, top1-acc=77.30%, top5-acc=96.49%, remaining_time=0:00:10.399312, arrival_time=2021-04-15 02:13:22.454132, cost_time=0:00:25.998312 2021-04-15 02:13:13,891 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.54ms, fps=1395 images/s, loss=0.7463, top1-acc=77.16%, top5-acc=96.47%, remaining_time=0:00:08.535852, arrival_time=2021-04-15 02:13:22.426797, cost_time=0:00:27.834307 2021-04-15 02:13:15,733 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=2.51ms, fps=1390 images/s, loss=0.7488, top1-acc=77.06%, top5-acc=96.46%, remaining_time=0:00:06.677388, arrival_time=2021-04-15 02:13:22.411267, cost_time=0:00:29.677277 2021-04-15 02:13:17,572 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.83ms, fps=1393 images/s, loss=0.7538, top1-acc=76.92%, top5-acc=96.39%, remaining_time=0:00:04.820114, arrival_time=2021-04-15 02:13:22.392810, cost_time=0:00:31.516102 2021-04-15 02:13:19,414 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.63ms, fps=1390 images/s, loss=0.7580, top1-acc=76.79%, top5-acc=96.37%, remaining_time=0:00:02.965168, arrival_time=2021-04-15 02:13:22.379865, cost_time=0:00:33.358145 2021-04-15 02:13:21,269 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.24ms, fps=1381 images/s, loss=0.7621, top1-acc=76.68%, top5-acc=96.33%, remaining_time=0:00:01.111974, arrival_time=2021-04-15 02:13:22.381003, cost_time=0:00:35.212453 2021-04-15 02:13:22,260 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.40ms, fps=1372 images/s, loss=0.7660, top1-acc=76.59%, top5-acc=96.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:22.260723, cost_time=0:00:36.204138 2021-04-15 02:13:23,270 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.21ms, fps=2540 images/s, loss=1.5392, top1-acc=59.41%, top5-acc=86.02%, remaining_time=0:00:03.023730, arrival_time=2021-04-15 02:13:26.294360, cost_time=0:00:01.007911 2021-04-15 02:13:24,160 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.39ms, fps=2878 images/s, loss=1.5452, top1-acc=58.87%, top5-acc=86.13%, remaining_time=0:00:01.897640, arrival_time=2021-04-15 02:13:26.057999, cost_time=0:00:01.897644 2021-04-15 02:13:25,053 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.34ms, fps=2868 images/s, loss=1.5599, top1-acc=58.61%, top5-acc=85.92%, remaining_time=0:00:00.930190, arrival_time=2021-04-15 02:13:25.983561, cost_time=0:00:02.790575 2021-04-15 02:13:25,870 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.06ms, fps=2842 images/s, loss=1.5278, top1-acc=59.33%, top5-acc=86.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:25.870124, cost_time=0:00:03.607422 2021-04-15 02:13:26,016 INFO : Epoch=0056 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:36:39.078288, arrival_time=2021-04-15 03:50:05.095203, cost_time=0:37:35.197090 2021-04-15 02:13:26,018 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 02:13:28,025 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.05ms, fps=1276 images/s, loss=0.6715, top1-acc=79.77%, top5-acc=97.30%, remaining_time=0:00:37.321458, arrival_time=2021-04-15 02:14:05.346417, cost_time=0:00:02.006533 2021-04-15 02:13:29,865 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.6950, top1-acc=79.08%, top5-acc=97.03%, remaining_time=0:00:33.850608, arrival_time=2021-04-15 02:14:03.715689, cost_time=0:00:03.846660 2021-04-15 02:13:31,724 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=5.65ms, fps=1377 images/s, loss=0.6979, top1-acc=78.97%, top5-acc=96.94%, remaining_time=0:00:31.571706, arrival_time=2021-04-15 02:14:03.295781, cost_time=0:00:05.705727 2021-04-15 02:13:33,562 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.6984, top1-acc=78.61%, top5-acc=96.96%, remaining_time=0:00:29.422848, arrival_time=2021-04-15 02:14:02.985607, cost_time=0:00:07.544336 2021-04-15 02:13:35,401 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.7109, top1-acc=78.27%, top5-acc=96.87%, remaining_time=0:00:27.399382, arrival_time=2021-04-15 02:14:02.801071, cost_time=0:00:09.383345 2021-04-15 02:13:37,237 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.7106, top1-acc=78.32%, top5-acc=96.87%, remaining_time=0:00:25.430232, arrival_time=2021-04-15 02:14:02.667774, cost_time=0:00:11.219204 2021-04-15 02:13:39,076 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.7179, top1-acc=78.18%, top5-acc=96.82%, remaining_time=0:00:23.503536, arrival_time=2021-04-15 02:14:02.579517, cost_time=0:00:13.057555 2021-04-15 02:13:40,916 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.59ms, fps=1391 images/s, loss=0.7189, top1-acc=78.13%, top5-acc=96.80%, remaining_time=0:00:21.602100, arrival_time=2021-04-15 02:14:02.518455, cost_time=0:00:14.898007 2021-04-15 02:13:42,752 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.7192, top1-acc=78.17%, top5-acc=96.78%, remaining_time=0:00:19.709534, arrival_time=2021-04-15 02:14:02.462403, cost_time=0:00:16.734527 2021-04-15 02:13:44,591 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.7220, top1-acc=78.09%, top5-acc=96.71%, remaining_time=0:00:17.829984, arrival_time=2021-04-15 02:14:02.421200, cost_time=0:00:18.572876 2021-04-15 02:13:46,429 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.52ms, fps=1393 images/s, loss=0.7265, top1-acc=77.95%, top5-acc=96.67%, remaining_time=0:00:15.957472, arrival_time=2021-04-15 02:14:02.386602, cost_time=0:00:20.410751 2021-04-15 02:13:48,284 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.56ms, fps=1380 images/s, loss=0.7289, top1-acc=77.88%, top5-acc=96.64%, remaining_time=0:00:14.102028, arrival_time=2021-04-15 02:14:02.386836, cost_time=0:00:22.266381 2021-04-15 02:13:50,120 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.7311, top1-acc=77.86%, top5-acc=96.57%, remaining_time=0:00:12.236268, arrival_time=2021-04-15 02:14:02.356471, cost_time=0:00:24.101734 2021-04-15 02:13:51,960 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.48ms, fps=1392 images/s, loss=0.7349, top1-acc=77.79%, top5-acc=96.51%, remaining_time=0:00:10.376744, arrival_time=2021-04-15 02:14:02.336884, cost_time=0:00:25.941796 2021-04-15 02:13:53,796 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.7409, top1-acc=77.60%, top5-acc=96.43%, remaining_time=0:00:08.518464, arrival_time=2021-04-15 02:14:02.314489, cost_time=0:00:27.777540 2021-04-15 02:13:55,634 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.86ms, fps=1393 images/s, loss=0.7439, top1-acc=77.48%, top5-acc=96.40%, remaining_time=0:00:06.663600, arrival_time=2021-04-15 02:14:02.298083, cost_time=0:00:29.616061 2021-04-15 02:13:57,473 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.13ms, fps=1393 images/s, loss=0.7461, top1-acc=77.40%, top5-acc=96.38%, remaining_time=0:00:04.810702, arrival_time=2021-04-15 02:14:02.283642, cost_time=0:00:31.454532 2021-04-15 02:13:59,318 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.7500, top1-acc=77.29%, top5-acc=96.33%, remaining_time=0:00:02.960032, arrival_time=2021-04-15 02:14:02.278802, cost_time=0:00:33.300418 2021-04-15 02:14:01,151 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.25ms, fps=1397 images/s, loss=0.7529, top1-acc=77.20%, top5-acc=96.33%, remaining_time=0:00:01.109478, arrival_time=2021-04-15 02:14:02.261381, cost_time=0:00:35.133480 2021-04-15 02:14:02,143 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.25ms, fps=1373 images/s, loss=0.7543, top1-acc=77.19%, top5-acc=96.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:02.143226, cost_time=0:00:36.124882 2021-04-15 02:14:03,149 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.32ms, fps=2549 images/s, loss=1.5526, top1-acc=59.18%, top5-acc=86.05%, remaining_time=0:00:03.013020, arrival_time=2021-04-15 02:14:06.162406, cost_time=0:00:01.004342 2021-04-15 02:14:04,040 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.34ms, fps=2876 images/s, loss=1.5334, top1-acc=59.86%, top5-acc=86.19%, remaining_time=0:00:01.894960, arrival_time=2021-04-15 02:14:05.934954, cost_time=0:00:01.894960 2021-04-15 02:14:04,929 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.46ms, fps=2881 images/s, loss=1.5571, top1-acc=59.43%, top5-acc=85.76%, remaining_time=0:00:00.927980, arrival_time=2021-04-15 02:14:05.856960, cost_time=0:00:02.783941 2021-04-15 02:14:05,743 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=2850 images/s, loss=1.5710, top1-acc=59.39%, top5-acc=85.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:05.743321, cost_time=0:00:03.598305 2021-04-15 02:14:05,958 INFO : Epoch=0057 complete, best val top1-acc=61.86%, top5-acc=87.78% (epoch=51), remaining_time=1:35:57.978226, arrival_time=2021-04-15 03:50:03.936244, cost_time=0:38:15.138186 2021-04-15 02:14:05,959 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 02:14:07,984 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.43ms, fps=1264 images/s, loss=0.7060, top1-acc=77.89%, top5-acc=97.19%, remaining_time=0:00:37.662582, arrival_time=2021-04-15 02:14:45.647447, cost_time=0:00:02.024866 2021-04-15 02:14:09,825 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.7064, top1-acc=78.18%, top5-acc=96.91%, remaining_time=0:00:34.013584, arrival_time=2021-04-15 02:14:43.838686, cost_time=0:00:03.865174 2021-04-15 02:14:11,683 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=0.7011, top1-acc=78.36%, top5-acc=96.93%, remaining_time=0:00:31.671804, arrival_time=2021-04-15 02:14:43.355568, cost_time=0:00:05.723806 2021-04-15 02:14:13,524 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.30ms, fps=1391 images/s, loss=0.7049, top1-acc=78.16%, top5-acc=96.75%, remaining_time=0:00:29.501940, arrival_time=2021-04-15 02:14:43.026572, cost_time=0:00:07.564603 2021-04-15 02:14:15,367 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.7040, top1-acc=78.26%, top5-acc=96.77%, remaining_time=0:00:27.469316, arrival_time=2021-04-15 02:14:42.836653, cost_time=0:00:09.407296 2021-04-15 02:14:17,203 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.7028, top1-acc=78.40%, top5-acc=96.82%, remaining_time=0:00:25.485584, arrival_time=2021-04-15 02:14:42.689130, cost_time=0:00:11.243649 2021-04-15 02:14:19,051 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.59ms, fps=1386 images/s, loss=0.7049, top1-acc=78.38%, top5-acc=96.81%, remaining_time=0:00:23.564898, arrival_time=2021-04-15 02:14:42.616500, cost_time=0:00:13.091639 2021-04-15 02:14:20,891 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.7069, top1-acc=78.30%, top5-acc=96.74%, remaining_time=0:00:21.650588, arrival_time=2021-04-15 02:14:42.541942, cost_time=0:00:14.931478 2021-04-15 02:14:22,728 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.7114, top1-acc=78.15%, top5-acc=96.68%, remaining_time=0:00:19.750026, arrival_time=2021-04-15 02:14:42.478891, cost_time=0:00:16.768904 2021-04-15 02:14:24,564 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.7131, top1-acc=78.15%, top5-acc=96.70%, remaining_time=0:00:17.860224, arrival_time=2021-04-15 02:14:42.424538, cost_time=0:00:18.604355 2021-04-15 02:14:26,403 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=2.02ms, fps=1392 images/s, loss=0.7188, top1-acc=77.95%, top5-acc=96.65%, remaining_time=0:00:15.983358, arrival_time=2021-04-15 02:14:42.387168, cost_time=0:00:20.443860 2021-04-15 02:14:28,239 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.7225, top1-acc=77.88%, top5-acc=96.58%, remaining_time=0:00:14.110616, arrival_time=2021-04-15 02:14:42.350470, cost_time=0:00:22.279973 2021-04-15 02:14:30,080 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.74ms, fps=1392 images/s, loss=0.7264, top1-acc=77.76%, top5-acc=96.51%, remaining_time=0:00:12.245508, arrival_time=2021-04-15 02:14:42.325429, cost_time=0:00:24.119961 2021-04-15 02:14:31,920 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=2.05ms, fps=1391 images/s, loss=0.7298, top1-acc=77.70%, top5-acc=96.47%, remaining_time=0:00:10.384360, arrival_time=2021-04-15 02:14:42.305222, cost_time=0:00:25.960872 2021-04-15 02:14:33,762 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.7346, top1-acc=77.64%, top5-acc=96.43%, remaining_time=0:00:08.526100, arrival_time=2021-04-15 02:14:42.288539, cost_time=0:00:27.802482 2021-04-15 02:14:35,598 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.7400, top1-acc=77.45%, top5-acc=96.40%, remaining_time=0:00:06.668604, arrival_time=2021-04-15 02:14:42.266784, cost_time=0:00:29.638306 2021-04-15 02:14:37,438 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.86ms, fps=1391 images/s, loss=0.7434, top1-acc=77.35%, top5-acc=96.35%, remaining_time=0:00:04.814420, arrival_time=2021-04-15 02:14:42.253166, cost_time=0:00:31.478877 2021-04-15 02:14:39,274 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.7500, top1-acc=77.20%, top5-acc=96.28%, remaining_time=0:00:02.961280, arrival_time=2021-04-15 02:14:42.235771, cost_time=0:00:33.314426 2021-04-15 02:14:41,110 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.23ms, fps=1395 images/s, loss=0.7553, top1-acc=77.06%, top5-acc=96.24%, remaining_time=0:00:01.110030, arrival_time=2021-04-15 02:14:42.220895, cost_time=0:00:35.150985 2021-04-15 02:14:42,103 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.27ms, fps=1371 images/s, loss=0.7550, top1-acc=77.09%, top5-acc=96.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:42.103434, cost_time=0:00:36.143576 2021-04-15 02:14:43,120 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.23ms, fps=2522 images/s, loss=1.3544, top1-acc=63.12%, top5-acc=88.05%, remaining_time=0:00:03.045030, arrival_time=2021-04-15 02:14:46.165271, cost_time=0:00:01.015011 2021-04-15 02:14:44,014 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.38ms, fps=2863 images/s, loss=1.3925, top1-acc=62.46%, top5-acc=87.79%, remaining_time=0:00:01.909780, arrival_time=2021-04-15 02:14:45.924717, cost_time=0:00:01.909786 2021-04-15 02:14:44,912 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.41ms, fps=2855 images/s, loss=1.4103, top1-acc=62.19%, top5-acc=87.54%, remaining_time=0:00:00.935640, arrival_time=2021-04-15 02:14:45.847710, cost_time=0:00:02.806921 2021-04-15 02:14:45,730 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.13ms, fps=2838 images/s, loss=1.4269, top1-acc=61.95%, top5-acc=87.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:45.730010, cost_time=0:00:03.624889 2021-04-15 02:14:46,111 INFO : Epoch=0058 complete, best val top1-acc=61.95%, top5-acc=87.45% (epoch=58), remaining_time=1:35:17.437306, arrival_time=2021-04-15 03:50:03.548462, cost_time=0:38:55.291322 2021-04-15 02:14:46,112 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 02:14:48,145 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.49ms, fps=1259 images/s, loss=0.6995, top1-acc=78.55%, top5-acc=97.62%, remaining_time=0:00:37.813986, arrival_time=2021-04-15 02:15:25.959759, cost_time=0:00:02.033007 2021-04-15 02:14:49,989 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.18ms, fps=1389 images/s, loss=0.7007, top1-acc=78.67%, top5-acc=97.42%, remaining_time=0:00:34.111968, arrival_time=2021-04-15 02:15:24.101104, cost_time=0:00:03.876367 2021-04-15 02:14:51,826 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.6938, top1-acc=78.98%, top5-acc=97.36%, remaining_time=0:00:31.617356, arrival_time=2021-04-15 02:15:23.444128, cost_time=0:00:05.713968 2021-04-15 02:14:53,666 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.6885, top1-acc=78.96%, top5-acc=97.22%, remaining_time=0:00:29.457792, arrival_time=2021-04-15 02:15:23.123876, cost_time=0:00:07.553273 2021-04-15 02:14:55,502 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.6937, top1-acc=78.89%, top5-acc=97.11%, remaining_time=0:00:27.418508, arrival_time=2021-04-15 02:15:22.921072, cost_time=0:00:09.389880 2021-04-15 02:14:57,345 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.6914, top1-acc=78.84%, top5-acc=97.12%, remaining_time=0:00:25.461104, arrival_time=2021-04-15 02:15:22.806750, cost_time=0:00:11.232820 2021-04-15 02:14:59,189 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.6947, top1-acc=78.75%, top5-acc=97.08%, remaining_time=0:00:23.538438, arrival_time=2021-04-15 02:15:22.728123, cost_time=0:00:13.076911 2021-04-15 02:15:01,038 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.6946, top1-acc=78.73%, top5-acc=97.10%, remaining_time=0:00:21.642584, arrival_time=2021-04-15 02:15:22.681292, cost_time=0:00:14.925922 2021-04-15 02:15:02,880 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.53ms, fps=1390 images/s, loss=0.6983, top1-acc=78.57%, top5-acc=97.03%, remaining_time=0:00:19.749072, arrival_time=2021-04-15 02:15:22.629935, cost_time=0:00:16.768085 2021-04-15 02:15:04,725 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.7017, top1-acc=78.50%, top5-acc=96.98%, remaining_time=0:00:17.867712, arrival_time=2021-04-15 02:15:22.592763, cost_time=0:00:18.612168 2021-04-15 02:15:06,560 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.58ms, fps=1395 images/s, loss=0.7053, top1-acc=78.38%, top5-acc=96.94%, remaining_time=0:00:15.986368, arrival_time=2021-04-15 02:15:22.546977, cost_time=0:00:20.447710 2021-04-15 02:15:08,402 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.7110, top1-acc=78.17%, top5-acc=96.87%, remaining_time=0:00:14.117000, arrival_time=2021-04-15 02:15:22.519671, cost_time=0:00:22.289980 2021-04-15 02:15:10,244 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.53ms, fps=1391 images/s, loss=0.7133, top1-acc=78.16%, top5-acc=96.83%, remaining_time=0:00:12.251184, arrival_time=2021-04-15 02:15:22.495099, cost_time=0:00:24.131131 2021-04-15 02:15:12,085 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.63ms, fps=1390 images/s, loss=0.7188, top1-acc=78.00%, top5-acc=96.76%, remaining_time=0:00:10.389176, arrival_time=2021-04-15 02:15:22.474863, cost_time=0:00:25.972909 2021-04-15 02:15:13,927 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.7235, top1-acc=77.83%, top5-acc=96.71%, remaining_time=0:00:08.529918, arrival_time=2021-04-15 02:15:22.457574, cost_time=0:00:27.814884 2021-04-15 02:15:15,772 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.52ms, fps=1388 images/s, loss=0.7247, top1-acc=77.79%, top5-acc=96.70%, remaining_time=0:00:06.673356, arrival_time=2021-04-15 02:15:22.445482, cost_time=0:00:29.659348 2021-04-15 02:15:17,612 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.32ms, fps=1391 images/s, loss=0.7274, top1-acc=77.72%, top5-acc=96.65%, remaining_time=0:00:04.817644, arrival_time=2021-04-15 02:15:22.430345, cost_time=0:00:31.499900 2021-04-15 02:15:19,446 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.68ms, fps=1396 images/s, loss=0.7317, top1-acc=77.63%, top5-acc=96.60%, remaining_time=0:00:02.963024, arrival_time=2021-04-15 02:15:22.409766, cost_time=0:00:33.334054 2021-04-15 02:15:21,289 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.84ms, fps=1389 images/s, loss=0.7374, top1-acc=77.40%, top5-acc=96.56%, remaining_time=0:00:01.110852, arrival_time=2021-04-15 02:15:22.400555, cost_time=0:00:35.176931 2021-04-15 02:15:22,285 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.30ms, fps=1366 images/s, loss=0.7400, top1-acc=77.38%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:22.285690, cost_time=0:00:36.173006 2021-04-15 02:15:23,295 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.31ms, fps=2539 images/s, loss=1.4229, top1-acc=61.33%, top5-acc=88.16%, remaining_time=0:00:03.025140, arrival_time=2021-04-15 02:15:26.320963, cost_time=0:00:01.008376 2021-04-15 02:15:24,189 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.40ms, fps=2867 images/s, loss=1.4311, top1-acc=60.66%, top5-acc=87.66%, remaining_time=0:00:01.901540, arrival_time=2021-04-15 02:15:26.090498, cost_time=0:00:01.901532 2021-04-15 02:15:25,080 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.49ms, fps=2874 images/s, loss=1.4500, top1-acc=60.16%, top5-acc=87.53%, remaining_time=0:00:00.930860, arrival_time=2021-04-15 02:15:26.010955, cost_time=0:00:02.792581 2021-04-15 02:15:25,893 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=2853 images/s, loss=1.4527, top1-acc=60.24%, top5-acc=87.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:25.893597, cost_time=0:00:03.606187 2021-04-15 02:15:26,060 INFO : Epoch=0059 complete, best val top1-acc=61.95%, top5-acc=87.45% (epoch=58), remaining_time=1:34:36.423261, arrival_time=2021-04-15 03:50:02.484049, cost_time=0:39:35.240964 2021-04-15 02:15:26,062 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 02:15:28,067 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.53ms, fps=1277 images/s, loss=0.7040, top1-acc=78.98%, top5-acc=96.68%, remaining_time=0:00:37.292256, arrival_time=2021-04-15 02:16:05.359605, cost_time=0:00:02.004965 2021-04-15 02:15:29,910 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.7090, top1-acc=78.61%, top5-acc=96.66%, remaining_time=0:00:33.866272, arrival_time=2021-04-15 02:16:03.777117, cost_time=0:00:03.848448 2021-04-15 02:15:31,746 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.6951, top1-acc=79.26%, top5-acc=96.89%, remaining_time=0:00:31.451522, arrival_time=2021-04-15 02:16:03.197906, cost_time=0:00:05.684003 2021-04-15 02:15:33,586 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.6914, top1-acc=79.14%, top5-acc=97.00%, remaining_time=0:00:29.344380, arrival_time=2021-04-15 02:16:02.930946, cost_time=0:00:07.524181 2021-04-15 02:15:35,429 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=2.00ms, fps=1390 images/s, loss=0.6897, top1-acc=79.38%, top5-acc=96.97%, remaining_time=0:00:27.351640, arrival_time=2021-04-15 02:16:02.781018, cost_time=0:00:09.366983 2021-04-15 02:15:37,272 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.87ms, fps=1389 images/s, loss=0.6915, top1-acc=79.26%, top5-acc=97.00%, remaining_time=0:00:25.410376, arrival_time=2021-04-15 02:16:02.683211, cost_time=0:00:11.210434 2021-04-15 02:15:39,115 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.6939, top1-acc=79.27%, top5-acc=96.96%, remaining_time=0:00:23.495094, arrival_time=2021-04-15 02:16:02.610325, cost_time=0:00:13.052853 2021-04-15 02:15:40,947 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.6995, top1-acc=78.98%, top5-acc=96.90%, remaining_time=0:00:21.583656, arrival_time=2021-04-15 02:16:02.531225, cost_time=0:00:14.885257 2021-04-15 02:15:42,784 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.6991, top1-acc=78.99%, top5-acc=96.91%, remaining_time=0:00:19.694270, arrival_time=2021-04-15 02:16:02.478181, cost_time=0:00:16.721524 2021-04-15 02:15:44,621 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.7015, top1-acc=78.95%, top5-acc=96.86%, remaining_time=0:00:17.816928, arrival_time=2021-04-15 02:16:02.438569, cost_time=0:00:18.559335 2021-04-15 02:15:46,456 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.7051, top1-acc=78.88%, top5-acc=96.78%, remaining_time=0:00:15.944314, arrival_time=2021-04-15 02:16:02.400517, cost_time=0:00:20.393895 2021-04-15 02:15:48,291 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.31ms, fps=1395 images/s, loss=0.7110, top1-acc=78.62%, top5-acc=96.73%, remaining_time=0:00:14.078468, arrival_time=2021-04-15 02:16:02.369883, cost_time=0:00:22.229113 2021-04-15 02:15:50,131 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.57ms, fps=1391 images/s, loss=0.7167, top1-acc=78.43%, top5-acc=96.69%, remaining_time=0:00:12.219900, arrival_time=2021-04-15 02:16:02.351795, cost_time=0:00:24.069509 2021-04-15 02:15:51,978 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=0.7221, top1-acc=78.24%, top5-acc=96.65%, remaining_time=0:00:10.366496, arrival_time=2021-04-15 02:16:02.345086, cost_time=0:00:25.916196 2021-04-15 02:15:53,819 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.64ms, fps=1392 images/s, loss=0.7230, top1-acc=78.16%, top5-acc=96.65%, remaining_time=0:00:08.511978, arrival_time=2021-04-15 02:16:02.330900, cost_time=0:00:27.756497 2021-04-15 02:15:55,655 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.7290, top1-acc=77.95%, top5-acc=96.61%, remaining_time=0:00:06.658416, arrival_time=2021-04-15 02:16:02.313669, cost_time=0:00:29.592949 2021-04-15 02:15:57,493 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.7316, top1-acc=77.82%, top5-acc=96.61%, remaining_time=0:00:04.807114, arrival_time=2021-04-15 02:16:02.300647, cost_time=0:00:31.431157 2021-04-15 02:15:59,338 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.7359, top1-acc=77.69%, top5-acc=96.56%, remaining_time=0:00:02.957888, arrival_time=2021-04-15 02:16:02.296501, cost_time=0:00:33.276218 2021-04-15 02:16:01,184 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.7391, top1-acc=77.59%, top5-acc=96.50%, remaining_time=0:00:01.109118, arrival_time=2021-04-15 02:16:02.293630, cost_time=0:00:35.122113 2021-04-15 02:16:02,179 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.23ms, fps=1367 images/s, loss=0.7422, top1-acc=77.50%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:02.179904, cost_time=0:00:36.117602 2021-04-15 02:16:03,182 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.43ms, fps=2558 images/s, loss=1.3934, top1-acc=61.52%, top5-acc=87.54%, remaining_time=0:00:03.001980, arrival_time=2021-04-15 02:16:06.184440, cost_time=0:00:01.000657 2021-04-15 02:16:04,077 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.48ms, fps=2863 images/s, loss=1.3868, top1-acc=61.82%, top5-acc=87.91%, remaining_time=0:00:01.895160, arrival_time=2021-04-15 02:16:05.972178, cost_time=0:00:01.895154 2021-04-15 02:16:04,969 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.36ms, fps=2870 images/s, loss=1.4183, top1-acc=61.46%, top5-acc=87.41%, remaining_time=0:00:00.929250, arrival_time=2021-04-15 02:16:05.898810, cost_time=0:00:02.787755 2021-04-15 02:16:05,787 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=2838 images/s, loss=1.4128, top1-acc=61.36%, top5-acc=87.34%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:05.787406, cost_time=0:00:03.605638 2021-04-15 02:16:06,013 INFO : Epoch=0060 complete, best val top1-acc=61.95%, top5-acc=87.45% (epoch=58), remaining_time=1:33:55.451220, arrival_time=2021-04-15 03:50:01.464410, cost_time=0:40:15.193374 2021-04-15 02:16:06,014 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 02:16:08,018 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.43ms, fps=1278 images/s, loss=0.7105, top1-acc=78.95%, top5-acc=96.60%, remaining_time=0:00:37.263612, arrival_time=2021-04-15 02:16:45.281710, cost_time=0:00:02.003415 2021-04-15 02:16:09,852 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.50ms, fps=1396 images/s, loss=0.6911, top1-acc=79.10%, top5-acc=96.72%, remaining_time=0:00:33.774400, arrival_time=2021-04-15 02:16:43.627082, cost_time=0:00:03.837995 2021-04-15 02:16:11,687 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.6728, top1-acc=79.51%, top5-acc=97.10%, remaining_time=0:00:31.388608, arrival_time=2021-04-15 02:16:43.075845, cost_time=0:00:05.672646 2021-04-15 02:16:13,526 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=0.6725, top1-acc=79.74%, top5-acc=97.08%, remaining_time=0:00:29.296956, arrival_time=2021-04-15 02:16:42.823691, cost_time=0:00:07.512031 2021-04-15 02:16:15,379 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.6724, top1-acc=79.63%, top5-acc=97.10%, remaining_time=0:00:27.343610, arrival_time=2021-04-15 02:16:42.722546, cost_time=0:00:09.364231 2021-04-15 02:16:17,215 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.50ms, fps=1395 images/s, loss=0.6751, top1-acc=79.37%, top5-acc=97.06%, remaining_time=0:00:25.388208, arrival_time=2021-04-15 02:16:42.603552, cost_time=0:00:11.200669 2021-04-15 02:16:19,054 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.74ms, fps=1393 images/s, loss=0.6761, top1-acc=79.39%, top5-acc=97.09%, remaining_time=0:00:23.471280, arrival_time=2021-04-15 02:16:42.525592, cost_time=0:00:13.039632 2021-04-15 02:16:20,894 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.6750, top1-acc=79.40%, top5-acc=97.12%, remaining_time=0:00:21.575188, arrival_time=2021-04-15 02:16:42.469348, cost_time=0:00:14.879472 2021-04-15 02:16:22,736 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.6768, top1-acc=79.40%, top5-acc=97.10%, remaining_time=0:00:19.694482, arrival_time=2021-04-15 02:16:42.430899, cost_time=0:00:16.721736 2021-04-15 02:16:24,575 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.6762, top1-acc=79.32%, top5-acc=97.14%, remaining_time=0:00:17.818656, arrival_time=2021-04-15 02:16:42.394345, cost_time=0:00:18.561093 2021-04-15 02:16:26,418 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.6841, top1-acc=79.08%, top5-acc=97.09%, remaining_time=0:00:15.952054, arrival_time=2021-04-15 02:16:42.370500, cost_time=0:00:20.403760 2021-04-15 02:16:28,259 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=2.16ms, fps=1391 images/s, loss=0.6882, top1-acc=78.91%, top5-acc=97.05%, remaining_time=0:00:14.088348, arrival_time=2021-04-15 02:16:42.347814, cost_time=0:00:22.244803 2021-04-15 02:16:30,101 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.98ms, fps=1391 images/s, loss=0.6929, top1-acc=78.79%, top5-acc=97.05%, remaining_time=0:00:12.228414, arrival_time=2021-04-15 02:16:42.329376, cost_time=0:00:24.086307 2021-04-15 02:16:31,939 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.45ms, fps=1393 images/s, loss=0.6976, top1-acc=78.60%, top5-acc=97.00%, remaining_time=0:00:10.369968, arrival_time=2021-04-15 02:16:42.309562, cost_time=0:00:25.924887 2021-04-15 02:16:33,780 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.55ms, fps=1391 images/s, loss=0.7010, top1-acc=78.53%, top5-acc=96.93%, remaining_time=0:00:08.514876, arrival_time=2021-04-15 02:16:42.295529, cost_time=0:00:27.765954 2021-04-15 02:16:35,624 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.7043, top1-acc=78.43%, top5-acc=96.89%, remaining_time=0:00:06.662232, arrival_time=2021-04-15 02:16:42.286730, cost_time=0:00:29.609893 2021-04-15 02:16:37,461 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.7090, top1-acc=78.30%, top5-acc=96.85%, remaining_time=0:00:04.809480, arrival_time=2021-04-15 02:16:42.270851, cost_time=0:00:31.446663 2021-04-15 02:16:39,299 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.29ms, fps=1393 images/s, loss=0.7128, top1-acc=78.20%, top5-acc=96.81%, remaining_time=0:00:02.958656, arrival_time=2021-04-15 02:16:42.258179, cost_time=0:00:33.284928 2021-04-15 02:16:41,139 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.61ms, fps=1392 images/s, loss=0.7144, top1-acc=78.20%, top5-acc=96.79%, remaining_time=0:00:01.109202, arrival_time=2021-04-15 02:16:42.248475, cost_time=0:00:35.124674 2021-04-15 02:16:42,131 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.28ms, fps=1372 images/s, loss=0.7172, top1-acc=78.09%, top5-acc=96.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:42.131233, cost_time=0:00:36.116653 2021-04-15 02:16:43,138 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.22ms, fps=2546 images/s, loss=1.5091, top1-acc=59.80%, top5-acc=86.76%, remaining_time=0:00:03.016740, arrival_time=2021-04-15 02:16:46.155462, cost_time=0:00:01.005582 2021-04-15 02:16:44,032 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.30ms, fps=2865 images/s, loss=1.5049, top1-acc=59.88%, top5-acc=86.91%, remaining_time=0:00:01.899840, arrival_time=2021-04-15 02:16:45.932718, cost_time=0:00:01.899833 2021-04-15 02:16:44,927 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.51ms, fps=2862 images/s, loss=1.4863, top1-acc=60.25%, top5-acc=86.65%, remaining_time=0:00:00.931550, arrival_time=2021-04-15 02:16:45.859282, cost_time=0:00:02.794661 2021-04-15 02:16:45,742 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=2850 images/s, loss=1.5042, top1-acc=60.51%, top5-acc=86.46%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:45.742137, cost_time=0:00:03.609104 2021-04-15 02:16:45,916 INFO : Epoch=0061 complete, best val top1-acc=61.95%, top5-acc=87.45% (epoch=58), remaining_time=1:33:14.400276, arrival_time=2021-04-15 03:50:00.316604, cost_time=0:40:55.096502 2021-04-15 02:16:45,917 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 02:16:47,914 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.44ms, fps=1282 images/s, loss=0.6511, top1-acc=80.16%, top5-acc=97.89%, remaining_time=0:00:37.130250, arrival_time=2021-04-15 02:17:25.044413, cost_time=0:00:01.996250 2021-04-15 02:16:49,761 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.6624, top1-acc=79.82%, top5-acc=97.50%, remaining_time=0:00:33.822272, arrival_time=2021-04-15 02:17:23.583628, cost_time=0:00:03.843450 2021-04-15 02:16:51,597 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.6639, top1-acc=79.93%, top5-acc=97.42%, remaining_time=0:00:31.427286, arrival_time=2021-04-15 02:17:23.024826, cost_time=0:00:05.679627 2021-04-15 02:16:53,435 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.6655, top1-acc=79.79%, top5-acc=97.47%, remaining_time=0:00:29.317860, arrival_time=2021-04-15 02:17:22.753096, cost_time=0:00:07.517407 2021-04-15 02:16:55,284 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.6673, top1-acc=79.67%, top5-acc=97.37%, remaining_time=0:00:27.350180, arrival_time=2021-04-15 02:17:22.634747, cost_time=0:00:09.366524 2021-04-15 02:16:57,137 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=2.64ms, fps=1382 images/s, loss=0.6702, top1-acc=79.41%, top5-acc=97.32%, remaining_time=0:00:25.430776, arrival_time=2021-04-15 02:17:22.568157, cost_time=0:00:11.219467 2021-04-15 02:16:58,981 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=2.49ms, fps=1388 images/s, loss=0.6709, top1-acc=79.40%, top5-acc=97.33%, remaining_time=0:00:23.514876, arrival_time=2021-04-15 02:17:22.496577, cost_time=0:00:13.063797 2021-04-15 02:17:00,817 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.6753, top1-acc=79.30%, top5-acc=97.31%, remaining_time=0:00:21.604884, arrival_time=2021-04-15 02:17:22.422663, cost_time=0:00:14.899942 2021-04-15 02:17:02,661 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.6772, top1-acc=79.21%, top5-acc=97.24%, remaining_time=0:00:19.720028, arrival_time=2021-04-15 02:17:22.381399, cost_time=0:00:16.743414 2021-04-15 02:17:04,495 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.6806, top1-acc=79.08%, top5-acc=97.19%, remaining_time=0:00:17.834496, arrival_time=2021-04-15 02:17:22.329898, cost_time=0:00:18.577563 2021-04-15 02:17:06,332 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.46ms, fps=1394 images/s, loss=0.6867, top1-acc=78.84%, top5-acc=97.16%, remaining_time=0:00:15.960740, arrival_time=2021-04-15 02:17:22.293554, cost_time=0:00:20.414935 2021-04-15 02:17:08,176 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.6931, top1-acc=78.61%, top5-acc=97.07%, remaining_time=0:00:14.096936, arrival_time=2021-04-15 02:17:22.273026, cost_time=0:00:22.258263 2021-04-15 02:17:10,011 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.6984, top1-acc=78.49%, top5-acc=97.03%, remaining_time=0:00:12.231846, arrival_time=2021-04-15 02:17:22.242753, cost_time=0:00:24.092998 2021-04-15 02:17:11,849 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.7027, top1-acc=78.33%, top5-acc=96.96%, remaining_time=0:00:10.372432, arrival_time=2021-04-15 02:17:22.221419, cost_time=0:00:25.931147 2021-04-15 02:17:13,686 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.7070, top1-acc=78.25%, top5-acc=96.92%, remaining_time=0:00:08.515658, arrival_time=2021-04-15 02:17:22.201986, cost_time=0:00:27.768495 2021-04-15 02:17:15,528 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.7103, top1-acc=78.15%, top5-acc=96.91%, remaining_time=0:00:06.662412, arrival_time=2021-04-15 02:17:22.191031, cost_time=0:00:29.610795 2021-04-15 02:17:17,374 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.85ms, fps=1387 images/s, loss=0.7140, top1-acc=78.05%, top5-acc=96.87%, remaining_time=0:00:04.810962, arrival_time=2021-04-15 02:17:22.185238, cost_time=0:00:31.456328 2021-04-15 02:17:19,222 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.92ms, fps=1385 images/s, loss=0.7182, top1-acc=77.89%, top5-acc=96.84%, remaining_time=0:00:02.960432, arrival_time=2021-04-15 02:17:22.183269, cost_time=0:00:33.304922 2021-04-15 02:17:21,068 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.33ms, fps=1388 images/s, loss=0.7210, top1-acc=77.80%, top5-acc=96.81%, remaining_time=0:00:01.110018, arrival_time=2021-04-15 02:17:22.178367, cost_time=0:00:35.150525 2021-04-15 02:17:22,066 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.23ms, fps=1370 images/s, loss=0.7222, top1-acc=77.78%, top5-acc=96.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:22.066491, cost_time=0:00:36.148536 2021-04-15 02:17:23,127 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.21ms, fps=2417 images/s, loss=1.5720, top1-acc=57.54%, top5-acc=86.37%, remaining_time=0:00:03.177630, arrival_time=2021-04-15 02:17:26.305507, cost_time=0:00:01.059211 2021-04-15 02:17:24,020 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.40ms, fps=2868 images/s, loss=1.5964, top1-acc=57.97%, top5-acc=85.82%, remaining_time=0:00:01.952300, arrival_time=2021-04-15 02:17:25.973244, cost_time=0:00:01.952296 2021-04-15 02:17:24,916 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=3.70ms, fps=2861 images/s, loss=1.5815, top1-acc=58.50%, top5-acc=85.59%, remaining_time=0:00:00.949200, arrival_time=2021-04-15 02:17:25.865428, cost_time=0:00:02.847585 2021-04-15 02:17:25,732 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.08ms, fps=2843 images/s, loss=1.5620, top1-acc=58.49%, top5-acc=85.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:25.732557, cost_time=0:00:03.663918 2021-04-15 02:17:25,928 INFO : Epoch=0062 complete, best val top1-acc=61.95%, top5-acc=87.45% (epoch=58), remaining_time=1:32:33.628944, arrival_time=2021-04-15 03:49:59.557436, cost_time=0:41:35.108663 2021-04-15 02:17:25,929 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 02:17:27,971 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.44ms, fps=1254 images/s, loss=0.6600, top1-acc=79.73%, top5-acc=97.11%, remaining_time=0:00:37.977852, arrival_time=2021-04-15 02:18:05.949559, cost_time=0:00:02.041820 2021-04-15 02:17:29,808 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.48ms, fps=1394 images/s, loss=0.6738, top1-acc=79.57%, top5-acc=97.15%, remaining_time=0:00:34.132208, arrival_time=2021-04-15 02:18:03.940772, cost_time=0:00:03.878651 2021-04-15 02:17:31,647 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.87ms, fps=1393 images/s, loss=0.6588, top1-acc=80.13%, top5-acc=97.29%, remaining_time=0:00:31.637110, arrival_time=2021-04-15 02:18:03.284567, cost_time=0:00:05.717564 2021-04-15 02:17:33,491 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.6515, top1-acc=80.39%, top5-acc=97.29%, remaining_time=0:00:29.489616, arrival_time=2021-04-15 02:18:02.980967, cost_time=0:00:07.561450 2021-04-15 02:17:35,333 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.91ms, fps=1391 images/s, loss=0.6548, top1-acc=80.09%, top5-acc=97.28%, remaining_time=0:00:27.456906, arrival_time=2021-04-15 02:18:02.789870, cost_time=0:00:09.403073 2021-04-15 02:17:37,182 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=2.00ms, fps=1385 images/s, loss=0.6543, top1-acc=80.05%, top5-acc=97.30%, remaining_time=0:00:25.505576, arrival_time=2021-04-15 02:18:02.687960, cost_time=0:00:11.252485 2021-04-15 02:17:39,024 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.6592, top1-acc=79.76%, top5-acc=97.22%, remaining_time=0:00:23.570568, arrival_time=2021-04-15 02:18:02.595202, cost_time=0:00:13.094727 2021-04-15 02:17:40,864 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.6692, top1-acc=79.51%, top5-acc=97.09%, remaining_time=0:00:21.655228, arrival_time=2021-04-15 02:18:02.519660, cost_time=0:00:14.934624 2021-04-15 02:17:42,704 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.29ms, fps=1392 images/s, loss=0.6724, top1-acc=79.51%, top5-acc=97.09%, remaining_time=0:00:19.756174, arrival_time=2021-04-15 02:18:02.460211, cost_time=0:00:16.774138 2021-04-15 02:17:44,540 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.6766, top1-acc=79.34%, top5-acc=97.06%, remaining_time=0:00:17.866176, arrival_time=2021-04-15 02:18:02.406617, cost_time=0:00:18.610635 2021-04-15 02:17:46,381 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.85ms, fps=1391 images/s, loss=0.6774, top1-acc=79.34%, top5-acc=96.99%, remaining_time=0:00:15.989550, arrival_time=2021-04-15 02:18:02.371165, cost_time=0:00:20.451743 2021-04-15 02:17:48,225 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=2.21ms, fps=1389 images/s, loss=0.6826, top1-acc=79.13%, top5-acc=96.96%, remaining_time=0:00:14.120724, arrival_time=2021-04-15 02:18:02.346470, cost_time=0:00:22.295852 2021-04-15 02:17:50,064 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.6877, top1-acc=78.97%, top5-acc=96.96%, remaining_time=0:00:12.252702, arrival_time=2021-04-15 02:18:02.316655, cost_time=0:00:24.134136 2021-04-15 02:17:51,898 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.6905, top1-acc=78.87%, top5-acc=96.99%, remaining_time=0:00:10.387440, arrival_time=2021-04-15 02:18:02.285911, cost_time=0:00:25.968582 2021-04-15 02:17:53,735 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.6965, top1-acc=78.70%, top5-acc=96.93%, remaining_time=0:00:08.526928, arrival_time=2021-04-15 02:18:02.261959, cost_time=0:00:27.805214 2021-04-15 02:17:55,569 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.6998, top1-acc=78.62%, top5-acc=96.87%, remaining_time=0:00:06.668964, arrival_time=2021-04-15 02:18:02.238678, cost_time=0:00:29.639820 2021-04-15 02:17:57,409 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.33ms, fps=1392 images/s, loss=0.7034, top1-acc=78.51%, top5-acc=96.82%, remaining_time=0:00:04.814576, arrival_time=2021-04-15 02:18:02.224325, cost_time=0:00:31.479858 2021-04-15 02:17:59,248 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.98ms, fps=1393 images/s, loss=0.7090, top1-acc=78.33%, top5-acc=96.76%, remaining_time=0:00:02.961664, arrival_time=2021-04-15 02:18:02.210306, cost_time=0:00:33.318755 2021-04-15 02:18:01,085 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.7138, top1-acc=78.16%, top5-acc=96.73%, remaining_time=0:00:01.110174, arrival_time=2021-04-15 02:18:02.195591, cost_time=0:00:35.155597 2021-04-15 02:18:02,077 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.17ms, fps=1372 images/s, loss=0.7147, top1-acc=78.17%, top5-acc=96.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:02.077011, cost_time=0:00:36.147226 2021-04-15 02:18:03,086 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.22ms, fps=2540 images/s, loss=1.3968, top1-acc=62.97%, top5-acc=88.59%, remaining_time=0:00:03.023820, arrival_time=2021-04-15 02:18:06.110406, cost_time=0:00:01.007935 2021-04-15 02:18:03,979 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.38ms, fps=2868 images/s, loss=1.4186, top1-acc=62.70%, top5-acc=87.95%, remaining_time=0:00:01.900840, arrival_time=2021-04-15 02:18:05.880322, cost_time=0:00:01.900844 2021-04-15 02:18:04,872 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.47ms, fps=2868 images/s, loss=1.4017, top1-acc=62.64%, top5-acc=88.20%, remaining_time=0:00:00.931300, arrival_time=2021-04-15 02:18:05.803857, cost_time=0:00:02.793908 2021-04-15 02:18:05,687 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.10ms, fps=2847 images/s, loss=1.4105, top1-acc=62.55%, top5-acc=87.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:05.687827, cost_time=0:00:03.609125 2021-04-15 02:18:06,211 INFO : Epoch=0063 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:31:53.471566, arrival_time=2021-04-15 03:49:59.683444, cost_time=0:42:15.392033 2021-04-15 02:18:06,214 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 02:18:08,245 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.35ms, fps=1260 images/s, loss=0.6647, top1-acc=79.88%, top5-acc=97.42%, remaining_time=0:00:37.782180, arrival_time=2021-04-15 02:18:46.027668, cost_time=0:00:02.031298 2021-04-15 02:18:10,082 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.6674, top1-acc=79.57%, top5-acc=97.50%, remaining_time=0:00:34.041216, arrival_time=2021-04-15 02:18:44.123721, cost_time=0:00:03.868313 2021-04-15 02:18:11,915 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.6534, top1-acc=79.88%, top5-acc=97.46%, remaining_time=0:00:31.548798, arrival_time=2021-04-15 02:18:43.464524, cost_time=0:00:05.701584 2021-04-15 02:18:13,756 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.6417, top1-acc=80.32%, top5-acc=97.60%, remaining_time=0:00:29.414424, arrival_time=2021-04-15 02:18:43.170666, cost_time=0:00:07.542140 2021-04-15 02:18:15,597 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.6480, top1-acc=80.09%, top5-acc=97.57%, remaining_time=0:00:27.397922, arrival_time=2021-04-15 02:18:42.994986, cost_time=0:00:09.382873 2021-04-15 02:18:17,435 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.69ms, fps=1393 images/s, loss=0.6519, top1-acc=79.99%, top5-acc=97.47%, remaining_time=0:00:25.435672, arrival_time=2021-04-15 02:18:42.871468, cost_time=0:00:11.221607 2021-04-15 02:18:19,278 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.97ms, fps=1389 images/s, loss=0.6540, top1-acc=79.89%, top5-acc=97.39%, remaining_time=0:00:23.516514, arrival_time=2021-04-15 02:18:42.795309, cost_time=0:00:13.064697 2021-04-15 02:18:21,124 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=0.6562, top1-acc=79.85%, top5-acc=97.34%, remaining_time=0:00:21.619732, arrival_time=2021-04-15 02:18:42.744076, cost_time=0:00:14.910146 2021-04-15 02:18:22,968 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.6541, top1-acc=79.98%, top5-acc=97.34%, remaining_time=0:00:19.733384, arrival_time=2021-04-15 02:18:42.702282, cost_time=0:00:16.754796 2021-04-15 02:18:24,811 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.6541, top1-acc=80.01%, top5-acc=97.33%, remaining_time=0:00:17.852736, arrival_time=2021-04-15 02:18:42.663708, cost_time=0:00:18.596591 2021-04-15 02:18:26,655 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.09ms, fps=1388 images/s, loss=0.6607, top1-acc=79.86%, top5-acc=97.22%, remaining_time=0:00:15.981810, arrival_time=2021-04-15 02:18:42.637714, cost_time=0:00:20.441796 2021-04-15 02:18:28,493 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.48ms, fps=1394 images/s, loss=0.6672, top1-acc=79.65%, top5-acc=97.10%, remaining_time=0:00:14.110008, arrival_time=2021-04-15 02:18:42.603108, cost_time=0:00:22.278907 2021-04-15 02:18:30,327 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.43ms, fps=1396 images/s, loss=0.6747, top1-acc=79.41%, top5-acc=97.05%, remaining_time=0:00:12.241944, arrival_time=2021-04-15 02:18:42.568934, cost_time=0:00:24.112885 2021-04-15 02:18:32,170 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.6783, top1-acc=79.34%, top5-acc=97.01%, remaining_time=0:00:10.382400, arrival_time=2021-04-15 02:18:42.552678, cost_time=0:00:25.956035 2021-04-15 02:18:34,003 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.40ms, fps=1397 images/s, loss=0.6791, top1-acc=79.27%, top5-acc=97.00%, remaining_time=0:00:08.522006, arrival_time=2021-04-15 02:18:42.525341, cost_time=0:00:27.789151 2021-04-15 02:18:35,834 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.40ms, fps=1398 images/s, loss=0.6833, top1-acc=79.14%, top5-acc=96.97%, remaining_time=0:00:06.664572, arrival_time=2021-04-15 02:18:42.499036, cost_time=0:00:29.620372 2021-04-15 02:18:37,682 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.6870, top1-acc=79.04%, top5-acc=96.93%, remaining_time=0:00:04.812730, arrival_time=2021-04-15 02:18:42.494821, cost_time=0:00:31.467901 2021-04-15 02:18:39,524 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.6922, top1-acc=78.90%, top5-acc=96.87%, remaining_time=0:00:02.960864, arrival_time=2021-04-15 02:18:42.485005, cost_time=0:00:33.309758 2021-04-15 02:18:41,361 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.24ms, fps=1394 images/s, loss=0.6953, top1-acc=78.82%, top5-acc=96.83%, remaining_time=0:00:01.109922, arrival_time=2021-04-15 02:18:42.471690, cost_time=0:00:35.147450 2021-04-15 02:18:42,354 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.27ms, fps=1370 images/s, loss=0.6977, top1-acc=78.78%, top5-acc=96.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:42.354922, cost_time=0:00:36.140825 2021-04-15 02:18:43,360 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.22ms, fps=2551 images/s, loss=1.4342, top1-acc=60.82%, top5-acc=87.34%, remaining_time=0:00:03.010140, arrival_time=2021-04-15 02:18:46.370172, cost_time=0:00:01.003381 2021-04-15 02:18:44,250 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.40ms, fps=2875 images/s, loss=1.4447, top1-acc=60.92%, top5-acc=87.27%, remaining_time=0:00:01.894240, arrival_time=2021-04-15 02:18:46.145133, cost_time=0:00:01.894244 2021-04-15 02:18:45,143 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.37ms, fps=2871 images/s, loss=1.4330, top1-acc=61.63%, top5-acc=87.33%, remaining_time=0:00:00.928800, arrival_time=2021-04-15 02:18:46.071930, cost_time=0:00:02.786395 2021-04-15 02:18:45,959 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.07ms, fps=2843 images/s, loss=1.4209, top1-acc=61.44%, top5-acc=87.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:45.959601, cost_time=0:00:03.602977 2021-04-15 02:18:46,156 INFO : Epoch=0064 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:31:12.590768, arrival_time=2021-04-15 03:49:58.747437, cost_time=0:42:55.336836 2021-04-15 02:18:46,157 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 02:18:48,167 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.36ms, fps=1274 images/s, loss=0.6592, top1-acc=79.61%, top5-acc=97.15%, remaining_time=0:00:37.366842, arrival_time=2021-04-15 02:19:25.533977, cost_time=0:00:02.008966 2021-04-15 02:18:50,007 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.6486, top1-acc=80.00%, top5-acc=97.32%, remaining_time=0:00:33.874016, arrival_time=2021-04-15 02:19:23.881514, cost_time=0:00:03.849322 2021-04-15 02:18:51,845 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.49ms, fps=1393 images/s, loss=0.6429, top1-acc=80.33%, top5-acc=97.33%, remaining_time=0:00:31.472604, arrival_time=2021-04-15 02:19:23.318536, cost_time=0:00:05.687828 2021-04-15 02:18:53,685 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.6400, top1-acc=80.48%, top5-acc=97.38%, remaining_time=0:00:29.355924, arrival_time=2021-04-15 02:19:23.041259, cost_time=0:00:07.527155 2021-04-15 02:18:55,528 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.6386, top1-acc=80.73%, top5-acc=97.35%, remaining_time=0:00:27.362152, arrival_time=2021-04-15 02:19:22.890934, cost_time=0:00:09.370612 2021-04-15 02:18:57,369 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.59ms, fps=1392 images/s, loss=0.6414, top1-acc=80.53%, top5-acc=97.30%, remaining_time=0:00:25.411192, arrival_time=2021-04-15 02:19:22.780208, cost_time=0:00:11.210847 2021-04-15 02:18:59,204 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.6461, top1-acc=80.40%, top5-acc=97.27%, remaining_time=0:00:23.483628, arrival_time=2021-04-15 02:19:22.688177, cost_time=0:00:13.046442 2021-04-15 02:19:01,050 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=0.6493, top1-acc=80.27%, top5-acc=97.27%, remaining_time=0:00:21.593284, arrival_time=2021-04-15 02:19:22.643415, cost_time=0:00:14.891947 2021-04-15 02:19:02,891 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.47ms, fps=1391 images/s, loss=0.6473, top1-acc=80.37%, top5-acc=97.30%, remaining_time=0:00:19.707626, arrival_time=2021-04-15 02:19:22.598733, cost_time=0:00:16.732931 2021-04-15 02:19:04,732 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.52ms, fps=1391 images/s, loss=0.6518, top1-acc=80.27%, top5-acc=97.26%, remaining_time=0:00:17.831520, arrival_time=2021-04-15 02:19:22.564180, cost_time=0:00:18.574476 2021-04-15 02:19:06,577 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.6552, top1-acc=80.12%, top5-acc=97.23%, remaining_time=0:00:15.964094, arrival_time=2021-04-15 02:19:22.541623, cost_time=0:00:20.419237 2021-04-15 02:19:08,419 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.6590, top1-acc=79.94%, top5-acc=97.22%, remaining_time=0:00:14.099064, arrival_time=2021-04-15 02:19:22.518808, cost_time=0:00:22.261639 2021-04-15 02:19:10,257 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.51ms, fps=1393 images/s, loss=0.6629, top1-acc=79.83%, top5-acc=97.18%, remaining_time=0:00:12.235146, arrival_time=2021-04-15 02:19:22.492711, cost_time=0:00:24.099473 2021-04-15 02:19:12,095 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.90ms, fps=1393 images/s, loss=0.6656, top1-acc=79.76%, top5-acc=97.16%, remaining_time=0:00:10.375120, arrival_time=2021-04-15 02:19:22.471046, cost_time=0:00:25.937777 2021-04-15 02:19:13,931 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.6706, top1-acc=79.57%, top5-acc=97.12%, remaining_time=0:00:08.517176, arrival_time=2021-04-15 02:19:22.448749, cost_time=0:00:27.773401 2021-04-15 02:19:15,772 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.43ms, fps=1391 images/s, loss=0.6757, top1-acc=79.34%, top5-acc=97.08%, remaining_time=0:00:06.663312, arrival_time=2021-04-15 02:19:22.436197, cost_time=0:00:29.614670 2021-04-15 02:19:17,615 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.6775, top1-acc=79.29%, top5-acc=97.06%, remaining_time=0:00:04.811144, arrival_time=2021-04-15 02:19:22.426881, cost_time=0:00:31.457560 2021-04-15 02:19:19,451 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.48ms, fps=1395 images/s, loss=0.6806, top1-acc=79.22%, top5-acc=97.04%, remaining_time=0:00:02.959392, arrival_time=2021-04-15 02:19:22.410564, cost_time=0:00:33.293072 2021-04-15 02:19:21,294 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.25ms, fps=1389 images/s, loss=0.6866, top1-acc=79.05%, top5-acc=96.99%, remaining_time=0:00:01.109574, arrival_time=2021-04-15 02:19:22.404205, cost_time=0:00:35.136420 2021-04-15 02:19:22,288 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.22ms, fps=1370 images/s, loss=0.6900, top1-acc=78.99%, top5-acc=96.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:22.288324, cost_time=0:00:36.130165 2021-04-15 02:19:23,315 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.29ms, fps=2498 images/s, loss=1.4587, top1-acc=60.82%, top5-acc=86.64%, remaining_time=0:00:03.074820, arrival_time=2021-04-15 02:19:26.389957, cost_time=0:00:01.024942 2021-04-15 02:19:24,210 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.45ms, fps=2862 images/s, loss=1.4574, top1-acc=60.90%, top5-acc=86.86%, remaining_time=0:00:01.919660, arrival_time=2021-04-15 02:19:26.129597, cost_time=0:00:01.919664 2021-04-15 02:19:25,102 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.20ms, fps=2869 images/s, loss=1.4550, top1-acc=60.74%, top5-acc=86.80%, remaining_time=0:00:00.937550, arrival_time=2021-04-15 02:19:26.040410, cost_time=0:00:02.812657 2021-04-15 02:19:25,918 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=2846 images/s, loss=1.4364, top1-acc=60.80%, top5-acc=86.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:25.918314, cost_time=0:00:03.628145 2021-04-15 02:19:26,116 INFO : Epoch=0065 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:30:31.769820, arrival_time=2021-04-15 03:49:57.886242, cost_time=0:43:35.296597 2021-04-15 02:19:26,117 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 02:19:28,148 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.35ms, fps=1261 images/s, loss=0.6944, top1-acc=78.20%, top5-acc=97.15%, remaining_time=0:00:37.769346, arrival_time=2021-04-15 02:20:05.917951, cost_time=0:00:02.030606 2021-04-15 02:19:29,984 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.47ms, fps=1395 images/s, loss=0.6659, top1-acc=79.41%, top5-acc=97.34%, remaining_time=0:00:34.021504, arrival_time=2021-04-15 02:20:04.005530, cost_time=0:00:03.866080 2021-04-15 02:19:31,829 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.6564, top1-acc=80.00%, top5-acc=97.38%, remaining_time=0:00:31.601420, arrival_time=2021-04-15 02:20:03.430478, cost_time=0:00:05.711109 2021-04-15 02:19:33,670 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.34ms, fps=1391 images/s, loss=0.6516, top1-acc=80.05%, top5-acc=97.43%, remaining_time=0:00:29.453112, arrival_time=2021-04-15 02:20:03.123285, cost_time=0:00:07.552097 2021-04-15 02:19:35,506 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.58ms, fps=1395 images/s, loss=0.6511, top1-acc=80.03%, top5-acc=97.37%, remaining_time=0:00:27.413982, arrival_time=2021-04-15 02:20:02.920389, cost_time=0:00:09.388341 2021-04-15 02:19:37,341 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.6535, top1-acc=79.90%, top5-acc=97.33%, remaining_time=0:00:25.440432, arrival_time=2021-04-15 02:20:02.782010, cost_time=0:00:11.223707 2021-04-15 02:19:39,189 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=0.6530, top1-acc=79.90%, top5-acc=97.38%, remaining_time=0:00:23.527728, arrival_time=2021-04-15 02:20:02.716661, cost_time=0:00:13.070977 2021-04-15 02:19:41,025 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.6565, top1-acc=79.81%, top5-acc=97.36%, remaining_time=0:00:21.615904, arrival_time=2021-04-15 02:20:02.641355, cost_time=0:00:14.907500 2021-04-15 02:19:42,864 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.6632, top1-acc=79.65%, top5-acc=97.28%, remaining_time=0:00:19.723420, arrival_time=2021-04-15 02:20:02.587658, cost_time=0:00:16.746287 2021-04-15 02:19:44,700 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.6642, top1-acc=79.57%, top5-acc=97.27%, remaining_time=0:00:17.839104, arrival_time=2021-04-15 02:20:02.539557, cost_time=0:00:18.582429 2021-04-15 02:19:46,538 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.6674, top1-acc=79.41%, top5-acc=97.25%, remaining_time=0:00:15.964782, arrival_time=2021-04-15 02:20:02.502768, cost_time=0:00:20.420093 2021-04-15 02:19:48,376 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.6698, top1-acc=79.37%, top5-acc=97.19%, remaining_time=0:00:14.097240, arrival_time=2021-04-15 02:20:02.473950, cost_time=0:00:22.258793 2021-04-15 02:19:50,222 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.87ms, fps=1387 images/s, loss=0.6749, top1-acc=79.24%, top5-acc=97.12%, remaining_time=0:00:12.237852, arrival_time=2021-04-15 02:20:02.460641, cost_time=0:00:24.104850 2021-04-15 02:19:52,056 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.80ms, fps=1396 images/s, loss=0.6766, top1-acc=79.13%, top5-acc=97.13%, remaining_time=0:00:10.375456, arrival_time=2021-04-15 02:20:02.432006, cost_time=0:00:25.938583 2021-04-15 02:19:53,895 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.50ms, fps=1392 images/s, loss=0.6818, top1-acc=79.00%, top5-acc=97.09%, remaining_time=0:00:08.518510, arrival_time=2021-04-15 02:20:02.414147, cost_time=0:00:27.777682 2021-04-15 02:19:55,736 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.6862, top1-acc=78.86%, top5-acc=97.05%, remaining_time=0:00:06.664212, arrival_time=2021-04-15 02:20:02.400956, cost_time=0:00:29.618749 2021-04-15 02:19:57,578 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.6891, top1-acc=78.79%, top5-acc=97.01%, remaining_time=0:00:04.811664, arrival_time=2021-04-15 02:20:02.390388, cost_time=0:00:31.460861 2021-04-15 02:19:59,428 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.31ms, fps=1385 images/s, loss=0.6898, top1-acc=78.77%, top5-acc=97.02%, remaining_time=0:00:02.960896, arrival_time=2021-04-15 02:20:02.388974, cost_time=0:00:33.310126 2021-04-15 02:20:01,264 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.19ms, fps=1394 images/s, loss=0.6916, top1-acc=78.70%, top5-acc=97.00%, remaining_time=0:00:01.109910, arrival_time=2021-04-15 02:20:02.374848, cost_time=0:00:35.147068 2021-04-15 02:20:02,256 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.22ms, fps=1372 images/s, loss=0.6928, top1-acc=78.68%, top5-acc=97.01%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:02.256729, cost_time=0:00:36.138872 2021-04-15 02:20:03,293 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.22ms, fps=2473 images/s, loss=1.3994, top1-acc=62.73%, top5-acc=87.50%, remaining_time=0:00:03.105150, arrival_time=2021-04-15 02:20:06.398658, cost_time=0:00:01.035052 2021-04-15 02:20:04,184 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.28ms, fps=2875 images/s, loss=1.4323, top1-acc=62.19%, top5-acc=87.27%, remaining_time=0:00:01.925760, arrival_time=2021-04-15 02:20:06.109979, cost_time=0:00:01.925770 2021-04-15 02:20:05,076 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.46ms, fps=2870 images/s, loss=1.4164, top1-acc=62.12%, top5-acc=87.67%, remaining_time=0:00:00.939350, arrival_time=2021-04-15 02:20:06.015977, cost_time=0:00:02.818063 2021-04-15 02:20:05,891 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.07ms, fps=2850 images/s, loss=1.4298, top1-acc=62.14%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:05.891242, cost_time=0:00:03.632824 2021-04-15 02:20:06,123 INFO : Epoch=0066 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:29:51.071518, arrival_time=2021-04-15 03:49:57.195237, cost_time=0:44:15.303906 2021-04-15 02:20:06,124 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 02:20:08,217 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.87ms, fps=1224 images/s, loss=0.5679, top1-acc=83.12%, top5-acc=98.44%, remaining_time=0:00:38.910270, arrival_time=2021-04-15 02:20:47.127399, cost_time=0:00:02.091951 2021-04-15 02:20:10,061 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.5814, top1-acc=82.42%, top5-acc=98.22%, remaining_time=0:00:34.640320, arrival_time=2021-04-15 02:20:44.701818, cost_time=0:00:03.936402 2021-04-15 02:20:11,903 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.5905, top1-acc=82.37%, top5-acc=97.97%, remaining_time=0:00:31.971932, arrival_time=2021-04-15 02:20:43.875188, cost_time=0:00:05.778049 2021-04-15 02:20:13,737 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.5931, top1-acc=82.14%, top5-acc=97.88%, remaining_time=0:00:29.686800, arrival_time=2021-04-15 02:20:43.423823, cost_time=0:00:07.611997 2021-04-15 02:20:15,579 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.14ms, fps=1390 images/s, loss=0.5879, top1-acc=82.27%, top5-acc=97.86%, remaining_time=0:00:27.605242, arrival_time=2021-04-15 02:20:43.184196, cost_time=0:00:09.453833 2021-04-15 02:20:17,423 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=0.5903, top1-acc=82.14%, top5-acc=97.86%, remaining_time=0:00:25.609888, arrival_time=2021-04-15 02:20:43.033482, cost_time=0:00:11.298487 2021-04-15 02:20:19,258 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.56ms, fps=1396 images/s, loss=0.5980, top1-acc=82.05%, top5-acc=97.81%, remaining_time=0:00:23.639364, arrival_time=2021-04-15 02:20:42.897432, cost_time=0:00:13.132957 2021-04-15 02:20:21,106 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.6003, top1-acc=81.90%, top5-acc=97.79%, remaining_time=0:00:21.722856, arrival_time=2021-04-15 02:20:42.829319, cost_time=0:00:14.981315 2021-04-15 02:20:22,947 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.91ms, fps=1391 images/s, loss=0.6081, top1-acc=81.58%, top5-acc=97.71%, remaining_time=0:00:19.812566, arrival_time=2021-04-15 02:20:42.759627, cost_time=0:00:16.821968 2021-04-15 02:20:24,795 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.87ms, fps=1386 images/s, loss=0.6189, top1-acc=81.21%, top5-acc=97.60%, remaining_time=0:00:17.923296, arrival_time=2021-04-15 02:20:42.718545, cost_time=0:00:18.670110 2021-04-15 02:20:26,632 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.6234, top1-acc=81.18%, top5-acc=97.52%, remaining_time=0:00:16.032980, arrival_time=2021-04-15 02:20:42.665430, cost_time=0:00:20.507338 2021-04-15 02:20:28,469 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.6290, top1-acc=81.09%, top5-acc=97.50%, remaining_time=0:00:14.151200, arrival_time=2021-04-15 02:20:42.620184, cost_time=0:00:22.343954 2021-04-15 02:20:30,307 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.51ms, fps=1393 images/s, loss=0.6377, top1-acc=80.80%, top5-acc=97.42%, remaining_time=0:00:12.276858, arrival_time=2021-04-15 02:20:42.583737, cost_time=0:00:24.181684 2021-04-15 02:20:32,147 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.6447, top1-acc=80.53%, top5-acc=97.37%, remaining_time=0:00:10.408832, arrival_time=2021-04-15 02:20:42.556005, cost_time=0:00:26.022135 2021-04-15 02:20:33,987 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.6532, top1-acc=80.26%, top5-acc=97.33%, remaining_time=0:00:08.544362, arrival_time=2021-04-15 02:20:42.531414, cost_time=0:00:27.862024 2021-04-15 02:20:35,828 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.63ms, fps=1390 images/s, loss=0.6602, top1-acc=80.02%, top5-acc=97.24%, remaining_time=0:00:06.683328, arrival_time=2021-04-15 02:20:42.512093, cost_time=0:00:29.703707 2021-04-15 02:20:37,663 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.50ms, fps=1395 images/s, loss=0.6635, top1-acc=79.95%, top5-acc=97.18%, remaining_time=0:00:04.823572, arrival_time=2021-04-15 02:20:42.487427, cost_time=0:00:31.538756 2021-04-15 02:20:39,498 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.58ms, fps=1396 images/s, loss=0.6672, top1-acc=79.84%, top5-acc=97.14%, remaining_time=0:00:02.966496, arrival_time=2021-04-15 02:20:42.464653, cost_time=0:00:33.373129 2021-04-15 02:20:41,335 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.6692, top1-acc=79.75%, top5-acc=97.11%, remaining_time=0:00:01.111902, arrival_time=2021-04-15 02:20:42.447161, cost_time=0:00:35.210237 2021-04-15 02:20:42,325 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.41ms, fps=1373 images/s, loss=0.6710, top1-acc=79.69%, top5-acc=97.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:42.325879, cost_time=0:00:36.200863 2021-04-15 02:20:43,336 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.31ms, fps=2537 images/s, loss=1.4435, top1-acc=61.72%, top5-acc=87.73%, remaining_time=0:00:03.027360, arrival_time=2021-04-15 02:20:46.364068, cost_time=0:00:01.009122 2021-04-15 02:20:44,227 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.34ms, fps=2874 images/s, loss=1.4226, top1-acc=62.83%, top5-acc=87.60%, remaining_time=0:00:01.900080, arrival_time=2021-04-15 02:20:46.127743, cost_time=0:00:01.900070 2021-04-15 02:20:45,117 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.36ms, fps=2877 images/s, loss=1.4183, top1-acc=62.46%, top5-acc=87.73%, remaining_time=0:00:00.930040, arrival_time=2021-04-15 02:20:46.047756, cost_time=0:00:02.790121 2021-04-15 02:20:45,930 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.08ms, fps=2854 images/s, loss=1.4303, top1-acc=62.12%, top5-acc=87.76%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:45.930858, cost_time=0:00:03.603307 2021-04-15 02:20:46,125 INFO : Epoch=0067 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:29:10.382653, arrival_time=2021-04-15 03:49:56.508009, cost_time=0:44:55.305534 2021-04-15 02:20:46,126 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 02:20:48,142 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=2.04ms, fps=1270 images/s, loss=0.6450, top1-acc=80.27%, top5-acc=97.73%, remaining_time=0:00:37.488672, arrival_time=2021-04-15 02:21:25.630980, cost_time=0:00:02.015525 2021-04-15 02:20:49,994 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.55ms, fps=1383 images/s, loss=0.6480, top1-acc=80.61%, top5-acc=97.46%, remaining_time=0:00:34.035232, arrival_time=2021-04-15 02:21:24.029674, cost_time=0:00:03.867647 2021-04-15 02:20:51,842 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.63ms, fps=1386 images/s, loss=0.6448, top1-acc=80.81%, top5-acc=97.34%, remaining_time=0:00:31.625822, arrival_time=2021-04-15 02:21:23.468124, cost_time=0:00:05.715505 2021-04-15 02:20:53,686 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.6349, top1-acc=80.89%, top5-acc=97.55%, remaining_time=0:00:29.481504, arrival_time=2021-04-15 02:21:23.167715, cost_time=0:00:07.559352 2021-04-15 02:20:55,545 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.69ms, fps=1377 images/s, loss=0.6369, top1-acc=80.60%, top5-acc=97.45%, remaining_time=0:00:27.503772, arrival_time=2021-04-15 02:21:23.049661, cost_time=0:00:09.419081 2021-04-15 02:20:57,386 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.6273, top1-acc=80.94%, top5-acc=97.49%, remaining_time=0:00:25.520808, arrival_time=2021-04-15 02:21:22.906792, cost_time=0:00:11.259194 2021-04-15 02:20:59,224 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.6259, top1-acc=80.95%, top5-acc=97.52%, remaining_time=0:00:23.576616, arrival_time=2021-04-15 02:21:22.801444, cost_time=0:00:13.098113 2021-04-15 02:21:01,062 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.09ms, fps=1394 images/s, loss=0.6285, top1-acc=80.79%, top5-acc=97.51%, remaining_time=0:00:21.656040, arrival_time=2021-04-15 02:21:22.718027, cost_time=0:00:14.935198 2021-04-15 02:21:02,899 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.6268, top1-acc=80.83%, top5-acc=97.47%, remaining_time=0:00:19.754902, arrival_time=2021-04-15 02:21:22.654639, cost_time=0:00:16.773019 2021-04-15 02:21:04,735 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.6292, top1-acc=80.75%, top5-acc=97.46%, remaining_time=0:00:17.864064, arrival_time=2021-04-15 02:21:22.599169, cost_time=0:00:18.608403 2021-04-15 02:21:06,569 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.6333, top1-acc=80.70%, top5-acc=97.45%, remaining_time=0:00:15.982326, arrival_time=2021-04-15 02:21:22.551568, cost_time=0:00:20.442525 2021-04-15 02:21:08,403 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.6376, top1-acc=80.50%, top5-acc=97.42%, remaining_time=0:00:14.108640, arrival_time=2021-04-15 02:21:22.512191, cost_time=0:00:22.276840 2021-04-15 02:21:10,247 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.6420, top1-acc=80.40%, top5-acc=97.37%, remaining_time=0:00:12.245904, arrival_time=2021-04-15 02:21:22.493470, cost_time=0:00:24.120775 2021-04-15 02:21:12,095 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.6465, top1-acc=80.23%, top5-acc=97.34%, remaining_time=0:00:10.387608, arrival_time=2021-04-15 02:21:22.483333, cost_time=0:00:25.969006 2021-04-15 02:21:13,931 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.6498, top1-acc=80.19%, top5-acc=97.29%, remaining_time=0:00:08.526652, arrival_time=2021-04-15 02:21:22.457733, cost_time=0:00:27.804373 2021-04-15 02:21:15,765 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.6535, top1-acc=79.99%, top5-acc=97.29%, remaining_time=0:00:06.668676, arrival_time=2021-04-15 02:21:22.433890, cost_time=0:00:29.638508 2021-04-15 02:21:17,600 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.54ms, fps=1395 images/s, loss=0.6567, top1-acc=79.88%, top5-acc=97.27%, remaining_time=0:00:04.813614, arrival_time=2021-04-15 02:21:22.413996, cost_time=0:00:31.473678 2021-04-15 02:21:19,437 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.6604, top1-acc=79.75%, top5-acc=97.24%, remaining_time=0:00:02.960928, arrival_time=2021-04-15 02:21:22.398007, cost_time=0:00:33.310369 2021-04-15 02:21:21,274 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.16ms, fps=1394 images/s, loss=0.6646, top1-acc=79.58%, top5-acc=97.22%, remaining_time=0:00:01.109916, arrival_time=2021-04-15 02:21:22.383935, cost_time=0:00:35.147323 2021-04-15 02:21:22,265 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.24ms, fps=1373 images/s, loss=0.6673, top1-acc=79.51%, top5-acc=97.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:22.264990, cost_time=0:00:36.138300 2021-04-15 02:21:23,286 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.34ms, fps=2511 images/s, loss=1.4196, top1-acc=61.87%, top5-acc=87.46%, remaining_time=0:00:03.058050, arrival_time=2021-04-15 02:21:26.344037, cost_time=0:00:01.019348 2021-04-15 02:21:24,181 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=2.49ms, fps=2862 images/s, loss=1.4100, top1-acc=62.25%, top5-acc=87.83%, remaining_time=0:00:01.914100, arrival_time=2021-04-15 02:21:26.094997, cost_time=0:00:01.914105 2021-04-15 02:21:25,074 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.34ms, fps=2866 images/s, loss=1.4280, top1-acc=61.91%, top5-acc=87.49%, remaining_time=0:00:00.936070, arrival_time=2021-04-15 02:21:26.010914, cost_time=0:00:02.808216 2021-04-15 02:21:25,887 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=2855 images/s, loss=1.4300, top1-acc=62.00%, top5-acc=87.49%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:25.887877, cost_time=0:00:03.621274 2021-04-15 02:21:26,069 INFO : Epoch=0068 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:28:29.603112, arrival_time=2021-04-15 03:49:55.673055, cost_time=0:45:35.250119 2021-04-15 02:21:26,071 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 02:21:28,081 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.65ms, fps=1273 images/s, loss=0.6552, top1-acc=80.47%, top5-acc=97.46%, remaining_time=0:00:37.393440, arrival_time=2021-04-15 02:22:05.475281, cost_time=0:00:02.010400 2021-04-15 02:21:29,942 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.90ms, fps=1376 images/s, loss=0.6302, top1-acc=81.02%, top5-acc=97.71%, remaining_time=0:00:34.067440, arrival_time=2021-04-15 02:22:04.010262, cost_time=0:00:03.871296 2021-04-15 02:21:31,790 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.6214, top1-acc=81.37%, top5-acc=97.66%, remaining_time=0:00:31.642256, arrival_time=2021-04-15 02:22:03.432267, cost_time=0:00:05.718492 2021-04-15 02:21:33,639 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.83ms, fps=1385 images/s, loss=0.6157, top1-acc=81.45%, top5-acc=97.67%, remaining_time=0:00:29.513484, arrival_time=2021-04-15 02:22:03.152550, cost_time=0:00:07.567552 2021-04-15 02:21:35,480 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.65ms, fps=1391 images/s, loss=0.6126, top1-acc=81.52%, top5-acc=97.66%, remaining_time=0:00:27.473842, arrival_time=2021-04-15 02:22:02.954214, cost_time=0:00:09.408859 2021-04-15 02:21:37,317 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.6136, top1-acc=81.50%, top5-acc=97.66%, remaining_time=0:00:25.490344, arrival_time=2021-04-15 02:22:02.807603, cost_time=0:00:11.245737 2021-04-15 02:21:39,159 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.6156, top1-acc=81.36%, top5-acc=97.66%, remaining_time=0:00:23.558724, arrival_time=2021-04-15 02:22:02.718455, cost_time=0:00:13.088205 2021-04-15 02:21:40,998 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.45ms, fps=1393 images/s, loss=0.6210, top1-acc=81.26%, top5-acc=97.54%, remaining_time=0:00:21.644440, arrival_time=2021-04-15 02:22:02.643164, cost_time=0:00:14.927206 2021-04-15 02:21:42,835 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.6285, top1-acc=81.03%, top5-acc=97.48%, remaining_time=0:00:19.744090, arrival_time=2021-04-15 02:22:02.579342, cost_time=0:00:16.763809 2021-04-15 02:21:44,678 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.6281, top1-acc=81.03%, top5-acc=97.46%, remaining_time=0:00:17.862912, arrival_time=2021-04-15 02:22:02.541642, cost_time=0:00:18.607211 2021-04-15 02:21:46,522 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.6322, top1-acc=80.83%, top5-acc=97.45%, remaining_time=0:00:15.988776, arrival_time=2021-04-15 02:22:02.511067, cost_time=0:00:20.450771 2021-04-15 02:21:48,362 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.89ms, fps=1392 images/s, loss=0.6371, top1-acc=80.64%, top5-acc=97.44%, remaining_time=0:00:14.117532, arrival_time=2021-04-15 02:22:02.479990, cost_time=0:00:22.290866 2021-04-15 02:21:50,205 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.6422, top1-acc=80.51%, top5-acc=97.38%, remaining_time=0:00:12.252306, arrival_time=2021-04-15 02:22:02.457328, cost_time=0:00:24.133340 2021-04-15 02:21:52,051 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.6475, top1-acc=80.35%, top5-acc=97.33%, remaining_time=0:00:10.391808, arrival_time=2021-04-15 02:22:02.442816, cost_time=0:00:25.979581 2021-04-15 02:21:53,889 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.6507, top1-acc=80.24%, top5-acc=97.31%, remaining_time=0:00:08.530700, arrival_time=2021-04-15 02:22:02.419779, cost_time=0:00:27.817564 2021-04-15 02:21:55,733 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.6571, top1-acc=79.96%, top5-acc=97.26%, remaining_time=0:00:06.673968, arrival_time=2021-04-15 02:22:02.407427, cost_time=0:00:29.662009 2021-04-15 02:21:57,567 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.6623, top1-acc=79.82%, top5-acc=97.20%, remaining_time=0:00:04.817020, arrival_time=2021-04-15 02:22:02.384373, cost_time=0:00:31.495934 2021-04-15 02:21:59,402 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.6660, top1-acc=79.65%, top5-acc=97.20%, remaining_time=0:00:02.962784, arrival_time=2021-04-15 02:22:02.365581, cost_time=0:00:33.331357 2021-04-15 02:22:01,247 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.6694, top1-acc=79.57%, top5-acc=97.21%, remaining_time=0:00:01.110816, arrival_time=2021-04-15 02:22:02.358225, cost_time=0:00:35.175850 2021-04-15 02:22:02,242 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.97ms, fps=1367 images/s, loss=0.6724, top1-acc=79.51%, top5-acc=97.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:02.242773, cost_time=0:00:36.171286 2021-04-15 02:22:03,308 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.22ms, fps=2407 images/s, loss=1.5400, top1-acc=59.96%, top5-acc=86.37%, remaining_time=0:00:03.190170, arrival_time=2021-04-15 02:22:06.498130, cost_time=0:00:01.063387 2021-04-15 02:22:04,201 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.30ms, fps=2868 images/s, loss=1.5788, top1-acc=58.77%, top5-acc=85.80%, remaining_time=0:00:01.956520, arrival_time=2021-04-15 02:22:06.157666, cost_time=0:00:01.956510 2021-04-15 02:22:05,093 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.38ms, fps=2869 images/s, loss=1.5710, top1-acc=59.01%, top5-acc=85.83%, remaining_time=0:00:00.949760, arrival_time=2021-04-15 02:22:06.043607, cost_time=0:00:02.849270 2021-04-15 02:22:05,907 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=2851 images/s, loss=1.5589, top1-acc=59.41%, top5-acc=86.11%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:05.907854, cost_time=0:00:03.663326 2021-04-15 02:22:06,097 INFO : Epoch=0069 complete, best val top1-acc=62.55%, top5-acc=87.87% (epoch=63), remaining_time=1:27:49.005758, arrival_time=2021-04-15 03:49:55.103424, cost_time=0:46:15.277840 2021-04-15 02:22:06,099 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 02:22:08,140 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=2.22ms, fps=1254 images/s, loss=0.6689, top1-acc=79.84%, top5-acc=97.15%, remaining_time=0:00:37.970226, arrival_time=2021-04-15 02:22:46.110903, cost_time=0:00:02.041413 2021-04-15 02:22:09,981 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.6437, top1-acc=80.68%, top5-acc=97.29%, remaining_time=0:00:34.161424, arrival_time=2021-04-15 02:22:44.142660, cost_time=0:00:03.881975 2021-04-15 02:22:11,824 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.48ms, fps=1390 images/s, loss=0.6393, top1-acc=80.76%, top5-acc=97.41%, remaining_time=0:00:31.677946, arrival_time=2021-04-15 02:22:43.502070, cost_time=0:00:05.724940 2021-04-15 02:22:13,664 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.6368, top1-acc=80.65%, top5-acc=97.47%, remaining_time=0:00:29.503500, arrival_time=2021-04-15 02:22:43.167755, cost_time=0:00:07.565009 2021-04-15 02:22:15,507 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=2.17ms, fps=1390 images/s, loss=0.6254, top1-acc=80.92%, top5-acc=97.54%, remaining_time=0:00:27.470776, arrival_time=2021-04-15 02:22:42.977857, cost_time=0:00:09.407820 2021-04-15 02:22:17,349 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.6268, top1-acc=80.79%, top5-acc=97.49%, remaining_time=0:00:25.499864, arrival_time=2021-04-15 02:22:42.849149, cost_time=0:00:11.249969 2021-04-15 02:22:19,186 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.36ms, fps=1394 images/s, loss=0.6326, top1-acc=80.56%, top5-acc=97.45%, remaining_time=0:00:23.556834, arrival_time=2021-04-15 02:22:42.743253, cost_time=0:00:13.087107 2021-04-15 02:22:21,031 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.6346, top1-acc=80.65%, top5-acc=97.43%, remaining_time=0:00:21.650704, arrival_time=2021-04-15 02:22:42.681571, cost_time=0:00:14.931510 2021-04-15 02:22:22,871 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.6368, top1-acc=80.57%, top5-acc=97.43%, remaining_time=0:00:19.753948, arrival_time=2021-04-15 02:22:42.625489, cost_time=0:00:16.772238 2021-04-15 02:22:24,717 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.31ms, fps=1388 images/s, loss=0.6363, top1-acc=80.58%, top5-acc=97.42%, remaining_time=0:00:17.873088, arrival_time=2021-04-15 02:22:42.590101, cost_time=0:00:18.617756 2021-04-15 02:22:26,552 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.6407, top1-acc=80.40%, top5-acc=97.40%, remaining_time=0:00:15.990668, arrival_time=2021-04-15 02:22:42.543097, cost_time=0:00:20.453171 2021-04-15 02:22:28,389 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.08ms, fps=1394 images/s, loss=0.6436, top1-acc=80.26%, top5-acc=97.39%, remaining_time=0:00:14.117456, arrival_time=2021-04-15 02:22:42.507358, cost_time=0:00:22.290728 2021-04-15 02:22:30,230 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.72ms, fps=1392 images/s, loss=0.6469, top1-acc=80.14%, top5-acc=97.37%, remaining_time=0:00:12.250986, arrival_time=2021-04-15 02:22:42.480915, cost_time=0:00:24.130667 2021-04-15 02:22:32,064 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.50ms, fps=1396 images/s, loss=0.6516, top1-acc=79.93%, top5-acc=97.31%, remaining_time=0:00:10.386208, arrival_time=2021-04-15 02:22:42.450871, cost_time=0:00:25.965481 2021-04-15 02:22:33,906 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.6551, top1-acc=79.83%, top5-acc=97.29%, remaining_time=0:00:08.527434, arrival_time=2021-04-15 02:22:42.433435, cost_time=0:00:27.806826 2021-04-15 02:22:35,739 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.32ms, fps=1397 images/s, loss=0.6572, top1-acc=79.80%, top5-acc=97.28%, remaining_time=0:00:06.668964, arrival_time=2021-04-15 02:22:42.408097, cost_time=0:00:29.639873 2021-04-15 02:22:37,579 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.60ms, fps=1391 images/s, loss=0.6600, top1-acc=79.72%, top5-acc=97.26%, remaining_time=0:00:04.814654, arrival_time=2021-04-15 02:22:42.394358, cost_time=0:00:31.480497 2021-04-15 02:22:39,433 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.51ms, fps=1381 images/s, loss=0.6645, top1-acc=79.63%, top5-acc=97.24%, remaining_time=0:00:02.963024, arrival_time=2021-04-15 02:22:42.396455, cost_time=0:00:33.334031 2021-04-15 02:22:41,297 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.61ms, fps=1374 images/s, loss=0.6675, top1-acc=79.50%, top5-acc=97.21%, remaining_time=0:00:01.111518, arrival_time=2021-04-15 02:22:42.408973, cost_time=0:00:35.198161 2021-04-15 02:22:42,291 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.25ms, fps=1369 images/s, loss=0.6693, top1-acc=79.48%, top5-acc=97.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:42.291067, cost_time=0:00:36.191901 2021-04-15 02:22:43,327 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.27ms, fps=2474 images/s, loss=1.3660, top1-acc=63.75%, top5-acc=88.83%, remaining_time=0:00:03.103890, arrival_time=2021-04-15 02:22:46.431495, cost_time=0:00:01.034631 2021-04-15 02:22:44,217 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.34ms, fps=2878 images/s, loss=1.3795, top1-acc=63.36%, top5-acc=88.65%, remaining_time=0:00:01.924640, arrival_time=2021-04-15 02:22:46.142165, cost_time=0:00:01.924630 2021-04-15 02:22:45,109 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.34ms, fps=2871 images/s, loss=1.3936, top1-acc=62.79%, top5-acc=88.22%, remaining_time=0:00:00.938910, arrival_time=2021-04-15 02:22:46.048520, cost_time=0:00:02.816718 2021-04-15 02:22:45,925 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=2844 images/s, loss=1.4188, top1-acc=62.58%, top5-acc=88.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:45.925788, cost_time=0:00:03.632853 2021-04-15 02:22:46,296 INFO : Epoch=0070 complete, best val top1-acc=62.58%, top5-acc=88.16% (epoch=70), remaining_time=1:27:08.742740, arrival_time=2021-04-15 03:49:55.039452, cost_time=0:46:55.476878 2021-04-15 02:22:46,298 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 02:22:48,315 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.59ms, fps=1269 images/s, loss=0.6100, top1-acc=81.29%, top5-acc=97.30%, remaining_time=0:00:37.520292, arrival_time=2021-04-15 02:23:25.835799, cost_time=0:00:02.017218 2021-04-15 02:22:50,150 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.6205, top1-acc=81.27%, top5-acc=97.44%, remaining_time=0:00:33.902352, arrival_time=2021-04-15 02:23:24.053095, cost_time=0:00:03.852531 2021-04-15 02:22:51,989 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.55ms, fps=1393 images/s, loss=0.6043, top1-acc=81.82%, top5-acc=97.66%, remaining_time=0:00:31.490034, arrival_time=2021-04-15 02:23:23.479299, cost_time=0:00:05.690979 2021-04-15 02:22:53,829 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.5907, top1-acc=82.28%, top5-acc=97.74%, remaining_time=0:00:29.372772, arrival_time=2021-04-15 02:23:23.202593, cost_time=0:00:07.531463 2021-04-15 02:22:55,669 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.53ms, fps=1393 images/s, loss=0.5860, top1-acc=82.41%, top5-acc=97.81%, remaining_time=0:00:27.362298, arrival_time=2021-04-15 02:23:23.031253, cost_time=0:00:09.370671 2021-04-15 02:22:57,506 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.5917, top1-acc=82.22%, top5-acc=97.80%, remaining_time=0:00:25.405072, arrival_time=2021-04-15 02:23:22.911394, cost_time=0:00:11.208110 2021-04-15 02:22:59,345 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=2.38ms, fps=1392 images/s, loss=0.5989, top1-acc=82.02%, top5-acc=97.70%, remaining_time=0:00:23.484888, arrival_time=2021-04-15 02:23:22.830354, cost_time=0:00:13.047189 2021-04-15 02:23:01,179 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.6064, top1-acc=81.80%, top5-acc=97.64%, remaining_time=0:00:21.578204, arrival_time=2021-04-15 02:23:22.757908, cost_time=0:00:14.881500 2021-04-15 02:23:03,023 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.6168, top1-acc=81.46%, top5-acc=97.56%, remaining_time=0:00:19.698086, arrival_time=2021-04-15 02:23:22.721191, cost_time=0:00:16.724817 2021-04-15 02:23:04,859 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.6227, top1-acc=81.24%, top5-acc=97.55%, remaining_time=0:00:17.818752, arrival_time=2021-04-15 02:23:22.678183, cost_time=0:00:18.561152 2021-04-15 02:23:06,703 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.6277, top1-acc=81.05%, top5-acc=97.54%, remaining_time=0:00:15.953344, arrival_time=2021-04-15 02:23:22.656940, cost_time=0:00:20.405393 2021-04-15 02:23:08,548 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.99ms, fps=1388 images/s, loss=0.6296, top1-acc=80.98%, top5-acc=97.52%, remaining_time=0:00:14.091920, arrival_time=2021-04-15 02:23:22.640583, cost_time=0:00:22.250374 2021-04-15 02:23:10,395 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.31ms, fps=1387 images/s, loss=0.6310, top1-acc=80.90%, top5-acc=97.55%, remaining_time=0:00:12.233826, arrival_time=2021-04-15 02:23:22.629056, cost_time=0:00:24.096940 2021-04-15 02:23:12,232 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.6354, top1-acc=80.71%, top5-acc=97.53%, remaining_time=0:00:10.373832, arrival_time=2021-04-15 02:23:22.606732, cost_time=0:00:25.934613 2021-04-15 02:23:14,069 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.6413, top1-acc=80.49%, top5-acc=97.46%, remaining_time=0:00:08.516624, arrival_time=2021-04-15 02:23:22.586454, cost_time=0:00:27.771624 2021-04-15 02:23:15,906 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.6452, top1-acc=80.38%, top5-acc=97.42%, remaining_time=0:00:06.661872, arrival_time=2021-04-15 02:23:22.568374, cost_time=0:00:29.608302 2021-04-15 02:23:17,742 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.54ms, fps=1395 images/s, loss=0.6476, top1-acc=80.33%, top5-acc=97.36%, remaining_time=0:00:04.809142, arrival_time=2021-04-15 02:23:22.551751, cost_time=0:00:31.444341 2021-04-15 02:23:19,584 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.6517, top1-acc=80.18%, top5-acc=97.34%, remaining_time=0:00:02.958800, arrival_time=2021-04-15 02:23:22.543485, cost_time=0:00:33.286466 2021-04-15 02:23:21,422 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.19ms, fps=1394 images/s, loss=0.6544, top1-acc=80.06%, top5-acc=97.30%, remaining_time=0:00:01.109172, arrival_time=2021-04-15 02:23:22.531172, cost_time=0:00:35.123686 2021-04-15 02:23:22,417 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.65ms, fps=1367 images/s, loss=0.6558, top1-acc=80.06%, top5-acc=97.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:22.417424, cost_time=0:00:36.119205 2021-04-15 02:23:23,482 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.37ms, fps=2407 images/s, loss=1.3591, top1-acc=62.85%, top5-acc=89.10%, remaining_time=0:00:03.190410, arrival_time=2021-04-15 02:23:26.673252, cost_time=0:00:01.063466 2021-04-15 02:23:24,386 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.36ms, fps=2837 images/s, loss=1.3485, top1-acc=63.44%, top5-acc=88.98%, remaining_time=0:00:01.966720, arrival_time=2021-04-15 02:23:26.352673, cost_time=0:00:01.966714 2021-04-15 02:23:25,279 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.97ms, fps=2865 images/s, loss=1.3589, top1-acc=63.22%, top5-acc=88.63%, remaining_time=0:00:00.953510, arrival_time=2021-04-15 02:23:26.233359, cost_time=0:00:02.860520 2021-04-15 02:23:26,097 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.07ms, fps=2838 images/s, loss=1.3681, top1-acc=62.51%, top5-acc=88.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:26.097772, cost_time=0:00:03.678568 2021-04-15 02:23:26,288 INFO : Epoch=0071 complete, best val top1-acc=62.58%, top5-acc=88.16% (epoch=70), remaining_time=1:26:28.105230, arrival_time=2021-04-15 03:49:54.393855, cost_time=0:47:35.468770 2021-04-15 02:23:26,290 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 02:23:28,337 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.77ms, fps=1251 images/s, loss=0.5980, top1-acc=81.33%, top5-acc=98.36%, remaining_time=0:00:38.067132, arrival_time=2021-04-15 02:24:06.404546, cost_time=0:00:02.046623 2021-04-15 02:23:30,172 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.5870, top1-acc=82.05%, top5-acc=98.14%, remaining_time=0:00:34.156496, arrival_time=2021-04-15 02:24:04.328826, cost_time=0:00:03.881425 2021-04-15 02:23:32,013 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.43ms, fps=1391 images/s, loss=0.5906, top1-acc=81.72%, top5-acc=98.05%, remaining_time=0:00:31.663836, arrival_time=2021-04-15 02:24:03.677130, cost_time=0:00:05.722384 2021-04-15 02:23:33,849 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.5910, top1-acc=81.78%, top5-acc=98.08%, remaining_time=0:00:29.480100, arrival_time=2021-04-15 02:24:03.329815, cost_time=0:00:07.559004 2021-04-15 02:23:35,689 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.5890, top1-acc=81.95%, top5-acc=97.98%, remaining_time=0:00:27.444496, arrival_time=2021-04-15 02:24:03.134108, cost_time=0:00:09.398818 2021-04-15 02:23:37,536 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.5983, top1-acc=81.74%, top5-acc=97.88%, remaining_time=0:00:25.488984, arrival_time=2021-04-15 02:24:03.024932, cost_time=0:00:11.245158 2021-04-15 02:23:39,381 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.6035, top1-acc=81.55%, top5-acc=97.85%, remaining_time=0:00:23.563764, arrival_time=2021-04-15 02:24:02.945509, cost_time=0:00:13.090945 2021-04-15 02:23:41,220 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.50ms, fps=1393 images/s, loss=0.6069, top1-acc=81.34%, top5-acc=97.79%, remaining_time=0:00:21.648384, arrival_time=2021-04-15 02:24:02.869085, cost_time=0:00:14.929917 2021-04-15 02:23:43,052 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.43ms, fps=1398 images/s, loss=0.6106, top1-acc=81.22%, top5-acc=97.72%, remaining_time=0:00:19.741970, arrival_time=2021-04-15 02:24:02.794757, cost_time=0:00:16.762070 2021-04-15 02:23:44,887 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.6119, top1-acc=81.23%, top5-acc=97.73%, remaining_time=0:00:17.852832, arrival_time=2021-04-15 02:24:02.740393, cost_time=0:00:18.596722 2021-04-15 02:23:46,725 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.60ms, fps=1393 images/s, loss=0.6152, top1-acc=81.15%, top5-acc=97.68%, remaining_time=0:00:15.976392, arrival_time=2021-04-15 02:24:02.702064, cost_time=0:00:20.434938 2021-04-15 02:23:48,562 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.6169, top1-acc=81.09%, top5-acc=97.67%, remaining_time=0:00:14.105296, arrival_time=2021-04-15 02:24:02.667481, cost_time=0:00:22.271479 2021-04-15 02:23:50,399 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.99ms, fps=1394 images/s, loss=0.6248, top1-acc=80.83%, top5-acc=97.56%, remaining_time=0:00:12.239766, arrival_time=2021-04-15 02:24:02.639246, cost_time=0:00:24.108683 2021-04-15 02:23:52,235 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.6313, top1-acc=80.67%, top5-acc=97.48%, remaining_time=0:00:10.378032, arrival_time=2021-04-15 02:24:02.613870, cost_time=0:00:25.945035 2021-04-15 02:23:54,073 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.6360, top1-acc=80.54%, top5-acc=97.43%, remaining_time=0:00:08.520074, arrival_time=2021-04-15 02:24:02.593721, cost_time=0:00:27.782903 2021-04-15 02:23:55,914 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.52ms, fps=1391 images/s, loss=0.6424, top1-acc=80.34%, top5-acc=97.37%, remaining_time=0:00:06.665292, arrival_time=2021-04-15 02:24:02.579542, cost_time=0:00:29.623457 2021-04-15 02:23:57,753 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.6466, top1-acc=80.24%, top5-acc=97.36%, remaining_time=0:00:04.811950, arrival_time=2021-04-15 02:24:02.565470, cost_time=0:00:31.462808 2021-04-15 02:23:59,592 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.70ms, fps=1392 images/s, loss=0.6495, top1-acc=80.14%, top5-acc=97.36%, remaining_time=0:00:02.960176, arrival_time=2021-04-15 02:24:02.552891, cost_time=0:00:33.301915 2021-04-15 02:24:01,433 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.23ms, fps=1391 images/s, loss=0.6527, top1-acc=80.03%, top5-acc=97.35%, remaining_time=0:00:01.109766, arrival_time=2021-04-15 02:24:02.543131, cost_time=0:00:35.142578 2021-04-15 02:24:02,425 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.21ms, fps=1372 images/s, loss=0.6540, top1-acc=79.99%, top5-acc=97.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:02.425151, cost_time=0:00:36.134447 2021-04-15 02:24:03,449 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.29ms, fps=2504 images/s, loss=1.4299, top1-acc=62.62%, top5-acc=87.77%, remaining_time=0:00:03.067590, arrival_time=2021-04-15 02:24:06.517025, cost_time=0:00:01.022534 2021-04-15 02:24:04,341 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.40ms, fps=2871 images/s, loss=1.4365, top1-acc=61.99%, top5-acc=87.66%, remaining_time=0:00:01.914620, arrival_time=2021-04-15 02:24:06.256148, cost_time=0:00:01.914629 2021-04-15 02:24:05,243 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.55ms, fps=2841 images/s, loss=1.4662, top1-acc=61.39%, top5-acc=87.38%, remaining_time=0:00:00.938690, arrival_time=2021-04-15 02:24:06.181651, cost_time=0:00:02.816073 2021-04-15 02:24:06,058 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.09ms, fps=2845 images/s, loss=1.4710, top1-acc=61.49%, top5-acc=87.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:06.058797, cost_time=0:00:03.631932 2021-04-15 02:24:06,251 INFO : Epoch=0072 complete, best val top1-acc=62.58%, top5-acc=88.16% (epoch=70), remaining_time=1:25:47.433984, arrival_time=2021-04-15 03:49:53.685389, cost_time=0:48:15.431583 2021-04-15 02:24:06,252 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 02:24:08,246 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.25ms, fps=1284 images/s, loss=0.6084, top1-acc=81.02%, top5-acc=97.77%, remaining_time=0:00:37.080030, arrival_time=2021-04-15 02:24:45.326388, cost_time=0:00:01.993546 2021-04-15 02:24:10,096 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.97ms, fps=1384 images/s, loss=0.5991, top1-acc=81.41%, top5-acc=97.89%, remaining_time=0:00:33.826320, arrival_time=2021-04-15 02:24:43.923061, cost_time=0:00:03.843907 2021-04-15 02:24:11,936 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.29ms, fps=1392 images/s, loss=0.5853, top1-acc=81.99%, top5-acc=97.96%, remaining_time=0:00:31.451688, arrival_time=2021-04-15 02:24:43.388552, cost_time=0:00:05.684044 2021-04-15 02:24:13,790 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.60ms, fps=1382 images/s, loss=0.5902, top1-acc=81.89%, top5-acc=97.95%, remaining_time=0:00:29.394300, arrival_time=2021-04-15 02:24:43.184218, cost_time=0:00:07.536986 2021-04-15 02:24:15,633 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=2.04ms, fps=1389 images/s, loss=0.5930, top1-acc=81.89%, top5-acc=97.96%, remaining_time=0:00:27.390184, arrival_time=2021-04-15 02:24:43.023267, cost_time=0:00:09.380204 2021-04-15 02:24:17,469 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.74ms, fps=1394 images/s, loss=0.5946, top1-acc=81.80%, top5-acc=97.97%, remaining_time=0:00:25.424928, arrival_time=2021-04-15 02:24:42.894552, cost_time=0:00:11.216890 2021-04-15 02:24:19,306 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.56ms, fps=1394 images/s, loss=0.5983, top1-acc=81.69%, top5-acc=97.91%, remaining_time=0:00:23.496480, arrival_time=2021-04-15 02:24:42.802862, cost_time=0:00:13.053583 2021-04-15 02:24:21,141 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.5957, top1-acc=81.75%, top5-acc=97.90%, remaining_time=0:00:21.588876, arrival_time=2021-04-15 02:24:42.730468, cost_time=0:00:14.888846 2021-04-15 02:24:22,981 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.89ms, fps=1392 images/s, loss=0.5965, top1-acc=81.74%, top5-acc=97.88%, remaining_time=0:00:19.702008, arrival_time=2021-04-15 02:24:42.682947, cost_time=0:00:16.728123 2021-04-15 02:24:24,822 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.6073, top1-acc=81.36%, top5-acc=97.80%, remaining_time=0:00:17.826528, arrival_time=2021-04-15 02:24:42.648544, cost_time=0:00:18.569282 2021-04-15 02:24:26,671 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.6096, top1-acc=81.23%, top5-acc=97.79%, remaining_time=0:00:15.963750, arrival_time=2021-04-15 02:24:42.635343, cost_time=0:00:20.418727 2021-04-15 02:24:28,511 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=0.6171, top1-acc=80.98%, top5-acc=97.72%, remaining_time=0:00:14.096936, arrival_time=2021-04-15 02:24:42.608018, cost_time=0:00:22.258264 2021-04-15 02:24:30,350 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=2.10ms, fps=1392 images/s, loss=0.6244, top1-acc=80.78%, top5-acc=97.67%, remaining_time=0:00:12.234222, arrival_time=2021-04-15 02:24:42.584779, cost_time=0:00:24.097736 2021-04-15 02:24:32,185 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.48ms, fps=1395 images/s, loss=0.6284, top1-acc=80.67%, top5-acc=97.62%, remaining_time=0:00:10.373272, arrival_time=2021-04-15 02:24:42.559158, cost_time=0:00:25.933156 2021-04-15 02:24:34,026 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.56ms, fps=1391 images/s, loss=0.6298, top1-acc=80.58%, top5-acc=97.61%, remaining_time=0:00:08.517314, arrival_time=2021-04-15 02:24:42.544028, cost_time=0:00:27.773901 2021-04-15 02:24:35,863 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.6332, top1-acc=80.50%, top5-acc=97.55%, remaining_time=0:00:06.662304, arrival_time=2021-04-15 02:24:42.525415, cost_time=0:00:29.610267 2021-04-15 02:24:37,697 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.50ms, fps=1396 images/s, loss=0.6378, top1-acc=80.37%, top5-acc=97.50%, remaining_time=0:00:04.809272, arrival_time=2021-04-15 02:24:42.507160, cost_time=0:00:31.445155 2021-04-15 02:24:39,536 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.32ms, fps=1393 images/s, loss=0.6431, top1-acc=80.20%, top5-acc=97.46%, remaining_time=0:00:02.958512, arrival_time=2021-04-15 02:24:42.494580, cost_time=0:00:33.283259 2021-04-15 02:24:41,374 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.6459, top1-acc=80.08%, top5-acc=97.44%, remaining_time=0:00:01.109100, arrival_time=2021-04-15 02:24:42.483372, cost_time=0:00:35.121545 2021-04-15 02:24:42,365 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.24ms, fps=1373 images/s, loss=0.6484, top1-acc=80.01%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:42.365036, cost_time=0:00:36.112282 2021-04-15 02:24:43,395 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.20ms, fps=2490 images/s, loss=1.4807, top1-acc=60.27%, top5-acc=86.99%, remaining_time=0:00:03.084270, arrival_time=2021-04-15 02:24:46.479932, cost_time=0:00:01.028092 2021-04-15 02:24:44,287 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.28ms, fps=2873 images/s, loss=1.4735, top1-acc=60.96%, top5-acc=87.07%, remaining_time=0:00:01.919500, arrival_time=2021-04-15 02:24:46.206598, cost_time=0:00:01.919494 2021-04-15 02:24:45,182 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.50ms, fps=2862 images/s, loss=1.4433, top1-acc=61.65%, top5-acc=87.59%, remaining_time=0:00:00.938130, arrival_time=2021-04-15 02:24:46.120097, cost_time=0:00:02.814399 2021-04-15 02:24:46,000 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.08ms, fps=2835 images/s, loss=1.4586, top1-acc=61.61%, top5-acc=87.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:46.000728, cost_time=0:00:03.633116 2021-04-15 02:24:46,215 INFO : Epoch=0073 complete, best val top1-acc=62.58%, top5-acc=88.16% (epoch=70), remaining_time=1:25:06.783157, arrival_time=2021-04-15 03:49:52.998101, cost_time=0:48:55.395079 2021-04-15 02:24:46,216 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 02:24:48,238 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.36ms, fps=1266 images/s, loss=0.5996, top1-acc=81.56%, top5-acc=98.09%, remaining_time=0:00:37.598040, arrival_time=2021-04-15 02:25:25.836507, cost_time=0:00:02.021395 2021-04-15 02:24:50,080 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.72ms, fps=1390 images/s, loss=0.5862, top1-acc=82.19%, top5-acc=97.95%, remaining_time=0:00:33.996336, arrival_time=2021-04-15 02:25:24.076604, cost_time=0:00:03.863227 2021-04-15 02:24:51,931 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.89ms, fps=1383 images/s, loss=0.5839, top1-acc=82.11%, top5-acc=97.99%, remaining_time=0:00:31.621506, arrival_time=2021-04-15 02:25:23.553274, cost_time=0:00:05.714724 2021-04-15 02:24:53,770 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.58ms, fps=1393 images/s, loss=0.5773, top1-acc=82.17%, top5-acc=98.04%, remaining_time=0:00:29.459352, arrival_time=2021-04-15 02:25:23.230217, cost_time=0:00:07.553695 2021-04-15 02:24:55,611 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.5750, top1-acc=82.22%, top5-acc=98.10%, remaining_time=0:00:27.431502, arrival_time=2021-04-15 02:25:23.042805, cost_time=0:00:09.394341 2021-04-15 02:24:57,449 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.57ms, fps=1393 images/s, loss=0.5867, top1-acc=81.87%, top5-acc=97.96%, remaining_time=0:00:25.460560, arrival_time=2021-04-15 02:25:22.910188, cost_time=0:00:11.232591 2021-04-15 02:24:59,287 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.5919, top1-acc=81.76%, top5-acc=97.93%, remaining_time=0:00:23.527224, arrival_time=2021-04-15 02:25:22.814956, cost_time=0:00:13.070693 2021-04-15 02:25:01,137 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.5935, top1-acc=81.73%, top5-acc=97.87%, remaining_time=0:00:21.634116, arrival_time=2021-04-15 02:25:22.771196, cost_time=0:00:14.920041 2021-04-15 02:25:02,979 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.5992, top1-acc=81.47%, top5-acc=97.81%, remaining_time=0:00:19.742288, arrival_time=2021-04-15 02:25:22.721649, cost_time=0:00:16.762331 2021-04-15 02:25:04,821 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.6042, top1-acc=81.34%, top5-acc=97.79%, remaining_time=0:00:17.860416, arrival_time=2021-04-15 02:25:22.682088, cost_time=0:00:18.604631 2021-04-15 02:25:06,668 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.07ms, fps=1386 images/s, loss=0.6063, top1-acc=81.28%, top5-acc=97.76%, remaining_time=0:00:15.989636, arrival_time=2021-04-15 02:25:22.658502, cost_time=0:00:20.451832 2021-04-15 02:25:08,507 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.13ms, fps=1393 images/s, loss=0.6069, top1-acc=81.32%, top5-acc=97.73%, remaining_time=0:00:14.117000, arrival_time=2021-04-15 02:25:22.624066, cost_time=0:00:22.290036 2021-04-15 02:25:10,344 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.6119, top1-acc=81.19%, top5-acc=97.67%, remaining_time=0:00:12.249270, arrival_time=2021-04-15 02:25:22.593750, cost_time=0:00:24.127314 2021-04-15 02:25:12,188 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.6151, top1-acc=81.06%, top5-acc=97.65%, remaining_time=0:00:10.388784, arrival_time=2021-04-15 02:25:22.577674, cost_time=0:00:25.971932 2021-04-15 02:25:14,032 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.67ms, fps=1391 images/s, loss=0.6225, top1-acc=80.80%, top5-acc=97.60%, remaining_time=0:00:08.530056, arrival_time=2021-04-15 02:25:22.562504, cost_time=0:00:27.815352 2021-04-15 02:25:15,878 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=0.6297, top1-acc=80.55%, top5-acc=97.55%, remaining_time=0:00:06.673752, arrival_time=2021-04-15 02:25:22.551884, cost_time=0:00:29.661100 2021-04-15 02:25:17,710 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.50ms, fps=1398 images/s, loss=0.6346, top1-acc=80.40%, top5-acc=97.50%, remaining_time=0:00:04.816630, arrival_time=2021-04-15 02:25:22.526967, cost_time=0:00:31.493313 2021-04-15 02:25:19,544 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=2.15ms, fps=1396 images/s, loss=0.6370, top1-acc=80.33%, top5-acc=97.50%, remaining_time=0:00:02.962432, arrival_time=2021-04-15 02:25:22.506857, cost_time=0:00:33.327398 2021-04-15 02:25:21,378 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.32ms, fps=1397 images/s, loss=0.6406, top1-acc=80.20%, top5-acc=97.49%, remaining_time=0:00:01.110348, arrival_time=2021-04-15 02:25:22.488312, cost_time=0:00:35.161014 2021-04-15 02:25:22,371 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.54ms, fps=1370 images/s, loss=0.6453, top1-acc=80.06%, top5-acc=97.46%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:22.371172, cost_time=0:00:36.154151 2021-04-15 02:25:23,411 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.39ms, fps=2466 images/s, loss=1.3737, top1-acc=62.81%, top5-acc=87.62%, remaining_time=0:00:03.114660, arrival_time=2021-04-15 02:25:26.525958, cost_time=0:00:01.038217 2021-04-15 02:25:24,302 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.70ms, fps=2873 images/s, loss=1.3676, top1-acc=63.81%, top5-acc=87.95%, remaining_time=0:00:01.929620, arrival_time=2021-04-15 02:25:26.232423, cost_time=0:00:01.929611 2021-04-15 02:25:25,193 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.32ms, fps=2877 images/s, loss=1.3747, top1-acc=63.88%, top5-acc=87.92%, remaining_time=0:00:00.940060, arrival_time=2021-04-15 02:25:26.133288, cost_time=0:00:02.820183 2021-04-15 02:25:26,013 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.13ms, fps=2830 images/s, loss=1.3634, top1-acc=63.61%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:26.013252, cost_time=0:00:03.640214 2021-04-15 02:25:26,392 INFO : Epoch=0074 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:24:26.515188, arrival_time=2021-04-15 03:49:52.907421, cost_time=0:49:35.572397 2021-04-15 02:25:26,393 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 02:25:28,447 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.32ms, fps=1247 images/s, loss=0.6094, top1-acc=81.45%, top5-acc=97.73%, remaining_time=0:00:38.195286, arrival_time=2021-04-15 02:26:06.642662, cost_time=0:00:02.053512 2021-04-15 02:25:30,282 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.5827, top1-acc=82.38%, top5-acc=97.87%, remaining_time=0:00:34.222496, arrival_time=2021-04-15 02:26:04.505197, cost_time=0:00:03.888926 2021-04-15 02:25:32,127 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.5904, top1-acc=82.10%, top5-acc=97.85%, remaining_time=0:00:31.723928, arrival_time=2021-04-15 02:26:03.851073, cost_time=0:00:05.733244 2021-04-15 02:25:33,968 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.66ms, fps=1391 images/s, loss=0.5823, top1-acc=82.32%, top5-acc=97.89%, remaining_time=0:00:29.541252, arrival_time=2021-04-15 02:26:03.509776, cost_time=0:00:07.574699 2021-04-15 02:25:35,806 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.5834, top1-acc=82.25%, top5-acc=97.85%, remaining_time=0:00:27.484208, arrival_time=2021-04-15 02:26:03.290446, cost_time=0:00:09.412418 2021-04-15 02:25:37,642 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.54ms, fps=1394 images/s, loss=0.5830, top1-acc=82.11%, top5-acc=97.89%, remaining_time=0:00:25.497552, arrival_time=2021-04-15 02:26:03.140207, cost_time=0:00:11.248920 2021-04-15 02:25:39,475 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.5821, top1-acc=82.08%, top5-acc=97.95%, remaining_time=0:00:23.547258, arrival_time=2021-04-15 02:26:03.022899, cost_time=0:00:13.081822 2021-04-15 02:25:41,318 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.58ms, fps=1390 images/s, loss=0.5862, top1-acc=81.91%, top5-acc=97.92%, remaining_time=0:00:21.640728, arrival_time=2021-04-15 02:26:02.959198, cost_time=0:00:14.924608 2021-04-15 02:25:43,155 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.50ms, fps=1394 images/s, loss=0.5891, top1-acc=81.83%, top5-acc=97.91%, remaining_time=0:00:19.741758, arrival_time=2021-04-15 02:26:02.897468, cost_time=0:00:16.761881 2021-04-15 02:25:45,007 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.62ms, fps=1383 images/s, loss=0.5961, top1-acc=81.61%, top5-acc=97.87%, remaining_time=0:00:17.869344, arrival_time=2021-04-15 02:26:02.877087, cost_time=0:00:18.613924 2021-04-15 02:25:46,843 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.5989, top1-acc=81.50%, top5-acc=97.85%, remaining_time=0:00:15.987916, arrival_time=2021-04-15 02:26:02.831478, cost_time=0:00:20.449676 2021-04-15 02:25:48,680 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.6000, top1-acc=81.43%, top5-acc=97.88%, remaining_time=0:00:14.114872, arrival_time=2021-04-15 02:26:02.795403, cost_time=0:00:22.286695 2021-04-15 02:25:50,514 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.63ms, fps=1397 images/s, loss=0.6015, top1-acc=81.39%, top5-acc=97.86%, remaining_time=0:00:12.245508, arrival_time=2021-04-15 02:26:02.759425, cost_time=0:00:24.119987 2021-04-15 02:25:52,347 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.6047, top1-acc=81.33%, top5-acc=97.86%, remaining_time=0:00:10.381560, arrival_time=2021-04-15 02:26:02.729255, cost_time=0:00:25.953952 2021-04-15 02:25:54,182 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.56ms, fps=1395 images/s, loss=0.6071, top1-acc=81.26%, top5-acc=97.83%, remaining_time=0:00:08.522006, arrival_time=2021-04-15 02:26:02.704917, cost_time=0:00:27.789174 2021-04-15 02:25:56,014 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.35ms, fps=1398 images/s, loss=0.6139, top1-acc=80.98%, top5-acc=97.75%, remaining_time=0:00:06.664680, arrival_time=2021-04-15 02:26:02.679161, cost_time=0:00:29.620741 2021-04-15 02:25:57,856 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.6186, top1-acc=80.84%, top5-acc=97.67%, remaining_time=0:00:04.811976, arrival_time=2021-04-15 02:26:02.668748, cost_time=0:00:31.462960 2021-04-15 02:25:59,695 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.6239, top1-acc=80.67%, top5-acc=97.63%, remaining_time=0:00:02.960128, arrival_time=2021-04-15 02:26:02.655345, cost_time=0:00:33.301362 2021-04-15 02:26:01,531 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.24ms, fps=1395 images/s, loss=0.6264, top1-acc=80.57%, top5-acc=97.62%, remaining_time=0:00:01.109598, arrival_time=2021-04-15 02:26:02.640678, cost_time=0:00:35.137264 2021-04-15 02:26:02,525 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.26ms, fps=1368 images/s, loss=0.6288, top1-acc=80.50%, top5-acc=97.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:02.525520, cost_time=0:00:36.131779 2021-04-15 02:26:03,564 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.22ms, fps=2469 images/s, loss=1.3950, top1-acc=63.05%, top5-acc=87.42%, remaining_time=0:00:03.111060, arrival_time=2021-04-15 02:26:06.675490, cost_time=0:00:01.037015 2021-04-15 02:26:04,457 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.53ms, fps=2870 images/s, loss=1.3932, top1-acc=62.64%, top5-acc=87.64%, remaining_time=0:00:01.929440, arrival_time=2021-04-15 02:26:06.386382, cost_time=0:00:01.929447 2021-04-15 02:26:05,351 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.72ms, fps=2864 images/s, loss=1.3824, top1-acc=62.66%, top5-acc=87.89%, remaining_time=0:00:00.941320, arrival_time=2021-04-15 02:26:06.292791, cost_time=0:00:02.823965 2021-04-15 02:26:06,173 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.07ms, fps=2825 images/s, loss=1.3940, top1-acc=62.80%, top5-acc=88.08%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:06.173188, cost_time=0:00:03.645735 2021-04-15 02:26:06,381 INFO : Epoch=0075 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:23:45.936625, arrival_time=2021-04-15 03:49:52.318423, cost_time=0:50:15.561967 2021-04-15 02:26:06,383 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 02:26:08,379 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=2.24ms, fps=1283 images/s, loss=0.5755, top1-acc=82.23%, top5-acc=97.93%, remaining_time=0:00:37.125600, arrival_time=2021-04-15 02:26:45.504911, cost_time=0:00:01.995998 2021-04-15 02:26:10,218 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=2.07ms, fps=1393 images/s, loss=0.6023, top1-acc=81.31%, top5-acc=98.03%, remaining_time=0:00:33.744832, arrival_time=2021-04-15 02:26:43.962771, cost_time=0:00:03.834636 2021-04-15 02:26:12,063 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.62ms, fps=1388 images/s, loss=0.5821, top1-acc=82.15%, top5-acc=97.97%, remaining_time=0:00:31.429610, arrival_time=2021-04-15 02:26:43.492999, cost_time=0:00:05.680042 2021-04-15 02:26:13,903 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.59ms, fps=1392 images/s, loss=0.5716, top1-acc=82.52%, top5-acc=98.07%, remaining_time=0:00:29.327844, arrival_time=2021-04-15 02:26:43.231131, cost_time=0:00:07.519961 2021-04-15 02:26:15,737 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.5677, top1-acc=82.50%, top5-acc=98.06%, remaining_time=0:00:27.314556, arrival_time=2021-04-15 02:26:43.052185, cost_time=0:00:09.354285 2021-04-15 02:26:17,573 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.5778, top1-acc=82.18%, top5-acc=98.05%, remaining_time=0:00:25.365496, arrival_time=2021-04-15 02:26:42.939402, cost_time=0:00:11.190678 2021-04-15 02:26:19,413 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.5792, top1-acc=82.06%, top5-acc=98.05%, remaining_time=0:00:23.454396, arrival_time=2021-04-15 02:26:42.867927, cost_time=0:00:13.030222 2021-04-15 02:26:21,255 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.90ms, fps=1390 images/s, loss=0.5764, top1-acc=82.18%, top5-acc=98.06%, remaining_time=0:00:21.564516, arrival_time=2021-04-15 02:26:42.819903, cost_time=0:00:14.872072 2021-04-15 02:26:23,093 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.85ms, fps=1393 images/s, loss=0.5759, top1-acc=82.21%, top5-acc=98.03%, remaining_time=0:00:19.680490, arrival_time=2021-04-15 02:26:42.773653, cost_time=0:00:16.709865 2021-04-15 02:26:24,938 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=2.10ms, fps=1388 images/s, loss=0.5800, top1-acc=82.12%, top5-acc=98.00%, remaining_time=0:00:17.812704, arrival_time=2021-04-15 02:26:42.750935, cost_time=0:00:18.554920 2021-04-15 02:26:26,774 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=2.12ms, fps=1395 images/s, loss=0.5861, top1-acc=81.91%, top5-acc=97.94%, remaining_time=0:00:15.941820, arrival_time=2021-04-15 02:26:42.715867, cost_time=0:00:20.390717 2021-04-15 02:26:28,618 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=0.5907, top1-acc=81.81%, top5-acc=97.93%, remaining_time=0:00:14.082420, arrival_time=2021-04-15 02:26:42.701171, cost_time=0:00:22.235427 2021-04-15 02:26:30,460 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.5908, top1-acc=81.84%, top5-acc=97.90%, remaining_time=0:00:12.223794, arrival_time=2021-04-15 02:26:42.684437, cost_time=0:00:24.077224 2021-04-15 02:26:32,302 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.53ms, fps=1391 images/s, loss=0.5951, top1-acc=81.73%, top5-acc=97.85%, remaining_time=0:00:10.367672, arrival_time=2021-04-15 02:26:42.670079, cost_time=0:00:25.919184 2021-04-15 02:26:34,139 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.5984, top1-acc=81.60%, top5-acc=97.83%, remaining_time=0:00:08.511978, arrival_time=2021-04-15 02:26:42.651735, cost_time=0:00:27.756397 2021-04-15 02:26:35,979 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.58ms, fps=1392 images/s, loss=0.6014, top1-acc=81.45%, top5-acc=97.79%, remaining_time=0:00:06.659208, arrival_time=2021-04-15 02:26:42.638890, cost_time=0:00:29.596413 2021-04-15 02:26:37,822 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.6038, top1-acc=81.36%, top5-acc=97.78%, remaining_time=0:00:04.808336, arrival_time=2021-04-15 02:26:42.630626, cost_time=0:00:31.439061 2021-04-15 02:26:39,665 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.6094, top1-acc=81.19%, top5-acc=97.75%, remaining_time=0:00:02.958400, arrival_time=2021-04-15 02:26:42.623639, cost_time=0:00:33.281930 2021-04-15 02:26:41,500 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.19ms, fps=1396 images/s, loss=0.6116, top1-acc=81.10%, top5-acc=97.74%, remaining_time=0:00:01.108956, arrival_time=2021-04-15 02:26:42.609172, cost_time=0:00:35.116907 2021-04-15 02:26:42,492 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.50ms, fps=1372 images/s, loss=0.6152, top1-acc=80.99%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:42.492184, cost_time=0:00:36.108980 2021-04-15 02:26:43,505 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.60ms, fps=2532 images/s, loss=1.4205, top1-acc=61.45%, top5-acc=87.70%, remaining_time=0:00:03.033720, arrival_time=2021-04-15 02:26:46.538800, cost_time=0:00:01.011241 2021-04-15 02:26:44,398 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.58ms, fps=2867 images/s, loss=1.3936, top1-acc=62.91%, top5-acc=87.91%, remaining_time=0:00:01.904620, arrival_time=2021-04-15 02:26:46.303152, cost_time=0:00:01.904627 2021-04-15 02:26:45,289 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.43ms, fps=2875 images/s, loss=1.3996, top1-acc=62.98%, top5-acc=87.89%, remaining_time=0:00:00.931890, arrival_time=2021-04-15 02:26:46.221401, cost_time=0:00:02.795677 2021-04-15 02:26:46,104 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=2847 images/s, loss=1.4324, top1-acc=62.58%, top5-acc=88.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:46.104752, cost_time=0:00:03.610957 2021-04-15 02:26:46,276 INFO : Epoch=0076 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:23:05.218004, arrival_time=2021-04-15 03:49:51.494028, cost_time=0:50:55.456190 2021-04-15 02:26:46,277 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 02:26:48,277 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.39ms, fps=1280 images/s, loss=0.6013, top1-acc=81.99%, top5-acc=98.12%, remaining_time=0:00:37.191630, arrival_time=2021-04-15 02:27:25.468874, cost_time=0:00:01.999546 2021-04-15 02:26:50,122 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.5834, top1-acc=82.64%, top5-acc=98.05%, remaining_time=0:00:33.830368, arrival_time=2021-04-15 02:27:23.952361, cost_time=0:00:03.844359 2021-04-15 02:26:51,960 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.5749, top1-acc=82.93%, top5-acc=98.14%, remaining_time=0:00:31.446210, arrival_time=2021-04-15 02:27:23.406904, cost_time=0:00:05.683056 2021-04-15 02:26:53,800 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.92ms, fps=1392 images/s, loss=0.5891, top1-acc=82.35%, top5-acc=98.02%, remaining_time=0:00:29.337828, arrival_time=2021-04-15 02:27:23.137977, cost_time=0:00:07.522511 2021-04-15 02:26:55,634 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.90ms, fps=1396 images/s, loss=0.5850, top1-acc=82.27%, top5-acc=97.98%, remaining_time=0:00:27.321710, arrival_time=2021-04-15 02:27:22.956169, cost_time=0:00:09.356756 2021-04-15 02:26:57,470 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.5874, top1-acc=82.19%, top5-acc=97.93%, remaining_time=0:00:25.370664, arrival_time=2021-04-15 02:27:22.841168, cost_time=0:00:11.192947 2021-04-15 02:26:59,308 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.5833, top1-acc=82.32%, top5-acc=97.90%, remaining_time=0:00:23.454900, arrival_time=2021-04-15 02:27:22.763050, cost_time=0:00:13.030507 2021-04-15 02:27:01,151 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.57ms, fps=1389 images/s, loss=0.5816, top1-acc=82.29%, top5-acc=97.90%, remaining_time=0:00:21.567300, arrival_time=2021-04-15 02:27:22.719086, cost_time=0:00:14.874016 2021-04-15 02:27:02,989 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.92ms, fps=1393 images/s, loss=0.5805, top1-acc=82.29%, top5-acc=97.91%, remaining_time=0:00:19.683140, arrival_time=2021-04-15 02:27:22.672942, cost_time=0:00:16.712124 2021-04-15 02:27:04,836 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.5787, top1-acc=82.34%, top5-acc=97.91%, remaining_time=0:00:17.816352, arrival_time=2021-04-15 02:27:22.652702, cost_time=0:00:18.558709 2021-04-15 02:27:06,672 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.5808, top1-acc=82.23%, top5-acc=97.92%, remaining_time=0:00:15.945088, arrival_time=2021-04-15 02:27:22.617583, cost_time=0:00:20.394838 2021-04-15 02:27:08,516 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.5838, top1-acc=82.08%, top5-acc=97.90%, remaining_time=0:00:14.084700, arrival_time=2021-04-15 02:27:22.601320, cost_time=0:00:22.238972 2021-04-15 02:27:10,351 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=2.08ms, fps=1396 images/s, loss=0.5856, top1-acc=81.97%, top5-acc=97.90%, remaining_time=0:00:12.222210, arrival_time=2021-04-15 02:27:22.573867, cost_time=0:00:24.074009 2021-04-15 02:27:12,186 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.5906, top1-acc=81.84%, top5-acc=97.87%, remaining_time=0:00:10.363360, arrival_time=2021-04-15 02:27:22.549392, cost_time=0:00:25.908468 2021-04-15 02:27:14,022 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.58ms, fps=1394 images/s, loss=0.5939, top1-acc=81.75%, top5-acc=97.83%, remaining_time=0:00:08.508482, arrival_time=2021-04-15 02:27:22.531141, cost_time=0:00:27.745109 2021-04-15 02:27:15,855 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.5988, top1-acc=81.61%, top5-acc=97.77%, remaining_time=0:00:06.654960, arrival_time=2021-04-15 02:27:22.510124, cost_time=0:00:29.577586 2021-04-15 02:27:17,701 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.57ms, fps=1387 images/s, loss=0.6032, top1-acc=81.48%, top5-acc=97.73%, remaining_time=0:00:04.806048, arrival_time=2021-04-15 02:27:22.507926, cost_time=0:00:31.424233 2021-04-15 02:27:19,537 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.6095, top1-acc=81.31%, top5-acc=97.69%, remaining_time=0:00:02.956416, arrival_time=2021-04-15 02:27:22.493679, cost_time=0:00:33.259611 2021-04-15 02:27:21,379 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.6155, top1-acc=81.09%, top5-acc=97.65%, remaining_time=0:00:01.108476, arrival_time=2021-04-15 02:27:22.487781, cost_time=0:00:35.101657 2021-04-15 02:27:22,372 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.25ms, fps=1370 images/s, loss=0.6180, top1-acc=81.02%, top5-acc=97.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:22.372701, cost_time=0:00:36.095149 2021-04-15 02:27:23,390 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.36ms, fps=2519 images/s, loss=1.3468, top1-acc=62.58%, top5-acc=88.67%, remaining_time=0:00:03.048300, arrival_time=2021-04-15 02:27:26.438931, cost_time=0:00:01.016100 2021-04-15 02:27:24,283 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.31ms, fps=2869 images/s, loss=1.3727, top1-acc=62.03%, top5-acc=88.73%, remaining_time=0:00:01.908840, arrival_time=2021-04-15 02:27:26.192277, cost_time=0:00:01.908840 2021-04-15 02:27:25,175 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.31ms, fps=2871 images/s, loss=1.3877, top1-acc=61.95%, top5-acc=88.18%, remaining_time=0:00:00.933720, arrival_time=2021-04-15 02:27:26.109412, cost_time=0:00:02.801158 2021-04-15 02:27:25,991 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.06ms, fps=2847 images/s, loss=1.4007, top1-acc=61.96%, top5-acc=88.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:25.990960, cost_time=0:00:03.616461 2021-04-15 02:27:26,198 INFO : Epoch=0077 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:22:24.566298, arrival_time=2021-04-15 03:49:50.765089, cost_time=0:51:35.378934 2021-04-15 02:27:26,200 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 02:27:28,225 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.36ms, fps=1264 images/s, loss=0.5800, top1-acc=82.07%, top5-acc=98.59%, remaining_time=0:00:37.667418, arrival_time=2021-04-15 02:28:05.892945, cost_time=0:00:02.025126 2021-04-15 02:27:30,060 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.5782, top1-acc=82.54%, top5-acc=98.20%, remaining_time=0:00:33.966944, arrival_time=2021-04-15 02:28:04.027246, cost_time=0:00:03.859876 2021-04-15 02:27:31,900 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.44ms, fps=1391 images/s, loss=0.5711, top1-acc=82.53%, top5-acc=98.26%, remaining_time=0:00:31.542656, arrival_time=2021-04-15 02:28:03.443543, cost_time=0:00:05.700481 2021-04-15 02:27:33,751 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.5633, top1-acc=82.56%, top5-acc=98.37%, remaining_time=0:00:29.449212, arrival_time=2021-04-15 02:28:03.200754, cost_time=0:00:07.551088 2021-04-15 02:27:35,587 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.5577, top1-acc=82.80%, top5-acc=98.38%, remaining_time=0:00:27.409456, arrival_time=2021-04-15 02:28:02.996644, cost_time=0:00:09.386792 2021-04-15 02:27:37,430 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.60ms, fps=1389 images/s, loss=0.5555, top1-acc=82.80%, top5-acc=98.41%, remaining_time=0:00:25.455664, arrival_time=2021-04-15 02:28:02.886432, cost_time=0:00:11.230451 2021-04-15 02:27:39,268 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.85ms, fps=1394 images/s, loss=0.5554, top1-acc=82.90%, top5-acc=98.39%, remaining_time=0:00:23.521554, arrival_time=2021-04-15 02:28:02.789509, cost_time=0:00:13.067552 2021-04-15 02:27:41,107 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.20ms, fps=1392 images/s, loss=0.5570, top1-acc=82.77%, top5-acc=98.35%, remaining_time=0:00:21.615556, arrival_time=2021-04-15 02:28:02.723294, cost_time=0:00:14.907297 2021-04-15 02:27:42,957 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.5595, top1-acc=82.73%, top5-acc=98.27%, remaining_time=0:00:19.736140, arrival_time=2021-04-15 02:28:02.693608, cost_time=0:00:16.757067 2021-04-15 02:27:44,799 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.48ms, fps=1390 images/s, loss=0.5629, top1-acc=82.71%, top5-acc=98.21%, remaining_time=0:00:17.854944, arrival_time=2021-04-15 02:28:02.654269, cost_time=0:00:18.598919 2021-04-15 02:27:46,645 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.71ms, fps=1388 images/s, loss=0.5699, top1-acc=82.49%, top5-acc=98.16%, remaining_time=0:00:15.983874, arrival_time=2021-04-15 02:28:02.628875, cost_time=0:00:20.444528 2021-04-15 02:27:48,480 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.95ms, fps=1395 images/s, loss=0.5738, top1-acc=82.44%, top5-acc=98.13%, remaining_time=0:00:14.110920, arrival_time=2021-04-15 02:28:02.591671, cost_time=0:00:22.280345 2021-04-15 02:27:50,325 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.5785, top1-acc=82.25%, top5-acc=98.11%, remaining_time=0:00:12.248082, arrival_time=2021-04-15 02:28:02.573489, cost_time=0:00:24.124947 2021-04-15 02:27:52,167 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.5824, top1-acc=82.08%, top5-acc=98.07%, remaining_time=0:00:10.386656, arrival_time=2021-04-15 02:28:02.553758, cost_time=0:00:25.966694 2021-04-15 02:27:54,003 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.5871, top1-acc=81.90%, top5-acc=98.01%, remaining_time=0:00:08.526422, arrival_time=2021-04-15 02:28:02.530355, cost_time=0:00:27.803619 2021-04-15 02:27:55,844 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.5893, top1-acc=81.82%, top5-acc=97.98%, remaining_time=0:00:06.669792, arrival_time=2021-04-15 02:28:02.513719, cost_time=0:00:29.643531 2021-04-15 02:27:57,689 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.5903, top1-acc=81.79%, top5-acc=97.97%, remaining_time=0:00:04.816006, arrival_time=2021-04-15 02:28:02.505522, cost_time=0:00:31.489198 2021-04-15 02:27:59,533 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.49ms, fps=1388 images/s, loss=0.5923, top1-acc=81.73%, top5-acc=97.97%, remaining_time=0:00:02.962976, arrival_time=2021-04-15 02:28:02.496800, cost_time=0:00:33.333429 2021-04-15 02:28:01,395 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.53ms, fps=1376 images/s, loss=0.5968, top1-acc=81.65%, top5-acc=97.92%, remaining_time=0:00:01.111404, arrival_time=2021-04-15 02:28:02.506364, cost_time=0:00:35.194532 2021-04-15 02:28:02,391 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.86ms, fps=1365 images/s, loss=0.5991, top1-acc=81.59%, top5-acc=97.92%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:02.391496, cost_time=0:00:36.191185 2021-04-15 02:28:03,425 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.44ms, fps=2481 images/s, loss=1.3964, top1-acc=62.81%, top5-acc=88.55%, remaining_time=0:00:03.095940, arrival_time=2021-04-15 02:28:06.521343, cost_time=0:00:01.031980 2021-04-15 02:28:04,319 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.34ms, fps=2865 images/s, loss=1.4164, top1-acc=62.58%, top5-acc=88.28%, remaining_time=0:00:01.926200, arrival_time=2021-04-15 02:28:06.245703, cost_time=0:00:01.926205 2021-04-15 02:28:05,213 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.52ms, fps=2866 images/s, loss=1.4247, top1-acc=62.03%, top5-acc=88.35%, remaining_time=0:00:00.939970, arrival_time=2021-04-15 02:28:06.153186, cost_time=0:00:02.819915 2021-04-15 02:28:06,032 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.07ms, fps=2833 images/s, loss=1.4131, top1-acc=62.10%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:06.032703, cost_time=0:00:03.639353 2021-04-15 02:28:06,227 INFO : Epoch=0078 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:21:44.099758, arrival_time=2021-04-15 03:49:50.327666, cost_time=0:52:15.408045 2021-04-15 02:28:06,229 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 02:28:08,268 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=10.92ms, fps=1256 images/s, loss=0.5709, top1-acc=82.62%, top5-acc=98.20%, remaining_time=0:00:37.913682, arrival_time=2021-04-15 02:28:46.181592, cost_time=0:00:02.038373 2021-04-15 02:28:10,108 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.46ms, fps=1391 images/s, loss=0.5542, top1-acc=82.99%, top5-acc=98.05%, remaining_time=0:00:34.132912, arrival_time=2021-04-15 02:28:44.241181, cost_time=0:00:03.878731 2021-04-15 02:28:11,950 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.5457, top1-acc=83.28%, top5-acc=98.15%, remaining_time=0:00:31.656698, arrival_time=2021-04-15 02:28:43.607333, cost_time=0:00:05.721098 2021-04-15 02:28:13,789 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.5466, top1-acc=83.12%, top5-acc=98.18%, remaining_time=0:00:29.482752, arrival_time=2021-04-15 02:28:43.272053, cost_time=0:00:07.559664 2021-04-15 02:28:15,626 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.5463, top1-acc=83.22%, top5-acc=98.21%, remaining_time=0:00:27.438802, arrival_time=2021-04-15 02:28:43.065328, cost_time=0:00:09.396865 2021-04-15 02:28:17,465 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.5514, top1-acc=83.05%, top5-acc=98.20%, remaining_time=0:00:25.467632, arrival_time=2021-04-15 02:28:42.932832, cost_time=0:00:11.235733 2021-04-15 02:28:19,302 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.5512, top1-acc=83.05%, top5-acc=98.23%, remaining_time=0:00:23.531760, arrival_time=2021-04-15 02:28:42.834477, cost_time=0:00:13.073182 2021-04-15 02:28:21,142 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.5528, top1-acc=83.04%, top5-acc=98.20%, remaining_time=0:00:21.623908, arrival_time=2021-04-15 02:28:42.766457, cost_time=0:00:14.913019 2021-04-15 02:28:22,979 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.5570, top1-acc=82.99%, top5-acc=98.13%, remaining_time=0:00:19.727978, arrival_time=2021-04-15 02:28:42.707684, cost_time=0:00:16.750149 2021-04-15 02:28:24,823 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.95ms, fps=1389 images/s, loss=0.5615, top1-acc=82.84%, top5-acc=98.10%, remaining_time=0:00:17.850048, arrival_time=2021-04-15 02:28:42.673432, cost_time=0:00:18.593831 2021-04-15 02:28:26,666 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=2.43ms, fps=1390 images/s, loss=0.5629, top1-acc=82.82%, top5-acc=98.09%, remaining_time=0:00:15.977682, arrival_time=2021-04-15 02:28:42.643799, cost_time=0:00:20.436575 2021-04-15 02:28:28,500 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.5659, top1-acc=82.65%, top5-acc=98.08%, remaining_time=0:00:14.104764, arrival_time=2021-04-15 02:28:42.604943, cost_time=0:00:22.270716 2021-04-15 02:28:30,342 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.5708, top1-acc=82.52%, top5-acc=98.03%, remaining_time=0:00:12.242076, arrival_time=2021-04-15 02:28:42.584700, cost_time=0:00:24.113167 2021-04-15 02:28:32,178 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.79ms, fps=1395 images/s, loss=0.5741, top1-acc=82.40%, top5-acc=98.00%, remaining_time=0:00:10.379432, arrival_time=2021-04-15 02:28:42.557450, cost_time=0:00:25.948582 2021-04-15 02:28:34,013 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.31ms, fps=1395 images/s, loss=0.5772, top1-acc=82.30%, top5-acc=97.97%, remaining_time=0:00:08.520442, arrival_time=2021-04-15 02:28:42.533999, cost_time=0:00:27.784098 2021-04-15 02:28:35,851 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.5801, top1-acc=82.18%, top5-acc=97.95%, remaining_time=0:00:06.664860, arrival_time=2021-04-15 02:28:42.515936, cost_time=0:00:29.621545 2021-04-15 02:28:37,686 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.5837, top1-acc=82.06%, top5-acc=97.93%, remaining_time=0:00:04.811092, arrival_time=2021-04-15 02:28:42.497759, cost_time=0:00:31.457218 2021-04-15 02:28:39,532 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.66ms, fps=1387 images/s, loss=0.5891, top1-acc=81.89%, top5-acc=97.88%, remaining_time=0:00:02.960240, arrival_time=2021-04-15 02:28:42.492473, cost_time=0:00:33.302683 2021-04-15 02:28:41,370 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.27ms, fps=1393 images/s, loss=0.5923, top1-acc=81.80%, top5-acc=97.84%, remaining_time=0:00:01.109718, arrival_time=2021-04-15 02:28:42.480490, cost_time=0:00:35.141150 2021-04-15 02:28:42,367 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.43ms, fps=1365 images/s, loss=0.5946, top1-acc=81.72%, top5-acc=97.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:42.367690, cost_time=0:00:36.138257 2021-04-15 02:28:43,371 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.29ms, fps=2555 images/s, loss=1.4304, top1-acc=62.15%, top5-acc=88.67%, remaining_time=0:00:03.006360, arrival_time=2021-04-15 02:28:46.377793, cost_time=0:00:01.002122 2021-04-15 02:28:44,276 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.42ms, fps=2831 images/s, loss=1.4649, top1-acc=61.87%, top5-acc=87.75%, remaining_time=0:00:01.906680, arrival_time=2021-04-15 02:28:46.182826, cost_time=0:00:01.906684 2021-04-15 02:28:45,170 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.36ms, fps=2864 images/s, loss=1.4654, top1-acc=61.59%, top5-acc=87.60%, remaining_time=0:00:00.933760, arrival_time=2021-04-15 02:28:46.104369, cost_time=0:00:02.801287 2021-04-15 02:28:45,988 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.09ms, fps=2836 images/s, loss=1.4424, top1-acc=61.64%, top5-acc=87.56%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:45.988917, cost_time=0:00:03.619633 2021-04-15 02:28:46,174 INFO : Epoch=0079 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:21:03.518286, arrival_time=2021-04-15 03:49:49.693019, cost_time=0:52:55.354901 2021-04-15 02:28:46,176 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 02:28:48,233 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.34ms, fps=1245 images/s, loss=0.5369, top1-acc=83.40%, top5-acc=98.24%, remaining_time=0:00:38.253690, arrival_time=2021-04-15 02:29:26.486684, cost_time=0:00:02.056650 2021-04-15 02:28:50,085 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=0.5481, top1-acc=83.01%, top5-acc=98.07%, remaining_time=0:00:34.399552, arrival_time=2021-04-15 02:29:24.484862, cost_time=0:00:03.909033 2021-04-15 02:28:51,937 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.93ms, fps=1383 images/s, loss=0.5462, top1-acc=83.10%, top5-acc=98.19%, remaining_time=0:00:31.877312, arrival_time=2021-04-15 02:29:23.814533, cost_time=0:00:05.760948 2021-04-15 02:28:53,778 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.60ms, fps=1391 images/s, loss=0.5422, top1-acc=83.22%, top5-acc=98.13%, remaining_time=0:00:29.648736, arrival_time=2021-04-15 02:29:23.427253, cost_time=0:00:07.602245 2021-04-15 02:28:55,622 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.55ms, fps=1389 images/s, loss=0.5439, top1-acc=83.07%, top5-acc=98.15%, remaining_time=0:00:27.581736, arrival_time=2021-04-15 02:29:23.203825, cost_time=0:00:09.445780 2021-04-15 02:28:57,458 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.53ms, fps=1394 images/s, loss=0.5409, top1-acc=83.21%, top5-acc=98.16%, remaining_time=0:00:25.573848, arrival_time=2021-04-15 02:29:23.032648, cost_time=0:00:11.282567 2021-04-15 02:28:59,297 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.5419, top1-acc=83.21%, top5-acc=98.17%, remaining_time=0:00:23.617440, arrival_time=2021-04-15 02:29:22.914529, cost_time=0:00:13.120773 2021-04-15 02:29:01,139 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.5438, top1-acc=83.04%, top5-acc=98.21%, remaining_time=0:00:21.696524, arrival_time=2021-04-15 02:29:22.835835, cost_time=0:00:14.963118 2021-04-15 02:29:02,982 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.5478, top1-acc=82.96%, top5-acc=98.19%, remaining_time=0:00:19.794228, arrival_time=2021-04-15 02:29:22.776881, cost_time=0:00:16.806385 2021-04-15 02:29:04,820 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.5490, top1-acc=82.93%, top5-acc=98.13%, remaining_time=0:00:17.898240, arrival_time=2021-04-15 02:29:22.718560, cost_time=0:00:18.644043 2021-04-15 02:29:06,661 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.5527, top1-acc=82.85%, top5-acc=98.12%, remaining_time=0:00:16.015522, arrival_time=2021-04-15 02:29:22.676747, cost_time=0:00:20.484961 2021-04-15 02:29:08,502 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.52ms, fps=1391 images/s, loss=0.5561, top1-acc=82.72%, top5-acc=98.07%, remaining_time=0:00:14.139952, arrival_time=2021-04-15 02:29:22.642531, cost_time=0:00:22.326188 2021-04-15 02:29:10,344 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=2.13ms, fps=1391 images/s, loss=0.5618, top1-acc=82.54%, top5-acc=98.02%, remaining_time=0:00:12.269730, arrival_time=2021-04-15 02:29:22.613637, cost_time=0:00:24.167637 2021-04-15 02:29:12,186 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.82ms, fps=1390 images/s, loss=0.5649, top1-acc=82.51%, top5-acc=97.99%, remaining_time=0:00:10.404128, arrival_time=2021-04-15 02:29:22.590647, cost_time=0:00:26.010324 2021-04-15 02:29:14,024 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=0.5676, top1-acc=82.38%, top5-acc=97.98%, remaining_time=0:00:08.540038, arrival_time=2021-04-15 02:29:22.564300, cost_time=0:00:27.848001 2021-04-15 02:29:15,861 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.75ms, fps=1393 images/s, loss=0.5710, top1-acc=82.32%, top5-acc=97.95%, remaining_time=0:00:06.679296, arrival_time=2021-04-15 02:29:22.541226, cost_time=0:00:29.685739 2021-04-15 02:29:17,702 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.29ms, fps=1391 images/s, loss=0.5745, top1-acc=82.21%, top5-acc=97.92%, remaining_time=0:00:04.821622, arrival_time=2021-04-15 02:29:22.523812, cost_time=0:00:31.526005 2021-04-15 02:29:19,547 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.74ms, fps=1388 images/s, loss=0.5779, top1-acc=82.14%, top5-acc=97.89%, remaining_time=0:00:02.966320, arrival_time=2021-04-15 02:29:22.513689, cost_time=0:00:33.371097 2021-04-15 02:29:21,385 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.21ms, fps=1393 images/s, loss=0.5820, top1-acc=82.02%, top5-acc=97.87%, remaining_time=0:00:01.111866, arrival_time=2021-04-15 02:29:22.497292, cost_time=0:00:35.209130 2021-04-15 02:29:22,378 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.29ms, fps=1370 images/s, loss=0.5837, top1-acc=82.00%, top5-acc=97.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:22.378457, cost_time=0:00:36.202290 2021-04-15 02:29:23,415 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.46ms, fps=2473 images/s, loss=1.4661, top1-acc=61.95%, top5-acc=87.38%, remaining_time=0:00:03.105750, arrival_time=2021-04-15 02:29:26.521177, cost_time=0:00:01.035251 2021-04-15 02:29:24,308 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.61ms, fps=2867 images/s, loss=1.4740, top1-acc=62.13%, top5-acc=86.84%, remaining_time=0:00:01.928680, arrival_time=2021-04-15 02:29:26.237600, cost_time=0:00:01.928684 2021-04-15 02:29:25,200 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.52ms, fps=2873 images/s, loss=1.4628, top1-acc=62.23%, top5-acc=87.37%, remaining_time=0:00:00.940110, arrival_time=2021-04-15 02:29:26.140644, cost_time=0:00:02.820328 2021-04-15 02:29:26,016 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=2843 images/s, loss=1.4939, top1-acc=61.71%, top5-acc=87.19%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:26.016889, cost_time=0:00:03.636740 2021-04-15 02:29:26,156 INFO : Epoch=0080 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:20:23.005560, arrival_time=2021-04-15 03:49:49.162463, cost_time=0:53:35.337067 2021-04-15 02:29:26,158 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 02:29:28,187 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.33ms, fps=1262 images/s, loss=0.5388, top1-acc=84.30%, top5-acc=98.55%, remaining_time=0:00:37.742376, arrival_time=2021-04-15 02:30:05.929965, cost_time=0:00:02.029156 2021-04-15 02:29:30,033 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.5398, top1-acc=84.08%, top5-acc=98.40%, remaining_time=0:00:34.101760, arrival_time=2021-04-15 02:30:04.135445, cost_time=0:00:03.875203 2021-04-15 02:29:31,892 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=2.01ms, fps=1378 images/s, loss=0.5372, top1-acc=83.80%, top5-acc=98.41%, remaining_time=0:00:31.726086, arrival_time=2021-04-15 02:30:03.618143, cost_time=0:00:05.733624 2021-04-15 02:29:33,730 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=2.31ms, fps=1393 images/s, loss=0.5390, top1-acc=83.67%, top5-acc=98.41%, remaining_time=0:00:29.530800, arrival_time=2021-04-15 02:30:03.261247, cost_time=0:00:07.572013 2021-04-15 02:29:35,577 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.5435, top1-acc=83.35%, top5-acc=98.41%, remaining_time=0:00:27.503334, arrival_time=2021-04-15 02:30:03.080845, cost_time=0:00:09.418970 2021-04-15 02:29:37,414 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=2.15ms, fps=1394 images/s, loss=0.5438, top1-acc=83.25%, top5-acc=98.42%, remaining_time=0:00:25.513464, arrival_time=2021-04-15 02:30:02.927852, cost_time=0:00:11.255954 2021-04-15 02:29:39,248 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.5487, top1-acc=83.03%, top5-acc=98.38%, remaining_time=0:00:23.561496, arrival_time=2021-04-15 02:30:02.809536, cost_time=0:00:13.089691 2021-04-15 02:29:41,086 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.5519, top1-acc=82.94%, top5-acc=98.36%, remaining_time=0:00:21.644904, arrival_time=2021-04-15 02:30:02.730824, cost_time=0:00:14.927495 2021-04-15 02:29:42,921 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.5554, top1-acc=82.79%, top5-acc=98.34%, remaining_time=0:00:19.743772, arrival_time=2021-04-15 02:30:02.665704, cost_time=0:00:16.763567 2021-04-15 02:29:44,757 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.5597, top1-acc=82.58%, top5-acc=98.31%, remaining_time=0:00:17.855328, arrival_time=2021-04-15 02:30:02.612945, cost_time=0:00:18.599274 2021-04-15 02:29:46,596 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.5634, top1-acc=82.49%, top5-acc=98.25%, remaining_time=0:00:15.978800, arrival_time=2021-04-15 02:30:02.575120, cost_time=0:00:20.437971 2021-04-15 02:29:48,434 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.5665, top1-acc=82.48%, top5-acc=98.19%, remaining_time=0:00:14.108336, arrival_time=2021-04-15 02:30:02.543034, cost_time=0:00:22.276270 2021-04-15 02:29:50,269 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.5702, top1-acc=82.32%, top5-acc=98.13%, remaining_time=0:00:12.240690, arrival_time=2021-04-15 02:30:02.509625, cost_time=0:00:24.110498 2021-04-15 02:29:52,108 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.47ms, fps=1393 images/s, loss=0.5752, top1-acc=82.14%, top5-acc=98.10%, remaining_time=0:00:10.379712, arrival_time=2021-04-15 02:30:02.487672, cost_time=0:00:25.949302 2021-04-15 02:29:53,946 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=2.08ms, fps=1393 images/s, loss=0.5776, top1-acc=82.09%, top5-acc=98.08%, remaining_time=0:00:08.521638, arrival_time=2021-04-15 02:30:02.468066, cost_time=0:00:27.787999 2021-04-15 02:29:55,784 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.5777, top1-acc=82.09%, top5-acc=98.04%, remaining_time=0:00:06.665940, arrival_time=2021-04-15 02:30:02.450804, cost_time=0:00:29.626430 2021-04-15 02:29:57,637 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=2.12ms, fps=1383 images/s, loss=0.5787, top1-acc=82.11%, top5-acc=98.04%, remaining_time=0:00:04.814368, arrival_time=2021-04-15 02:30:02.451442, cost_time=0:00:31.478631 2021-04-15 02:29:59,475 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.32ms, fps=1393 images/s, loss=0.5830, top1-acc=82.03%, top5-acc=97.99%, remaining_time=0:00:02.961536, arrival_time=2021-04-15 02:30:02.437277, cost_time=0:00:33.317303 2021-04-15 02:30:01,314 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.28ms, fps=1393 images/s, loss=0.5852, top1-acc=82.00%, top5-acc=97.95%, remaining_time=0:00:01.110180, arrival_time=2021-04-15 02:30:02.424292, cost_time=0:00:35.155763 2021-04-15 02:30:02,305 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.25ms, fps=1372 images/s, loss=0.5869, top1-acc=81.94%, top5-acc=97.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:02.305565, cost_time=0:00:36.147238 2021-04-15 02:30:03,315 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=3.24ms, fps=2541 images/s, loss=1.4672, top1-acc=61.60%, top5-acc=86.21%, remaining_time=0:00:03.022920, arrival_time=2021-04-15 02:30:06.337830, cost_time=0:00:01.007638 2021-04-15 02:30:04,204 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.56ms, fps=2878 images/s, loss=1.4215, top1-acc=62.30%, top5-acc=87.42%, remaining_time=0:00:01.897720, arrival_time=2021-04-15 02:30:06.102654, cost_time=0:00:01.897730 2021-04-15 02:30:05,095 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.44ms, fps=2874 images/s, loss=1.4296, top1-acc=62.21%, top5-acc=87.49%, remaining_time=0:00:00.929570, arrival_time=2021-04-15 02:30:06.025490, cost_time=0:00:02.788724 2021-04-15 02:30:05,911 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.09ms, fps=2847 images/s, loss=1.4185, top1-acc=62.38%, top5-acc=87.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:05.911093, cost_time=0:00:03.603925 2021-04-15 02:30:06,111 INFO : Epoch=0081 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:19:42.465296, arrival_time=2021-04-15 03:49:48.576584, cost_time=0:54:15.291464 2021-04-15 02:30:06,112 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 02:30:08,151 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.56ms, fps=1256 images/s, loss=0.5600, top1-acc=82.30%, top5-acc=98.71%, remaining_time=0:00:37.908660, arrival_time=2021-04-15 02:30:46.059632, cost_time=0:00:02.038105 2021-04-15 02:30:09,985 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.5511, top1-acc=82.79%, top5-acc=98.71%, remaining_time=0:00:34.075712, arrival_time=2021-04-15 02:30:44.060834, cost_time=0:00:03.872247 2021-04-15 02:30:11,826 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.48ms, fps=1391 images/s, loss=0.5437, top1-acc=83.07%, top5-acc=98.63%, remaining_time=0:00:31.613870, arrival_time=2021-04-15 02:30:43.440118, cost_time=0:00:05.713345 2021-04-15 02:30:13,670 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.95ms, fps=1389 images/s, loss=0.5353, top1-acc=83.35%, top5-acc=98.57%, remaining_time=0:00:29.474952, arrival_time=2021-04-15 02:30:43.145515, cost_time=0:00:07.557667 2021-04-15 02:30:15,513 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.5340, top1-acc=83.39%, top5-acc=98.56%, remaining_time=0:00:27.449606, arrival_time=2021-04-15 02:30:42.963040, cost_time=0:00:09.400560 2021-04-15 02:30:17,357 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.5312, top1-acc=83.57%, top5-acc=98.50%, remaining_time=0:00:25.486264, arrival_time=2021-04-15 02:30:42.843187, cost_time=0:00:11.243937 2021-04-15 02:30:19,197 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.34ms, fps=1392 images/s, loss=0.5330, top1-acc=83.31%, top5-acc=98.52%, remaining_time=0:00:23.551794, arrival_time=2021-04-15 02:30:42.748995, cost_time=0:00:13.084321 2021-04-15 02:30:21,054 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.5340, top1-acc=83.28%, top5-acc=98.47%, remaining_time=0:00:21.664508, arrival_time=2021-04-15 02:30:42.718503, cost_time=0:00:14.941009 2021-04-15 02:30:22,890 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.5388, top1-acc=83.12%, top5-acc=98.44%, remaining_time=0:00:19.759566, arrival_time=2021-04-15 02:30:42.649543, cost_time=0:00:16.776992 2021-04-15 02:30:24,725 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.5409, top1-acc=83.02%, top5-acc=98.42%, remaining_time=0:00:17.867808, arrival_time=2021-04-15 02:30:42.592941, cost_time=0:00:18.612332 2021-04-15 02:30:26,557 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.56ms, fps=1397 images/s, loss=0.5461, top1-acc=82.83%, top5-acc=98.37%, remaining_time=0:00:15.984132, arrival_time=2021-04-15 02:30:42.541824, cost_time=0:00:20.444822 2021-04-15 02:30:28,406 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.5488, top1-acc=82.74%, top5-acc=98.33%, remaining_time=0:00:14.119356, arrival_time=2021-04-15 02:30:42.525906, cost_time=0:00:22.293667 2021-04-15 02:30:30,258 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.5530, top1-acc=82.63%, top5-acc=98.27%, remaining_time=0:00:12.258576, arrival_time=2021-04-15 02:30:42.517090, cost_time=0:00:24.145631 2021-04-15 02:30:32,095 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.55ms, fps=1394 images/s, loss=0.5573, top1-acc=82.49%, top5-acc=98.23%, remaining_time=0:00:10.393208, arrival_time=2021-04-15 02:30:42.489055, cost_time=0:00:25.982967 2021-04-15 02:30:33,930 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.5595, top1-acc=82.45%, top5-acc=98.18%, remaining_time=0:00:08.530792, arrival_time=2021-04-15 02:30:42.461345, cost_time=0:00:27.817759 2021-04-15 02:30:35,771 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.32ms, fps=1391 images/s, loss=0.5650, top1-acc=82.29%, top5-acc=98.13%, remaining_time=0:00:06.673032, arrival_time=2021-04-15 02:30:42.443940, cost_time=0:00:29.657961 2021-04-15 02:30:37,620 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.5671, top1-acc=82.23%, top5-acc=98.11%, remaining_time=0:00:04.818814, arrival_time=2021-04-15 02:30:42.439485, cost_time=0:00:31.507682 2021-04-15 02:30:39,469 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.5698, top1-acc=82.19%, top5-acc=98.09%, remaining_time=0:00:02.965040, arrival_time=2021-04-15 02:30:42.434582, cost_time=0:00:33.356642 2021-04-15 02:30:41,311 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.19ms, fps=1391 images/s, loss=0.5730, top1-acc=82.11%, top5-acc=98.07%, remaining_time=0:00:01.111524, arrival_time=2021-04-15 02:30:42.422607, cost_time=0:00:35.198170 2021-04-15 02:30:42,305 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.30ms, fps=1369 images/s, loss=0.5748, top1-acc=82.08%, top5-acc=98.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:42.305304, cost_time=0:00:36.192516 2021-04-15 02:30:43,319 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.34ms, fps=2529 images/s, loss=1.3670, top1-acc=63.52%, top5-acc=88.91%, remaining_time=0:00:03.036750, arrival_time=2021-04-15 02:30:46.356487, cost_time=0:00:01.012250 2021-04-15 02:30:44,211 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.46ms, fps=2872 images/s, loss=1.3614, top1-acc=63.14%, top5-acc=88.73%, remaining_time=0:00:01.904020, arrival_time=2021-04-15 02:30:46.115596, cost_time=0:00:01.904011 2021-04-15 02:30:45,104 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.35ms, fps=2870 images/s, loss=1.3722, top1-acc=63.07%, top5-acc=88.48%, remaining_time=0:00:00.932170, arrival_time=2021-04-15 02:30:46.036185, cost_time=0:00:02.796519 2021-04-15 02:30:45,918 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=2849 images/s, loss=1.3482, top1-acc=63.28%, top5-acc=88.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:45.918639, cost_time=0:00:03.611189 2021-04-15 02:30:46,093 INFO : Epoch=0082 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:19:01.979388, arrival_time=2021-04-15 03:49:48.072998, cost_time=0:54:55.273776 2021-04-15 02:30:46,095 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 02:30:48,135 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.63ms, fps=1255 images/s, loss=0.5774, top1-acc=82.30%, top5-acc=98.09%, remaining_time=0:00:37.949394, arrival_time=2021-04-15 02:31:26.084886, cost_time=0:00:02.040289 2021-04-15 02:30:49,985 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.5592, top1-acc=82.85%, top5-acc=98.14%, remaining_time=0:00:34.235168, arrival_time=2021-04-15 02:31:24.220846, cost_time=0:00:03.890358 2021-04-15 02:30:51,823 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.13ms, fps=1394 images/s, loss=0.5308, top1-acc=83.72%, top5-acc=98.48%, remaining_time=0:00:31.696206, arrival_time=2021-04-15 02:31:23.519635, cost_time=0:00:05.728220 2021-04-15 02:30:53,664 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.5207, top1-acc=84.19%, top5-acc=98.50%, remaining_time=0:00:29.518788, arrival_time=2021-04-15 02:31:23.182923, cost_time=0:00:07.568926 2021-04-15 02:30:55,503 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.73ms, fps=1393 images/s, loss=0.5240, top1-acc=84.04%, top5-acc=98.48%, remaining_time=0:00:27.470776, arrival_time=2021-04-15 02:31:22.973796, cost_time=0:00:09.407817 2021-04-15 02:30:57,340 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.55ms, fps=1394 images/s, loss=0.5216, top1-acc=84.10%, top5-acc=98.46%, remaining_time=0:00:25.489256, arrival_time=2021-04-15 02:31:22.829652, cost_time=0:00:11.245278 2021-04-15 02:30:59,182 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.5247, top1-acc=84.05%, top5-acc=98.44%, remaining_time=0:00:23.557212, arrival_time=2021-04-15 02:31:22.739725, cost_time=0:00:13.087318 2021-04-15 02:31:01,026 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.5240, top1-acc=84.06%, top5-acc=98.44%, remaining_time=0:00:21.649892, arrival_time=2021-04-15 02:31:22.676031, cost_time=0:00:14.930936 2021-04-15 02:31:02,870 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.5265, top1-acc=83.86%, top5-acc=98.43%, remaining_time=0:00:19.757870, arrival_time=2021-04-15 02:31:22.628598, cost_time=0:00:16.775518 2021-04-15 02:31:04,709 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.5269, top1-acc=83.74%, top5-acc=98.45%, remaining_time=0:00:17.869728, arrival_time=2021-04-15 02:31:22.579277, cost_time=0:00:18.614344 2021-04-15 02:31:06,553 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.5326, top1-acc=83.57%, top5-acc=98.46%, remaining_time=0:00:15.994194, arrival_time=2021-04-15 02:31:22.547115, cost_time=0:00:20.457713 2021-04-15 02:31:08,387 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.5323, top1-acc=83.51%, top5-acc=98.48%, remaining_time=0:00:14.118444, arrival_time=2021-04-15 02:31:22.505839, cost_time=0:00:22.292274 2021-04-15 02:31:10,226 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.5350, top1-acc=83.42%, top5-acc=98.45%, remaining_time=0:00:12.251184, arrival_time=2021-04-15 02:31:22.477467, cost_time=0:00:24.131075 2021-04-15 02:31:12,064 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.5410, top1-acc=83.26%, top5-acc=98.38%, remaining_time=0:00:10.387832, arrival_time=2021-04-15 02:31:22.452587, cost_time=0:00:25.969540 2021-04-15 02:31:13,905 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.5455, top1-acc=83.16%, top5-acc=98.29%, remaining_time=0:00:08.528446, arrival_time=2021-04-15 02:31:22.433837, cost_time=0:00:27.810188 2021-04-15 02:31:15,741 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.5488, top1-acc=83.05%, top5-acc=98.23%, remaining_time=0:00:06.670404, arrival_time=2021-04-15 02:31:22.411811, cost_time=0:00:29.646174 2021-04-15 02:31:17,576 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.5546, top1-acc=82.87%, top5-acc=98.18%, remaining_time=0:00:04.814706, arrival_time=2021-04-15 02:31:22.390714, cost_time=0:00:31.480774 2021-04-15 02:31:19,429 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.5582, top1-acc=82.80%, top5-acc=98.16%, remaining_time=0:00:02.963008, arrival_time=2021-04-15 02:31:22.391986, cost_time=0:00:33.333779 2021-04-15 02:31:21,266 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.5595, top1-acc=82.77%, top5-acc=98.16%, remaining_time=0:00:01.110654, arrival_time=2021-04-15 02:31:22.376587, cost_time=0:00:35.170729 2021-04-15 02:31:22,260 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.25ms, fps=1368 images/s, loss=0.5620, top1-acc=82.69%, top5-acc=98.14%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:22.260417, cost_time=0:00:36.165329 2021-04-15 02:31:23,264 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.30ms, fps=2553 images/s, loss=1.3321, top1-acc=64.22%, top5-acc=89.22%, remaining_time=0:00:03.008460, arrival_time=2021-04-15 02:31:26.273356, cost_time=0:00:01.002818 2021-04-15 02:31:24,157 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.37ms, fps=2870 images/s, loss=1.3598, top1-acc=63.28%, top5-acc=88.81%, remaining_time=0:00:01.895180, arrival_time=2021-04-15 02:31:26.052515, cost_time=0:00:01.895187 2021-04-15 02:31:25,048 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.49ms, fps=2875 images/s, loss=1.3657, top1-acc=63.26%, top5-acc=88.68%, remaining_time=0:00:00.928760, arrival_time=2021-04-15 02:31:25.977147, cost_time=0:00:02.786294 2021-04-15 02:31:25,863 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.10ms, fps=2849 images/s, loss=1.3612, top1-acc=63.24%, top5-acc=88.56%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:25.862983, cost_time=0:00:03.600941 2021-04-15 02:31:26,029 INFO : Epoch=0083 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:18:21.439899, arrival_time=2021-04-15 03:49:47.469188, cost_time=0:55:35.209467 2021-04-15 02:31:26,030 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 02:31:28,069 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.50ms, fps=1256 images/s, loss=0.5327, top1-acc=83.16%, top5-acc=98.20%, remaining_time=0:00:37.907172, arrival_time=2021-04-15 02:32:05.976181, cost_time=0:00:02.038025 2021-04-15 02:31:29,914 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.5354, top1-acc=83.16%, top5-acc=98.34%, remaining_time=0:00:34.174624, arrival_time=2021-04-15 02:32:04.088885, cost_time=0:00:03.883479 2021-04-15 02:31:31,751 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.5371, top1-acc=83.14%, top5-acc=98.27%, remaining_time=0:00:31.655370, arrival_time=2021-04-15 02:32:03.407005, cost_time=0:00:05.720848 2021-04-15 02:31:33,587 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.77ms, fps=1395 images/s, loss=0.5248, top1-acc=83.62%, top5-acc=98.42%, remaining_time=0:00:29.472300, arrival_time=2021-04-15 02:32:03.059995, cost_time=0:00:07.556999 2021-04-15 02:31:35,424 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.5220, top1-acc=83.77%, top5-acc=98.43%, remaining_time=0:00:27.430334, arrival_time=2021-04-15 02:32:02.855077, cost_time=0:00:09.393967 2021-04-15 02:31:37,262 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.5194, top1-acc=83.82%, top5-acc=98.47%, remaining_time=0:00:25.458248, arrival_time=2021-04-15 02:32:02.720591, cost_time=0:00:11.231560 2021-04-15 02:31:39,099 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.5209, top1-acc=83.79%, top5-acc=98.42%, remaining_time=0:00:23.524326, arrival_time=2021-04-15 02:32:02.624166, cost_time=0:00:13.069052 2021-04-15 02:31:40,937 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.47ms, fps=1394 images/s, loss=0.5236, top1-acc=83.73%, top5-acc=98.40%, remaining_time=0:00:21.613932, arrival_time=2021-04-15 02:32:02.550835, cost_time=0:00:14.906126 2021-04-15 02:31:42,782 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.59ms, fps=1387 images/s, loss=0.5273, top1-acc=83.59%, top5-acc=98.39%, remaining_time=0:00:19.730310, arrival_time=2021-04-15 02:32:02.513200, cost_time=0:00:16.752118 2021-04-15 02:31:44,619 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.5299, top1-acc=83.57%, top5-acc=98.35%, remaining_time=0:00:17.845344, arrival_time=2021-04-15 02:32:02.465084, cost_time=0:00:18.588948 2021-04-15 02:31:46,452 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.5332, top1-acc=83.49%, top5-acc=98.30%, remaining_time=0:00:15.965986, arrival_time=2021-04-15 02:32:02.418313, cost_time=0:00:20.421635 2021-04-15 02:31:48,293 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.5385, top1-acc=83.31%, top5-acc=98.28%, remaining_time=0:00:14.099824, arrival_time=2021-04-15 02:32:02.393499, cost_time=0:00:22.262883 2021-04-15 02:31:50,134 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.5413, top1-acc=83.26%, top5-acc=98.26%, remaining_time=0:00:12.237192, arrival_time=2021-04-15 02:32:02.371603, cost_time=0:00:24.103622 2021-04-15 02:31:51,973 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.89ms, fps=1393 images/s, loss=0.5438, top1-acc=83.18%, top5-acc=98.23%, remaining_time=0:00:10.377024, arrival_time=2021-04-15 02:32:02.350429, cost_time=0:00:25.942557 2021-04-15 02:31:53,811 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.5471, top1-acc=83.13%, top5-acc=98.21%, remaining_time=0:00:08.519338, arrival_time=2021-04-15 02:32:02.330458, cost_time=0:00:27.780416 2021-04-15 02:31:55,648 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.76ms, fps=1394 images/s, loss=0.5493, top1-acc=83.03%, top5-acc=98.20%, remaining_time=0:00:06.664032, arrival_time=2021-04-15 02:32:02.312649, cost_time=0:00:29.617923 2021-04-15 02:31:57,490 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.31ms, fps=1391 images/s, loss=0.5530, top1-acc=82.92%, top5-acc=98.16%, remaining_time=0:00:04.811404, arrival_time=2021-04-15 02:32:02.301319, cost_time=0:00:31.459138 2021-04-15 02:31:59,327 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.75ms, fps=1394 images/s, loss=0.5552, top1-acc=82.82%, top5-acc=98.15%, remaining_time=0:00:02.959696, arrival_time=2021-04-15 02:32:02.287080, cost_time=0:00:33.296608 2021-04-15 02:32:01,171 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.59ms, fps=1389 images/s, loss=0.5571, top1-acc=82.76%, top5-acc=98.14%, remaining_time=0:00:01.109712, arrival_time=2021-04-15 02:32:02.281256, cost_time=0:00:35.140809 2021-04-15 02:32:02,170 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.28ms, fps=1363 images/s, loss=0.5586, top1-acc=82.71%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:02.169994, cost_time=0:00:36.139306 2021-04-15 02:32:03,186 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.23ms, fps=2523 images/s, loss=1.4339, top1-acc=61.68%, top5-acc=88.12%, remaining_time=0:00:03.043620, arrival_time=2021-04-15 02:32:06.229875, cost_time=0:00:01.014543 2021-04-15 02:32:04,075 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.32ms, fps=2881 images/s, loss=1.4526, top1-acc=61.84%, top5-acc=87.87%, remaining_time=0:00:01.903560, arrival_time=2021-04-15 02:32:05.978837, cost_time=0:00:01.903562 2021-04-15 02:32:04,969 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.42ms, fps=2865 images/s, loss=1.4242, top1-acc=62.77%, top5-acc=88.09%, remaining_time=0:00:00.932450, arrival_time=2021-04-15 02:32:05.901600, cost_time=0:00:02.797349 2021-04-15 02:32:05,786 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.07ms, fps=2840 images/s, loss=1.3873, top1-acc=63.18%, top5-acc=88.34%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:05.786445, cost_time=0:00:03.614753 2021-04-15 02:32:05,989 INFO : Epoch=0084 complete, best val top1-acc=63.61%, top5-acc=88.02% (epoch=74), remaining_time=1:17:40.948904, arrival_time=2021-04-15 03:49:46.938634, cost_time=0:56:15.169906 2021-04-15 02:32:05,991 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 02:32:08,012 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.38ms, fps=1267 images/s, loss=0.4995, top1-acc=85.16%, top5-acc=98.52%, remaining_time=0:00:37.588368, arrival_time=2021-04-15 02:32:45.600530, cost_time=0:00:02.020875 2021-04-15 02:32:09,845 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.51ms, fps=1397 images/s, loss=0.4904, top1-acc=85.23%, top5-acc=98.67%, remaining_time=0:00:33.915376, arrival_time=2021-04-15 02:32:43.760586, cost_time=0:00:03.854025 2021-04-15 02:32:11,687 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.37ms, fps=1390 images/s, loss=0.4982, top1-acc=84.86%, top5-acc=98.61%, remaining_time=0:00:31.518586, arrival_time=2021-04-15 02:32:43.205941, cost_time=0:00:05.696136 2021-04-15 02:32:13,544 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.91ms, fps=1379 images/s, loss=0.4898, top1-acc=85.25%, top5-acc=98.56%, remaining_time=0:00:29.456076, arrival_time=2021-04-15 02:32:43.000148, cost_time=0:00:07.552848 2021-04-15 02:32:15,381 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.4933, top1-acc=84.94%, top5-acc=98.55%, remaining_time=0:00:27.418362, arrival_time=2021-04-15 02:32:42.799510, cost_time=0:00:09.389847 2021-04-15 02:32:17,221 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.4959, top1-acc=84.86%, top5-acc=98.57%, remaining_time=0:00:25.455800, arrival_time=2021-04-15 02:32:42.677529, cost_time=0:00:11.230508 2021-04-15 02:32:19,065 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.84ms, fps=1389 images/s, loss=0.4940, top1-acc=84.87%, top5-acc=98.63%, remaining_time=0:00:23.534154, arrival_time=2021-04-15 02:32:42.600014, cost_time=0:00:13.074536 2021-04-15 02:32:20,912 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=2.18ms, fps=1387 images/s, loss=0.4994, top1-acc=84.75%, top5-acc=98.60%, remaining_time=0:00:21.635160, arrival_time=2021-04-15 02:32:42.547193, cost_time=0:00:14.920811 2021-04-15 02:32:22,751 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.5046, top1-acc=84.57%, top5-acc=98.56%, remaining_time=0:00:19.740168, arrival_time=2021-04-15 02:32:42.491983, cost_time=0:00:16.760551 2021-04-15 02:32:24,591 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.5081, top1-acc=84.43%, top5-acc=98.54%, remaining_time=0:00:17.855904, arrival_time=2021-04-15 02:32:42.447041, cost_time=0:00:18.599919 2021-04-15 02:32:26,426 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.5101, top1-acc=84.31%, top5-acc=98.56%, remaining_time=0:00:15.976736, arrival_time=2021-04-15 02:32:42.403235, cost_time=0:00:20.435354 2021-04-15 02:32:28,267 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.87ms, fps=1391 images/s, loss=0.5169, top1-acc=83.99%, top5-acc=98.52%, remaining_time=0:00:14.107956, arrival_time=2021-04-15 02:32:42.374967, cost_time=0:00:22.275693 2021-04-15 02:32:30,110 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.5195, top1-acc=83.84%, top5-acc=98.51%, remaining_time=0:00:12.244980, arrival_time=2021-04-15 02:32:42.355200, cost_time=0:00:24.118947 2021-04-15 02:32:31,947 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.5239, top1-acc=83.75%, top5-acc=98.48%, remaining_time=0:00:10.382568, arrival_time=2021-04-15 02:32:42.330265, cost_time=0:00:25.956474 2021-04-15 02:32:33,781 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.5275, top1-acc=83.62%, top5-acc=98.45%, remaining_time=0:00:08.522328, arrival_time=2021-04-15 02:32:42.303639, cost_time=0:00:27.790171 2021-04-15 02:32:35,626 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=2.00ms, fps=1388 images/s, loss=0.5288, top1-acc=83.58%, top5-acc=98.42%, remaining_time=0:00:06.667956, arrival_time=2021-04-15 02:32:42.294483, cost_time=0:00:29.635316 2021-04-15 02:32:37,464 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=2.29ms, fps=1393 images/s, loss=0.5326, top1-acc=83.45%, top5-acc=98.39%, remaining_time=0:00:04.813536, arrival_time=2021-04-15 02:32:42.277872, cost_time=0:00:31.473120 2021-04-15 02:32:39,302 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.5356, top1-acc=83.33%, top5-acc=98.36%, remaining_time=0:00:02.960992, arrival_time=2021-04-15 02:32:42.263417, cost_time=0:00:33.311130 2021-04-15 02:32:41,139 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.24ms, fps=1394 images/s, loss=0.5409, top1-acc=83.17%, top5-acc=98.30%, remaining_time=0:00:01.109934, arrival_time=2021-04-15 02:32:42.248920, cost_time=0:00:35.147845 2021-04-15 02:32:42,130 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.28ms, fps=1372 images/s, loss=0.5427, top1-acc=83.08%, top5-acc=98.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:42.130426, cost_time=0:00:36.139289 2021-04-15 02:32:43,171 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.51ms, fps=2463 images/s, loss=1.3660, top1-acc=63.05%, top5-acc=88.12%, remaining_time=0:00:03.117810, arrival_time=2021-04-15 02:32:46.289486, cost_time=0:00:01.039267 2021-04-15 02:32:44,063 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.29ms, fps=2873 images/s, loss=1.3875, top1-acc=63.16%, top5-acc=87.81%, remaining_time=0:00:01.931000, arrival_time=2021-04-15 02:32:45.994311, cost_time=0:00:01.930999 2021-04-15 02:32:44,956 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.38ms, fps=2866 images/s, loss=1.3816, top1-acc=63.97%, top5-acc=87.98%, remaining_time=0:00:00.941510, arrival_time=2021-04-15 02:32:45.898371, cost_time=0:00:02.824534 2021-04-15 02:32:45,772 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.05ms, fps=2847 images/s, loss=1.3859, top1-acc=63.74%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:45.772087, cost_time=0:00:03.639796 2021-04-15 02:32:46,120 INFO : Epoch=0085 complete, best val top1-acc=63.74%, top5-acc=87.95% (epoch=85), remaining_time=1:17:00.700345, arrival_time=2021-04-15 03:49:46.820411, cost_time=0:56:55.300229 2021-04-15 02:32:46,121 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 02:32:48,120 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.69ms, fps=1281 images/s, loss=0.4886, top1-acc=85.16%, top5-acc=98.55%, remaining_time=0:00:37.167264, arrival_time=2021-04-15 02:33:25.287166, cost_time=0:00:01.998237 2021-04-15 02:32:49,954 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.4931, top1-acc=84.92%, top5-acc=98.54%, remaining_time=0:00:33.731280, arrival_time=2021-04-15 02:33:23.686050, cost_time=0:00:03.833102 2021-04-15 02:32:51,805 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.4780, top1-acc=85.22%, top5-acc=98.70%, remaining_time=0:00:31.448202, arrival_time=2021-04-15 02:33:23.253292, cost_time=0:00:05.683414 2021-04-15 02:32:53,644 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.4793, top1-acc=84.98%, top5-acc=98.74%, remaining_time=0:00:29.340012, arrival_time=2021-04-15 02:33:22.984775, cost_time=0:00:07.523095 2021-04-15 02:32:55,486 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.4840, top1-acc=84.98%, top5-acc=98.65%, remaining_time=0:00:27.344486, arrival_time=2021-04-15 02:33:22.830676, cost_time=0:00:09.364528 2021-04-15 02:32:57,323 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.4810, top1-acc=85.08%, top5-acc=98.67%, remaining_time=0:00:25.390656, arrival_time=2021-04-15 02:33:22.714104, cost_time=0:00:11.201787 2021-04-15 02:32:59,158 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.54ms, fps=1396 images/s, loss=0.4822, top1-acc=85.08%, top5-acc=98.63%, remaining_time=0:00:23.465988, arrival_time=2021-04-15 02:33:22.624255, cost_time=0:00:13.036694 2021-04-15 02:33:00,997 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.46ms, fps=1392 images/s, loss=0.4882, top1-acc=84.87%, top5-acc=98.64%, remaining_time=0:00:21.569388, arrival_time=2021-04-15 02:33:22.566439, cost_time=0:00:14.875479 2021-04-15 02:33:02,835 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.4936, top1-acc=84.72%, top5-acc=98.62%, remaining_time=0:00:19.685260, arrival_time=2021-04-15 02:33:22.520793, cost_time=0:00:16.713870 2021-04-15 02:33:04,674 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.5000, top1-acc=84.41%, top5-acc=98.57%, remaining_time=0:00:17.810592, arrival_time=2021-04-15 02:33:22.485019, cost_time=0:00:18.552702 2021-04-15 02:33:06,521 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.56ms, fps=1387 images/s, loss=0.5054, top1-acc=84.27%, top5-acc=98.58%, remaining_time=0:00:15.948614, arrival_time=2021-04-15 02:33:22.469626, cost_time=0:00:20.399347 2021-04-15 02:33:08,357 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.5109, top1-acc=84.14%, top5-acc=98.54%, remaining_time=0:00:14.082952, arrival_time=2021-04-15 02:33:22.440746, cost_time=0:00:22.236203 2021-04-15 02:33:10,190 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.5118, top1-acc=84.07%, top5-acc=98.54%, remaining_time=0:00:12.219570, arrival_time=2021-04-15 02:33:22.410291, cost_time=0:00:24.068899 2021-04-15 02:33:12,024 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.5140, top1-acc=84.01%, top5-acc=98.53%, remaining_time=0:00:10.361064, arrival_time=2021-04-15 02:33:22.385276, cost_time=0:00:25.902623 2021-04-15 02:33:13,866 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.56ms, fps=1390 images/s, loss=0.5178, top1-acc=83.89%, top5-acc=98.49%, remaining_time=0:00:08.508528, arrival_time=2021-04-15 02:33:22.375385, cost_time=0:00:27.745188 2021-04-15 02:33:15,702 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.48ms, fps=1395 images/s, loss=0.5229, top1-acc=83.71%, top5-acc=98.46%, remaining_time=0:00:06.655716, arrival_time=2021-04-15 02:33:22.358388, cost_time=0:00:29.581023 2021-04-15 02:33:17,538 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.5280, top1-acc=83.53%, top5-acc=98.43%, remaining_time=0:00:04.804956, arrival_time=2021-04-15 02:33:22.343529, cost_time=0:00:31.416981 2021-04-15 02:33:19,375 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.5325, top1-acc=83.41%, top5-acc=98.39%, remaining_time=0:00:02.955904, arrival_time=2021-04-15 02:33:22.331538, cost_time=0:00:33.253965 2021-04-15 02:33:21,225 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.24ms, fps=1384 images/s, loss=0.5378, top1-acc=83.28%, top5-acc=98.34%, remaining_time=0:00:01.108548, arrival_time=2021-04-15 02:33:22.334242, cost_time=0:00:35.104031 2021-04-15 02:33:22,221 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.30ms, fps=1367 images/s, loss=0.5415, top1-acc=83.20%, top5-acc=98.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:22.221135, cost_time=0:00:36.099476 2021-04-15 02:33:23,242 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.74ms, fps=2511 images/s, loss=1.3974, top1-acc=63.52%, top5-acc=88.52%, remaining_time=0:00:03.058710, arrival_time=2021-04-15 02:33:26.301483, cost_time=0:00:01.019567 2021-04-15 02:33:24,139 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.37ms, fps=2856 images/s, loss=1.3644, top1-acc=64.20%, top5-acc=88.52%, remaining_time=0:00:01.916400, arrival_time=2021-04-15 02:33:26.055915, cost_time=0:00:01.916399 2021-04-15 02:33:25,032 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.41ms, fps=2868 images/s, loss=1.3889, top1-acc=63.80%, top5-acc=88.18%, remaining_time=0:00:00.936480, arrival_time=2021-04-15 02:33:25.969042, cost_time=0:00:02.809444 2021-04-15 02:33:25,847 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=2849 images/s, loss=1.4010, top1-acc=63.51%, top5-acc=88.04%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:25.847302, cost_time=0:00:03.624226 2021-04-15 02:33:26,044 INFO : Epoch=0086 complete, best val top1-acc=63.74%, top5-acc=87.95% (epoch=85), remaining_time=1:16:20.181648, arrival_time=2021-04-15 03:49:46.226251, cost_time=0:57:35.224776 2021-04-15 02:33:26,046 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 02:33:28,055 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.41ms, fps=1274 images/s, loss=0.5290, top1-acc=84.18%, top5-acc=98.44%, remaining_time=0:00:37.377072, arrival_time=2021-04-15 02:34:05.432804, cost_time=0:00:02.009524 2021-04-15 02:33:29,891 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.4949, top1-acc=84.98%, top5-acc=98.65%, remaining_time=0:00:33.839872, arrival_time=2021-04-15 02:34:03.731503, cost_time=0:00:03.845437 2021-04-15 02:33:31,734 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.4968, top1-acc=84.92%, top5-acc=98.55%, remaining_time=0:00:31.475094, arrival_time=2021-04-15 02:34:03.209574, cost_time=0:00:05.688274 2021-04-15 02:33:33,574 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=2.05ms, fps=1392 images/s, loss=0.4958, top1-acc=84.76%, top5-acc=98.60%, remaining_time=0:00:29.361540, arrival_time=2021-04-15 02:34:02.936351, cost_time=0:00:07.528606 2021-04-15 02:33:35,417 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.4964, top1-acc=84.63%, top5-acc=98.64%, remaining_time=0:00:27.363320, arrival_time=2021-04-15 02:34:02.780621, cost_time=0:00:09.371009 2021-04-15 02:33:37,254 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.54ms, fps=1394 images/s, loss=0.4988, top1-acc=84.54%, top5-acc=98.59%, remaining_time=0:00:25.405072, arrival_time=2021-04-15 02:34:02.659290, cost_time=0:00:11.208102 2021-04-15 02:33:39,092 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.4952, top1-acc=84.55%, top5-acc=98.64%, remaining_time=0:00:23.483502, arrival_time=2021-04-15 02:34:02.576127, cost_time=0:00:13.046370 2021-04-15 02:33:40,929 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.4960, top1-acc=84.54%, top5-acc=98.62%, remaining_time=0:00:21.580524, arrival_time=2021-04-15 02:34:02.509863, cost_time=0:00:14.883147 2021-04-15 02:33:42,773 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.5018, top1-acc=84.43%, top5-acc=98.54%, remaining_time=0:00:19.700736, arrival_time=2021-04-15 02:34:02.474012, cost_time=0:00:16.727057 2021-04-15 02:33:44,613 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.5058, top1-acc=84.24%, top5-acc=98.52%, remaining_time=0:00:17.824512, arrival_time=2021-04-15 02:34:02.437978, cost_time=0:00:18.567234 2021-04-15 02:33:46,455 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.80ms, fps=1390 images/s, loss=0.5088, top1-acc=84.17%, top5-acc=98.48%, remaining_time=0:00:15.956612, arrival_time=2021-04-15 02:34:02.412321, cost_time=0:00:20.409598 2021-04-15 02:33:48,294 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.65ms, fps=1392 images/s, loss=0.5112, top1-acc=84.07%, top5-acc=98.48%, remaining_time=0:00:14.090856, arrival_time=2021-04-15 02:34:02.385736, cost_time=0:00:22.248672 2021-04-15 02:33:50,135 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.43ms, fps=1391 images/s, loss=0.5133, top1-acc=83.98%, top5-acc=98.46%, remaining_time=0:00:12.229998, arrival_time=2021-04-15 02:34:02.365632, cost_time=0:00:24.089432 2021-04-15 02:33:51,974 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.52ms, fps=1393 images/s, loss=0.5182, top1-acc=83.88%, top5-acc=98.40%, remaining_time=0:00:10.371312, arrival_time=2021-04-15 02:34:02.345750, cost_time=0:00:25.928223 2021-04-15 02:33:53,809 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.5202, top1-acc=83.85%, top5-acc=98.39%, remaining_time=0:00:08.513956, arrival_time=2021-04-15 02:34:02.323011, cost_time=0:00:27.762939 2021-04-15 02:33:55,653 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.89ms, fps=1389 images/s, loss=0.5248, top1-acc=83.68%, top5-acc=98.36%, remaining_time=0:00:06.661548, arrival_time=2021-04-15 02:34:02.314673, cost_time=0:00:29.606933 2021-04-15 02:33:57,492 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.5269, top1-acc=83.58%, top5-acc=98.35%, remaining_time=0:00:04.809506, arrival_time=2021-04-15 02:34:02.302338, cost_time=0:00:31.446712 2021-04-15 02:33:59,329 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.47ms, fps=1394 images/s, loss=0.5294, top1-acc=83.52%, top5-acc=98.32%, remaining_time=0:00:02.958528, arrival_time=2021-04-15 02:34:02.288073, cost_time=0:00:33.283420 2021-04-15 02:34:01,168 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.23ms, fps=1393 images/s, loss=0.5327, top1-acc=83.42%, top5-acc=98.30%, remaining_time=0:00:01.109112, arrival_time=2021-04-15 02:34:02.277253, cost_time=0:00:35.121960 2021-04-15 02:34:02,159 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.55ms, fps=1372 images/s, loss=0.5354, top1-acc=83.34%, top5-acc=98.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:02.159717, cost_time=0:00:36.113575 2021-04-15 02:34:03,169 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.21ms, fps=2539 images/s, loss=1.3754, top1-acc=62.66%, top5-acc=88.36%, remaining_time=0:00:03.024780, arrival_time=2021-04-15 02:34:06.194609, cost_time=0:00:01.008257 2021-04-15 02:34:04,060 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.41ms, fps=2877 images/s, loss=1.3885, top1-acc=62.71%, top5-acc=88.57%, remaining_time=0:00:01.898420, arrival_time=2021-04-15 02:34:05.958414, cost_time=0:00:01.898428 2021-04-15 02:34:04,951 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.26ms, fps=2871 images/s, loss=1.4019, top1-acc=62.89%, top5-acc=88.40%, remaining_time=0:00:00.930100, arrival_time=2021-04-15 02:34:05.881963, cost_time=0:00:02.790303 2021-04-15 02:34:05,768 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.09ms, fps=2841 images/s, loss=1.4089, top1-acc=63.07%, top5-acc=88.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:05.768774, cost_time=0:00:03.607237 2021-04-15 02:34:05,951 INFO : Epoch=0087 complete, best val top1-acc=63.74%, top5-acc=87.95% (epoch=85), remaining_time=1:15:39.653412, arrival_time=2021-04-15 03:49:45.604612, cost_time=0:58:15.131379 2021-04-15 02:34:05,952 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 02:34:08,064 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.41ms, fps=1212 images/s, loss=0.4984, top1-acc=84.06%, top5-acc=98.87%, remaining_time=0:00:39.273714, arrival_time=2021-04-15 02:34:47.337798, cost_time=0:00:02.111487 2021-04-15 02:34:09,907 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=2.27ms, fps=1389 images/s, loss=0.4985, top1-acc=84.75%, top5-acc=98.79%, remaining_time=0:00:34.803648, arrival_time=2021-04-15 02:34:44.711180, cost_time=0:00:03.954968 2021-04-15 02:34:11,747 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.46ms, fps=1392 images/s, loss=0.4962, top1-acc=84.69%, top5-acc=98.70%, remaining_time=0:00:32.063232, arrival_time=2021-04-15 02:34:43.810348, cost_time=0:00:05.794571 2021-04-15 02:34:13,589 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.5011, top1-acc=84.52%, top5-acc=98.57%, remaining_time=0:00:29.783988, arrival_time=2021-04-15 02:34:43.373608, cost_time=0:00:07.636917 2021-04-15 02:34:15,428 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.4942, top1-acc=84.80%, top5-acc=98.66%, remaining_time=0:00:27.668606, arrival_time=2021-04-15 02:34:43.096640, cost_time=0:00:09.475544 2021-04-15 02:34:17,277 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.4915, top1-acc=84.88%, top5-acc=98.68%, remaining_time=0:00:25.668640, arrival_time=2021-04-15 02:34:42.945591, cost_time=0:00:11.324374 2021-04-15 02:34:19,114 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.4915, top1-acc=84.83%, top5-acc=98.68%, remaining_time=0:00:23.691528, arrival_time=2021-04-15 02:34:42.806059, cost_time=0:00:13.161962 2021-04-15 02:34:20,949 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.4947, top1-acc=84.76%, top5-acc=98.66%, remaining_time=0:00:21.745824, arrival_time=2021-04-15 02:34:42.695543, cost_time=0:00:14.997155 2021-04-15 02:34:22,782 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.40ms, fps=1397 images/s, loss=0.4993, top1-acc=84.62%, top5-acc=98.62%, remaining_time=0:00:19.821894, arrival_time=2021-04-15 02:34:42.604307, cost_time=0:00:16.829915 2021-04-15 02:34:24,618 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=2.11ms, fps=1395 images/s, loss=0.5012, top1-acc=84.62%, top5-acc=98.62%, remaining_time=0:00:17.919264, arrival_time=2021-04-15 02:34:42.537748, cost_time=0:00:18.665935 2021-04-15 02:34:26,451 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.5016, top1-acc=84.59%, top5-acc=98.62%, remaining_time=0:00:16.026616, arrival_time=2021-04-15 02:34:42.478278, cost_time=0:00:20.499161 2021-04-15 02:34:28,289 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.53ms, fps=1393 images/s, loss=0.5046, top1-acc=84.47%, top5-acc=98.64%, remaining_time=0:00:14.146868, arrival_time=2021-04-15 02:34:42.436526, cost_time=0:00:22.337177 2021-04-15 02:34:30,132 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.5065, top1-acc=84.36%, top5-acc=98.59%, remaining_time=0:00:12.275802, arrival_time=2021-04-15 02:34:42.408121, cost_time=0:00:24.179622 2021-04-15 02:34:31,971 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.5077, top1-acc=84.35%, top5-acc=98.58%, remaining_time=0:00:10.407656, arrival_time=2021-04-15 02:34:42.379257, cost_time=0:00:26.019107 2021-04-15 02:34:33,808 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.5106, top1-acc=84.29%, top5-acc=98.54%, remaining_time=0:00:08.542614, arrival_time=2021-04-15 02:34:42.351514, cost_time=0:00:27.856341 2021-04-15 02:34:35,643 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.43ms, fps=1396 images/s, loss=0.5140, top1-acc=84.15%, top5-acc=98.52%, remaining_time=0:00:06.680520, arrival_time=2021-04-15 02:34:42.324155, cost_time=0:00:29.691156 2021-04-15 02:34:37,486 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.5149, top1-acc=84.12%, top5-acc=98.50%, remaining_time=0:00:04.822818, arrival_time=2021-04-15 02:34:42.309198, cost_time=0:00:31.533811 2021-04-15 02:34:39,328 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.5153, top1-acc=84.08%, top5-acc=98.51%, remaining_time=0:00:02.966752, arrival_time=2021-04-15 02:34:42.295286, cost_time=0:00:33.376042 2021-04-15 02:34:41,166 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.24ms, fps=1393 images/s, loss=0.5191, top1-acc=83.92%, top5-acc=98.48%, remaining_time=0:00:01.112016, arrival_time=2021-04-15 02:34:42.278384, cost_time=0:00:35.213904 2021-04-15 02:34:42,157 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.16ms, fps=1373 images/s, loss=0.5213, top1-acc=83.84%, top5-acc=98.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:42.157136, cost_time=0:00:36.204661 2021-04-15 02:34:43,190 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.20ms, fps=2483 images/s, loss=1.4569, top1-acc=62.23%, top5-acc=88.09%, remaining_time=0:00:03.093000, arrival_time=2021-04-15 02:34:46.283060, cost_time=0:00:01.030995 2021-04-15 02:34:44,080 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.43ms, fps=2877 images/s, loss=1.4354, top1-acc=62.79%, top5-acc=88.48%, remaining_time=0:00:01.921480, arrival_time=2021-04-15 02:34:46.001959, cost_time=0:00:01.921477 2021-04-15 02:34:44,972 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.28ms, fps=2872 images/s, loss=1.4456, top1-acc=62.51%, top5-acc=88.46%, remaining_time=0:00:00.937690, arrival_time=2021-04-15 02:34:45.909747, cost_time=0:00:02.813064 2021-04-15 02:34:45,786 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=2849 images/s, loss=1.4375, top1-acc=62.89%, top5-acc=88.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:45.786633, cost_time=0:00:03.627671 2021-04-15 02:34:45,948 INFO : Epoch=0088 complete, best val top1-acc=63.74%, top5-acc=87.95% (epoch=85), remaining_time=1:14:59.255040, arrival_time=2021-04-15 03:49:45.203794, cost_time=0:58:55.128924 2021-04-15 02:34:45,950 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 02:34:47,980 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.31ms, fps=1261 images/s, loss=0.4992, top1-acc=84.57%, top5-acc=98.83%, remaining_time=0:00:37.752234, arrival_time=2021-04-15 02:35:25.732294, cost_time=0:00:02.029690 2021-04-15 02:34:49,817 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.5043, top1-acc=84.63%, top5-acc=98.75%, remaining_time=0:00:34.029072, arrival_time=2021-04-15 02:35:23.846387, cost_time=0:00:03.866933 2021-04-15 02:34:51,654 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.48ms, fps=1394 images/s, loss=0.4909, top1-acc=84.86%, top5-acc=98.79%, remaining_time=0:00:31.564402, arrival_time=2021-04-15 02:35:23.219083, cost_time=0:00:05.704397 2021-04-15 02:34:53,498 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.4875, top1-acc=85.06%, top5-acc=98.80%, remaining_time=0:00:29.437044, arrival_time=2021-04-15 02:35:22.935370, cost_time=0:00:07.547945 2021-04-15 02:34:55,342 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.4865, top1-acc=84.88%, top5-acc=98.78%, remaining_time=0:00:27.424056, arrival_time=2021-04-15 02:35:22.766329, cost_time=0:00:09.391779 2021-04-15 02:34:57,176 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.67ms, fps=1396 images/s, loss=0.4833, top1-acc=85.01%, top5-acc=98.76%, remaining_time=0:00:25.446552, arrival_time=2021-04-15 02:35:22.623261, cost_time=0:00:11.226406 2021-04-15 02:34:59,012 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.4850, top1-acc=84.99%, top5-acc=98.70%, remaining_time=0:00:23.511978, arrival_time=2021-04-15 02:35:22.524561, cost_time=0:00:13.062199 2021-04-15 02:35:00,846 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.47ms, fps=1396 images/s, loss=0.4885, top1-acc=84.84%, top5-acc=98.69%, remaining_time=0:00:21.599664, arrival_time=2021-04-15 02:35:22.446254, cost_time=0:00:14.896307 2021-04-15 02:35:02,693 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.87ms, fps=1386 images/s, loss=0.4891, top1-acc=84.84%, top5-acc=98.73%, remaining_time=0:00:19.720028, arrival_time=2021-04-15 02:35:22.413791, cost_time=0:00:16.743391 2021-04-15 02:35:04,530 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.4895, top1-acc=84.84%, top5-acc=98.71%, remaining_time=0:00:17.836992, arrival_time=2021-04-15 02:35:22.367594, cost_time=0:00:18.580216 2021-04-15 02:35:06,384 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.05ms, fps=1382 images/s, loss=0.4905, top1-acc=84.84%, top5-acc=98.69%, remaining_time=0:00:15.975360, arrival_time=2021-04-15 02:35:22.359415, cost_time=0:00:20.433636 2021-04-15 02:35:08,221 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.62ms, fps=1394 images/s, loss=0.4968, top1-acc=84.57%, top5-acc=98.67%, remaining_time=0:00:14.105220, arrival_time=2021-04-15 02:35:22.326988, cost_time=0:00:22.271396 2021-04-15 02:35:10,063 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.4983, top1-acc=84.52%, top5-acc=98.64%, remaining_time=0:00:12.242076, arrival_time=2021-04-15 02:35:22.305590, cost_time=0:00:24.113210 2021-04-15 02:35:11,901 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=0.5038, top1-acc=84.36%, top5-acc=98.57%, remaining_time=0:00:10.380552, arrival_time=2021-04-15 02:35:22.282326, cost_time=0:00:25.951404 2021-04-15 02:35:13,742 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.30ms, fps=1391 images/s, loss=0.5075, top1-acc=84.22%, top5-acc=98.58%, remaining_time=0:00:08.522880, arrival_time=2021-04-15 02:35:22.265233, cost_time=0:00:27.792059 2021-04-15 02:35:15,580 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.40ms, fps=1393 images/s, loss=0.5095, top1-acc=84.17%, top5-acc=98.55%, remaining_time=0:00:06.666732, arrival_time=2021-04-15 02:35:22.246900, cost_time=0:00:29.629867 2021-04-15 02:35:17,420 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=2.00ms, fps=1392 images/s, loss=0.5141, top1-acc=84.05%, top5-acc=98.53%, remaining_time=0:00:04.813016, arrival_time=2021-04-15 02:35:22.233036, cost_time=0:00:31.469736 2021-04-15 02:35:19,262 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.5172, top1-acc=83.96%, top5-acc=98.52%, remaining_time=0:00:02.961104, arrival_time=2021-04-15 02:35:22.223952, cost_time=0:00:33.312357 2021-04-15 02:35:21,103 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.69ms, fps=1392 images/s, loss=0.5221, top1-acc=83.81%, top5-acc=98.47%, remaining_time=0:00:01.110084, arrival_time=2021-04-15 02:35:22.213153, cost_time=0:00:35.152701 2021-04-15 02:35:22,097 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.46ms, fps=1369 images/s, loss=0.5253, top1-acc=83.70%, top5-acc=98.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:22.097039, cost_time=0:00:36.146737 2021-04-15 02:35:23,125 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.21ms, fps=2496 images/s, loss=1.3712, top1-acc=62.42%, top5-acc=88.67%, remaining_time=0:00:03.076620, arrival_time=2021-04-15 02:35:26.201645, cost_time=0:00:01.025543 2021-04-15 02:35:24,017 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.42ms, fps=2871 images/s, loss=1.3552, top1-acc=63.28%, top5-acc=88.81%, remaining_time=0:00:01.917640, arrival_time=2021-04-15 02:35:25.934687, cost_time=0:00:01.917637 2021-04-15 02:35:24,908 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.39ms, fps=2873 images/s, loss=1.3789, top1-acc=63.20%, top5-acc=88.41%, remaining_time=0:00:00.936380, arrival_time=2021-04-15 02:35:25.844917, cost_time=0:00:02.809131 2021-04-15 02:35:25,724 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.16ms, fps=2845 images/s, loss=1.3662, top1-acc=63.63%, top5-acc=88.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:25.724500, cost_time=0:00:03.625024 2021-04-15 02:35:25,883 INFO : Epoch=0089 complete, best val top1-acc=63.74%, top5-acc=87.95% (epoch=85), remaining_time=1:14:18.786972, arrival_time=2021-04-15 03:49:44.670232, cost_time=0:59:35.063432 2021-04-15 02:35:25,884 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 02:35:27,973 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.39ms, fps=1226 images/s, loss=0.4937, top1-acc=84.69%, top5-acc=98.91%, remaining_time=0:00:38.845914, arrival_time=2021-04-15 02:36:06.819277, cost_time=0:00:02.088490 2021-04-15 02:35:29,815 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.64ms, fps=1390 images/s, loss=0.4828, top1-acc=84.77%, top5-acc=98.83%, remaining_time=0:00:34.586288, arrival_time=2021-04-15 02:36:04.401409, cost_time=0:00:03.930267 2021-04-15 02:35:31,666 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.36ms, fps=1383 images/s, loss=0.4806, top1-acc=85.05%, top5-acc=98.83%, remaining_time=0:00:31.989860, arrival_time=2021-04-15 02:36:03.656192, cost_time=0:00:05.781303 2021-04-15 02:35:33,507 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.4745, top1-acc=85.30%, top5-acc=98.83%, remaining_time=0:00:29.728920, arrival_time=2021-04-15 02:36:03.236507, cost_time=0:00:07.622817 2021-04-15 02:35:35,345 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.4726, top1-acc=85.44%, top5-acc=98.84%, remaining_time=0:00:27.624222, arrival_time=2021-04-15 02:36:02.969402, cost_time=0:00:09.460334 2021-04-15 02:35:37,179 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.4695, top1-acc=85.51%, top5-acc=98.87%, remaining_time=0:00:25.602136, arrival_time=2021-04-15 02:36:02.781967, cost_time=0:00:11.295062 2021-04-15 02:35:39,015 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.4723, top1-acc=85.47%, top5-acc=98.83%, remaining_time=0:00:23.634954, arrival_time=2021-04-15 02:36:02.650400, cost_time=0:00:13.130510 2021-04-15 02:35:40,852 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.22ms, fps=1394 images/s, loss=0.4729, top1-acc=85.52%, top5-acc=98.83%, remaining_time=0:00:21.703600, arrival_time=2021-04-15 02:36:02.556374, cost_time=0:00:14.967995 2021-04-15 02:35:42,690 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.4717, top1-acc=85.54%, top5-acc=98.85%, remaining_time=0:00:19.793804, arrival_time=2021-04-15 02:36:02.484612, cost_time=0:00:16.806044 2021-04-15 02:35:44,529 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.54ms, fps=1393 images/s, loss=0.4713, top1-acc=85.53%, top5-acc=98.84%, remaining_time=0:00:17.898624, arrival_time=2021-04-15 02:36:02.427766, cost_time=0:00:18.644373 2021-04-15 02:35:46,365 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.4746, top1-acc=85.36%, top5-acc=98.82%, remaining_time=0:00:16.012426, arrival_time=2021-04-15 02:36:02.378254, cost_time=0:00:20.481062 2021-04-15 02:35:48,199 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.47ms, fps=1396 images/s, loss=0.4786, top1-acc=85.20%, top5-acc=98.78%, remaining_time=0:00:14.132808, arrival_time=2021-04-15 02:36:02.332586, cost_time=0:00:22.315015 2021-04-15 02:35:50,037 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.4823, top1-acc=85.03%, top5-acc=98.77%, remaining_time=0:00:12.262206, arrival_time=2021-04-15 02:36:02.299903, cost_time=0:00:24.152868 2021-04-15 02:35:51,873 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.30ms, fps=1395 images/s, loss=0.4868, top1-acc=84.90%, top5-acc=98.72%, remaining_time=0:00:10.395280, arrival_time=2021-04-15 02:36:02.268249, cost_time=0:00:25.988188 2021-04-15 02:35:53,707 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.4896, top1-acc=84.83%, top5-acc=98.67%, remaining_time=0:00:08.532218, arrival_time=2021-04-15 02:36:02.239456, cost_time=0:00:27.822470 2021-04-15 02:35:55,547 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.40ms, fps=1391 images/s, loss=0.4916, top1-acc=84.75%, top5-acc=98.66%, remaining_time=0:00:06.674184, arrival_time=2021-04-15 02:36:02.221945, cost_time=0:00:29.662995 2021-04-15 02:35:57,381 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.4974, top1-acc=84.57%, top5-acc=98.60%, remaining_time=0:00:04.817176, arrival_time=2021-04-15 02:36:02.198795, cost_time=0:00:31.496857 2021-04-15 02:35:59,217 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.66ms, fps=1395 images/s, loss=0.5007, top1-acc=84.46%, top5-acc=98.57%, remaining_time=0:00:02.962880, arrival_time=2021-04-15 02:36:02.180253, cost_time=0:00:33.332336 2021-04-15 02:36:01,051 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.22ms, fps=1396 images/s, loss=0.5057, top1-acc=84.29%, top5-acc=98.52%, remaining_time=0:00:01.110534, arrival_time=2021-04-15 02:36:02.162237, cost_time=0:00:35.166924 2021-04-15 02:36:02,046 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.19ms, fps=1368 images/s, loss=0.5083, top1-acc=84.18%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:02.046325, cost_time=0:00:36.161490 2021-04-15 02:36:03,063 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.20ms, fps=2522 images/s, loss=1.3613, top1-acc=64.10%, top5-acc=88.55%, remaining_time=0:00:03.045360, arrival_time=2021-04-15 02:36:06.108654, cost_time=0:00:01.015117 2021-04-15 02:36:03,952 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.29ms, fps=2880 images/s, loss=1.3513, top1-acc=64.53%, top5-acc=88.85%, remaining_time=0:00:01.904460, arrival_time=2021-04-15 02:36:05.857089, cost_time=0:00:01.904464 2021-04-15 02:36:04,843 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.25ms, fps=2875 images/s, loss=1.3700, top1-acc=63.61%, top5-acc=88.79%, remaining_time=0:00:00.931740, arrival_time=2021-04-15 02:36:05.775112, cost_time=0:00:02.795206 2021-04-15 02:36:05,659 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.17ms, fps=2845 images/s, loss=1.3594, top1-acc=63.78%, top5-acc=88.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:05.659121, cost_time=0:00:03.610895 2021-04-15 02:36:06,030 INFO : Epoch=0090 complete, best val top1-acc=63.78%, top5-acc=88.73% (epoch=90), remaining_time=1:13:38.590550, arrival_time=2021-04-15 03:49:44.620829, cost_time=1:00:15.210446 2021-04-15 02:36:06,031 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 02:36:08,095 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.92ms, fps=1240 images/s, loss=0.4649, top1-acc=85.78%, top5-acc=98.75%, remaining_time=0:00:38.387796, arrival_time=2021-04-15 02:36:46.483575, cost_time=0:00:02.063864 2021-04-15 02:36:09,935 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=2.70ms, fps=1392 images/s, loss=0.4639, top1-acc=86.37%, top5-acc=98.75%, remaining_time=0:00:34.355376, arrival_time=2021-04-15 02:36:44.291265, cost_time=0:00:03.904020 2021-04-15 02:36:11,775 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.85ms, fps=1392 images/s, loss=0.4595, top1-acc=86.12%, top5-acc=98.85%, remaining_time=0:00:31.780036, arrival_time=2021-04-15 02:36:43.555205, cost_time=0:00:05.743372 2021-04-15 02:36:13,609 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.43ms, fps=1396 images/s, loss=0.4586, top1-acc=86.23%, top5-acc=98.82%, remaining_time=0:00:29.552328, arrival_time=2021-04-15 02:36:43.161622, cost_time=0:00:07.577509 2021-04-15 02:36:15,456 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.59ms, fps=1386 images/s, loss=0.4529, top1-acc=86.44%, top5-acc=98.85%, remaining_time=0:00:27.519686, arrival_time=2021-04-15 02:36:42.976175, cost_time=0:00:09.424560 2021-04-15 02:36:17,293 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.4574, top1-acc=86.18%, top5-acc=98.89%, remaining_time=0:00:25.525296, arrival_time=2021-04-15 02:36:42.818354, cost_time=0:00:11.261184 2021-04-15 02:36:19,136 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.4618, top1-acc=85.96%, top5-acc=98.86%, remaining_time=0:00:23.587830, arrival_time=2021-04-15 02:36:42.724133, cost_time=0:00:13.104317 2021-04-15 02:36:20,976 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.4669, top1-acc=85.74%, top5-acc=98.78%, remaining_time=0:00:21.670192, arrival_time=2021-04-15 02:36:42.646966, cost_time=0:00:14.944990 2021-04-15 02:36:22,811 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.4685, top1-acc=85.65%, top5-acc=98.76%, remaining_time=0:00:19.762004, arrival_time=2021-04-15 02:36:42.572942, cost_time=0:00:16.779060 2021-04-15 02:36:24,646 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.4709, top1-acc=85.53%, top5-acc=98.75%, remaining_time=0:00:17.869824, arrival_time=2021-04-15 02:36:42.516016, cost_time=0:00:18.614392 2021-04-15 02:36:26,480 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.54ms, fps=1396 images/s, loss=0.4739, top1-acc=85.38%, top5-acc=98.75%, remaining_time=0:00:15.987314, arrival_time=2021-04-15 02:36:42.468008, cost_time=0:00:20.448863 2021-04-15 02:36:28,339 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.67ms, fps=1378 images/s, loss=0.4771, top1-acc=85.33%, top5-acc=98.70%, remaining_time=0:00:14.127792, arrival_time=2021-04-15 02:36:42.466731, cost_time=0:00:22.307048 2021-04-15 02:36:30,175 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.4798, top1-acc=85.29%, top5-acc=98.68%, remaining_time=0:00:12.257388, arrival_time=2021-04-15 02:36:42.432642, cost_time=0:00:24.143313 2021-04-15 02:36:32,015 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.4837, top1-acc=85.18%, top5-acc=98.64%, remaining_time=0:00:10.393376, arrival_time=2021-04-15 02:36:42.408595, cost_time=0:00:25.983418 2021-04-15 02:36:33,850 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.4840, top1-acc=85.14%, top5-acc=98.64%, remaining_time=0:00:08.531114, arrival_time=2021-04-15 02:36:42.381820, cost_time=0:00:27.818920 2021-04-15 02:36:35,684 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.4898, top1-acc=84.88%, top5-acc=98.60%, remaining_time=0:00:06.671880, arrival_time=2021-04-15 02:36:42.356607, cost_time=0:00:29.652805 2021-04-15 02:36:37,520 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.63ms, fps=1395 images/s, loss=0.4918, top1-acc=84.77%, top5-acc=98.59%, remaining_time=0:00:04.815980, arrival_time=2021-04-15 02:36:42.336804, cost_time=0:00:31.489041 2021-04-15 02:36:39,354 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.4950, top1-acc=84.69%, top5-acc=98.56%, remaining_time=0:00:02.962016, arrival_time=2021-04-15 02:36:42.316461, cost_time=0:00:33.322661 2021-04-15 02:36:41,197 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.28ms, fps=1389 images/s, loss=0.4978, top1-acc=84.61%, top5-acc=98.55%, remaining_time=0:00:01.110492, arrival_time=2021-04-15 02:36:42.307812, cost_time=0:00:35.165520 2021-04-15 02:36:42,191 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.26ms, fps=1369 images/s, loss=0.4993, top1-acc=84.58%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:42.191174, cost_time=0:00:36.159295 2021-04-15 02:36:43,201 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.60ms, fps=2538 images/s, loss=1.3902, top1-acc=64.22%, top5-acc=88.40%, remaining_time=0:00:03.025500, arrival_time=2021-04-15 02:36:46.227093, cost_time=0:00:01.008503 2021-04-15 02:36:44,095 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.33ms, fps=2866 images/s, loss=1.4208, top1-acc=63.18%, top5-acc=88.18%, remaining_time=0:00:01.902240, arrival_time=2021-04-15 02:36:45.997602, cost_time=0:00:01.902242 2021-04-15 02:36:44,986 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.26ms, fps=2875 images/s, loss=1.4322, top1-acc=63.15%, top5-acc=88.35%, remaining_time=0:00:00.931100, arrival_time=2021-04-15 02:36:45.917460, cost_time=0:00:02.793314 2021-04-15 02:36:45,802 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=2844 images/s, loss=1.4129, top1-acc=63.12%, top5-acc=88.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:45.802485, cost_time=0:00:03.609483 2021-04-15 02:36:45,967 INFO : Epoch=0091 complete, best val top1-acc=63.78%, top5-acc=88.73% (epoch=90), remaining_time=1:12:58.143922, arrival_time=2021-04-15 03:49:44.111432, cost_time=1:00:55.147685 2021-04-15 02:36:45,968 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 02:36:47,971 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.49ms, fps=1278 images/s, loss=0.4564, top1-acc=86.25%, top5-acc=98.98%, remaining_time=0:00:37.251336, arrival_time=2021-04-15 02:37:25.223153, cost_time=0:00:02.002764 2021-04-15 02:36:49,808 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.4635, top1-acc=85.88%, top5-acc=98.91%, remaining_time=0:00:33.782144, arrival_time=2021-04-15 02:37:23.590070, cost_time=0:00:03.838872 2021-04-15 02:36:51,648 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.4704, top1-acc=85.62%, top5-acc=98.91%, remaining_time=0:00:31.426456, arrival_time=2021-04-15 02:37:23.074942, cost_time=0:00:05.679469 2021-04-15 02:36:53,484 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.4647, top1-acc=85.79%, top5-acc=98.91%, remaining_time=0:00:29.310684, arrival_time=2021-04-15 02:37:22.795316, cost_time=0:00:07.515575 2021-04-15 02:36:55,318 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.4611, top1-acc=85.93%, top5-acc=98.98%, remaining_time=0:00:27.299664, arrival_time=2021-04-15 02:37:22.617832, cost_time=0:00:09.349204 2021-04-15 02:36:57,151 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.40ms, fps=1397 images/s, loss=0.4572, top1-acc=86.06%, top5-acc=98.96%, remaining_time=0:00:25.347272, arrival_time=2021-04-15 02:37:22.498838, cost_time=0:00:11.182591 2021-04-15 02:36:58,988 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.00ms, fps=1394 images/s, loss=0.4534, top1-acc=86.19%, top5-acc=98.98%, remaining_time=0:00:23.434866, arrival_time=2021-04-15 02:37:22.423271, cost_time=0:00:13.019350 2021-04-15 02:37:00,826 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.4554, top1-acc=86.12%, top5-acc=98.98%, remaining_time=0:00:21.543172, arrival_time=2021-04-15 02:37:22.369526, cost_time=0:00:14.857341 2021-04-15 02:37:02,662 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.64ms, fps=1395 images/s, loss=0.4557, top1-acc=86.12%, top5-acc=98.95%, remaining_time=0:00:19.661092, arrival_time=2021-04-15 02:37:22.323455, cost_time=0:00:16.693396 2021-04-15 02:37:04,505 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.4578, top1-acc=86.03%, top5-acc=98.92%, remaining_time=0:00:17.795424, arrival_time=2021-04-15 02:37:22.301247, cost_time=0:00:18.536860 2021-04-15 02:37:06,342 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.4629, top1-acc=85.87%, top5-acc=98.90%, remaining_time=0:00:15.928404, arrival_time=2021-04-15 02:37:22.270872, cost_time=0:00:20.373493 2021-04-15 02:37:08,174 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.41ms, fps=1397 images/s, loss=0.4683, top1-acc=85.65%, top5-acc=98.88%, remaining_time=0:00:14.063724, arrival_time=2021-04-15 02:37:22.238564, cost_time=0:00:22.205877 2021-04-15 02:37:10,008 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.40ms, fps=1397 images/s, loss=0.4737, top1-acc=85.48%, top5-acc=98.83%, remaining_time=0:00:12.204456, arrival_time=2021-04-15 02:37:22.212501, cost_time=0:00:24.039074 2021-04-15 02:37:11,843 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.4780, top1-acc=85.34%, top5-acc=98.81%, remaining_time=0:00:10.349584, arrival_time=2021-04-15 02:37:22.192583, cost_time=0:00:25.874022 2021-04-15 02:37:13,686 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.4826, top1-acc=85.23%, top5-acc=98.79%, remaining_time=0:00:08.500064, arrival_time=2021-04-15 02:37:22.186739, cost_time=0:00:27.717619 2021-04-15 02:37:15,526 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.50ms, fps=1392 images/s, loss=0.4877, top1-acc=85.09%, top5-acc=98.75%, remaining_time=0:00:06.650424, arrival_time=2021-04-15 02:37:22.176949, cost_time=0:00:29.557462 2021-04-15 02:37:17,361 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.4911, top1-acc=84.92%, top5-acc=98.75%, remaining_time=0:00:04.801134, arrival_time=2021-04-15 02:37:22.162128, cost_time=0:00:31.392028 2021-04-15 02:37:19,197 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.47ms, fps=1395 images/s, loss=0.4934, top1-acc=84.86%, top5-acc=98.72%, remaining_time=0:00:02.953600, arrival_time=2021-04-15 02:37:22.150642, cost_time=0:00:33.228005 2021-04-15 02:37:21,031 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.23ms, fps=1396 images/s, loss=0.4966, top1-acc=84.75%, top5-acc=98.69%, remaining_time=0:00:01.107246, arrival_time=2021-04-15 02:37:22.139066, cost_time=0:00:35.062851 2021-04-15 02:37:22,023 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.26ms, fps=1373 images/s, loss=0.4982, top1-acc=84.73%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:22.022999, cost_time=0:00:36.054037 2021-04-15 02:37:23,040 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.30ms, fps=2521 images/s, loss=1.2881, top1-acc=65.23%, top5-acc=89.18%, remaining_time=0:00:03.046650, arrival_time=2021-04-15 02:37:26.086919, cost_time=0:00:01.015548 2021-04-15 02:37:23,938 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.99ms, fps=2852 images/s, loss=1.3002, top1-acc=65.06%, top5-acc=89.39%, remaining_time=0:00:01.913580, arrival_time=2021-04-15 02:37:25.851890, cost_time=0:00:01.913585 2021-04-15 02:37:24,831 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.36ms, fps=2868 images/s, loss=1.3089, top1-acc=64.92%, top5-acc=89.35%, remaining_time=0:00:00.935470, arrival_time=2021-04-15 02:37:25.766596, cost_time=0:00:02.806402 2021-04-15 02:37:25,645 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=2849 images/s, loss=1.3079, top1-acc=64.64%, top5-acc=89.39%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:25.645813, cost_time=0:00:03.621122 2021-04-15 02:37:25,977 INFO : Epoch=0092 complete, best val top1-acc=64.64%, top5-acc=89.39% (epoch=92), remaining_time=1:12:17.793756, arrival_time=2021-04-15 03:49:43.771229, cost_time=1:01:35.157641 2021-04-15 02:37:25,978 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 02:37:27,999 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.54ms, fps=1267 images/s, loss=0.4685, top1-acc=86.13%, top5-acc=98.91%, remaining_time=0:00:37.582788, arrival_time=2021-04-15 02:38:05.582268, cost_time=0:00:02.020577 2021-04-15 02:37:29,836 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.4494, top1-acc=86.82%, top5-acc=98.98%, remaining_time=0:00:33.947232, arrival_time=2021-04-15 02:38:03.783812, cost_time=0:00:03.857632 2021-04-15 02:37:31,672 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.4456, top1-acc=87.06%, top5-acc=98.89%, remaining_time=0:00:31.503978, arrival_time=2021-04-15 02:38:03.176296, cost_time=0:00:05.693495 2021-04-15 02:37:33,511 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.4407, top1-acc=86.95%, top5-acc=98.85%, remaining_time=0:00:29.376672, arrival_time=2021-04-15 02:38:02.888113, cost_time=0:00:07.532496 2021-04-15 02:37:35,346 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.67ms, fps=1396 images/s, loss=0.4331, top1-acc=87.11%, top5-acc=98.87%, remaining_time=0:00:27.352516, arrival_time=2021-04-15 02:38:02.698610, cost_time=0:00:09.367279 2021-04-15 02:37:37,185 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.4342, top1-acc=87.12%, top5-acc=98.88%, remaining_time=0:00:25.401808, arrival_time=2021-04-15 02:38:02.587452, cost_time=0:00:11.206692 2021-04-15 02:37:39,030 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.4338, top1-acc=87.10%, top5-acc=98.93%, remaining_time=0:00:23.492196, arrival_time=2021-04-15 02:38:02.522316, cost_time=0:00:13.051218 2021-04-15 02:37:40,863 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.4374, top1-acc=86.96%, top5-acc=98.94%, remaining_time=0:00:21.583424, arrival_time=2021-04-15 02:38:02.447369, cost_time=0:00:14.885137 2021-04-15 02:37:42,699 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.4402, top1-acc=86.84%, top5-acc=98.92%, remaining_time=0:00:19.692892, arrival_time=2021-04-15 02:38:02.392252, cost_time=0:00:16.720418 2021-04-15 02:37:44,535 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.47ms, fps=1395 images/s, loss=0.4412, top1-acc=86.79%, top5-acc=98.91%, remaining_time=0:00:17.814336, arrival_time=2021-04-15 02:38:02.349730, cost_time=0:00:18.556578 2021-04-15 02:37:46,369 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.4432, top1-acc=86.65%, top5-acc=98.91%, remaining_time=0:00:15.941820, arrival_time=2021-04-15 02:38:02.311349, cost_time=0:00:20.390717 2021-04-15 02:37:48,210 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.4472, top1-acc=86.46%, top5-acc=98.91%, remaining_time=0:00:14.079836, arrival_time=2021-04-15 02:38:02.290074, cost_time=0:00:22.231336 2021-04-15 02:37:50,048 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.87ms, fps=1393 images/s, loss=0.4494, top1-acc=86.38%, top5-acc=98.89%, remaining_time=0:00:12.219702, arrival_time=2021-04-15 02:38:02.267829, cost_time=0:00:24.069146 2021-04-15 02:37:51,885 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.4527, top1-acc=86.26%, top5-acc=98.86%, remaining_time=0:00:10.362800, arrival_time=2021-04-15 02:38:02.248672, cost_time=0:00:25.907059 2021-04-15 02:37:53,722 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.4577, top1-acc=86.10%, top5-acc=98.82%, remaining_time=0:00:08.507976, arrival_time=2021-04-15 02:38:02.230237, cost_time=0:00:27.743364 2021-04-15 02:37:55,574 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.4619, top1-acc=85.93%, top5-acc=98.81%, remaining_time=0:00:06.659028, arrival_time=2021-04-15 02:38:02.233575, cost_time=0:00:29.595651 2021-04-15 02:37:57,411 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.4651, top1-acc=85.83%, top5-acc=98.81%, remaining_time=0:00:04.807322, arrival_time=2021-04-15 02:38:02.218669, cost_time=0:00:31.432461 2021-04-15 02:37:59,249 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.4686, top1-acc=85.70%, top5-acc=98.80%, remaining_time=0:00:02.957360, arrival_time=2021-04-15 02:38:02.206451, cost_time=0:00:33.270278 2021-04-15 02:38:01,094 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.4740, top1-acc=85.50%, top5-acc=98.75%, remaining_time=0:00:01.108920, arrival_time=2021-04-15 02:38:02.203585, cost_time=0:00:35.115776 2021-04-15 02:38:02,087 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.23ms, fps=1370 images/s, loss=0.4782, top1-acc=85.40%, top5-acc=98.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:02.087874, cost_time=0:00:36.109079 2021-04-15 02:38:03,153 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.21ms, fps=2405 images/s, loss=1.4405, top1-acc=64.30%, top5-acc=88.44%, remaining_time=0:00:03.192690, arrival_time=2021-04-15 02:38:06.346487, cost_time=0:00:01.064232 2021-04-15 02:38:04,044 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.42ms, fps=2876 images/s, loss=1.4280, top1-acc=63.09%, top5-acc=88.83%, remaining_time=0:00:01.954680, arrival_time=2021-04-15 02:38:05.998914, cost_time=0:00:01.954685 2021-04-15 02:38:04,934 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.26ms, fps=2876 images/s, loss=1.4573, top1-acc=62.59%, top5-acc=88.41%, remaining_time=0:00:00.948360, arrival_time=2021-04-15 02:38:05.882995, cost_time=0:00:02.845083 2021-04-15 02:38:05,747 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.06ms, fps=2855 images/s, loss=1.4517, top1-acc=62.53%, top5-acc=88.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:05.747617, cost_time=0:00:03.658091 2021-04-15 02:38:05,944 INFO : Epoch=0093 complete, best val top1-acc=64.64%, top5-acc=89.39% (epoch=92), remaining_time=1:11:37.401517, arrival_time=2021-04-15 03:49:43.346064, cost_time=1:02:15.124729 2021-04-15 02:38:05,945 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 02:38:07,952 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.32ms, fps=1276 images/s, loss=0.4919, top1-acc=84.26%, top5-acc=98.87%, remaining_time=0:00:37.309740, arrival_time=2021-04-15 02:38:45.261677, cost_time=0:00:02.005898 2021-04-15 02:38:09,795 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.4908, top1-acc=84.37%, top5-acc=98.85%, remaining_time=0:00:33.877184, arrival_time=2021-04-15 02:38:43.672880, cost_time=0:00:03.849672 2021-04-15 02:38:11,636 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.4714, top1-acc=85.34%, top5-acc=98.78%, remaining_time=0:00:31.486050, arrival_time=2021-04-15 02:38:43.122322, cost_time=0:00:05.690241 2021-04-15 02:38:13,478 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.4670, top1-acc=85.55%, top5-acc=98.87%, remaining_time=0:00:29.376984, arrival_time=2021-04-15 02:38:42.855570, cost_time=0:00:07.532561 2021-04-15 02:38:15,312 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.76ms, fps=1397 images/s, loss=0.4689, top1-acc=85.55%, top5-acc=98.76%, remaining_time=0:00:27.349304, arrival_time=2021-04-15 02:38:42.661455, cost_time=0:00:09.366205 2021-04-15 02:38:17,168 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.83ms, fps=1379 images/s, loss=0.4670, top1-acc=85.58%, top5-acc=98.77%, remaining_time=0:00:25.438392, arrival_time=2021-04-15 02:38:42.607232, cost_time=0:00:11.222816 2021-04-15 02:38:19,009 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.4604, top1-acc=85.76%, top5-acc=98.81%, remaining_time=0:00:23.513364, arrival_time=2021-04-15 02:38:42.522429, cost_time=0:00:13.062996 2021-04-15 02:38:20,848 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=5.73ms, fps=1393 images/s, loss=0.4594, top1-acc=85.73%, top5-acc=98.81%, remaining_time=0:00:21.608016, arrival_time=2021-04-15 02:38:42.456148, cost_time=0:00:14.902107 2021-04-15 02:38:22,689 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.54ms, fps=1391 images/s, loss=0.4626, top1-acc=85.62%, top5-acc=98.80%, remaining_time=0:00:19.720028, arrival_time=2021-04-15 02:38:42.409426, cost_time=0:00:16.743381 2021-04-15 02:38:24,526 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.4618, top1-acc=85.67%, top5-acc=98.79%, remaining_time=0:00:17.837472, arrival_time=2021-04-15 02:38:42.364184, cost_time=0:00:18.580654 2021-04-15 02:38:26,361 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.4613, top1-acc=85.70%, top5-acc=98.79%, remaining_time=0:00:15.961600, arrival_time=2021-04-15 02:38:42.323553, cost_time=0:00:20.416018 2021-04-15 02:38:28,195 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.4641, top1-acc=85.58%, top5-acc=98.78%, remaining_time=0:00:14.091616, arrival_time=2021-04-15 02:38:42.287502, cost_time=0:00:22.249876 2021-04-15 02:38:30,036 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.46ms, fps=1391 images/s, loss=0.4658, top1-acc=85.53%, top5-acc=98.77%, remaining_time=0:00:12.230394, arrival_time=2021-04-15 02:38:42.266540, cost_time=0:00:24.090201 2021-04-15 02:38:31,875 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.4667, top1-acc=85.47%, top5-acc=98.77%, remaining_time=0:00:10.371648, arrival_time=2021-04-15 02:38:42.246791, cost_time=0:00:25.929120 2021-04-15 02:38:33,713 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.4709, top1-acc=85.30%, top5-acc=98.76%, remaining_time=0:00:08.515382, arrival_time=2021-04-15 02:38:42.228995, cost_time=0:00:27.767588 2021-04-15 02:38:35,547 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.27ms, fps=1396 images/s, loss=0.4722, top1-acc=85.27%, top5-acc=98.76%, remaining_time=0:00:06.660396, arrival_time=2021-04-15 02:38:42.208123, cost_time=0:00:29.601791 2021-04-15 02:38:37,388 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.4755, top1-acc=85.18%, top5-acc=98.75%, remaining_time=0:00:04.808882, arrival_time=2021-04-15 02:38:42.197575, cost_time=0:00:31.442681 2021-04-15 02:38:39,224 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.4788, top1-acc=85.07%, top5-acc=98.73%, remaining_time=0:00:02.958096, arrival_time=2021-04-15 02:38:42.182679, cost_time=0:00:33.278574 2021-04-15 02:38:41,061 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.71ms, fps=1394 images/s, loss=0.4805, top1-acc=84.98%, top5-acc=98.71%, remaining_time=0:00:01.108896, arrival_time=2021-04-15 02:38:42.169902, cost_time=0:00:35.114986 2021-04-15 02:38:42,053 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.55ms, fps=1371 images/s, loss=0.4814, top1-acc=84.96%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:42.053259, cost_time=0:00:36.107325 2021-04-15 02:38:43,069 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.20ms, fps=2523 images/s, loss=1.3573, top1-acc=64.61%, top5-acc=89.06%, remaining_time=0:00:03.043830, arrival_time=2021-04-15 02:38:46.113515, cost_time=0:00:01.014613 2021-04-15 02:38:43,961 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.63ms, fps=2871 images/s, loss=1.3395, top1-acc=65.10%, top5-acc=88.89%, remaining_time=0:00:01.906520, arrival_time=2021-04-15 02:38:45.868097, cost_time=0:00:01.906523 2021-04-15 02:38:44,858 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.47ms, fps=2856 images/s, loss=1.3478, top1-acc=65.16%, top5-acc=88.84%, remaining_time=0:00:00.934460, arrival_time=2021-04-15 02:38:45.792890, cost_time=0:00:02.803369 2021-04-15 02:38:45,672 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.06ms, fps=2850 images/s, loss=1.3397, top1-acc=64.78%, top5-acc=88.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:45.672837, cost_time=0:00:03.617808 2021-04-15 02:38:46,017 INFO : Epoch=0094 complete, best val top1-acc=64.78%, top5-acc=88.81% (epoch=94), remaining_time=1:10:57.137338, arrival_time=2021-04-15 03:49:43.154396, cost_time=1:02:55.197226 2021-04-15 02:38:46,018 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 02:38:48,056 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.36ms, fps=1256 images/s, loss=0.4406, top1-acc=86.72%, top5-acc=99.30%, remaining_time=0:00:37.910706, arrival_time=2021-04-15 02:39:25.967471, cost_time=0:00:02.038206 2021-04-15 02:38:49,889 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.46ms, fps=1398 images/s, loss=0.4422, top1-acc=86.80%, top5-acc=99.20%, remaining_time=0:00:34.059520, arrival_time=2021-04-15 02:39:23.948519, cost_time=0:00:03.870400 2021-04-15 02:38:51,724 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.91ms, fps=1396 images/s, loss=0.4344, top1-acc=86.95%, top5-acc=99.18%, remaining_time=0:00:31.571042, arrival_time=2021-04-15 02:39:23.295110, cost_time=0:00:05.705605 2021-04-15 02:38:53,569 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.4248, top1-acc=87.16%, top5-acc=99.25%, remaining_time=0:00:29.448900, arrival_time=2021-04-15 02:39:23.018474, cost_time=0:00:07.551019 2021-04-15 02:38:55,405 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.60ms, fps=1395 images/s, loss=0.4226, top1-acc=87.16%, top5-acc=99.23%, remaining_time=0:00:27.409602, arrival_time=2021-04-15 02:39:22.815124, cost_time=0:00:09.386826 2021-04-15 02:38:57,243 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.30ms, fps=1394 images/s, loss=0.4244, top1-acc=87.15%, top5-acc=99.21%, remaining_time=0:00:25.442472, arrival_time=2021-04-15 02:39:22.685475, cost_time=0:00:11.224620 2021-04-15 02:38:59,075 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.07ms, fps=1397 images/s, loss=0.4277, top1-acc=86.97%, top5-acc=99.15%, remaining_time=0:00:23.502528, arrival_time=2021-04-15 02:39:22.577946, cost_time=0:00:13.056959 2021-04-15 02:39:00,917 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.71ms, fps=1390 images/s, loss=0.4327, top1-acc=86.71%, top5-acc=99.13%, remaining_time=0:00:21.603608, arrival_time=2021-04-15 02:39:22.521032, cost_time=0:00:14.899032 2021-04-15 02:39:02,758 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.60ms, fps=1391 images/s, loss=0.4359, top1-acc=86.63%, top5-acc=99.12%, remaining_time=0:00:19.715894, arrival_time=2021-04-15 02:39:22.474254, cost_time=0:00:16.739896 2021-04-15 02:39:04,604 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.4398, top1-acc=86.48%, top5-acc=99.06%, remaining_time=0:00:17.842560, arrival_time=2021-04-15 02:39:22.447031, cost_time=0:00:18.586004 2021-04-15 02:39:06,442 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.4438, top1-acc=86.27%, top5-acc=99.03%, remaining_time=0:00:15.968050, arrival_time=2021-04-15 02:39:22.410758, cost_time=0:00:20.424239 2021-04-15 02:39:08,280 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.70ms, fps=1394 images/s, loss=0.4488, top1-acc=86.12%, top5-acc=99.01%, remaining_time=0:00:14.099064, arrival_time=2021-04-15 02:39:22.379091, cost_time=0:00:22.261636 2021-04-15 02:39:10,122 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.4497, top1-acc=86.08%, top5-acc=98.99%, remaining_time=0:00:12.237522, arrival_time=2021-04-15 02:39:22.360146, cost_time=0:00:24.104250 2021-04-15 02:39:11,966 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=2.03ms, fps=1389 images/s, loss=0.4531, top1-acc=85.96%, top5-acc=98.94%, remaining_time=0:00:10.378984, arrival_time=2021-04-15 02:39:22.344972, cost_time=0:00:25.947517 2021-04-15 02:39:13,804 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.67ms, fps=1393 images/s, loss=0.4564, top1-acc=85.83%, top5-acc=98.91%, remaining_time=0:00:08.521132, arrival_time=2021-04-15 02:39:22.325871, cost_time=0:00:27.786244 2021-04-15 02:39:15,647 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.29ms, fps=1390 images/s, loss=0.4587, top1-acc=85.77%, top5-acc=98.89%, remaining_time=0:00:06.666516, arrival_time=2021-04-15 02:39:22.313931, cost_time=0:00:29.629035 2021-04-15 02:39:17,486 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.57ms, fps=1393 images/s, loss=0.4615, top1-acc=85.65%, top5-acc=98.85%, remaining_time=0:00:04.812678, arrival_time=2021-04-15 02:39:22.298624, cost_time=0:00:31.467469 2021-04-15 02:39:19,320 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.4634, top1-acc=85.63%, top5-acc=98.87%, remaining_time=0:00:02.960160, arrival_time=2021-04-15 02:39:22.280372, cost_time=0:00:33.301839 2021-04-15 02:39:21,164 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.25ms, fps=1389 images/s, loss=0.4667, top1-acc=85.52%, top5-acc=98.83%, remaining_time=0:00:01.109868, arrival_time=2021-04-15 02:39:22.274186, cost_time=0:00:35.145839 2021-04-15 02:39:22,165 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.25ms, fps=1360 images/s, loss=0.4688, top1-acc=85.46%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:22.165037, cost_time=0:00:36.146595 2021-04-15 02:39:23,196 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.22ms, fps=2487 images/s, loss=1.3119, top1-acc=65.98%, top5-acc=88.79%, remaining_time=0:00:03.088050, arrival_time=2021-04-15 02:39:26.284251, cost_time=0:00:01.029348 2021-04-15 02:39:24,091 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.93ms, fps=2862 images/s, loss=1.3604, top1-acc=64.94%, top5-acc=88.75%, remaining_time=0:00:01.924100, arrival_time=2021-04-15 02:39:26.015112, cost_time=0:00:01.924092 2021-04-15 02:39:24,981 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.29ms, fps=2877 images/s, loss=1.3552, top1-acc=64.57%, top5-acc=89.09%, remaining_time=0:00:00.938170, arrival_time=2021-04-15 02:39:25.919506, cost_time=0:00:02.814499 2021-04-15 02:39:25,794 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=2853 images/s, loss=1.3514, top1-acc=64.60%, top5-acc=89.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:25.794911, cost_time=0:00:03.628100 2021-04-15 02:39:25,975 INFO : Epoch=0095 complete, best val top1-acc=64.78%, top5-acc=88.81% (epoch=94), remaining_time=1:10:16.750965, arrival_time=2021-04-15 03:49:42.726410, cost_time=1:03:35.155613 2021-04-15 02:39:25,976 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 02:39:27,997 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.33ms, fps=1267 images/s, loss=0.4111, top1-acc=87.27%, top5-acc=99.30%, remaining_time=0:00:37.585950, arrival_time=2021-04-15 02:40:05.583782, cost_time=0:00:02.020746 2021-04-15 02:39:29,832 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.62ms, fps=1396 images/s, loss=0.4141, top1-acc=87.25%, top5-acc=99.26%, remaining_time=0:00:33.930512, arrival_time=2021-04-15 02:40:03.763343, cost_time=0:00:03.855741 2021-04-15 02:39:31,676 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.4170, top1-acc=87.11%, top5-acc=99.27%, remaining_time=0:00:31.537344, arrival_time=2021-04-15 02:40:03.214000, cost_time=0:00:05.699525 2021-04-15 02:39:33,517 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.75ms, fps=1391 images/s, loss=0.4129, top1-acc=87.30%, top5-acc=99.24%, remaining_time=0:00:29.406780, arrival_time=2021-04-15 02:40:02.924077, cost_time=0:00:07.540211 2021-04-15 02:39:35,362 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.33ms, fps=1388 images/s, loss=0.4192, top1-acc=87.25%, top5-acc=99.12%, remaining_time=0:00:27.406098, arrival_time=2021-04-15 02:40:02.768947, cost_time=0:00:09.385648 2021-04-15 02:39:37,200 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.4211, top1-acc=87.15%, top5-acc=99.11%, remaining_time=0:00:25.439072, arrival_time=2021-04-15 02:40:02.639191, cost_time=0:00:11.223115 2021-04-15 02:39:39,038 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.4219, top1-acc=87.06%, top5-acc=99.12%, remaining_time=0:00:23.509710, arrival_time=2021-04-15 02:40:02.547781, cost_time=0:00:13.060946 2021-04-15 02:39:40,880 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.67ms, fps=1390 images/s, loss=0.4236, top1-acc=87.03%, top5-acc=99.08%, remaining_time=0:00:21.610220, arrival_time=2021-04-15 02:40:02.490816, cost_time=0:00:14.903562 2021-04-15 02:39:42,722 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.4268, top1-acc=86.85%, top5-acc=99.06%, remaining_time=0:00:19.722360, arrival_time=2021-04-15 02:40:02.444797, cost_time=0:00:16.745356 2021-04-15 02:39:44,558 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.4288, top1-acc=86.79%, top5-acc=99.07%, remaining_time=0:00:17.838144, arrival_time=2021-04-15 02:40:02.396671, cost_time=0:00:18.581393 2021-04-15 02:39:46,396 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.4335, top1-acc=86.65%, top5-acc=99.00%, remaining_time=0:00:15.964438, arrival_time=2021-04-15 02:40:02.361161, cost_time=0:00:20.419634 2021-04-15 02:39:48,241 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.4384, top1-acc=86.47%, top5-acc=98.98%, remaining_time=0:00:14.100964, arrival_time=2021-04-15 02:40:02.342677, cost_time=0:00:22.264629 2021-04-15 02:39:50,079 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.4426, top1-acc=86.29%, top5-acc=98.97%, remaining_time=0:00:12.236796, arrival_time=2021-04-15 02:40:02.316669, cost_time=0:00:24.102783 2021-04-15 02:39:51,919 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.4449, top1-acc=86.22%, top5-acc=98.95%, remaining_time=0:00:10.376800, arrival_time=2021-04-15 02:40:02.295816, cost_time=0:00:25.942025 2021-04-15 02:39:53,754 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.29ms, fps=1395 images/s, loss=0.4489, top1-acc=86.08%, top5-acc=98.93%, remaining_time=0:00:08.518510, arrival_time=2021-04-15 02:40:02.273332, cost_time=0:00:27.777744 2021-04-15 02:39:55,589 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.4533, top1-acc=85.90%, top5-acc=98.92%, remaining_time=0:00:06.662736, arrival_time=2021-04-15 02:40:02.251974, cost_time=0:00:29.612237 2021-04-15 02:39:57,425 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.4556, top1-acc=85.82%, top5-acc=98.90%, remaining_time=0:00:04.809740, arrival_time=2021-04-15 02:40:02.235021, cost_time=0:00:31.448288 2021-04-15 02:39:59,264 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.54ms, fps=1392 images/s, loss=0.4576, top1-acc=85.78%, top5-acc=98.91%, remaining_time=0:00:02.958864, arrival_time=2021-04-15 02:40:02.223245, cost_time=0:00:33.287298 2021-04-15 02:40:01,111 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=2.44ms, fps=1387 images/s, loss=0.4621, top1-acc=85.65%, top5-acc=98.88%, remaining_time=0:00:01.109502, arrival_time=2021-04-15 02:40:02.220833, cost_time=0:00:35.134233 2021-04-15 02:40:02,108 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.33ms, fps=1364 images/s, loss=0.4643, top1-acc=85.63%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:02.108676, cost_time=0:00:36.131688 2021-04-15 02:40:03,145 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.21ms, fps=2474 images/s, loss=1.3203, top1-acc=65.70%, top5-acc=89.73%, remaining_time=0:00:03.104280, arrival_time=2021-04-15 02:40:06.249581, cost_time=0:00:01.034765 2021-04-15 02:40:04,038 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.44ms, fps=2866 images/s, loss=1.3454, top1-acc=65.06%, top5-acc=89.75%, remaining_time=0:00:01.928400, arrival_time=2021-04-15 02:40:05.967271, cost_time=0:00:01.928396 2021-04-15 02:40:04,929 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.30ms, fps=2876 images/s, loss=1.3622, top1-acc=64.93%, top5-acc=89.32%, remaining_time=0:00:00.939630, arrival_time=2021-04-15 02:40:05.868993, cost_time=0:00:02.818887 2021-04-15 02:40:05,744 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.16ms, fps=2847 images/s, loss=1.3690, top1-acc=64.96%, top5-acc=89.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:05.744644, cost_time=0:00:03.634107 2021-04-15 02:40:06,112 INFO : Epoch=0096 complete, best val top1-acc=64.96%, top5-acc=89.16% (epoch=96), remaining_time=1:09:36.567200, arrival_time=2021-04-15 03:49:42.679835, cost_time=1:04:15.292796 2021-04-15 02:40:06,113 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 02:40:08,138 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.31ms, fps=1265 images/s, loss=0.4332, top1-acc=86.99%, top5-acc=98.98%, remaining_time=0:00:37.654770, arrival_time=2021-04-15 02:40:45.793367, cost_time=0:00:02.024448 2021-04-15 02:40:09,981 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.4274, top1-acc=86.99%, top5-acc=99.22%, remaining_time=0:00:34.029600, arrival_time=2021-04-15 02:40:44.010753, cost_time=0:00:03.866997 2021-04-15 02:40:11,816 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.4326, top1-acc=86.69%, top5-acc=99.11%, remaining_time=0:00:31.552616, arrival_time=2021-04-15 02:40:43.369090, cost_time=0:00:05.702271 2021-04-15 02:40:13,670 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=2.38ms, fps=1382 images/s, loss=0.4321, top1-acc=86.80%, top5-acc=99.05%, remaining_time=0:00:29.468556, arrival_time=2021-04-15 02:40:43.138740, cost_time=0:00:07.556028 2021-04-15 02:40:15,510 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.04ms, fps=1392 images/s, loss=0.4319, top1-acc=86.62%, top5-acc=99.06%, remaining_time=0:00:27.436904, arrival_time=2021-04-15 02:40:42.947271, cost_time=0:00:09.396219 2021-04-15 02:40:17,345 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.4312, top1-acc=86.61%, top5-acc=99.11%, remaining_time=0:00:25.457976, arrival_time=2021-04-15 02:40:42.803500, cost_time=0:00:11.231454 2021-04-15 02:40:19,184 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.4259, top1-acc=86.81%, top5-acc=99.13%, remaining_time=0:00:23.526846, arrival_time=2021-04-15 02:40:42.711530, cost_time=0:00:13.070478 2021-04-15 02:40:21,018 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.4281, top1-acc=86.70%, top5-acc=99.06%, remaining_time=0:00:21.611844, arrival_time=2021-04-15 02:40:42.630674, cost_time=0:00:14.904754 2021-04-15 02:40:22,868 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.4306, top1-acc=86.63%, top5-acc=99.05%, remaining_time=0:00:19.732642, arrival_time=2021-04-15 02:40:42.600919, cost_time=0:00:16.754129 2021-04-15 02:40:24,716 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.86ms, fps=1385 images/s, loss=0.4299, top1-acc=86.79%, top5-acc=99.00%, remaining_time=0:00:17.858304, arrival_time=2021-04-15 02:40:42.575017, cost_time=0:00:18.602425 2021-04-15 02:40:26,550 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.72ms, fps=1396 images/s, loss=0.4330, top1-acc=86.73%, top5-acc=99.00%, remaining_time=0:00:15.977682, arrival_time=2021-04-15 02:40:42.528518, cost_time=0:00:20.436618 2021-04-15 02:40:28,386 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.4362, top1-acc=86.61%, top5-acc=99.00%, remaining_time=0:00:14.105676, arrival_time=2021-04-15 02:40:42.491836, cost_time=0:00:22.272087 2021-04-15 02:40:30,250 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.83ms, fps=1374 images/s, loss=0.4375, top1-acc=86.61%, top5-acc=98.98%, remaining_time=0:00:12.253626, arrival_time=2021-04-15 02:40:42.503742, cost_time=0:00:24.135914 2021-04-15 02:40:32,111 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.68ms, fps=1376 images/s, loss=0.4409, top1-acc=86.45%, top5-acc=98.98%, remaining_time=0:00:10.398640, arrival_time=2021-04-15 02:40:42.509780, cost_time=0:00:25.996612 2021-04-15 02:40:33,955 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.73ms, fps=1389 images/s, loss=0.4427, top1-acc=86.36%, top5-acc=98.96%, remaining_time=0:00:08.537830, arrival_time=2021-04-15 02:40:42.492727, cost_time=0:00:27.840699 2021-04-15 02:40:35,801 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.84ms, fps=1387 images/s, loss=0.4450, top1-acc=86.26%, top5-acc=98.93%, remaining_time=0:00:06.679512, arrival_time=2021-04-15 02:40:42.480772, cost_time=0:00:29.686732 2021-04-15 02:40:37,645 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.54ms, fps=1389 images/s, loss=0.4459, top1-acc=86.25%, top5-acc=98.93%, remaining_time=0:00:04.822376, arrival_time=2021-04-15 02:40:42.467526, cost_time=0:00:31.531000 2021-04-15 02:40:39,490 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.48ms, fps=1388 images/s, loss=0.4486, top1-acc=86.16%, top5-acc=98.92%, remaining_time=0:00:02.966736, arrival_time=2021-04-15 02:40:42.456724, cost_time=0:00:33.375828 2021-04-15 02:40:41,328 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.4508, top1-acc=86.11%, top5-acc=98.91%, remaining_time=0:00:01.112034, arrival_time=2021-04-15 02:40:42.440660, cost_time=0:00:35.214465 2021-04-15 02:40:42,325 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.43ms, fps=1365 images/s, loss=0.4533, top1-acc=86.03%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:42.325304, cost_time=0:00:36.211115 2021-04-15 02:40:43,362 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.40ms, fps=2475 images/s, loss=1.4146, top1-acc=63.05%, top5-acc=88.63%, remaining_time=0:00:03.102840, arrival_time=2021-04-15 02:40:46.464804, cost_time=0:00:01.034280 2021-04-15 02:40:44,257 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.29ms, fps=2859 images/s, loss=1.4029, top1-acc=63.59%, top5-acc=88.69%, remaining_time=0:00:01.930020, arrival_time=2021-04-15 02:40:46.187845, cost_time=0:00:01.930013 2021-04-15 02:40:45,150 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.42ms, fps=2869 images/s, loss=1.4199, top1-acc=63.39%, top5-acc=88.28%, remaining_time=0:00:00.940960, arrival_time=2021-04-15 02:40:46.091536, cost_time=0:00:02.822894 2021-04-15 02:40:45,965 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=2847 images/s, loss=1.4109, top1-acc=63.37%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:45.965802, cost_time=0:00:03.638158 2021-04-15 02:40:46,131 INFO : Epoch=0097 complete, best val top1-acc=64.96%, top5-acc=89.16% (epoch=96), remaining_time=1:08:56.258859, arrival_time=2021-04-15 03:49:42.390395, cost_time=1:04:55.311710 2021-04-15 02:40:46,132 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 02:40:48,167 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.32ms, fps=1258 images/s, loss=0.4416, top1-acc=86.56%, top5-acc=99.18%, remaining_time=0:00:37.841328, arrival_time=2021-04-15 02:41:26.008880, cost_time=0:00:02.034479 2021-04-15 02:40:50,007 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.4309, top1-acc=86.68%, top5-acc=99.16%, remaining_time=0:00:34.091200, arrival_time=2021-04-15 02:41:24.098271, cost_time=0:00:03.873994 2021-04-15 02:40:51,846 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.46ms, fps=1392 images/s, loss=0.4121, top1-acc=87.36%, top5-acc=99.15%, remaining_time=0:00:31.616194, arrival_time=2021-04-15 02:41:23.463029, cost_time=0:00:05.713760 2021-04-15 02:40:53,699 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=0.4087, top1-acc=87.50%, top5-acc=99.12%, remaining_time=0:00:29.509272, arrival_time=2021-04-15 02:41:23.208814, cost_time=0:00:07.566460 2021-04-15 02:40:55,545 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.4116, top1-acc=87.34%, top5-acc=99.15%, remaining_time=0:00:27.485084, arrival_time=2021-04-15 02:41:23.030925, cost_time=0:00:09.412708 2021-04-15 02:40:57,382 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.88ms, fps=1395 images/s, loss=0.4152, top1-acc=87.19%, top5-acc=99.08%, remaining_time=0:00:25.497688, arrival_time=2021-04-15 02:41:22.879730, cost_time=0:00:11.248958 2021-04-15 02:40:59,217 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.4165, top1-acc=87.11%, top5-acc=99.11%, remaining_time=0:00:23.552550, arrival_time=2021-04-15 02:41:22.770275, cost_time=0:00:13.084722 2021-04-15 02:41:01,055 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.67ms, fps=1393 images/s, loss=0.4170, top1-acc=87.05%, top5-acc=99.10%, remaining_time=0:00:21.637944, arrival_time=2021-04-15 02:41:22.693740, cost_time=0:00:14.922708 2021-04-15 02:41:02,903 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.4176, top1-acc=87.03%, top5-acc=99.11%, remaining_time=0:00:19.751934, arrival_time=2021-04-15 02:41:22.655516, cost_time=0:00:16.770497 2021-04-15 02:41:04,746 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.4175, top1-acc=87.10%, top5-acc=99.10%, remaining_time=0:00:17.868480, arrival_time=2021-04-15 02:41:22.614548, cost_time=0:00:18.612984 2021-04-15 02:41:06,585 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.4203, top1-acc=87.01%, top5-acc=99.11%, remaining_time=0:00:15.989722, arrival_time=2021-04-15 02:41:22.574803, cost_time=0:00:20.452004 2021-04-15 02:41:08,416 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.40ms, fps=1398 images/s, loss=0.4247, top1-acc=86.89%, top5-acc=99.08%, remaining_time=0:00:14.112972, arrival_time=2021-04-15 02:41:22.529704, cost_time=0:00:22.283660 2021-04-15 02:41:10,249 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.4281, top1-acc=86.77%, top5-acc=99.04%, remaining_time=0:00:12.243660, arrival_time=2021-04-15 02:41:22.493034, cost_time=0:00:24.116348 2021-04-15 02:41:12,087 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.4333, top1-acc=86.58%, top5-acc=99.01%, remaining_time=0:00:10.381560, arrival_time=2021-04-15 02:41:22.468564, cost_time=0:00:25.953930 2021-04-15 02:41:13,919 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.37ms, fps=1398 images/s, loss=0.4374, top1-acc=86.53%, top5-acc=98.99%, remaining_time=0:00:08.521086, arrival_time=2021-04-15 02:41:22.440250, cost_time=0:00:27.786175 2021-04-15 02:41:15,755 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.58ms, fps=1394 images/s, loss=0.4406, top1-acc=86.41%, top5-acc=98.96%, remaining_time=0:00:06.665076, arrival_time=2021-04-15 02:41:22.420552, cost_time=0:00:29.622481 2021-04-15 02:41:17,593 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.4419, top1-acc=86.38%, top5-acc=98.94%, remaining_time=0:00:04.811534, arrival_time=2021-04-15 02:41:22.404688, cost_time=0:00:31.460074 2021-04-15 02:41:19,435 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.33ms, fps=1390 images/s, loss=0.4458, top1-acc=86.22%, top5-acc=98.91%, remaining_time=0:00:02.960192, arrival_time=2021-04-15 02:41:22.395539, cost_time=0:00:33.302187 2021-04-15 02:41:21,276 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.21ms, fps=1391 images/s, loss=0.4482, top1-acc=86.14%, top5-acc=98.90%, remaining_time=0:00:01.109802, arrival_time=2021-04-15 02:41:22.386517, cost_time=0:00:35.143648 2021-04-15 02:41:22,267 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.26ms, fps=1373 images/s, loss=0.4496, top1-acc=86.08%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:22.267816, cost_time=0:00:36.134841 2021-04-15 02:41:23,271 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.69ms, fps=2555 images/s, loss=1.4297, top1-acc=63.63%, top5-acc=87.93%, remaining_time=0:00:03.005310, arrival_time=2021-04-15 02:41:26.276589, cost_time=0:00:01.001769 2021-04-15 02:41:24,163 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.38ms, fps=2870 images/s, loss=1.4112, top1-acc=64.16%, top5-acc=88.14%, remaining_time=0:00:01.894060, arrival_time=2021-04-15 02:41:26.057689, cost_time=0:00:01.894058 2021-04-15 02:41:25,055 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.35ms, fps=2874 images/s, loss=1.4008, top1-acc=64.15%, top5-acc=88.06%, remaining_time=0:00:00.928490, arrival_time=2021-04-15 02:41:25.983474, cost_time=0:00:02.785479 2021-04-15 02:41:25,868 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=2854 images/s, loss=1.4484, top1-acc=63.59%, top5-acc=87.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:25.868210, cost_time=0:00:03.598744 2021-04-15 02:41:26,036 INFO : Epoch=0098 complete, best val top1-acc=64.96%, top5-acc=89.16% (epoch=96), remaining_time=1:08:15.837234, arrival_time=2021-04-15 03:49:41.873227, cost_time=1:05:35.216166 2021-04-15 02:41:26,037 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 02:41:28,046 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.66ms, fps=1274 images/s, loss=0.4293, top1-acc=87.19%, top5-acc=99.02%, remaining_time=0:00:37.372236, arrival_time=2021-04-15 02:42:05.419024, cost_time=0:00:02.009264 2021-04-15 02:41:29,885 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.4142, top1-acc=87.21%, top5-acc=99.16%, remaining_time=0:00:33.857824, arrival_time=2021-04-15 02:42:03.742828, cost_time=0:00:03.847477 2021-04-15 02:41:31,720 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.4113, top1-acc=87.27%, top5-acc=99.17%, remaining_time=0:00:31.442558, arrival_time=2021-04-15 02:42:03.162479, cost_time=0:00:05.682395 2021-04-15 02:41:33,556 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.4034, top1-acc=87.52%, top5-acc=99.19%, remaining_time=0:00:29.323632, arrival_time=2021-04-15 02:42:02.880072, cost_time=0:00:07.518864 2021-04-15 02:41:35,392 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=2.11ms, fps=1395 images/s, loss=0.4014, top1-acc=87.61%, top5-acc=99.12%, remaining_time=0:00:27.316746, arrival_time=2021-04-15 02:42:02.709330, cost_time=0:00:09.355053 2021-04-15 02:41:37,229 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.4019, top1-acc=87.71%, top5-acc=99.08%, remaining_time=0:00:25.367944, arrival_time=2021-04-15 02:42:02.597186, cost_time=0:00:11.191748 2021-04-15 02:41:39,070 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.4070, top1-acc=87.42%, top5-acc=99.10%, remaining_time=0:00:23.459436, arrival_time=2021-04-15 02:42:02.529991, cost_time=0:00:13.033033 2021-04-15 02:41:40,905 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.4067, top1-acc=87.52%, top5-acc=99.12%, remaining_time=0:00:21.557904, arrival_time=2021-04-15 02:42:02.462922, cost_time=0:00:14.867490 2021-04-15 02:41:42,737 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.44ms, fps=1398 images/s, loss=0.4056, top1-acc=87.54%, top5-acc=99.13%, remaining_time=0:00:19.668406, arrival_time=2021-04-15 02:42:02.405461, cost_time=0:00:16.699622 2021-04-15 02:41:44,578 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.59ms, fps=1391 images/s, loss=0.4061, top1-acc=87.49%, top5-acc=99.13%, remaining_time=0:00:17.799264, arrival_time=2021-04-15 02:42:02.377796, cost_time=0:00:18.540898 2021-04-15 02:41:46,411 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.4100, top1-acc=87.34%, top5-acc=99.12%, remaining_time=0:00:15.928576, arrival_time=2021-04-15 02:42:02.339760, cost_time=0:00:20.373742 2021-04-15 02:41:48,267 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.4125, top1-acc=87.32%, top5-acc=99.10%, remaining_time=0:00:14.078696, arrival_time=2021-04-15 02:42:02.345690, cost_time=0:00:22.229466 2021-04-15 02:41:50,103 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.57ms, fps=1394 images/s, loss=0.4141, top1-acc=87.26%, top5-acc=99.09%, remaining_time=0:00:12.218250, arrival_time=2021-04-15 02:42:02.321987, cost_time=0:00:24.066208 2021-04-15 02:41:51,945 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.75ms, fps=1391 images/s, loss=0.4171, top1-acc=87.16%, top5-acc=99.06%, remaining_time=0:00:10.363024, arrival_time=2021-04-15 02:42:02.308142, cost_time=0:00:25.907490 2021-04-15 02:41:53,785 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.95ms, fps=1392 images/s, loss=0.4211, top1-acc=87.04%, top5-acc=99.03%, remaining_time=0:00:08.509264, arrival_time=2021-04-15 02:42:02.294373, cost_time=0:00:27.747580 2021-04-15 02:41:55,623 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.64ms, fps=1393 images/s, loss=0.4264, top1-acc=86.86%, top5-acc=99.01%, remaining_time=0:00:06.656868, arrival_time=2021-04-15 02:42:02.280402, cost_time=0:00:29.586082 2021-04-15 02:41:57,458 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.4312, top1-acc=86.71%, top5-acc=98.97%, remaining_time=0:00:04.805476, arrival_time=2021-04-15 02:42:02.263440, cost_time=0:00:31.420448 2021-04-15 02:41:59,296 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.64ms, fps=1393 images/s, loss=0.4356, top1-acc=86.54%, top5-acc=98.97%, remaining_time=0:00:02.956368, arrival_time=2021-04-15 02:42:02.252967, cost_time=0:00:33.259145 2021-04-15 02:42:01,130 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.21ms, fps=1396 images/s, loss=0.4399, top1-acc=86.38%, top5-acc=98.92%, remaining_time=0:00:01.108206, arrival_time=2021-04-15 02:42:02.238869, cost_time=0:00:35.093224 2021-04-15 02:42:02,125 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.19ms, fps=1368 images/s, loss=0.4402, top1-acc=86.39%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:02.125143, cost_time=0:00:36.087708 2021-04-15 02:42:03,128 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.50ms, fps=2557 images/s, loss=1.3159, top1-acc=65.66%, top5-acc=88.98%, remaining_time=0:00:03.003450, arrival_time=2021-04-15 02:42:06.131722, cost_time=0:00:01.001153 2021-04-15 02:42:04,019 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.29ms, fps=2875 images/s, loss=1.3407, top1-acc=64.69%, top5-acc=89.04%, remaining_time=0:00:01.892360, arrival_time=2021-04-15 02:42:05.911638, cost_time=0:00:01.892366 2021-04-15 02:42:04,910 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.36ms, fps=2873 images/s, loss=1.3347, top1-acc=64.70%, top5-acc=89.06%, remaining_time=0:00:00.927920, arrival_time=2021-04-15 02:42:05.838661, cost_time=0:00:02.783772 2021-04-15 02:42:05,725 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.07ms, fps=2850 images/s, loss=1.3690, top1-acc=64.61%, top5-acc=88.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:05.725219, cost_time=0:00:03.598341 2021-04-15 02:42:05,899 INFO : Epoch=0099 complete, best val top1-acc=64.96%, top5-acc=89.16% (epoch=96), remaining_time=1:07:35.384421, arrival_time=2021-04-15 03:49:41.284012, cost_time=1:06:15.079759 2021-04-15 02:42:05,900 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 02:42:07,889 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.63ms, fps=1287 images/s, loss=0.4107, top1-acc=87.11%, top5-acc=99.34%, remaining_time=0:00:36.990192, arrival_time=2021-04-15 02:42:44.880052, cost_time=0:00:01.988717 2021-04-15 02:42:09,728 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.4160, top1-acc=86.87%, top5-acc=99.22%, remaining_time=0:00:33.679536, arrival_time=2021-04-15 02:42:43.407913, cost_time=0:00:03.827211 2021-04-15 02:42:11,570 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.70ms, fps=1390 images/s, loss=0.4070, top1-acc=87.23%, top5-acc=99.30%, remaining_time=0:00:31.368688, arrival_time=2021-04-15 02:42:42.938792, cost_time=0:00:05.669048 2021-04-15 02:42:13,410 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.4041, top1-acc=87.44%, top5-acc=99.31%, remaining_time=0:00:29.283384, arrival_time=2021-04-15 02:42:42.693300, cost_time=0:00:07.508566 2021-04-15 02:42:15,247 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.46ms, fps=1394 images/s, loss=0.4063, top1-acc=87.42%, top5-acc=99.31%, remaining_time=0:00:27.290904, arrival_time=2021-04-15 02:42:42.538184, cost_time=0:00:09.346225 2021-04-15 02:42:17,087 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.4053, top1-acc=87.49%, top5-acc=99.26%, remaining_time=0:00:25.354616, arrival_time=2021-04-15 02:42:42.441633, cost_time=0:00:11.185874 2021-04-15 02:42:18,922 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.4045, top1-acc=87.59%, top5-acc=99.22%, remaining_time=0:00:23.437638, arrival_time=2021-04-15 02:42:42.359594, cost_time=0:00:13.020891 2021-04-15 02:42:20,754 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.4025, top1-acc=87.67%, top5-acc=99.26%, remaining_time=0:00:21.537836, arrival_time=2021-04-15 02:42:42.292648, cost_time=0:00:14.853642 2021-04-15 02:42:22,594 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.93ms, fps=1392 images/s, loss=0.4017, top1-acc=87.76%, top5-acc=99.27%, remaining_time=0:00:19.661198, arrival_time=2021-04-15 02:42:42.255815, cost_time=0:00:16.693476 2021-04-15 02:42:24,432 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.3992, top1-acc=87.82%, top5-acc=99.27%, remaining_time=0:00:17.789856, arrival_time=2021-04-15 02:42:42.222081, cost_time=0:00:18.531066 2021-04-15 02:42:26,277 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.4007, top1-acc=87.72%, top5-acc=99.27%, remaining_time=0:00:15.930726, arrival_time=2021-04-15 02:42:42.208324, cost_time=0:00:20.376457 2021-04-15 02:42:28,111 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.4032, top1-acc=87.62%, top5-acc=99.25%, remaining_time=0:00:14.066536, arrival_time=2021-04-15 02:42:42.177987, cost_time=0:00:22.210305 2021-04-15 02:42:29,947 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.81ms, fps=1395 images/s, loss=0.4068, top1-acc=87.54%, top5-acc=99.22%, remaining_time=0:00:12.208218, arrival_time=2021-04-15 02:42:42.155812, cost_time=0:00:24.046500 2021-04-15 02:42:31,791 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=4.51ms, fps=1389 images/s, loss=0.4106, top1-acc=87.39%, top5-acc=99.19%, remaining_time=0:00:10.356024, arrival_time=2021-04-15 02:42:42.147289, cost_time=0:00:25.890096 2021-04-15 02:42:33,632 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.45ms, fps=1391 images/s, loss=0.4138, top1-acc=87.25%, top5-acc=99.17%, remaining_time=0:00:08.504388, arrival_time=2021-04-15 02:42:42.137163, cost_time=0:00:27.731718 2021-04-15 02:42:35,468 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.4186, top1-acc=87.04%, top5-acc=99.15%, remaining_time=0:00:06.652620, arrival_time=2021-04-15 02:42:42.120847, cost_time=0:00:29.567175 2021-04-15 02:42:37,302 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.51ms, fps=1396 images/s, loss=0.4222, top1-acc=86.93%, top5-acc=99.09%, remaining_time=0:00:04.802616, arrival_time=2021-04-15 02:42:42.105497, cost_time=0:00:31.401742 2021-04-15 02:42:39,135 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.4266, top1-acc=86.76%, top5-acc=99.07%, remaining_time=0:00:02.954192, arrival_time=2021-04-15 02:42:42.089991, cost_time=0:00:33.234653 2021-04-15 02:42:40,972 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.23ms, fps=1394 images/s, loss=0.4294, top1-acc=86.66%, top5-acc=99.06%, remaining_time=0:00:01.107510, arrival_time=2021-04-15 02:42:42.079798, cost_time=0:00:35.071235 2021-04-15 02:42:41,965 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.14ms, fps=1370 images/s, loss=0.4328, top1-acc=86.53%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:41.965307, cost_time=0:00:36.064182 2021-04-15 02:42:42,973 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.41ms, fps=2544 images/s, loss=1.4508, top1-acc=62.11%, top5-acc=88.98%, remaining_time=0:00:03.019080, arrival_time=2021-04-15 02:42:45.992673, cost_time=0:00:01.006365 2021-04-15 02:42:43,864 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.38ms, fps=2875 images/s, loss=1.4400, top1-acc=62.62%, top5-acc=88.54%, remaining_time=0:00:01.897080, arrival_time=2021-04-15 02:42:45.761372, cost_time=0:00:01.897077 2021-04-15 02:42:44,757 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.72ms, fps=2868 images/s, loss=1.4498, top1-acc=63.14%, top5-acc=88.26%, remaining_time=0:00:00.930020, arrival_time=2021-04-15 02:42:45.687295, cost_time=0:00:02.790061 2021-04-15 02:42:45,574 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.06ms, fps=2841 images/s, loss=1.4329, top1-acc=63.23%, top5-acc=88.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:45.574187, cost_time=0:00:03.607011 2021-04-15 02:42:45,762 INFO : Epoch=0100 complete, best val top1-acc=64.96%, top5-acc=89.16% (epoch=96), remaining_time=1:06:54.942200, arrival_time=2021-04-15 03:49:40.704216, cost_time=1:06:54.942193 2021-04-15 02:42:45,763 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 02:42:47,771 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.36ms, fps=1275 images/s, loss=0.4313, top1-acc=86.95%, top5-acc=98.95%, remaining_time=0:00:37.336338, arrival_time=2021-04-15 02:43:25.107241, cost_time=0:00:02.007332 2021-04-15 02:42:49,677 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=50.84ms, fps=1343 images/s, loss=0.3971, top1-acc=88.14%, top5-acc=99.24%, remaining_time=0:00:34.441616, arrival_time=2021-04-15 02:43:24.118924, cost_time=0:00:03.913816 2021-04-15 02:42:51,524 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.3905, top1-acc=87.99%, top5-acc=99.24%, remaining_time=0:00:31.874822, arrival_time=2021-04-15 02:43:23.398796, cost_time=0:00:05.760513 2021-04-15 02:42:53,366 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.3868, top1-acc=88.11%, top5-acc=99.24%, remaining_time=0:00:29.650764, arrival_time=2021-04-15 02:43:23.017019, cost_time=0:00:07.602774 2021-04-15 02:42:55,203 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.3871, top1-acc=88.17%, top5-acc=99.26%, remaining_time=0:00:27.565384, arrival_time=2021-04-15 02:43:22.768939, cost_time=0:00:09.440185 2021-04-15 02:42:57,041 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.70ms, fps=1393 images/s, loss=0.3867, top1-acc=88.20%, top5-acc=99.28%, remaining_time=0:00:25.563376, arrival_time=2021-04-15 02:43:22.604781, cost_time=0:00:11.277938 2021-04-15 02:42:58,876 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.3896, top1-acc=88.00%, top5-acc=99.25%, remaining_time=0:00:23.603958, arrival_time=2021-04-15 02:43:22.480732, cost_time=0:00:13.113328 2021-04-15 02:43:00,725 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=0.3931, top1-acc=87.78%, top5-acc=99.22%, remaining_time=0:00:21.695016, arrival_time=2021-04-15 02:43:22.420544, cost_time=0:00:14.962041 2021-04-15 02:43:02,561 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.3914, top1-acc=87.88%, top5-acc=99.20%, remaining_time=0:00:19.784370, arrival_time=2021-04-15 02:43:22.346040, cost_time=0:00:16.798087 2021-04-15 02:43:04,401 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.3904, top1-acc=87.93%, top5-acc=99.21%, remaining_time=0:00:17.892384, arrival_time=2021-04-15 02:43:22.293663, cost_time=0:00:18.637895 2021-04-15 02:43:06,237 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.3911, top1-acc=87.91%, top5-acc=99.18%, remaining_time=0:00:16.007266, arrival_time=2021-04-15 02:43:22.245167, cost_time=0:00:20.474450 2021-04-15 02:43:08,075 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.3968, top1-acc=87.71%, top5-acc=99.15%, remaining_time=0:00:14.131212, arrival_time=2021-04-15 02:43:22.207042, cost_time=0:00:22.312449 2021-04-15 02:43:09,914 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.4007, top1-acc=87.57%, top5-acc=99.13%, remaining_time=0:00:12.261150, arrival_time=2021-04-15 02:43:22.175271, cost_time=0:00:24.150743 2021-04-15 02:43:11,752 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.4026, top1-acc=87.53%, top5-acc=99.12%, remaining_time=0:00:10.395840, arrival_time=2021-04-15 02:43:22.148741, cost_time=0:00:25.989532 2021-04-15 02:43:13,595 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.83ms, fps=1390 images/s, loss=0.4058, top1-acc=87.40%, top5-acc=99.11%, remaining_time=0:00:08.535208, arrival_time=2021-04-15 02:43:22.130907, cost_time=0:00:27.832253 2021-04-15 02:43:15,438 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.4085, top1-acc=87.34%, top5-acc=99.11%, remaining_time=0:00:06.676920, arrival_time=2021-04-15 02:43:22.115650, cost_time=0:00:29.675270 2021-04-15 02:43:17,275 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.4120, top1-acc=87.24%, top5-acc=99.09%, remaining_time=0:00:04.819438, arrival_time=2021-04-15 02:43:22.094604, cost_time=0:00:31.511782 2021-04-15 02:43:19,110 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.4147, top1-acc=87.15%, top5-acc=99.08%, remaining_time=0:00:02.964128, arrival_time=2021-04-15 02:43:22.074050, cost_time=0:00:33.346437 2021-04-15 02:43:20,952 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.4179, top1-acc=87.04%, top5-acc=99.06%, remaining_time=0:00:01.111212, arrival_time=2021-04-15 02:43:22.063188, cost_time=0:00:35.188409 2021-04-15 02:43:21,943 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.26ms, fps=1372 images/s, loss=0.4194, top1-acc=86.99%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:21.943630, cost_time=0:00:36.180254 2021-04-15 02:43:22,946 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.20ms, fps=2557 images/s, loss=1.3530, top1-acc=65.08%, top5-acc=88.79%, remaining_time=0:00:03.002970, arrival_time=2021-04-15 02:43:25.949515, cost_time=0:00:01.000988 2021-04-15 02:43:23,838 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.26ms, fps=2872 images/s, loss=1.3533, top1-acc=65.12%, top5-acc=88.57%, remaining_time=0:00:01.893020, arrival_time=2021-04-15 02:43:25.731571, cost_time=0:00:01.893022 2021-04-15 02:43:24,736 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.24ms, fps=2853 images/s, loss=1.3504, top1-acc=65.16%, top5-acc=88.96%, remaining_time=0:00:00.930330, arrival_time=2021-04-15 02:43:25.666807, cost_time=0:00:02.790994 2021-04-15 02:43:25,566 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=2796 images/s, loss=1.3565, top1-acc=65.08%, top5-acc=88.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:43:25.566812, cost_time=0:00:03.621281 2021-04-15 02:43:25,958 INFO : Epoch=0101 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:06:14.838714, arrival_time=2021-04-15 03:49:40.797032, cost_time=1:07:35.138474 2021-04-15 02:43:25,959 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 02:43:27,994 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.85ms, fps=1258 images/s, loss=0.4110, top1-acc=87.54%, top5-acc=99.41%, remaining_time=0:00:37.836492, arrival_time=2021-04-15 02:44:05.830910, cost_time=0:00:02.034217 2021-04-15 02:43:29,838 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.08ms, fps=1389 images/s, loss=0.3829, top1-acc=88.34%, top5-acc=99.45%, remaining_time=0:00:34.128864, arrival_time=2021-04-15 02:44:03.967256, cost_time=0:00:03.878286 2021-04-15 02:43:31,679 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.63ms, fps=1391 images/s, loss=0.3845, top1-acc=88.40%, top5-acc=99.31%, remaining_time=0:00:31.645908, arrival_time=2021-04-15 02:44:03.325259, cost_time=0:00:05.719125 2021-04-15 02:43:33,515 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.31ms, fps=1395 images/s, loss=0.3786, top1-acc=88.56%, top5-acc=99.31%, remaining_time=0:00:29.466060, arrival_time=2021-04-15 02:44:02.981488, cost_time=0:00:07.555400 2021-04-15 02:43:35,356 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.63ms, fps=1391 images/s, loss=0.3739, top1-acc=88.64%, top5-acc=99.32%, remaining_time=0:00:27.436320, arrival_time=2021-04-15 02:44:02.792444, cost_time=0:00:09.395981 2021-04-15 02:43:37,204 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.3733, top1-acc=88.70%, top5-acc=99.28%, remaining_time=0:00:25.487216, arrival_time=2021-04-15 02:44:02.691690, cost_time=0:00:11.244360 2021-04-15 02:43:39,047 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.89ms, fps=1390 images/s, loss=0.3749, top1-acc=88.58%, top5-acc=99.33%, remaining_time=0:00:23.556582, arrival_time=2021-04-15 02:44:02.603656, cost_time=0:00:13.086973 2021-04-15 02:43:40,885 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.99ms, fps=1393 images/s, loss=0.3742, top1-acc=88.64%, top5-acc=99.34%, remaining_time=0:00:21.641076, arrival_time=2021-04-15 02:44:02.526129, cost_time=0:00:14.924870 2021-04-15 02:43:42,718 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.3730, top1-acc=88.68%, top5-acc=99.34%, remaining_time=0:00:19.738154, arrival_time=2021-04-15 02:44:02.456968, cost_time=0:00:16.758797 2021-04-15 02:43:44,554 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.54ms, fps=1395 images/s, loss=0.3757, top1-acc=88.64%, top5-acc=99.34%, remaining_time=0:00:17.850144, arrival_time=2021-04-15 02:44:02.404087, cost_time=0:00:18.593853 2021-04-15 02:43:46,412 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.70ms, fps=1378 images/s, loss=0.3778, top1-acc=88.52%, top5-acc=99.33%, remaining_time=0:00:15.990238, arrival_time=2021-04-15 02:44:02.402927, cost_time=0:00:20.452628 2021-04-15 02:43:48,254 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.29ms, fps=1391 images/s, loss=0.3810, top1-acc=88.34%, top5-acc=99.32%, remaining_time=0:00:14.119584, arrival_time=2021-04-15 02:44:02.373757, cost_time=0:00:22.294072 2021-04-15 02:43:50,093 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.3844, top1-acc=88.15%, top5-acc=99.30%, remaining_time=0:00:12.252372, arrival_time=2021-04-15 02:44:02.346003, cost_time=0:00:24.133525 2021-04-15 02:43:51,942 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.3861, top1-acc=88.15%, top5-acc=99.30%, remaining_time=0:00:10.392984, arrival_time=2021-04-15 02:44:02.335490, cost_time=0:00:25.982406 2021-04-15 02:43:53,780 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.28ms, fps=1393 images/s, loss=0.3882, top1-acc=88.06%, top5-acc=99.29%, remaining_time=0:00:08.531574, arrival_time=2021-04-15 02:44:02.312106, cost_time=0:00:27.820420 2021-04-15 02:43:55,616 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.3890, top1-acc=87.98%, top5-acc=99.28%, remaining_time=0:00:06.672780, arrival_time=2021-04-15 02:44:02.289635, cost_time=0:00:29.656752 2021-04-15 02:43:57,457 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.35ms, fps=1391 images/s, loss=0.3915, top1-acc=87.85%, top5-acc=99.26%, remaining_time=0:00:04.817228, arrival_time=2021-04-15 02:44:02.274524, cost_time=0:00:31.497285 2021-04-15 02:43:59,293 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.3962, top1-acc=87.66%, top5-acc=99.23%, remaining_time=0:00:02.962976, arrival_time=2021-04-15 02:44:02.256520, cost_time=0:00:33.333457 2021-04-15 02:44:01,136 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.22ms, fps=1389 images/s, loss=0.4007, top1-acc=87.51%, top5-acc=99.19%, remaining_time=0:00:01.110846, arrival_time=2021-04-15 02:44:02.247660, cost_time=0:00:35.176783 2021-04-15 02:44:02,129 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.23ms, fps=1370 images/s, loss=0.4018, top1-acc=87.47%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:02.129707, cost_time=0:00:36.169699 2021-04-15 02:44:03,140 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.21ms, fps=2537 images/s, loss=1.4011, top1-acc=63.91%, top5-acc=88.52%, remaining_time=0:00:03.026610, arrival_time=2021-04-15 02:44:06.166913, cost_time=0:00:01.008874 2021-04-15 02:44:04,033 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.22ms, fps=2869 images/s, loss=1.3814, top1-acc=64.30%, top5-acc=88.57%, remaining_time=0:00:01.901660, arrival_time=2021-04-15 02:44:05.934727, cost_time=0:00:01.901659 2021-04-15 02:44:04,924 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.57ms, fps=2873 images/s, loss=1.3885, top1-acc=64.34%, top5-acc=88.29%, remaining_time=0:00:00.930990, arrival_time=2021-04-15 02:44:05.855385, cost_time=0:00:02.792975 2021-04-15 02:44:05,740 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.06ms, fps=2843 images/s, loss=1.3711, top1-acc=64.55%, top5-acc=88.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:05.740805, cost_time=0:00:03.609415 2021-04-15 02:44:05,927 INFO : Epoch=0102 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:05:34.515270, arrival_time=2021-04-15 03:49:40.442838, cost_time=1:08:15.107746 2021-04-15 02:44:05,928 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 02:44:07,960 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.60ms, fps=1260 images/s, loss=0.3690, top1-acc=88.71%, top5-acc=99.37%, remaining_time=0:00:37.783110, arrival_time=2021-04-15 02:44:45.743491, cost_time=0:00:02.031353 2021-04-15 02:44:09,834 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=4.51ms, fps=1367 images/s, loss=0.3670, top1-acc=88.89%, top5-acc=99.41%, remaining_time=0:00:34.362592, arrival_time=2021-04-15 02:44:44.196676, cost_time=0:00:03.904848 2021-04-15 02:44:11,695 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.60ms, fps=1376 images/s, loss=0.3697, top1-acc=88.87%, top5-acc=99.40%, remaining_time=0:00:31.907026, arrival_time=2021-04-15 02:44:43.602303, cost_time=0:00:05.766320 2021-04-15 02:44:13,546 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.3671, top1-acc=88.83%, top5-acc=99.40%, remaining_time=0:00:29.705988, arrival_time=2021-04-15 02:44:43.251929, cost_time=0:00:07.616919 2021-04-15 02:44:15,389 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.3639, top1-acc=88.91%, top5-acc=99.41%, remaining_time=0:00:27.623200, arrival_time=2021-04-15 02:44:43.012170, cost_time=0:00:09.459983 2021-04-15 02:44:17,249 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.47ms, fps=1376 images/s, loss=0.3648, top1-acc=88.96%, top5-acc=99.39%, remaining_time=0:00:25.660480, arrival_time=2021-04-15 02:44:42.910183, cost_time=0:00:11.320776 2021-04-15 02:44:19,115 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.46ms, fps=1372 images/s, loss=0.3681, top1-acc=88.86%, top5-acc=99.39%, remaining_time=0:00:23.735880, arrival_time=2021-04-15 02:44:42.851460, cost_time=0:00:13.186584 2021-04-15 02:44:20,966 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.3659, top1-acc=88.87%, top5-acc=99.41%, remaining_time=0:00:21.804636, arrival_time=2021-04-15 02:44:42.771303, cost_time=0:00:15.037679 2021-04-15 02:44:22,818 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=2.13ms, fps=1383 images/s, loss=0.3667, top1-acc=88.85%, top5-acc=99.42%, remaining_time=0:00:19.892384, arrival_time=2021-04-15 02:44:42.711104, cost_time=0:00:16.889723 2021-04-15 02:44:24,666 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.48ms, fps=1386 images/s, loss=0.3676, top1-acc=88.82%, top5-acc=99.42%, remaining_time=0:00:17.987904, arrival_time=2021-04-15 02:44:42.654280, cost_time=0:00:18.737380 2021-04-15 02:44:26,515 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.81ms, fps=1385 images/s, loss=0.3718, top1-acc=88.71%, top5-acc=99.39%, remaining_time=0:00:16.094470, arrival_time=2021-04-15 02:44:42.609425, cost_time=0:00:20.585920 2021-04-15 02:44:28,363 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.50ms, fps=1386 images/s, loss=0.3753, top1-acc=88.55%, top5-acc=99.38%, remaining_time=0:00:14.208200, arrival_time=2021-04-15 02:44:42.571143, cost_time=0:00:22.433955 2021-04-15 02:44:30,215 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.57ms, fps=1382 images/s, loss=0.3780, top1-acc=88.41%, top5-acc=99.34%, remaining_time=0:00:12.330186, arrival_time=2021-04-15 02:44:42.545955, cost_time=0:00:24.286778 2021-04-15 02:44:32,066 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.3823, top1-acc=88.27%, top5-acc=99.32%, remaining_time=0:00:10.454976, arrival_time=2021-04-15 02:44:42.521474, cost_time=0:00:26.137499 2021-04-15 02:44:33,933 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.82ms, fps=1371 images/s, loss=0.3856, top1-acc=88.12%, top5-acc=99.30%, remaining_time=0:00:08.588108, arrival_time=2021-04-15 02:44:42.521849, cost_time=0:00:28.004698 2021-04-15 02:44:35,782 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.86ms, fps=1386 images/s, loss=0.3891, top1-acc=88.02%, top5-acc=99.30%, remaining_time=0:00:06.716880, arrival_time=2021-04-15 02:44:42.499010, cost_time=0:00:29.852739 2021-04-15 02:44:37,642 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.58ms, fps=1377 images/s, loss=0.3925, top1-acc=87.88%, top5-acc=99.27%, remaining_time=0:00:04.850326, arrival_time=2021-04-15 02:44:42.493145, cost_time=0:00:31.713705 2021-04-15 02:44:39,493 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=2.12ms, fps=1384 images/s, loss=0.3958, top1-acc=87.77%, top5-acc=99.25%, remaining_time=0:00:02.983472, arrival_time=2021-04-15 02:44:42.476925, cost_time=0:00:33.564114 2021-04-15 02:44:41,357 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.63ms, fps=1374 images/s, loss=0.3998, top1-acc=87.61%, top5-acc=99.22%, remaining_time=0:00:01.118796, arrival_time=2021-04-15 02:44:42.476385, cost_time=0:00:35.428526 2021-04-15 02:44:42,360 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=2.29ms, fps=1357 images/s, loss=0.4024, top1-acc=87.54%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:42.360504, cost_time=0:00:36.431525 2021-04-15 02:44:43,381 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.75ms, fps=2514 images/s, loss=1.3869, top1-acc=64.30%, top5-acc=89.26%, remaining_time=0:00:03.055290, arrival_time=2021-04-15 02:44:46.436258, cost_time=0:00:01.018426 2021-04-15 02:44:44,287 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.37ms, fps=2827 images/s, loss=1.3734, top1-acc=64.73%, top5-acc=89.22%, remaining_time=0:00:01.924460, arrival_time=2021-04-15 02:44:46.211537, cost_time=0:00:01.924456 2021-04-15 02:44:45,195 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.64ms, fps=2822 images/s, loss=1.3760, top1-acc=64.62%, top5-acc=89.39%, remaining_time=0:00:00.944090, arrival_time=2021-04-15 02:44:46.138999, cost_time=0:00:02.832278 2021-04-15 02:44:46,019 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=2815 images/s, loss=1.3645, top1-acc=64.62%, top5-acc=89.33%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:46.019590, cost_time=0:00:03.656930 2021-04-15 02:44:46,207 INFO : Epoch=0103 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:04:54.491121, arrival_time=2021-04-15 03:49:40.698461, cost_time=1:08:55.387464 2021-04-15 02:44:46,209 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 02:44:48,230 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.47ms, fps=1267 images/s, loss=0.3972, top1-acc=87.54%, top5-acc=99.10%, remaining_time=0:00:37.585764, arrival_time=2021-04-15 02:45:25.816064, cost_time=0:00:02.020742 2021-04-15 02:44:50,083 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.3884, top1-acc=88.18%, top5-acc=99.22%, remaining_time=0:00:34.090848, arrival_time=2021-04-15 02:45:24.174372, cost_time=0:00:03.873967 2021-04-15 02:44:51,942 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.63ms, fps=1378 images/s, loss=0.3872, top1-acc=88.02%, top5-acc=99.34%, remaining_time=0:00:31.718948, arrival_time=2021-04-15 02:45:23.660866, cost_time=0:00:05.732344 2021-04-15 02:44:53,795 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.94ms, fps=1382 images/s, loss=0.3868, top1-acc=88.10%, top5-acc=99.27%, remaining_time=0:00:29.585244, arrival_time=2021-04-15 02:45:23.380752, cost_time=0:00:07.585946 2021-04-15 02:44:55,646 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.3792, top1-acc=88.40%, top5-acc=99.30%, remaining_time=0:00:27.556332, arrival_time=2021-04-15 02:45:23.202904, cost_time=0:00:09.437075 2021-04-15 02:44:57,498 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.71ms, fps=1383 images/s, loss=0.3784, top1-acc=88.41%, top5-acc=99.32%, remaining_time=0:00:25.587856, arrival_time=2021-04-15 02:45:23.086346, cost_time=0:00:11.288732 2021-04-15 02:44:59,353 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.3840, top1-acc=88.16%, top5-acc=99.32%, remaining_time=0:00:23.659650, arrival_time=2021-04-15 02:45:23.013454, cost_time=0:00:13.144234 2021-04-15 02:45:01,200 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.54ms, fps=1387 images/s, loss=0.3831, top1-acc=88.19%, top5-acc=99.35%, remaining_time=0:00:21.736312, arrival_time=2021-04-15 02:45:22.936472, cost_time=0:00:14.990555 2021-04-15 02:45:03,067 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.14ms, fps=1372 images/s, loss=0.3824, top1-acc=88.20%, top5-acc=99.35%, remaining_time=0:00:19.854648, arrival_time=2021-04-15 02:45:22.922042, cost_time=0:00:16.857686 2021-04-15 02:45:04,925 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=2.10ms, fps=1378 images/s, loss=0.3820, top1-acc=88.14%, top5-acc=99.34%, remaining_time=0:00:17.967168, arrival_time=2021-04-15 02:45:22.892519, cost_time=0:00:18.715779 2021-04-15 02:45:06,777 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=2.64ms, fps=1382 images/s, loss=0.3822, top1-acc=88.18%, top5-acc=99.31%, remaining_time=0:00:16.080538, arrival_time=2021-04-15 02:45:22.858234, cost_time=0:00:20.568124 2021-04-15 02:45:08,626 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.3843, top1-acc=88.12%, top5-acc=99.31%, remaining_time=0:00:14.197636, arrival_time=2021-04-15 02:45:22.824495, cost_time=0:00:22.417284 2021-04-15 02:45:10,478 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=2.06ms, fps=1383 images/s, loss=0.3864, top1-acc=88.03%, top5-acc=99.29%, remaining_time=0:00:12.321144, arrival_time=2021-04-15 02:45:22.799684, cost_time=0:00:24.268976 2021-04-15 02:45:12,326 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=0.3901, top1-acc=87.92%, top5-acc=99.25%, remaining_time=0:00:10.446576, arrival_time=2021-04-15 02:45:22.772594, cost_time=0:00:26.116448 2021-04-15 02:45:14,176 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=0.3932, top1-acc=87.80%, top5-acc=99.24%, remaining_time=0:00:08.576516, arrival_time=2021-04-15 02:45:22.753033, cost_time=0:00:27.966837 2021-04-15 02:45:16,022 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.25ms, fps=1388 images/s, loss=0.3977, top1-acc=87.66%, top5-acc=99.22%, remaining_time=0:00:06.707844, arrival_time=2021-04-15 02:45:22.729929, cost_time=0:00:29.812600 2021-04-15 02:45:17,873 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.98ms, fps=1383 images/s, loss=0.3993, top1-acc=87.64%, top5-acc=99.22%, remaining_time=0:00:04.842630, arrival_time=2021-04-15 02:45:22.715615, cost_time=0:00:31.663417 2021-04-15 02:45:19,725 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.66ms, fps=1382 images/s, loss=0.4018, top1-acc=87.52%, top5-acc=99.21%, remaining_time=0:00:02.979200, arrival_time=2021-04-15 02:45:22.704703, cost_time=0:00:33.515939 2021-04-15 02:45:21,570 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.26ms, fps=1388 images/s, loss=0.4064, top1-acc=87.37%, top5-acc=99.19%, remaining_time=0:00:01.116660, arrival_time=2021-04-15 02:45:22.687072, cost_time=0:00:35.360866 2021-04-15 02:45:22,568 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.22ms, fps=1364 images/s, loss=0.4087, top1-acc=87.29%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:22.568211, cost_time=0:00:36.358741 2021-04-15 02:45:23,595 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.46ms, fps=2496 images/s, loss=1.4133, top1-acc=64.37%, top5-acc=88.55%, remaining_time=0:00:03.076500, arrival_time=2021-04-15 02:45:26.672199, cost_time=0:00:01.025500 2021-04-15 02:45:24,500 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.32ms, fps=2830 images/s, loss=1.3828, top1-acc=64.80%, top5-acc=88.59%, remaining_time=0:00:01.930580, arrival_time=2021-04-15 02:45:26.431441, cost_time=0:00:01.930584 2021-04-15 02:45:25,403 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.78ms, fps=2839 images/s, loss=1.3651, top1-acc=65.21%, top5-acc=88.66%, remaining_time=0:00:00.944360, arrival_time=2021-04-15 02:45:26.347553, cost_time=0:00:02.833088 2021-04-15 02:45:26,230 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.07ms, fps=2805 images/s, loss=1.3585, top1-acc=64.99%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:45:26.230798, cost_time=0:00:03.660621 2021-04-15 02:45:26,395 INFO : Epoch=0104 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:04:14.377824, arrival_time=2021-04-15 03:49:40.773647, cost_time=1:09:35.575944 2021-04-15 02:45:26,398 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 02:45:28,408 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.35ms, fps=1273 images/s, loss=0.3920, top1-acc=87.46%, top5-acc=99.34%, remaining_time=0:00:37.391952, arrival_time=2021-04-15 02:46:05.800725, cost_time=0:00:02.010322 2021-04-15 02:45:30,265 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.36ms, fps=1380 images/s, loss=0.3842, top1-acc=88.22%, top5-acc=99.30%, remaining_time=0:00:34.025552, arrival_time=2021-04-15 02:46:04.290511, cost_time=0:00:03.866534 2021-04-15 02:45:32,109 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.95ms, fps=1389 images/s, loss=0.3735, top1-acc=88.67%, top5-acc=99.36%, remaining_time=0:00:31.599926, arrival_time=2021-04-15 02:46:03.709176, cost_time=0:00:05.710820 2021-04-15 02:45:33,960 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.3688, top1-acc=88.85%, top5-acc=99.38%, remaining_time=0:00:29.492112, arrival_time=2021-04-15 02:46:03.452525, cost_time=0:00:07.562074 2021-04-15 02:45:35,807 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.93ms, fps=1386 images/s, loss=0.3649, top1-acc=88.96%, top5-acc=99.34%, remaining_time=0:00:27.473988, arrival_time=2021-04-15 02:46:03.281286, cost_time=0:00:09.408881 2021-04-15 02:45:37,652 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.3607, top1-acc=89.16%, top5-acc=99.34%, remaining_time=0:00:25.508432, arrival_time=2021-04-15 02:46:03.160687, cost_time=0:00:11.253737 2021-04-15 02:45:39,502 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.72ms, fps=1384 images/s, loss=0.3596, top1-acc=89.21%, top5-acc=99.34%, remaining_time=0:00:23.586948, arrival_time=2021-04-15 02:46:03.089263, cost_time=0:00:13.103895 2021-04-15 02:45:41,347 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.73ms, fps=1388 images/s, loss=0.3587, top1-acc=89.20%, top5-acc=99.34%, remaining_time=0:00:21.675296, arrival_time=2021-04-15 02:46:03.022205, cost_time=0:00:14.948493 2021-04-15 02:45:43,189 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.3576, top1-acc=89.27%, top5-acc=99.36%, remaining_time=0:00:19.776526, arrival_time=2021-04-15 02:46:02.966399, cost_time=0:00:16.791403 2021-04-15 02:45:45,032 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.83ms, fps=1390 images/s, loss=0.3559, top1-acc=89.31%, top5-acc=99.37%, remaining_time=0:00:17.888160, arrival_time=2021-04-15 02:46:02.920150, cost_time=0:00:18.633532 2021-04-15 02:45:46,893 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=2.18ms, fps=1376 images/s, loss=0.3592, top1-acc=89.15%, top5-acc=99.37%, remaining_time=0:00:16.023262, arrival_time=2021-04-15 02:46:02.916541, cost_time=0:00:20.494853 2021-04-15 02:45:48,750 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.3629, top1-acc=88.97%, top5-acc=99.36%, remaining_time=0:00:14.156596, arrival_time=2021-04-15 02:46:02.907468, cost_time=0:00:22.352533 2021-04-15 02:45:50,603 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.3660, top1-acc=88.86%, top5-acc=99.35%, remaining_time=0:00:12.288738, arrival_time=2021-04-15 02:46:02.892316, cost_time=0:00:24.205118 2021-04-15 02:45:52,456 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.3703, top1-acc=88.72%, top5-acc=99.32%, remaining_time=0:00:10.423280, arrival_time=2021-04-15 02:46:02.879956, cost_time=0:00:26.058239 2021-04-15 02:45:54,313 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.33ms, fps=1379 images/s, loss=0.3740, top1-acc=88.59%, top5-acc=99.31%, remaining_time=0:00:08.560508, arrival_time=2021-04-15 02:46:02.873695, cost_time=0:00:27.914764 2021-04-15 02:45:56,163 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.32ms, fps=1384 images/s, loss=0.3759, top1-acc=88.50%, top5-acc=99.30%, remaining_time=0:00:06.697152, arrival_time=2021-04-15 02:46:02.860632, cost_time=0:00:29.765070 2021-04-15 02:45:58,018 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.92ms, fps=1380 images/s, loss=0.3785, top1-acc=88.41%, top5-acc=99.28%, remaining_time=0:00:04.836026, arrival_time=2021-04-15 02:46:02.854650, cost_time=0:00:31.620210 2021-04-15 02:45:59,876 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=2.31ms, fps=1379 images/s, loss=0.3807, top1-acc=88.36%, top5-acc=99.27%, remaining_time=0:00:02.975776, arrival_time=2021-04-15 02:46:02.851701, cost_time=0:00:33.477421 2021-04-15 02:46:01,737 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.26ms, fps=1376 images/s, loss=0.3836, top1-acc=88.28%, top5-acc=99.25%, remaining_time=0:00:01.115964, arrival_time=2021-04-15 02:46:02.853142, cost_time=0:00:35.338776 2021-04-15 02:46:02,736 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.95ms, fps=1362 images/s, loss=0.3848, top1-acc=88.25%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:02.736155, cost_time=0:00:36.337753 2021-04-15 02:46:03,757 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=1.29ms, fps=2510 images/s, loss=1.3430, top1-acc=66.84%, top5-acc=89.22%, remaining_time=0:00:03.059820, arrival_time=2021-04-15 02:46:06.817744, cost_time=0:00:01.019936 2021-04-15 02:46:04,669 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.43ms, fps=2810 images/s, loss=1.4123, top1-acc=65.04%, top5-acc=88.96%, remaining_time=0:00:01.931300, arrival_time=2021-04-15 02:46:06.600664, cost_time=0:00:01.931300 2021-04-15 02:46:05,575 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.49ms, fps=2826 images/s, loss=1.4275, top1-acc=64.58%, top5-acc=88.84%, remaining_time=0:00:00.945940, arrival_time=2021-04-15 02:46:06.521822, cost_time=0:00:02.837820 2021-04-15 02:46:06,403 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.13ms, fps=2806 images/s, loss=1.4108, top1-acc=64.68%, top5-acc=88.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:06.403261, cost_time=0:00:03.665184 2021-04-15 02:46:06,590 INFO : Epoch=0105 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:03:34.268905, arrival_time=2021-04-15 03:49:40.859582, cost_time=1:10:15.770850 2021-04-15 02:46:06,592 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 02:46:08,573 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.92ms, fps=1292 images/s, loss=0.3633, top1-acc=89.14%, top5-acc=99.34%, remaining_time=0:00:36.851808, arrival_time=2021-04-15 02:46:45.425413, cost_time=0:00:01.981277 2021-04-15 02:46:10,428 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=0.3633, top1-acc=89.00%, top5-acc=99.34%, remaining_time=0:00:33.756624, arrival_time=2021-04-15 02:46:44.184904, cost_time=0:00:03.835978 2021-04-15 02:46:12,278 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.3547, top1-acc=89.08%, top5-acc=99.37%, remaining_time=0:00:31.462976, arrival_time=2021-04-15 02:46:43.741355, cost_time=0:00:05.686083 2021-04-15 02:46:14,128 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.34ms, fps=1384 images/s, loss=0.3568, top1-acc=88.98%, top5-acc=99.37%, remaining_time=0:00:29.392584, arrival_time=2021-04-15 02:46:43.521436, cost_time=0:00:07.536551 2021-04-15 02:46:15,978 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.3568, top1-acc=89.00%, top5-acc=99.37%, remaining_time=0:00:27.407412, arrival_time=2021-04-15 02:46:43.385944, cost_time=0:00:09.386114 2021-04-15 02:46:17,830 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.22ms, fps=1383 images/s, loss=0.3531, top1-acc=89.12%, top5-acc=99.43%, remaining_time=0:00:25.472528, arrival_time=2021-04-15 02:46:43.302727, cost_time=0:00:11.237869 2021-04-15 02:46:19,689 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.50ms, fps=1377 images/s, loss=0.3513, top1-acc=89.26%, top5-acc=99.44%, remaining_time=0:00:23.575482, arrival_time=2021-04-15 02:46:43.265311, cost_time=0:00:13.097523 2021-04-15 02:46:21,545 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.71ms, fps=1380 images/s, loss=0.3507, top1-acc=89.28%, top5-acc=99.46%, remaining_time=0:00:21.682024, arrival_time=2021-04-15 02:46:43.227421, cost_time=0:00:14.953087 2021-04-15 02:46:23,402 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.69ms, fps=1379 images/s, loss=0.3507, top1-acc=89.24%, top5-acc=99.44%, remaining_time=0:00:19.798680, arrival_time=2021-04-15 02:46:43.201150, cost_time=0:00:16.810167 2021-04-15 02:46:25,262 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=2.06ms, fps=1377 images/s, loss=0.3497, top1-acc=89.23%, top5-acc=99.46%, remaining_time=0:00:17.922912, arrival_time=2021-04-15 02:46:43.184946, cost_time=0:00:18.669698 2021-04-15 02:46:27,113 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.27ms, fps=1383 images/s, loss=0.3504, top1-acc=89.17%, top5-acc=99.46%, remaining_time=0:00:16.043730, arrival_time=2021-04-15 02:46:43.157224, cost_time=0:00:20.521097 2021-04-15 02:46:28,963 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.29ms, fps=1384 images/s, loss=0.3519, top1-acc=89.14%, top5-acc=99.44%, remaining_time=0:00:14.168604, arrival_time=2021-04-15 02:46:43.132393, cost_time=0:00:22.371445 2021-04-15 02:46:30,819 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.35ms, fps=1380 images/s, loss=0.3520, top1-acc=89.17%, top5-acc=99.44%, remaining_time=0:00:12.299826, arrival_time=2021-04-15 02:46:43.119010, cost_time=0:00:24.226883 2021-04-15 02:46:32,671 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.3542, top1-acc=89.12%, top5-acc=99.41%, remaining_time=0:00:10.431792, arrival_time=2021-04-15 02:46:43.103549, cost_time=0:00:26.079413 2021-04-15 02:46:34,525 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=2.59ms, fps=1381 images/s, loss=0.3577, top1-acc=88.97%, top5-acc=99.40%, remaining_time=0:00:08.566166, arrival_time=2021-04-15 02:46:43.091676, cost_time=0:00:27.933223 2021-04-15 02:46:36,382 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.83ms, fps=1379 images/s, loss=0.3620, top1-acc=88.82%, top5-acc=99.39%, remaining_time=0:00:06.702804, arrival_time=2021-04-15 02:46:43.085456, cost_time=0:00:29.790319 2021-04-15 02:46:38,240 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.44ms, fps=1378 images/s, loss=0.3662, top1-acc=88.65%, top5-acc=99.37%, remaining_time=0:00:04.840316, arrival_time=2021-04-15 02:46:43.080868, cost_time=0:00:31.648240 2021-04-15 02:46:40,092 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.3694, top1-acc=88.52%, top5-acc=99.34%, remaining_time=0:00:02.977824, arrival_time=2021-04-15 02:46:43.070585, cost_time=0:00:33.500454 2021-04-15 02:46:41,948 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.63ms, fps=1380 images/s, loss=0.3715, top1-acc=88.47%, top5-acc=99.33%, remaining_time=0:00:01.116522, arrival_time=2021-04-15 02:46:43.065335, cost_time=0:00:35.356470 2021-04-15 02:46:42,948 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.24ms, fps=1361 images/s, loss=0.3731, top1-acc=88.41%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:42.948343, cost_time=0:00:36.356133 2021-04-15 02:46:43,974 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.66ms, fps=2500 images/s, loss=1.2380, top1-acc=67.11%, top5-acc=90.35%, remaining_time=0:00:03.072510, arrival_time=2021-04-15 02:46:47.046871, cost_time=0:00:01.024172 2021-04-15 02:46:44,877 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=2.15ms, fps=2836 images/s, loss=1.3136, top1-acc=65.25%, top5-acc=89.32%, remaining_time=0:00:01.927400, arrival_time=2021-04-15 02:46:46.804984, cost_time=0:00:01.927398 2021-04-15 02:46:45,791 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=2.07ms, fps=2805 images/s, loss=1.3320, top1-acc=65.20%, top5-acc=89.11%, remaining_time=0:00:00.946970, arrival_time=2021-04-15 02:46:46.738165, cost_time=0:00:02.840921 2021-04-15 02:46:46,619 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.08ms, fps=2802 images/s, loss=1.3819, top1-acc=64.60%, top5-acc=88.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:46:46.619803, cost_time=0:00:03.669690 2021-04-15 02:46:46,824 INFO : Epoch=0106 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:02:54.192778, arrival_time=2021-04-15 03:49:41.017205, cost_time=1:10:56.004599 2021-04-15 02:46:46,825 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 02:46:48,824 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.74ms, fps=1281 images/s, loss=0.3721, top1-acc=89.84%, top5-acc=99.10%, remaining_time=0:00:37.170240, arrival_time=2021-04-15 02:47:25.994750, cost_time=0:00:01.998405 2021-04-15 02:46:50,673 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=2.03ms, fps=1385 images/s, loss=0.3627, top1-acc=89.36%, top5-acc=99.30%, remaining_time=0:00:33.856768, arrival_time=2021-04-15 02:47:24.530184, cost_time=0:00:03.847355 2021-04-15 02:46:52,536 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.38ms, fps=1374 images/s, loss=0.3513, top1-acc=89.69%, top5-acc=99.30%, remaining_time=0:00:31.598432, arrival_time=2021-04-15 02:47:24.135044, cost_time=0:00:05.710559 2021-04-15 02:46:54,386 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.3460, top1-acc=89.89%, top5-acc=99.34%, remaining_time=0:00:29.483532, arrival_time=2021-04-15 02:47:23.869465, cost_time=0:00:07.559887 2021-04-15 02:46:56,230 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.3507, top1-acc=89.56%, top5-acc=99.35%, remaining_time=0:00:27.461286, arrival_time=2021-04-15 02:47:23.691863, cost_time=0:00:09.404536 2021-04-15 02:46:58,079 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.85ms, fps=1385 images/s, loss=0.3500, top1-acc=89.63%, top5-acc=99.36%, remaining_time=0:00:25.506800, arrival_time=2021-04-15 02:47:23.585827, cost_time=0:00:11.252990 2021-04-15 02:46:59,932 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.20ms, fps=1382 images/s, loss=0.3486, top1-acc=89.56%, top5-acc=99.36%, remaining_time=0:00:23.591358, arrival_time=2021-04-15 02:47:23.523743, cost_time=0:00:13.106327 2021-04-15 02:47:01,797 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.28ms, fps=1373 images/s, loss=0.3495, top1-acc=89.49%, top5-acc=99.38%, remaining_time=0:00:21.708936, arrival_time=2021-04-15 02:47:23.506755, cost_time=0:00:14.971686 2021-04-15 02:47:03,658 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.3485, top1-acc=89.53%, top5-acc=99.41%, remaining_time=0:00:19.824756, arrival_time=2021-04-15 02:47:23.483172, cost_time=0:00:16.832367 2021-04-15 02:47:05,512 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.3486, top1-acc=89.56%, top5-acc=99.39%, remaining_time=0:00:17.938944, arrival_time=2021-04-15 02:47:23.451358, cost_time=0:00:18.686371 2021-04-15 02:47:07,366 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.30ms, fps=1381 images/s, loss=0.3495, top1-acc=89.54%, top5-acc=99.39%, remaining_time=0:00:16.059038, arrival_time=2021-04-15 02:47:23.425690, cost_time=0:00:20.540616 2021-04-15 02:47:09,220 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.99ms, fps=1381 images/s, loss=0.3527, top1-acc=89.43%, top5-acc=99.38%, remaining_time=0:00:14.183272, arrival_time=2021-04-15 02:47:23.404017, cost_time=0:00:22.394656 2021-04-15 02:47:11,081 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.81ms, fps=1377 images/s, loss=0.3540, top1-acc=89.38%, top5-acc=99.39%, remaining_time=0:00:12.314082, arrival_time=2021-04-15 02:47:23.395280, cost_time=0:00:24.255041 2021-04-15 02:47:12,937 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=0.3560, top1-acc=89.27%, top5-acc=99.39%, remaining_time=0:00:10.444448, arrival_time=2021-04-15 02:47:23.381751, cost_time=0:00:26.111117 2021-04-15 02:47:14,786 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.3564, top1-acc=89.21%, top5-acc=99.40%, remaining_time=0:00:08.574492, arrival_time=2021-04-15 02:47:23.360727, cost_time=0:00:27.960266 2021-04-15 02:47:16,646 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.67ms, fps=1377 images/s, loss=0.3599, top1-acc=89.03%, top5-acc=99.39%, remaining_time=0:00:06.709572, arrival_time=2021-04-15 02:47:23.355873, cost_time=0:00:29.820254 2021-04-15 02:47:18,513 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.52ms, fps=1371 images/s, loss=0.3626, top1-acc=88.93%, top5-acc=99.37%, remaining_time=0:00:04.846322, arrival_time=2021-04-15 02:47:23.360047, cost_time=0:00:31.687572 2021-04-15 02:47:20,368 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=2.73ms, fps=1381 images/s, loss=0.3646, top1-acc=88.84%, top5-acc=99.37%, remaining_time=0:00:02.981552, arrival_time=2021-04-15 02:47:23.350049, cost_time=0:00:33.542437 2021-04-15 02:47:22,221 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.31ms, fps=1382 images/s, loss=0.3674, top1-acc=88.81%, top5-acc=99.35%, remaining_time=0:00:01.117740, arrival_time=2021-04-15 02:47:23.338761, cost_time=0:00:35.395051 2021-04-15 02:47:23,219 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.34ms, fps=1362 images/s, loss=0.3702, top1-acc=88.73%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:23.219896, cost_time=0:00:36.393909 2021-04-15 02:47:24,237 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.21ms, fps=2520 images/s, loss=1.4271, top1-acc=63.75%, top5-acc=88.32%, remaining_time=0:00:03.047340, arrival_time=2021-04-15 02:47:27.285219, cost_time=0:00:01.015776 2021-04-15 02:47:25,139 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.38ms, fps=2839 images/s, loss=1.3802, top1-acc=64.69%, top5-acc=88.63%, remaining_time=0:00:01.917720, arrival_time=2021-04-15 02:47:27.057536, cost_time=0:00:01.917713 2021-04-15 02:47:26,043 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.35ms, fps=2834 images/s, loss=1.3763, top1-acc=64.64%, top5-acc=88.91%, remaining_time=0:00:00.940480, arrival_time=2021-04-15 02:47:26.984167, cost_time=0:00:02.821440 2021-04-15 02:47:26,877 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.08ms, fps=2783 images/s, loss=1.3690, top1-acc=64.62%, top5-acc=88.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:26.877869, cost_time=0:00:03.655762 2021-04-15 02:47:27,063 INFO : Epoch=0107 complete, best val top1-acc=65.08%, top5-acc=88.94% (epoch=101), remaining_time=1:02:14.118423, arrival_time=2021-04-15 03:49:41.182113, cost_time=1:11:36.243799 2021-04-15 02:47:27,065 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 02:47:29,037 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.53ms, fps=1299 images/s, loss=0.3171, top1-acc=90.16%, top5-acc=99.77%, remaining_time=0:00:36.661158, arrival_time=2021-04-15 02:48:05.698323, cost_time=0:00:01.971028 2021-04-15 02:47:30,894 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.3219, top1-acc=90.31%, top5-acc=99.69%, remaining_time=0:00:33.686752, arrival_time=2021-04-15 02:48:04.580964, cost_time=0:00:03.828032 2021-04-15 02:47:32,749 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.38ms, fps=1380 images/s, loss=0.3321, top1-acc=89.87%, top5-acc=99.62%, remaining_time=0:00:31.447704, arrival_time=2021-04-15 02:48:04.197194, cost_time=0:00:05.683329 2021-04-15 02:47:34,599 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.68ms, fps=1385 images/s, loss=0.3356, top1-acc=89.75%, top5-acc=99.57%, remaining_time=0:00:29.377920, arrival_time=2021-04-15 02:48:03.976875, cost_time=0:00:07.532811 2021-04-15 02:47:36,455 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.59ms, fps=1379 images/s, loss=0.3360, top1-acc=89.73%, top5-acc=99.58%, remaining_time=0:00:27.416318, arrival_time=2021-04-15 02:48:03.871591, cost_time=0:00:09.389128 2021-04-15 02:47:38,310 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.3360, top1-acc=89.73%, top5-acc=99.57%, remaining_time=0:00:25.486944, arrival_time=2021-04-15 02:48:03.797328, cost_time=0:00:11.244236 2021-04-15 02:47:40,159 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.3343, top1-acc=89.73%, top5-acc=99.55%, remaining_time=0:00:23.568174, arrival_time=2021-04-15 02:48:03.727718, cost_time=0:00:13.093407 2021-04-15 02:47:42,009 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=2.02ms, fps=1384 images/s, loss=0.3376, top1-acc=89.62%, top5-acc=99.52%, remaining_time=0:00:21.667756, arrival_time=2021-04-15 02:48:03.677205, cost_time=0:00:14.943303 2021-04-15 02:47:43,860 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.3417, top1-acc=89.49%, top5-acc=99.52%, remaining_time=0:00:19.779812, arrival_time=2021-04-15 02:48:03.640221, cost_time=0:00:16.794153 2021-04-15 02:47:45,710 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=2.33ms, fps=1384 images/s, loss=0.3441, top1-acc=89.40%, top5-acc=99.52%, remaining_time=0:00:17.898528, arrival_time=2021-04-15 02:48:03.609011, cost_time=0:00:18.644303 2021-04-15 02:47:47,557 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.33ms, fps=1387 images/s, loss=0.3465, top1-acc=89.31%, top5-acc=99.51%, remaining_time=0:00:16.020338, arrival_time=2021-04-15 02:48:03.577616, cost_time=0:00:20.491124 2021-04-15 02:47:49,402 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.62ms, fps=1388 images/s, loss=0.3498, top1-acc=89.20%, top5-acc=99.48%, remaining_time=0:00:14.146260, arrival_time=2021-04-15 02:48:03.548685, cost_time=0:00:22.336254 2021-04-15 02:47:51,254 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.3526, top1-acc=89.12%, top5-acc=99.47%, remaining_time=0:00:12.280092, arrival_time=2021-04-15 02:48:03.534351, cost_time=0:00:24.188019 2021-04-15 02:47:53,094 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.29ms, fps=1391 images/s, loss=0.3556, top1-acc=88.98%, top5-acc=99.44%, remaining_time=0:00:10.411408, arrival_time=2021-04-15 02:48:03.506195, cost_time=0:00:26.028531 2021-04-15 02:47:54,938 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.3592, top1-acc=88.90%, top5-acc=99.42%, remaining_time=0:00:08.547444, arrival_time=2021-04-15 02:48:03.485604, cost_time=0:00:27.872094 2021-04-15 02:47:56,795 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=2.19ms, fps=1379 images/s, loss=0.3614, top1-acc=88.84%, top5-acc=99.42%, remaining_time=0:00:06.689052, arrival_time=2021-04-15 02:48:03.484411, cost_time=0:00:29.729186 2021-04-15 02:47:58,658 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.63ms, fps=1374 images/s, loss=0.3649, top1-acc=88.69%, top5-acc=99.41%, remaining_time=0:00:04.831788, arrival_time=2021-04-15 02:48:03.490396, cost_time=0:00:31.592467 2021-04-15 02:48:00,503 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.3679, top1-acc=88.60%, top5-acc=99.39%, remaining_time=0:00:02.972240, arrival_time=2021-04-15 02:48:03.476102, cost_time=0:00:33.437722 2021-04-15 02:48:02,373 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.53ms, fps=1370 images/s, loss=0.3698, top1-acc=88.53%, top5-acc=99.39%, remaining_time=0:00:01.114974, arrival_time=2021-04-15 02:48:03.488567, cost_time=0:00:35.307457 2021-04-15 02:48:03,373 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.25ms, fps=1361 images/s, loss=0.3718, top1-acc=88.48%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:03.373093, cost_time=0:00:36.306960 2021-04-15 02:48:04,397 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.30ms, fps=2505 images/s, loss=1.3797, top1-acc=65.66%, top5-acc=89.49%, remaining_time=0:00:03.066150, arrival_time=2021-04-15 02:48:07.463326, cost_time=0:00:01.022047 2021-04-15 02:48:05,303 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.59ms, fps=2828 images/s, loss=1.4074, top1-acc=64.92%, top5-acc=89.06%, remaining_time=0:00:01.927780, arrival_time=2021-04-15 02:48:07.230927, cost_time=0:00:01.927774 2021-04-15 02:48:06,210 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.39ms, fps=2824 images/s, loss=1.4049, top1-acc=65.18%, top5-acc=89.01%, remaining_time=0:00:00.945120, arrival_time=2021-04-15 02:48:07.155531, cost_time=0:00:02.835360 2021-04-15 02:48:07,043 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.10ms, fps=2786 images/s, loss=1.3991, top1-acc=65.17%, top5-acc=89.19%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:07.043474, cost_time=0:00:03.668376 2021-04-15 02:48:07,387 INFO : Epoch=0108 complete, best val top1-acc=65.17%, top5-acc=89.19% (epoch=108), remaining_time=1:01:34.113260, arrival_time=2021-04-15 03:49:41.500814, cost_time=1:12:16.567708 2021-04-15 02:48:07,388 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 02:48:09,372 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.46ms, fps=1290 images/s, loss=0.3236, top1-acc=90.35%, top5-acc=99.45%, remaining_time=0:00:36.897936, arrival_time=2021-04-15 02:48:46.270793, cost_time=0:00:01.983763 2021-04-15 02:48:11,237 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.59ms, fps=1374 images/s, loss=0.3182, top1-acc=90.41%, top5-acc=99.53%, remaining_time=0:00:33.862048, arrival_time=2021-04-15 02:48:45.099099, cost_time=0:00:03.847952 2021-04-15 02:48:13,092 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.70ms, fps=1380 images/s, loss=0.3196, top1-acc=90.43%, top5-acc=99.60%, remaining_time=0:00:31.558426, arrival_time=2021-04-15 02:48:44.650917, cost_time=0:00:05.703338 2021-04-15 02:48:14,945 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.35ms, fps=1382 images/s, loss=0.3166, top1-acc=90.62%, top5-acc=99.62%, remaining_time=0:00:29.468868, arrival_time=2021-04-15 02:48:44.414088, cost_time=0:00:07.556122 2021-04-15 02:48:16,790 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.87ms, fps=1388 images/s, loss=0.3173, top1-acc=90.59%, top5-acc=99.61%, remaining_time=0:00:27.452088, arrival_time=2021-04-15 02:48:44.242601, cost_time=0:00:09.401425 2021-04-15 02:48:18,634 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.3120, top1-acc=90.93%, top5-acc=99.60%, remaining_time=0:00:25.489664, arrival_time=2021-04-15 02:48:44.124116, cost_time=0:00:11.245444 2021-04-15 02:48:20,484 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.3128, top1-acc=90.75%, top5-acc=99.60%, remaining_time=0:00:23.571828, arrival_time=2021-04-15 02:48:44.056393, cost_time=0:00:13.095476 2021-04-15 02:48:22,328 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.3129, top1-acc=90.69%, top5-acc=99.60%, remaining_time=0:00:21.662536, arrival_time=2021-04-15 02:48:43.991254, cost_time=0:00:14.939687 2021-04-15 02:48:24,174 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.3135, top1-acc=90.65%, top5-acc=99.60%, remaining_time=0:00:19.769848, arrival_time=2021-04-15 02:48:43.944697, cost_time=0:00:16.785760 2021-04-15 02:48:26,028 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.99ms, fps=1382 images/s, loss=0.3155, top1-acc=90.51%, top5-acc=99.58%, remaining_time=0:00:17.893536, arrival_time=2021-04-15 02:48:43.921736, cost_time=0:00:18.639065 2021-04-15 02:48:27,873 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=2.50ms, fps=1388 images/s, loss=0.3182, top1-acc=90.40%, top5-acc=99.58%, remaining_time=0:00:16.015178, arrival_time=2021-04-15 02:48:43.888837, cost_time=0:00:20.484581 2021-04-15 02:48:29,732 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=0.3174, top1-acc=90.45%, top5-acc=99.59%, remaining_time=0:00:14.150668, arrival_time=2021-04-15 02:48:43.883007, cost_time=0:00:22.343146 2021-04-15 02:48:31,579 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.86ms, fps=1386 images/s, loss=0.3192, top1-acc=90.40%, top5-acc=99.57%, remaining_time=0:00:12.281478, arrival_time=2021-04-15 02:48:43.861303, cost_time=0:00:24.190745 2021-04-15 02:48:33,434 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.36ms, fps=1381 images/s, loss=0.3212, top1-acc=90.36%, top5-acc=99.55%, remaining_time=0:00:10.417960, arrival_time=2021-04-15 02:48:43.852186, cost_time=0:00:26.044964 2021-04-15 02:48:35,282 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.34ms, fps=1385 images/s, loss=0.3223, top1-acc=90.28%, top5-acc=99.53%, remaining_time=0:00:08.554114, arrival_time=2021-04-15 02:48:43.836998, cost_time=0:00:27.893870 2021-04-15 02:48:37,138 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=3.39ms, fps=1380 images/s, loss=0.3260, top1-acc=90.14%, top5-acc=99.51%, remaining_time=0:00:06.693552, arrival_time=2021-04-15 02:48:43.831812, cost_time=0:00:29.749117 2021-04-15 02:48:39,007 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.50ms, fps=1370 images/s, loss=0.3283, top1-acc=90.08%, top5-acc=99.49%, remaining_time=0:00:04.835714, arrival_time=2021-04-15 02:48:43.842914, cost_time=0:00:31.618097 2021-04-15 02:48:40,856 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.3321, top1-acc=89.96%, top5-acc=99.47%, remaining_time=0:00:02.974912, arrival_time=2021-04-15 02:48:43.831713, cost_time=0:00:33.467711 2021-04-15 02:48:42,711 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.3357, top1-acc=89.84%, top5-acc=99.45%, remaining_time=0:00:01.115448, arrival_time=2021-04-15 02:48:43.826918, cost_time=0:00:35.322442 2021-04-15 02:48:43,708 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.52ms, fps=1366 images/s, loss=0.3381, top1-acc=89.77%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:43.707875, cost_time=0:00:36.318726 2021-04-15 02:48:44,727 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.23ms, fps=2518 images/s, loss=1.3936, top1-acc=65.43%, top5-acc=87.73%, remaining_time=0:00:03.050010, arrival_time=2021-04-15 02:48:47.777074, cost_time=0:00:01.016672 2021-04-15 02:48:45,626 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.38ms, fps=2847 images/s, loss=1.3849, top1-acc=65.29%, top5-acc=88.42%, remaining_time=0:00:01.916560, arrival_time=2021-04-15 02:48:47.543401, cost_time=0:00:01.916557 2021-04-15 02:48:46,531 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.39ms, fps=2833 images/s, loss=1.3853, top1-acc=65.23%, top5-acc=88.58%, remaining_time=0:00:00.940240, arrival_time=2021-04-15 02:48:47.471336, cost_time=0:00:02.820719 2021-04-15 02:48:47,363 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.16ms, fps=2789 images/s, loss=1.3429, top1-acc=65.55%, top5-acc=88.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:48:47.363563, cost_time=0:00:03.653229 2021-04-15 02:48:47,673 INFO : Epoch=0109 complete, best val top1-acc=65.55%, top5-acc=88.83% (epoch=109), remaining_time=1:00:54.070056, arrival_time=2021-04-15 03:49:41.743048, cost_time=1:12:56.853153 2021-04-15 02:48:47,674 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 02:48:49,679 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=2.16ms, fps=1277 images/s, loss=0.3506, top1-acc=88.79%, top5-acc=99.45%, remaining_time=0:00:37.292256, arrival_time=2021-04-15 02:49:26.971746, cost_time=0:00:02.004959 2021-04-15 02:48:51,547 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.36ms, fps=1371 images/s, loss=0.3398, top1-acc=89.39%, top5-acc=99.49%, remaining_time=0:00:34.082576, arrival_time=2021-04-15 02:49:25.630185, cost_time=0:00:03.873028 2021-04-15 02:48:53,409 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.75ms, fps=1376 images/s, loss=0.3345, top1-acc=89.74%, top5-acc=99.45%, remaining_time=0:00:31.729074, arrival_time=2021-04-15 02:49:25.138001, cost_time=0:00:05.734178 2021-04-15 02:48:55,264 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.26ms, fps=1381 images/s, loss=0.3314, top1-acc=89.68%, top5-acc=99.50%, remaining_time=0:00:29.599596, arrival_time=2021-04-15 02:49:24.863798, cost_time=0:00:07.589658 2021-04-15 02:48:57,114 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.3268, top1-acc=89.84%, top5-acc=99.53%, remaining_time=0:00:27.562756, arrival_time=2021-04-15 02:49:24.676654, cost_time=0:00:09.439282 2021-04-15 02:48:58,976 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.44ms, fps=1375 images/s, loss=0.3282, top1-acc=89.83%, top5-acc=99.50%, remaining_time=0:00:25.617096, arrival_time=2021-04-15 02:49:24.593268, cost_time=0:00:11.301647 2021-04-15 02:49:00,833 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=2.22ms, fps=1379 images/s, loss=0.3269, top1-acc=89.87%, top5-acc=99.52%, remaining_time=0:00:23.685984, arrival_time=2021-04-15 02:49:24.519411, cost_time=0:00:13.158854 2021-04-15 02:49:02,687 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=2.15ms, fps=1381 images/s, loss=0.3268, top1-acc=89.94%, top5-acc=99.52%, remaining_time=0:00:21.768908, arrival_time=2021-04-15 02:49:24.456435, cost_time=0:00:15.013009 2021-04-15 02:49:04,540 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=2.21ms, fps=1382 images/s, loss=0.3298, top1-acc=89.90%, top5-acc=99.51%, remaining_time=0:00:19.864506, arrival_time=2021-04-15 02:49:24.405153, cost_time=0:00:16.866090 2021-04-15 02:49:06,397 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.39ms, fps=1379 images/s, loss=0.3316, top1-acc=89.84%, top5-acc=99.51%, remaining_time=0:00:17.974272, arrival_time=2021-04-15 02:49:24.372030, cost_time=0:00:18.723230 2021-04-15 02:49:08,251 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.3351, top1-acc=89.68%, top5-acc=99.49%, remaining_time=0:00:16.087160, arrival_time=2021-04-15 02:49:24.338289, cost_time=0:00:20.576596 2021-04-15 02:49:10,097 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.3347, top1-acc=89.69%, top5-acc=99.50%, remaining_time=0:00:14.201132, arrival_time=2021-04-15 02:49:24.298462, cost_time=0:00:22.422797 2021-04-15 02:49:11,958 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.89ms, fps=1376 images/s, loss=0.3353, top1-acc=89.70%, top5-acc=99.49%, remaining_time=0:00:12.328668, arrival_time=2021-04-15 02:49:24.286980, cost_time=0:00:24.283774 2021-04-15 02:49:13,816 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.53ms, fps=1379 images/s, loss=0.3365, top1-acc=89.72%, top5-acc=99.48%, remaining_time=0:00:10.456544, arrival_time=2021-04-15 02:49:24.272576, cost_time=0:00:26.141402 2021-04-15 02:49:15,669 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.92ms, fps=1382 images/s, loss=0.3400, top1-acc=89.60%, top5-acc=99.47%, remaining_time=0:00:08.584888, arrival_time=2021-04-15 02:49:24.253891, cost_time=0:00:27.994274 2021-04-15 02:49:17,529 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.3413, top1-acc=89.56%, top5-acc=99.48%, remaining_time=0:00:06.717384, arrival_time=2021-04-15 02:49:24.246882, cost_time=0:00:29.854967 2021-04-15 02:49:19,381 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.97ms, fps=1383 images/s, loss=0.3445, top1-acc=89.47%, top5-acc=99.47%, remaining_time=0:00:04.849208, arrival_time=2021-04-15 02:49:24.230149, cost_time=0:00:31.706299 2021-04-15 02:49:21,232 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.3470, top1-acc=89.42%, top5-acc=99.44%, remaining_time=0:00:02.982864, arrival_time=2021-04-15 02:49:24.214762, cost_time=0:00:33.557247 2021-04-15 02:49:23,079 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.20ms, fps=1386 images/s, loss=0.3509, top1-acc=89.27%, top5-acc=99.43%, remaining_time=0:00:01.118052, arrival_time=2021-04-15 02:49:24.197476, cost_time=0:00:35.404980 2021-04-15 02:49:24,075 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.25ms, fps=1366 images/s, loss=0.3546, top1-acc=89.19%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:24.075411, cost_time=0:00:36.400959 2021-04-15 02:49:25,114 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.43ms, fps=2469 images/s, loss=1.3745, top1-acc=64.49%, top5-acc=89.06%, remaining_time=0:00:03.110100, arrival_time=2021-04-15 02:49:28.224230, cost_time=0:00:01.036703 2021-04-15 02:49:26,023 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.46ms, fps=2818 images/s, loss=1.3158, top1-acc=65.39%, top5-acc=89.51%, remaining_time=0:00:01.945640, arrival_time=2021-04-15 02:49:27.968698, cost_time=0:00:01.945636 2021-04-15 02:49:26,926 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.34ms, fps=2835 images/s, loss=1.3314, top1-acc=64.97%, top5-acc=89.36%, remaining_time=0:00:00.949660, arrival_time=2021-04-15 02:49:27.876065, cost_time=0:00:02.848979 2021-04-15 02:49:27,755 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.06ms, fps=2801 images/s, loss=1.3654, top1-acc=65.04%, top5-acc=89.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:27.755123, cost_time=0:00:03.677650 2021-04-15 02:49:27,928 INFO : Epoch=0110 complete, best val top1-acc=65.55%, top5-acc=88.83% (epoch=109), remaining_time=1:00:13.998330, arrival_time=2021-04-15 03:49:41.927231, cost_time=1:13:37.109071 2021-04-15 02:49:27,930 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 02:49:29,924 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.87ms, fps=1284 images/s, loss=0.3235, top1-acc=90.55%, top5-acc=99.61%, remaining_time=0:00:37.083192, arrival_time=2021-04-15 02:50:07.007295, cost_time=0:00:01.993717 2021-04-15 02:49:31,778 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.3269, top1-acc=90.53%, top5-acc=99.65%, remaining_time=0:00:33.865744, arrival_time=2021-04-15 02:50:05.644529, cost_time=0:00:03.848388 2021-04-15 02:49:33,627 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.3172, top1-acc=90.76%, top5-acc=99.57%, remaining_time=0:00:31.524064, arrival_time=2021-04-15 02:50:05.151556, cost_time=0:00:05.697118 2021-04-15 02:49:35,478 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=2.17ms, fps=1383 images/s, loss=0.3153, top1-acc=90.63%, top5-acc=99.60%, remaining_time=0:00:29.438136, arrival_time=2021-04-15 02:50:04.916757, cost_time=0:00:07.548235 2021-04-15 02:49:37,326 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.72ms, fps=1386 images/s, loss=0.3153, top1-acc=90.61%, top5-acc=99.62%, remaining_time=0:00:27.435590, arrival_time=2021-04-15 02:50:04.761734, cost_time=0:00:09.395749 2021-04-15 02:49:39,172 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.3144, top1-acc=90.63%, top5-acc=99.60%, remaining_time=0:00:25.481912, arrival_time=2021-04-15 02:50:04.654315, cost_time=0:00:11.242007 2021-04-15 02:49:41,024 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.3129, top1-acc=90.67%, top5-acc=99.59%, remaining_time=0:00:23.569434, arrival_time=2021-04-15 02:50:04.593971, cost_time=0:00:13.094128 2021-04-15 02:49:42,873 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.3168, top1-acc=90.49%, top5-acc=99.58%, remaining_time=0:00:21.667060, arrival_time=2021-04-15 02:50:04.540256, cost_time=0:00:14.942792 2021-04-15 02:49:44,729 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.35ms, fps=1380 images/s, loss=0.3186, top1-acc=90.41%, top5-acc=99.56%, remaining_time=0:00:19.785536, arrival_time=2021-04-15 02:50:04.515047, cost_time=0:00:16.799023 2021-04-15 02:49:46,590 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.91ms, fps=1376 images/s, loss=0.3214, top1-acc=90.30%, top5-acc=99.55%, remaining_time=0:00:17.913312, arrival_time=2021-04-15 02:50:04.503490, cost_time=0:00:18.659743 2021-04-15 02:49:48,436 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.3249, top1-acc=90.18%, top5-acc=99.54%, remaining_time=0:00:16.032378, arrival_time=2021-04-15 02:50:04.469282, cost_time=0:00:20.506530 2021-04-15 02:49:50,293 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.92ms, fps=1380 images/s, loss=0.3268, top1-acc=90.06%, top5-acc=99.54%, remaining_time=0:00:14.163056, arrival_time=2021-04-15 02:50:04.456109, cost_time=0:00:22.362668 2021-04-15 02:49:52,145 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.99ms, fps=1382 images/s, loss=0.3271, top1-acc=90.08%, top5-acc=99.52%, remaining_time=0:00:12.293886, arrival_time=2021-04-15 02:50:04.439544, cost_time=0:00:24.215248 2021-04-15 02:49:53,997 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=0.3294, top1-acc=90.03%, top5-acc=99.50%, remaining_time=0:00:10.426864, arrival_time=2021-04-15 02:50:04.424380, cost_time=0:00:26.067135 2021-04-15 02:49:55,854 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=0.3309, top1-acc=89.97%, top5-acc=99.49%, remaining_time=0:00:08.563222, arrival_time=2021-04-15 02:50:04.417172, cost_time=0:00:27.923542 2021-04-15 02:49:57,712 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.3323, top1-acc=89.94%, top5-acc=99.49%, remaining_time=0:00:06.700968, arrival_time=2021-04-15 02:50:04.413410, cost_time=0:00:29.782054 2021-04-15 02:49:59,559 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.88ms, fps=1386 images/s, loss=0.3351, top1-acc=89.78%, top5-acc=99.49%, remaining_time=0:00:04.837404, arrival_time=2021-04-15 02:50:04.397032, cost_time=0:00:31.629183 2021-04-15 02:50:01,418 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.80ms, fps=1378 images/s, loss=0.3373, top1-acc=89.71%, top5-acc=99.49%, remaining_time=0:00:02.976736, arrival_time=2021-04-15 02:50:04.395372, cost_time=0:00:33.488247 2021-04-15 02:50:03,272 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.58ms, fps=1382 images/s, loss=0.3388, top1-acc=89.68%, top5-acc=99.48%, remaining_time=0:00:01.116054, arrival_time=2021-04-15 02:50:04.388154, cost_time=0:00:35.341706 2021-04-15 02:50:04,268 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.14ms, fps=1366 images/s, loss=0.3408, top1-acc=89.63%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:04.268158, cost_time=0:00:36.337785 2021-04-15 02:50:05,302 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.21ms, fps=2480 images/s, loss=1.4401, top1-acc=63.24%, top5-acc=88.40%, remaining_time=0:00:03.096690, arrival_time=2021-04-15 02:50:08.398975, cost_time=0:00:01.032234 2021-04-15 02:50:06,206 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.58ms, fps=2834 images/s, loss=1.4430, top1-acc=63.50%, top5-acc=88.32%, remaining_time=0:00:01.936220, arrival_time=2021-04-15 02:50:08.142434, cost_time=0:00:01.936225 2021-04-15 02:50:07,107 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.50ms, fps=2843 images/s, loss=1.4350, top1-acc=63.82%, top5-acc=88.50%, remaining_time=0:00:00.945710, arrival_time=2021-04-15 02:50:08.052913, cost_time=0:00:02.837139 2021-04-15 02:50:07,937 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=2795 images/s, loss=1.4514, top1-acc=63.38%, top5-acc=88.41%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:07.937809, cost_time=0:00:03.667729 2021-04-15 02:50:08,079 INFO : Epoch=0111 complete, best val top1-acc=65.55%, top5-acc=88.83% (epoch=109), remaining_time=0:59:33.839055, arrival_time=2021-04-15 03:49:41.918821, cost_time=1:14:17.259945 2021-04-15 02:50:08,081 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 02:50:10,111 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.95ms, fps=1261 images/s, loss=0.3372, top1-acc=89.45%, top5-acc=99.69%, remaining_time=0:00:37.761162, arrival_time=2021-04-15 02:50:47.872707, cost_time=0:00:02.030174 2021-04-15 02:50:11,952 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.62ms, fps=1391 images/s, loss=0.3193, top1-acc=90.25%, top5-acc=99.63%, remaining_time=0:00:34.069376, arrival_time=2021-04-15 02:50:46.022162, cost_time=0:00:03.871516 2021-04-15 02:50:13,816 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.54ms, fps=1374 images/s, loss=0.3144, top1-acc=90.42%, top5-acc=99.67%, remaining_time=0:00:31.733556, arrival_time=2021-04-15 02:50:45.549827, cost_time=0:00:05.734982 2021-04-15 02:50:15,667 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.3064, top1-acc=90.77%, top5-acc=99.70%, remaining_time=0:00:29.586648, arrival_time=2021-04-15 02:50:45.254310, cost_time=0:00:07.586311 2021-04-15 02:50:17,518 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.71ms, fps=1384 images/s, loss=0.3059, top1-acc=90.77%, top5-acc=99.68%, remaining_time=0:00:27.556916, arrival_time=2021-04-15 02:50:45.075595, cost_time=0:00:09.437319 2021-04-15 02:50:19,373 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=0.3004, top1-acc=90.98%, top5-acc=99.70%, remaining_time=0:00:25.594520, arrival_time=2021-04-15 02:50:44.967507, cost_time=0:00:11.291679 2021-04-15 02:50:21,232 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.48ms, fps=1377 images/s, loss=0.2968, top1-acc=91.10%, top5-acc=99.69%, remaining_time=0:00:23.672250, arrival_time=2021-04-15 02:50:44.904788, cost_time=0:00:13.151226 2021-04-15 02:50:23,093 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=0.2953, top1-acc=91.12%, top5-acc=99.66%, remaining_time=0:00:21.767168, arrival_time=2021-04-15 02:50:44.860197, cost_time=0:00:15.011810 2021-04-15 02:50:24,955 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=2.44ms, fps=1375 images/s, loss=0.2960, top1-acc=91.06%, top5-acc=99.67%, remaining_time=0:00:19.874364, arrival_time=2021-04-15 02:50:44.830169, cost_time=0:00:16.874449 2021-04-15 02:50:26,807 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.66ms, fps=1383 images/s, loss=0.2961, top1-acc=91.03%, top5-acc=99.66%, remaining_time=0:00:17.976864, arrival_time=2021-04-15 02:50:44.784088, cost_time=0:00:18.725917 2021-04-15 02:50:28,657 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.68ms, fps=1384 images/s, loss=0.2994, top1-acc=90.93%, top5-acc=99.66%, remaining_time=0:00:16.086558, arrival_time=2021-04-15 02:50:44.743706, cost_time=0:00:20.575838 2021-04-15 02:50:30,506 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.2997, top1-acc=90.91%, top5-acc=99.65%, remaining_time=0:00:14.202652, arrival_time=2021-04-15 02:50:44.709343, cost_time=0:00:22.425272 2021-04-15 02:50:32,359 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.3012, top1-acc=90.83%, top5-acc=99.65%, remaining_time=0:00:12.325764, arrival_time=2021-04-15 02:50:44.685046, cost_time=0:00:24.277965 2021-04-15 02:50:34,205 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.3026, top1-acc=90.81%, top5-acc=99.63%, remaining_time=0:00:10.449768, arrival_time=2021-04-15 02:50:44.655489, cost_time=0:00:26.124405 2021-04-15 02:50:36,060 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.73ms, fps=1381 images/s, loss=0.3044, top1-acc=90.73%, top5-acc=99.63%, remaining_time=0:00:08.580150, arrival_time=2021-04-15 02:50:44.640271, cost_time=0:00:27.978698 2021-04-15 02:50:37,905 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.3060, top1-acc=90.67%, top5-acc=99.61%, remaining_time=0:00:06.710328, arrival_time=2021-04-15 02:50:44.615304, cost_time=0:00:29.823748 2021-04-15 02:50:39,756 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=2.11ms, fps=1383 images/s, loss=0.3083, top1-acc=90.60%, top5-acc=99.59%, remaining_time=0:00:04.844372, arrival_time=2021-04-15 02:50:44.600402, cost_time=0:00:31.674725 2021-04-15 02:50:41,602 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.3101, top1-acc=90.51%, top5-acc=99.58%, remaining_time=0:00:02.979664, arrival_time=2021-04-15 02:50:44.582257, cost_time=0:00:33.521280 2021-04-15 02:50:43,453 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.28ms, fps=1384 images/s, loss=0.3119, top1-acc=90.44%, top5-acc=99.56%, remaining_time=0:00:01.117002, arrival_time=2021-04-15 02:50:44.570116, cost_time=0:00:35.371822 2021-04-15 02:50:44,452 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.32ms, fps=1362 images/s, loss=0.3137, top1-acc=90.39%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:44.452078, cost_time=0:00:36.370860 2021-04-15 02:50:45,470 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=1.33ms, fps=2518 images/s, loss=1.4916, top1-acc=63.91%, top5-acc=88.01%, remaining_time=0:00:03.050040, arrival_time=2021-04-15 02:50:48.520611, cost_time=0:00:01.016679 2021-04-15 02:50:46,375 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.45ms, fps=2832 images/s, loss=1.4946, top1-acc=64.10%, top5-acc=88.22%, remaining_time=0:00:01.921080, arrival_time=2021-04-15 02:50:48.296091, cost_time=0:00:01.921077 2021-04-15 02:50:47,287 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=2.13ms, fps=2808 images/s, loss=1.4630, top1-acc=64.40%, top5-acc=88.63%, remaining_time=0:00:00.944420, arrival_time=2021-04-15 02:50:48.231497, cost_time=0:00:02.833259 2021-04-15 02:50:48,117 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.06ms, fps=2794 images/s, loss=1.4510, top1-acc=64.56%, top5-acc=88.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:50:48.117756, cost_time=0:00:03.663880 2021-04-15 02:50:48,260 INFO : Epoch=0112 complete, best val top1-acc=65.55%, top5-acc=88.83% (epoch=109), remaining_time=0:58:53.703712, arrival_time=2021-04-15 03:49:41.964591, cost_time=1:14:57.441048 2021-04-15 02:50:48,262 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 02:50:50,251 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.93ms, fps=1287 images/s, loss=0.2957, top1-acc=90.70%, top5-acc=99.69%, remaining_time=0:00:36.994656, arrival_time=2021-04-15 02:51:27.246021, cost_time=0:00:01.988965 2021-04-15 02:50:52,108 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.2887, top1-acc=91.05%, top5-acc=99.75%, remaining_time=0:00:33.847440, arrival_time=2021-04-15 02:51:25.956158, cost_time=0:00:03.846300 2021-04-15 02:50:53,963 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.36ms, fps=1381 images/s, loss=0.2905, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:31.546142, arrival_time=2021-04-15 02:51:25.509652, cost_time=0:00:05.701107 2021-04-15 02:50:55,822 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.35ms, fps=1377 images/s, loss=0.2971, top1-acc=90.82%, top5-acc=99.71%, remaining_time=0:00:29.485872, arrival_time=2021-04-15 02:51:25.308737, cost_time=0:00:07.560472 2021-04-15 02:50:57,672 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.77ms, fps=1385 images/s, loss=0.2919, top1-acc=91.04%, top5-acc=99.73%, remaining_time=0:00:27.476908, arrival_time=2021-04-15 02:51:25.149245, cost_time=0:00:09.409889 2021-04-15 02:50:59,518 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.65ms, fps=1387 images/s, loss=0.2941, top1-acc=90.95%, top5-acc=99.73%, remaining_time=0:00:25.513600, arrival_time=2021-04-15 02:51:25.032107, cost_time=0:00:11.255980 2021-04-15 02:51:01,365 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.2965, top1-acc=90.89%, top5-acc=99.74%, remaining_time=0:00:23.585310, arrival_time=2021-04-15 02:51:24.950543, cost_time=0:00:13.102921 2021-04-15 02:51:03,211 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.2973, top1-acc=90.85%, top5-acc=99.76%, remaining_time=0:00:21.675412, arrival_time=2021-04-15 02:51:24.886349, cost_time=0:00:14.948547 2021-04-15 02:51:05,059 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.48ms, fps=1386 images/s, loss=0.2970, top1-acc=90.92%, top5-acc=99.74%, remaining_time=0:00:19.782462, arrival_time=2021-04-15 02:51:24.841374, cost_time=0:00:16.796408 2021-04-15 02:51:06,921 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.59ms, fps=1375 images/s, loss=0.2989, top1-acc=90.88%, top5-acc=99.72%, remaining_time=0:00:17.912640, arrival_time=2021-04-15 02:51:24.834052, cost_time=0:00:18.659008 2021-04-15 02:51:08,762 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=2.34ms, fps=1391 images/s, loss=0.3015, top1-acc=90.77%, top5-acc=99.72%, remaining_time=0:00:16.027648, arrival_time=2021-04-15 02:51:24.790445, cost_time=0:00:20.500425 2021-04-15 02:51:10,605 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.3062, top1-acc=90.65%, top5-acc=99.69%, remaining_time=0:00:14.150744, arrival_time=2021-04-15 02:51:24.756484, cost_time=0:00:22.343337 2021-04-15 02:51:12,449 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.28ms, fps=1389 images/s, loss=0.3087, top1-acc=90.52%, top5-acc=99.69%, remaining_time=0:00:12.279300, arrival_time=2021-04-15 02:51:24.728196, cost_time=0:00:24.186498 2021-04-15 02:51:14,298 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.3111, top1-acc=90.47%, top5-acc=99.68%, remaining_time=0:00:10.414432, arrival_time=2021-04-15 02:51:24.712954, cost_time=0:00:26.036128 2021-04-15 02:51:16,146 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=0.3130, top1-acc=90.47%, top5-acc=99.66%, remaining_time=0:00:08.550986, arrival_time=2021-04-15 02:51:24.697198, cost_time=0:00:27.883689 2021-04-15 02:51:17,994 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.81ms, fps=1385 images/s, loss=0.3137, top1-acc=90.50%, top5-acc=99.66%, remaining_time=0:00:06.689772, arrival_time=2021-04-15 02:51:24.684399, cost_time=0:00:29.732324 2021-04-15 02:51:19,856 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=2.67ms, fps=1376 images/s, loss=0.3176, top1-acc=90.33%, top5-acc=99.63%, remaining_time=0:00:04.831996, arrival_time=2021-04-15 02:51:24.688189, cost_time=0:00:31.593842 2021-04-15 02:51:21,719 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.90ms, fps=1375 images/s, loss=0.3181, top1-acc=90.30%, top5-acc=99.62%, remaining_time=0:00:02.973904, arrival_time=2021-04-15 02:51:24.692817, cost_time=0:00:33.456506 2021-04-15 02:51:23,585 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.17ms, fps=1372 images/s, loss=0.3207, top1-acc=90.21%, top5-acc=99.62%, remaining_time=0:00:01.115448, arrival_time=2021-04-15 02:51:24.700392, cost_time=0:00:35.322433 2021-04-15 02:51:24,587 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.21ms, fps=1358 images/s, loss=0.3225, top1-acc=90.14%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:24.587016, cost_time=0:00:36.324690 2021-04-15 02:51:25,611 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.34ms, fps=2505 images/s, loss=1.4229, top1-acc=63.55%, top5-acc=88.95%, remaining_time=0:00:03.066390, arrival_time=2021-04-15 02:51:28.677643, cost_time=0:00:01.022126 2021-04-15 02:51:26,514 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=2.11ms, fps=2836 images/s, loss=1.3654, top1-acc=65.04%, top5-acc=89.30%, remaining_time=0:00:01.925520, arrival_time=2021-04-15 02:51:28.440164, cost_time=0:00:01.925515 2021-04-15 02:51:27,421 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.82ms, fps=2826 images/s, loss=1.3659, top1-acc=65.00%, top5-acc=89.26%, remaining_time=0:00:00.943990, arrival_time=2021-04-15 02:51:28.365245, cost_time=0:00:02.831983 2021-04-15 02:51:28,250 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.09ms, fps=2801 images/s, loss=1.3544, top1-acc=65.14%, top5-acc=89.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:28.250012, cost_time=0:00:03.660986 2021-04-15 02:51:28,456 INFO : Epoch=0113 complete, best val top1-acc=65.55%, top5-acc=88.83% (epoch=109), remaining_time=0:58:13.578873, arrival_time=2021-04-15 03:49:42.035578, cost_time=1:15:37.636881 2021-04-15 02:51:28,458 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 02:51:30,466 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.79ms, fps=1275 images/s, loss=0.2961, top1-acc=91.37%, top5-acc=99.69%, remaining_time=0:00:37.349544, arrival_time=2021-04-15 02:52:07.815787, cost_time=0:00:02.008037 2021-04-15 02:51:32,318 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.2971, top1-acc=91.41%, top5-acc=99.63%, remaining_time=0:00:33.969056, arrival_time=2021-04-15 02:52:06.287379, cost_time=0:00:03.860129 2021-04-15 02:51:34,166 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.2938, top1-acc=91.30%, top5-acc=99.65%, remaining_time=0:00:31.585982, arrival_time=2021-04-15 02:52:05.752604, cost_time=0:00:05.708307 2021-04-15 02:51:36,018 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.2897, top1-acc=91.42%, top5-acc=99.62%, remaining_time=0:00:29.483532, arrival_time=2021-04-15 02:52:05.501599, cost_time=0:00:07.559876 2021-04-15 02:51:37,866 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.2869, top1-acc=91.34%, top5-acc=99.63%, remaining_time=0:00:27.472674, arrival_time=2021-04-15 02:52:05.339320, cost_time=0:00:09.408460 2021-04-15 02:51:39,715 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.93ms, fps=1385 images/s, loss=0.2841, top1-acc=91.52%, top5-acc=99.65%, remaining_time=0:00:25.515640, arrival_time=2021-04-15 02:52:05.230807, cost_time=0:00:11.256925 2021-04-15 02:51:41,569 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.92ms, fps=1381 images/s, loss=0.2811, top1-acc=91.56%, top5-acc=99.66%, remaining_time=0:00:23.600052, arrival_time=2021-04-15 02:52:05.169323, cost_time=0:00:13.111163 2021-04-15 02:51:43,414 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.2788, top1-acc=91.59%, top5-acc=99.68%, remaining_time=0:00:21.686780, arrival_time=2021-04-15 02:52:05.101300, cost_time=0:00:14.956392 2021-04-15 02:51:45,262 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.45ms, fps=1386 images/s, loss=0.2789, top1-acc=91.58%, top5-acc=99.67%, remaining_time=0:00:19.791684, arrival_time=2021-04-15 02:52:05.054231, cost_time=0:00:16.804252 2021-04-15 02:51:47,117 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.2788, top1-acc=91.58%, top5-acc=99.68%, remaining_time=0:00:17.912544, arrival_time=2021-04-15 02:52:05.029685, cost_time=0:00:18.658897 2021-04-15 02:51:48,964 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=2.21ms, fps=1387 images/s, loss=0.2827, top1-acc=91.49%, top5-acc=99.67%, remaining_time=0:00:16.031432, arrival_time=2021-04-15 02:52:04.995347, cost_time=0:00:20.505316 2021-04-15 02:51:50,809 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=3.42ms, fps=1389 images/s, loss=0.2852, top1-acc=91.39%, top5-acc=99.66%, remaining_time=0:00:14.155456, arrival_time=2021-04-15 02:52:04.964425, cost_time=0:00:22.350696 2021-04-15 02:51:52,658 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.2889, top1-acc=91.30%, top5-acc=99.64%, remaining_time=0:00:12.286296, arrival_time=2021-04-15 02:52:04.944782, cost_time=0:00:24.200274 2021-04-15 02:51:54,509 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=3.26ms, fps=1384 images/s, loss=0.2918, top1-acc=91.22%, top5-acc=99.63%, remaining_time=0:00:10.420312, arrival_time=2021-04-15 02:52:04.929417, cost_time=0:00:26.050839 2021-04-15 02:51:56,351 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.2950, top1-acc=91.13%, top5-acc=99.62%, remaining_time=0:00:08.553838, arrival_time=2021-04-15 02:52:04.904985, cost_time=0:00:27.892936 2021-04-15 02:51:58,186 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.2961, top1-acc=91.13%, top5-acc=99.63%, remaining_time=0:00:06.688836, arrival_time=2021-04-15 02:52:04.875071, cost_time=0:00:29.728127 2021-04-15 02:52:00,020 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.2980, top1-acc=91.03%, top5-acc=99.62%, remaining_time=0:00:04.827186, arrival_time=2021-04-15 02:52:04.847593, cost_time=0:00:31.562290 2021-04-15 02:52:01,857 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.3001, top1-acc=90.93%, top5-acc=99.62%, remaining_time=0:00:02.968832, arrival_time=2021-04-15 02:52:04.826384, cost_time=0:00:33.399345 2021-04-15 02:52:03,701 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.3019, top1-acc=90.90%, top5-acc=99.59%, remaining_time=0:00:01.112952, arrival_time=2021-04-15 02:52:04.814671, cost_time=0:00:35.243519 2021-04-15 02:52:04,698 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.13ms, fps=1366 images/s, loss=0.3043, top1-acc=90.84%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:04.698310, cost_time=0:00:36.240070 2021-04-15 02:52:05,711 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.30ms, fps=2532 images/s, loss=1.3111, top1-acc=66.45%, top5-acc=89.84%, remaining_time=0:00:03.033120, arrival_time=2021-04-15 02:52:08.744681, cost_time=0:00:01.011040 2021-04-15 02:52:06,610 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.39ms, fps=2849 images/s, loss=1.3597, top1-acc=65.62%, top5-acc=89.30%, remaining_time=0:00:01.909940, arrival_time=2021-04-15 02:52:08.520523, cost_time=0:00:01.909937 2021-04-15 02:52:07,502 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.93ms, fps=2873 images/s, loss=1.3749, top1-acc=65.25%, top5-acc=89.08%, remaining_time=0:00:00.933860, arrival_time=2021-04-15 02:52:08.436029, cost_time=0:00:02.801590 2021-04-15 02:52:08,317 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=2848 images/s, loss=1.3941, top1-acc=65.54%, top5-acc=89.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:08.317153, cost_time=0:00:03.616669 2021-04-15 02:52:08,517 INFO : Epoch=0114 complete, best val top1-acc=65.55%, top5-acc=88.83% (epoch=109), remaining_time=0:57:33.350812, arrival_time=2021-04-15 03:49:41.868281, cost_time=1:16:17.697583 2021-04-15 02:52:08,519 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 02:52:10,524 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.76ms, fps=1277 images/s, loss=0.3023, top1-acc=91.37%, top5-acc=99.65%, remaining_time=0:00:37.295604, arrival_time=2021-04-15 02:52:47.820307, cost_time=0:00:02.005139 2021-04-15 02:52:12,362 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.10ms, fps=1394 images/s, loss=0.2985, top1-acc=90.92%, top5-acc=99.65%, remaining_time=0:00:33.814000, arrival_time=2021-04-15 02:52:46.175983, cost_time=0:00:03.842501 2021-04-15 02:52:14,201 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.2887, top1-acc=91.35%, top5-acc=99.74%, remaining_time=0:00:31.441894, arrival_time=2021-04-15 02:52:45.643754, cost_time=0:00:05.682265 2021-04-15 02:52:16,055 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.2900, top1-acc=91.37%, top5-acc=99.72%, remaining_time=0:00:29.390088, arrival_time=2021-04-15 02:52:45.445434, cost_time=0:00:07.535919 2021-04-15 02:52:17,896 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.60ms, fps=1391 images/s, loss=0.2833, top1-acc=91.62%, top5-acc=99.71%, remaining_time=0:00:27.379818, arrival_time=2021-04-15 02:52:45.275943, cost_time=0:00:09.376653 2021-04-15 02:52:19,731 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.2844, top1-acc=91.50%, top5-acc=99.70%, remaining_time=0:00:25.412688, arrival_time=2021-04-15 02:52:45.143773, cost_time=0:00:11.211508 2021-04-15 02:52:21,564 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.43ms, fps=1397 images/s, loss=0.2818, top1-acc=91.66%, top5-acc=99.72%, remaining_time=0:00:23.481360, arrival_time=2021-04-15 02:52:45.045932, cost_time=0:00:13.045168 2021-04-15 02:52:23,401 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.2825, top1-acc=91.60%, top5-acc=99.72%, remaining_time=0:00:21.578552, arrival_time=2021-04-15 02:52:44.979884, cost_time=0:00:14.881743 2021-04-15 02:52:25,257 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=0.2814, top1-acc=91.61%, top5-acc=99.73%, remaining_time=0:00:19.713244, arrival_time=2021-04-15 02:52:44.970353, cost_time=0:00:16.737690 2021-04-15 02:52:27,090 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.2857, top1-acc=91.52%, top5-acc=99.72%, remaining_time=0:00:17.828352, arrival_time=2021-04-15 02:52:44.918925, cost_time=0:00:18.571184 2021-04-15 02:52:28,940 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.2848, top1-acc=91.56%, top5-acc=99.71%, remaining_time=0:00:15.965814, arrival_time=2021-04-15 02:52:44.906594, cost_time=0:00:20.421366 2021-04-15 02:52:30,777 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.2862, top1-acc=91.52%, top5-acc=99.70%, remaining_time=0:00:14.097012, arrival_time=2021-04-15 02:52:44.874885, cost_time=0:00:22.258405 2021-04-15 02:52:32,626 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=0.2858, top1-acc=91.52%, top5-acc=99.71%, remaining_time=0:00:12.238974, arrival_time=2021-04-15 02:52:44.865401, cost_time=0:00:24.107016 2021-04-15 02:52:34,469 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.87ms, fps=1389 images/s, loss=0.2862, top1-acc=91.49%, top5-acc=99.70%, remaining_time=0:00:10.379992, arrival_time=2021-04-15 02:52:44.849553, cost_time=0:00:25.949969 2021-04-15 02:52:36,308 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.2888, top1-acc=91.40%, top5-acc=99.68%, remaining_time=0:00:08.521914, arrival_time=2021-04-15 02:52:44.830113, cost_time=0:00:27.788807 2021-04-15 02:52:38,143 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.2890, top1-acc=91.43%, top5-acc=99.68%, remaining_time=0:00:06.665436, arrival_time=2021-04-15 02:52:44.808912, cost_time=0:00:29.624093 2021-04-15 02:52:39,978 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.2913, top1-acc=91.32%, top5-acc=99.67%, remaining_time=0:00:04.811378, arrival_time=2021-04-15 02:52:44.790010, cost_time=0:00:31.459029 2021-04-15 02:52:41,820 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.2928, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:02.960080, arrival_time=2021-04-15 02:52:44.780404, cost_time=0:00:33.300931 2021-04-15 02:52:43,657 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.2946, top1-acc=91.22%, top5-acc=99.64%, remaining_time=0:00:01.109610, arrival_time=2021-04-15 02:52:44.766697, cost_time=0:00:35.137691 2021-04-15 02:52:44,650 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.11ms, fps=1370 images/s, loss=0.2972, top1-acc=91.14%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:44.650030, cost_time=0:00:36.130647 2021-04-15 02:52:45,677 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.82ms, fps=2498 images/s, loss=1.3061, top1-acc=66.37%, top5-acc=90.31%, remaining_time=0:00:03.074640, arrival_time=2021-04-15 02:52:48.751655, cost_time=0:00:01.024878 2021-04-15 02:52:46,574 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.38ms, fps=2854 images/s, loss=1.2958, top1-acc=66.62%, top5-acc=89.98%, remaining_time=0:00:01.922780, arrival_time=2021-04-15 02:52:48.497645, cost_time=0:00:01.922774 2021-04-15 02:52:47,468 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.35ms, fps=2866 images/s, loss=1.3248, top1-acc=66.28%, top5-acc=89.48%, remaining_time=0:00:00.938890, arrival_time=2021-04-15 02:52:48.407511, cost_time=0:00:02.816663 2021-04-15 02:52:48,283 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=2849 images/s, loss=1.3118, top1-acc=66.56%, top5-acc=89.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:52:48.283357, cost_time=0:00:03.631410 2021-04-15 02:52:48,658 INFO : Epoch=0115 complete, best val top1-acc=66.56%, top5-acc=89.65% (epoch=115), remaining_time=0:56:53.184690, arrival_time=2021-04-15 03:49:41.842638, cost_time=1:16:57.838078 2021-04-15 02:52:48,659 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 02:52:50,666 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.29ms, fps=1275 images/s, loss=0.2777, top1-acc=91.17%, top5-acc=99.84%, remaining_time=0:00:37.331316, arrival_time=2021-04-15 02:53:27.997912, cost_time=0:00:02.007065 2021-04-15 02:52:52,500 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.2900, top1-acc=90.90%, top5-acc=99.75%, remaining_time=0:00:33.796576, arrival_time=2021-04-15 02:53:26.296597, cost_time=0:00:03.840511 2021-04-15 02:52:54,351 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.2810, top1-acc=91.55%, top5-acc=99.71%, remaining_time=0:00:31.493852, arrival_time=2021-04-15 02:53:25.845029, cost_time=0:00:05.691658 2021-04-15 02:52:56,206 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.48ms, fps=1380 images/s, loss=0.2768, top1-acc=91.74%, top5-acc=99.73%, remaining_time=0:00:29.431740, arrival_time=2021-04-15 02:53:25.637959, cost_time=0:00:07.546599 2021-04-15 02:52:58,067 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.48ms, fps=1376 images/s, loss=0.2739, top1-acc=91.84%, top5-acc=99.73%, remaining_time=0:00:27.472236, arrival_time=2021-04-15 02:53:25.540060, cost_time=0:00:09.408318 2021-04-15 02:52:59,905 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.2711, top1-acc=91.91%, top5-acc=99.73%, remaining_time=0:00:25.489936, arrival_time=2021-04-15 02:53:25.395013, cost_time=0:00:11.245563 2021-04-15 02:53:01,741 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.59ms, fps=1395 images/s, loss=0.2665, top1-acc=92.14%, top5-acc=99.74%, remaining_time=0:00:23.546754, arrival_time=2021-04-15 02:53:25.287895, cost_time=0:00:13.081558 2021-04-15 02:53:03,578 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.2659, top1-acc=92.20%, top5-acc=99.76%, remaining_time=0:00:21.632724, arrival_time=2021-04-15 02:53:25.211338, cost_time=0:00:14.919114 2021-04-15 02:53:05,412 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.48ms, fps=1396 images/s, loss=0.2653, top1-acc=92.24%, top5-acc=99.74%, remaining_time=0:00:19.731052, arrival_time=2021-04-15 02:53:25.143392, cost_time=0:00:16.752825 2021-04-15 02:53:07,249 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.2669, top1-acc=92.16%, top5-acc=99.73%, remaining_time=0:00:17.846112, arrival_time=2021-04-15 02:53:25.095433, cost_time=0:00:18.589724 2021-04-15 02:53:09,083 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.2687, top1-acc=92.10%, top5-acc=99.73%, remaining_time=0:00:15.968050, arrival_time=2021-04-15 02:53:25.051781, cost_time=0:00:20.424229 2021-04-15 02:53:10,916 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.52ms, fps=1397 images/s, loss=0.2703, top1-acc=92.01%, top5-acc=99.72%, remaining_time=0:00:14.096252, arrival_time=2021-04-15 02:53:25.013066, cost_time=0:00:22.257299 2021-04-15 02:53:12,761 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.2729, top1-acc=91.90%, top5-acc=99.72%, remaining_time=0:00:12.236466, arrival_time=2021-04-15 02:53:24.998143, cost_time=0:00:24.102090 2021-04-15 02:53:14,595 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.2744, top1-acc=91.85%, top5-acc=99.72%, remaining_time=0:00:10.374336, arrival_time=2021-04-15 02:53:24.969708, cost_time=0:00:25.935856 2021-04-15 02:53:16,448 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.78ms, fps=1382 images/s, loss=0.2760, top1-acc=91.78%, top5-acc=99.70%, remaining_time=0:00:08.521914, arrival_time=2021-04-15 02:53:24.970296, cost_time=0:00:27.788838 2021-04-15 02:53:18,293 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.2806, top1-acc=91.59%, top5-acc=99.68%, remaining_time=0:00:06.667560, arrival_time=2021-04-15 02:53:24.960744, cost_time=0:00:29.633602 2021-04-15 02:53:20,127 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.2828, top1-acc=91.50%, top5-acc=99.67%, remaining_time=0:00:04.812730, arrival_time=2021-04-15 02:53:24.940008, cost_time=0:00:31.467779 2021-04-15 02:53:21,963 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.57ms, fps=1395 images/s, loss=0.2855, top1-acc=91.40%, top5-acc=99.65%, remaining_time=0:00:02.960320, arrival_time=2021-04-15 02:53:24.923479, cost_time=0:00:33.303644 2021-04-15 02:53:23,799 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.16ms, fps=1394 images/s, loss=0.2891, top1-acc=91.23%, top5-acc=99.64%, remaining_time=0:00:01.109694, arrival_time=2021-04-15 02:53:24.909530, cost_time=0:00:35.140262 2021-04-15 02:53:24,790 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.21ms, fps=1373 images/s, loss=0.2897, top1-acc=91.22%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:24.790814, cost_time=0:00:36.131318 2021-04-15 02:53:25,811 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.21ms, fps=2513 images/s, loss=1.3343, top1-acc=66.76%, top5-acc=89.77%, remaining_time=0:00:03.056280, arrival_time=2021-04-15 02:53:28.867782, cost_time=0:00:01.018755 2021-04-15 02:53:26,701 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.29ms, fps=2878 images/s, loss=1.3319, top1-acc=66.72%, top5-acc=89.79%, remaining_time=0:00:01.908700, arrival_time=2021-04-15 02:53:28.610142, cost_time=0:00:01.908695 2021-04-15 02:53:27,594 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.23ms, fps=2869 images/s, loss=1.3393, top1-acc=66.64%, top5-acc=89.44%, remaining_time=0:00:00.933730, arrival_time=2021-04-15 02:53:28.527727, cost_time=0:00:02.801201 2021-04-15 02:53:28,409 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=2848 images/s, loss=1.3296, top1-acc=66.29%, top5-acc=89.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:28.409004, cost_time=0:00:03.616289 2021-04-15 02:53:28,569 INFO : Epoch=0116 complete, best val top1-acc=66.56%, top5-acc=89.65% (epoch=115), remaining_time=0:56:12.853428, arrival_time=2021-04-15 03:49:41.423251, cost_time=1:17:37.749998 2021-04-15 02:53:28,571 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 02:53:30,579 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.39ms, fps=1275 images/s, loss=0.2622, top1-acc=92.11%, top5-acc=99.77%, remaining_time=0:00:37.341174, arrival_time=2021-04-15 02:54:07.920106, cost_time=0:00:02.007592 2021-04-15 02:53:32,415 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.2714, top1-acc=91.82%, top5-acc=99.71%, remaining_time=0:00:33.827904, arrival_time=2021-04-15 02:54:06.243225, cost_time=0:00:03.844071 2021-04-15 02:53:34,256 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.32ms, fps=1391 images/s, loss=0.2718, top1-acc=91.80%, top5-acc=99.74%, remaining_time=0:00:31.456004, arrival_time=2021-04-15 02:54:05.712100, cost_time=0:00:05.684827 2021-04-15 02:53:36,098 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.2618, top1-acc=92.21%, top5-acc=99.78%, remaining_time=0:00:29.355768, arrival_time=2021-04-15 02:54:05.454248, cost_time=0:00:07.527136 2021-04-15 02:53:37,933 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.2615, top1-acc=92.21%, top5-acc=99.77%, remaining_time=0:00:27.337478, arrival_time=2021-04-15 02:54:05.270895, cost_time=0:00:09.362163 2021-04-15 02:53:39,774 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.44ms, fps=1391 images/s, loss=0.2594, top1-acc=92.29%, top5-acc=99.78%, remaining_time=0:00:25.393784, arrival_time=2021-04-15 02:54:05.168216, cost_time=0:00:11.203162 2021-04-15 02:53:41,609 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.2589, top1-acc=92.37%, top5-acc=99.77%, remaining_time=0:00:23.468760, arrival_time=2021-04-15 02:54:05.078331, cost_time=0:00:13.038232 2021-04-15 02:53:43,451 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.2570, top1-acc=92.44%, top5-acc=99.75%, remaining_time=0:00:21.576232, arrival_time=2021-04-15 02:54:05.027627, cost_time=0:00:14.880134 2021-04-15 02:53:45,286 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.2576, top1-acc=92.42%, top5-acc=99.74%, remaining_time=0:00:19.686320, arrival_time=2021-04-15 02:54:04.972364, cost_time=0:00:16.714770 2021-04-15 02:53:47,126 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.2587, top1-acc=92.37%, top5-acc=99.74%, remaining_time=0:00:17.812896, arrival_time=2021-04-15 02:54:04.939293, cost_time=0:00:18.555056 2021-04-15 02:53:48,957 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.32ms, fps=1398 images/s, loss=0.2581, top1-acc=92.38%, top5-acc=99.75%, remaining_time=0:00:15.938638, arrival_time=2021-04-15 02:54:04.896579, cost_time=0:00:20.386680 2021-04-15 02:53:50,797 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.2583, top1-acc=92.35%, top5-acc=99.76%, remaining_time=0:00:14.076720, arrival_time=2021-04-15 02:54:04.874360, cost_time=0:00:22.226385 2021-04-15 02:53:52,634 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.2586, top1-acc=92.31%, top5-acc=99.75%, remaining_time=0:00:12.216534, arrival_time=2021-04-15 02:54:04.850687, cost_time=0:00:24.062814 2021-04-15 02:53:54,466 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.70ms, fps=1397 images/s, loss=0.2602, top1-acc=92.27%, top5-acc=99.75%, remaining_time=0:00:10.358264, arrival_time=2021-04-15 02:54:04.825199, cost_time=0:00:25.895668 2021-04-15 02:53:56,306 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.2630, top1-acc=92.17%, top5-acc=99.74%, remaining_time=0:00:08.505538, arrival_time=2021-04-15 02:54:04.812292, cost_time=0:00:27.735497 2021-04-15 02:53:58,142 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.95ms, fps=1395 images/s, loss=0.2665, top1-acc=92.04%, top5-acc=99.74%, remaining_time=0:00:06.653520, arrival_time=2021-04-15 02:54:04.796047, cost_time=0:00:29.571184 2021-04-15 02:53:59,977 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.2689, top1-acc=91.93%, top5-acc=99.73%, remaining_time=0:00:04.803266, arrival_time=2021-04-15 02:54:04.780572, cost_time=0:00:31.406046 2021-04-15 02:54:01,820 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.2715, top1-acc=91.87%, top5-acc=99.70%, remaining_time=0:00:02.955440, arrival_time=2021-04-15 02:54:04.775541, cost_time=0:00:33.248748 2021-04-15 02:54:03,656 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.29ms, fps=1395 images/s, loss=0.2747, top1-acc=91.75%, top5-acc=99.70%, remaining_time=0:00:01.107948, arrival_time=2021-04-15 02:54:04.764338, cost_time=0:00:35.085049 2021-04-15 02:54:04,647 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.24ms, fps=1373 images/s, loss=0.2767, top1-acc=91.69%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:04.647397, cost_time=0:00:36.076136 2021-04-15 02:54:05,662 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.23ms, fps=2532 images/s, loss=1.3443, top1-acc=66.95%, top5-acc=89.26%, remaining_time=0:00:03.032790, arrival_time=2021-04-15 02:54:08.694915, cost_time=0:00:01.010927 2021-04-15 02:54:06,557 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.41ms, fps=2862 images/s, loss=1.3182, top1-acc=66.66%, top5-acc=89.80%, remaining_time=0:00:01.905720, arrival_time=2021-04-15 02:54:08.462717, cost_time=0:00:01.905713 2021-04-15 02:54:07,448 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.41ms, fps=2872 images/s, loss=1.3177, top1-acc=66.63%, top5-acc=89.49%, remaining_time=0:00:00.932550, arrival_time=2021-04-15 02:54:08.381400, cost_time=0:00:02.797644 2021-04-15 02:54:08,264 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.07ms, fps=2845 images/s, loss=1.3367, top1-acc=66.58%, top5-acc=89.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:08.264659, cost_time=0:00:03.613494 2021-04-15 02:54:08,588 INFO : Epoch=0117 complete, best val top1-acc=66.58%, top5-acc=89.28% (epoch=117), remaining_time=0:55:32.605376, arrival_time=2021-04-15 03:49:41.194265, cost_time=1:18:17.769043 2021-04-15 02:54:08,590 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 02:54:10,609 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.46ms, fps=1268 images/s, loss=0.2609, top1-acc=92.50%, top5-acc=99.61%, remaining_time=0:00:37.555818, arrival_time=2021-04-15 02:54:48.165334, cost_time=0:00:02.019132 2021-04-15 02:54:12,447 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.2697, top1-acc=92.13%, top5-acc=99.63%, remaining_time=0:00:33.940896, arrival_time=2021-04-15 02:54:46.388206, cost_time=0:00:03.856921 2021-04-15 02:54:14,291 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.2660, top1-acc=92.36%, top5-acc=99.69%, remaining_time=0:00:31.543486, arrival_time=2021-04-15 02:54:45.834458, cost_time=0:00:05.700644 2021-04-15 02:54:16,132 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.2667, top1-acc=92.29%, top5-acc=99.71%, remaining_time=0:00:29.412864, arrival_time=2021-04-15 02:54:45.545165, cost_time=0:00:07.541754 2021-04-15 02:54:17,968 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.2649, top1-acc=92.28%, top5-acc=99.73%, remaining_time=0:00:27.385220, arrival_time=2021-04-15 02:54:45.354063, cost_time=0:00:09.378513 2021-04-15 02:54:19,808 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=0.2620, top1-acc=92.41%, top5-acc=99.74%, remaining_time=0:00:25.428192, arrival_time=2021-04-15 02:54:45.236904, cost_time=0:00:11.218307 2021-04-15 02:54:21,649 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.74ms, fps=1391 images/s, loss=0.2590, top1-acc=92.55%, top5-acc=99.77%, remaining_time=0:00:23.506686, arrival_time=2021-04-15 02:54:45.156386, cost_time=0:00:13.059295 2021-04-15 02:54:23,490 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.44ms, fps=1391 images/s, loss=0.2568, top1-acc=92.63%, top5-acc=99.76%, remaining_time=0:00:21.605812, arrival_time=2021-04-15 02:54:45.096726, cost_time=0:00:14.900581 2021-04-15 02:54:25,333 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.2581, top1-acc=92.61%, top5-acc=99.74%, remaining_time=0:00:19.719498, arrival_time=2021-04-15 02:54:45.052897, cost_time=0:00:16.743000 2021-04-15 02:54:27,176 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.2580, top1-acc=92.60%, top5-acc=99.73%, remaining_time=0:00:17.842752, arrival_time=2021-04-15 02:54:45.019346, cost_time=0:00:18.586227 2021-04-15 02:54:29,012 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.2570, top1-acc=92.59%, top5-acc=99.73%, remaining_time=0:00:15.965986, arrival_time=2021-04-15 02:54:44.978016, cost_time=0:00:20.421621 2021-04-15 02:54:30,849 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.2587, top1-acc=92.49%, top5-acc=99.73%, remaining_time=0:00:14.097316, arrival_time=2021-04-15 02:54:44.946599, cost_time=0:00:22.258961 2021-04-15 02:54:32,682 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.2602, top1-acc=92.42%, top5-acc=99.73%, remaining_time=0:00:12.231516, arrival_time=2021-04-15 02:54:44.914316, cost_time=0:00:24.092435 2021-04-15 02:54:34,519 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.56ms, fps=1394 images/s, loss=0.2612, top1-acc=92.39%, top5-acc=99.73%, remaining_time=0:00:10.371536, arrival_time=2021-04-15 02:54:44.890749, cost_time=0:00:25.928807 2021-04-15 02:54:36,354 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.30ms, fps=1396 images/s, loss=0.2624, top1-acc=92.29%, top5-acc=99.74%, remaining_time=0:00:08.514232, arrival_time=2021-04-15 02:54:44.868342, cost_time=0:00:27.763789 2021-04-15 02:54:38,190 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.49ms, fps=1394 images/s, loss=0.2653, top1-acc=92.17%, top5-acc=99.74%, remaining_time=0:00:06.660108, arrival_time=2021-04-15 02:54:44.850944, cost_time=0:00:29.600508 2021-04-15 02:54:40,029 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.52ms, fps=1393 images/s, loss=0.2661, top1-acc=92.11%, top5-acc=99.74%, remaining_time=0:00:04.808284, arrival_time=2021-04-15 02:54:44.837330, cost_time=0:00:31.438702 2021-04-15 02:54:41,868 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.30ms, fps=1392 images/s, loss=0.2672, top1-acc=92.09%, top5-acc=99.74%, remaining_time=0:00:02.958032, arrival_time=2021-04-15 02:54:44.826223, cost_time=0:00:33.277791 2021-04-15 02:54:43,702 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.2680, top1-acc=92.04%, top5-acc=99.74%, remaining_time=0:00:01.108800, arrival_time=2021-04-15 02:54:44.811089, cost_time=0:00:35.111969 2021-04-15 02:54:44,693 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.22ms, fps=1373 images/s, loss=0.2700, top1-acc=91.99%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:44.693009, cost_time=0:00:36.102693 2021-04-15 02:54:45,697 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.52ms, fps=2554 images/s, loss=1.3043, top1-acc=67.27%, top5-acc=89.69%, remaining_time=0:00:03.006480, arrival_time=2021-04-15 02:54:48.703580, cost_time=0:00:01.002162 2021-04-15 02:54:46,586 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.43ms, fps=2880 images/s, loss=1.2974, top1-acc=67.66%, top5-acc=89.61%, remaining_time=0:00:01.891400, arrival_time=2021-04-15 02:54:48.477823, cost_time=0:00:01.891407 2021-04-15 02:54:47,492 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.68ms, fps=2829 images/s, loss=1.3117, top1-acc=67.37%, top5-acc=89.52%, remaining_time=0:00:00.932330, arrival_time=2021-04-15 02:54:48.424332, cost_time=0:00:02.796998 2021-04-15 02:54:48,308 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.07ms, fps=2843 images/s, loss=1.3175, top1-acc=67.34%, top5-acc=89.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:54:48.308494, cost_time=0:00:03.613550 2021-04-15 02:54:48,666 INFO : Epoch=0118 complete, best val top1-acc=67.34%, top5-acc=89.66% (epoch=118), remaining_time=0:54:52.401598, arrival_time=2021-04-15 03:49:41.067698, cost_time=1:18:57.846259 2021-04-15 02:54:48,667 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 02:54:50,659 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.32ms, fps=1285 images/s, loss=0.2365, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:37.042086, arrival_time=2021-04-15 02:55:27.701099, cost_time=0:00:01.991507 2021-04-15 02:54:52,506 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.2386, top1-acc=93.34%, top5-acc=99.73%, remaining_time=0:00:33.786544, arrival_time=2021-04-15 02:55:26.293462, cost_time=0:00:03.839383 2021-04-15 02:54:54,352 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.2406, top1-acc=93.14%, top5-acc=99.74%, remaining_time=0:00:31.453182, arrival_time=2021-04-15 02:55:25.805108, cost_time=0:00:05.684320 2021-04-15 02:54:56,187 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.2448, top1-acc=92.95%, top5-acc=99.79%, remaining_time=0:00:29.329560, arrival_time=2021-04-15 02:55:25.517476, cost_time=0:00:07.520418 2021-04-15 02:54:58,021 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.2481, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:27.314556, arrival_time=2021-04-15 02:55:25.336350, cost_time=0:00:09.354289 2021-04-15 02:54:59,864 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.2485, top1-acc=92.81%, top5-acc=99.75%, remaining_time=0:00:25.378552, arrival_time=2021-04-15 02:55:25.242579, cost_time=0:00:11.196414 2021-04-15 02:55:01,706 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=0.2503, top1-acc=92.59%, top5-acc=99.75%, remaining_time=0:00:23.469390, arrival_time=2021-04-15 02:55:25.175457, cost_time=0:00:13.038567 2021-04-15 02:55:03,542 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.58ms, fps=1394 images/s, loss=0.2539, top1-acc=92.46%, top5-acc=99.76%, remaining_time=0:00:21.568344, arrival_time=2021-04-15 02:55:25.110579, cost_time=0:00:14.874736 2021-04-15 02:55:05,376 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.03ms, fps=1396 images/s, loss=0.2528, top1-acc=92.54%, top5-acc=99.74%, remaining_time=0:00:19.679536, arrival_time=2021-04-15 02:55:25.056173, cost_time=0:00:16.709050 2021-04-15 02:55:07,210 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.65ms, fps=1396 images/s, loss=0.2535, top1-acc=92.52%, top5-acc=99.75%, remaining_time=0:00:17.801472, arrival_time=2021-04-15 02:55:25.012152, cost_time=0:00:18.543163 2021-04-15 02:55:09,043 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.29ms, fps=1397 images/s, loss=0.2565, top1-acc=92.33%, top5-acc=99.74%, remaining_time=0:00:15.930554, arrival_time=2021-04-15 02:55:24.974385, cost_time=0:00:20.376324 2021-04-15 02:55:10,876 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.55ms, fps=1397 images/s, loss=0.2607, top1-acc=92.13%, top5-acc=99.73%, remaining_time=0:00:14.065852, arrival_time=2021-04-15 02:55:24.942535, cost_time=0:00:22.209182 2021-04-15 02:55:12,714 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.2627, top1-acc=92.03%, top5-acc=99.73%, remaining_time=0:00:12.208350, arrival_time=2021-04-15 02:55:24.922678, cost_time=0:00:24.046749 2021-04-15 02:55:14,581 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.2640, top1-acc=92.01%, top5-acc=99.73%, remaining_time=0:00:10.365544, arrival_time=2021-04-15 02:55:24.946917, cost_time=0:00:25.913859 2021-04-15 02:55:16,440 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.84ms, fps=1377 images/s, loss=0.2664, top1-acc=91.96%, top5-acc=99.72%, remaining_time=0:00:08.517176, arrival_time=2021-04-15 02:55:24.958024, cost_time=0:00:27.773339 2021-04-15 02:55:18,276 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.2696, top1-acc=91.83%, top5-acc=99.71%, remaining_time=0:00:06.662016, arrival_time=2021-04-15 02:55:24.938529, cost_time=0:00:29.608911 2021-04-15 02:55:20,112 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.2712, top1-acc=91.79%, top5-acc=99.71%, remaining_time=0:00:04.809168, arrival_time=2021-04-15 02:55:24.921210, cost_time=0:00:31.444537 2021-04-15 02:55:21,948 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.2725, top1-acc=91.76%, top5-acc=99.71%, remaining_time=0:00:02.958304, arrival_time=2021-04-15 02:55:24.906694, cost_time=0:00:33.280853 2021-04-15 02:55:23,786 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.2737, top1-acc=91.76%, top5-acc=99.70%, remaining_time=0:00:01.109010, arrival_time=2021-04-15 02:55:24.895211, cost_time=0:00:35.118628 2021-04-15 02:55:24,780 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.18ms, fps=1369 images/s, loss=0.2748, top1-acc=91.71%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:24.780124, cost_time=0:00:36.112646 2021-04-15 02:55:25,800 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=2513 images/s, loss=1.2931, top1-acc=67.34%, top5-acc=90.08%, remaining_time=0:00:03.056310, arrival_time=2021-04-15 02:55:28.856976, cost_time=0:00:01.018774 2021-04-15 02:55:26,692 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.40ms, fps=2871 images/s, loss=1.3382, top1-acc=66.56%, top5-acc=89.69%, remaining_time=0:00:01.910660, arrival_time=2021-04-15 02:55:28.603216, cost_time=0:00:01.910665 2021-04-15 02:55:27,583 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.45ms, fps=2875 images/s, loss=1.3234, top1-acc=66.50%, top5-acc=90.17%, remaining_time=0:00:00.933850, arrival_time=2021-04-15 02:55:28.517299, cost_time=0:00:02.801548 2021-04-15 02:55:28,396 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.06ms, fps=2854 images/s, loss=1.3347, top1-acc=66.29%, top5-acc=89.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:28.396573, cost_time=0:00:03.614707 2021-04-15 02:55:28,568 INFO : Epoch=0119 complete, best val top1-acc=67.34%, top5-acc=89.66% (epoch=118), remaining_time=0:54:12.080745, arrival_time=2021-04-15 03:49:40.648810, cost_time=1:19:37.748239 2021-04-15 02:55:28,569 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 02:55:30,595 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.68ms, fps=1263 images/s, loss=0.2567, top1-acc=92.66%, top5-acc=99.65%, remaining_time=0:00:37.686576, arrival_time=2021-04-15 02:56:08.282302, cost_time=0:00:02.026161 2021-04-15 02:55:32,431 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.2582, top1-acc=92.52%, top5-acc=99.77%, remaining_time=0:00:33.985776, arrival_time=2021-04-15 02:56:06.417278, cost_time=0:00:03.862012 2021-04-15 02:55:34,273 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.2496, top1-acc=92.75%, top5-acc=99.74%, remaining_time=0:00:31.559588, arrival_time=2021-04-15 02:56:05.832714, cost_time=0:00:05.703543 2021-04-15 02:55:36,108 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.2489, top1-acc=92.90%, top5-acc=99.75%, remaining_time=0:00:29.400384, arrival_time=2021-04-15 02:56:05.508625, cost_time=0:00:07.538541 2021-04-15 02:55:37,948 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.2478, top1-acc=92.85%, top5-acc=99.77%, remaining_time=0:00:27.386096, arrival_time=2021-04-15 02:56:05.334370, cost_time=0:00:09.378805 2021-04-15 02:55:39,789 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.2484, top1-acc=92.81%, top5-acc=99.74%, remaining_time=0:00:25.431592, arrival_time=2021-04-15 02:56:05.220952, cost_time=0:00:11.219811 2021-04-15 02:55:41,629 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.51ms, fps=1392 images/s, loss=0.2488, top1-acc=92.77%, top5-acc=99.72%, remaining_time=0:00:23.507190, arrival_time=2021-04-15 02:56:05.136290, cost_time=0:00:13.059556 2021-04-15 02:55:43,471 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.2465, top1-acc=92.87%, top5-acc=99.72%, remaining_time=0:00:21.608364, arrival_time=2021-04-15 02:56:05.080186, cost_time=0:00:14.902337 2021-04-15 02:55:45,305 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.2470, top1-acc=92.82%, top5-acc=99.73%, remaining_time=0:00:19.711124, arrival_time=2021-04-15 02:56:05.016489, cost_time=0:00:16.735857 2021-04-15 02:55:47,143 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=0.2481, top1-acc=92.75%, top5-acc=99.73%, remaining_time=0:00:17.831328, arrival_time=2021-04-15 02:56:04.975213, cost_time=0:00:18.574296 2021-04-15 02:55:48,979 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.2486, top1-acc=92.79%, top5-acc=99.74%, remaining_time=0:00:15.957300, arrival_time=2021-04-15 02:56:04.937204, cost_time=0:00:20.410447 2021-04-15 02:55:50,816 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.2483, top1-acc=92.77%, top5-acc=99.75%, remaining_time=0:00:14.089488, arrival_time=2021-04-15 02:56:04.905460, cost_time=0:00:22.246504 2021-04-15 02:55:52,654 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.2510, top1-acc=92.65%, top5-acc=99.76%, remaining_time=0:00:12.227490, arrival_time=2021-04-15 02:56:04.881538, cost_time=0:00:24.084439 2021-04-15 02:55:54,495 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.2540, top1-acc=92.55%, top5-acc=99.76%, remaining_time=0:00:10.370248, arrival_time=2021-04-15 02:56:04.865331, cost_time=0:00:25.925620 2021-04-15 02:55:56,330 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.2562, top1-acc=92.47%, top5-acc=99.76%, remaining_time=0:00:08.513266, arrival_time=2021-04-15 02:56:04.843438, cost_time=0:00:27.760698 2021-04-15 02:55:58,170 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.62ms, fps=1391 images/s, loss=0.2606, top1-acc=92.30%, top5-acc=99.75%, remaining_time=0:00:06.660216, arrival_time=2021-04-15 02:56:04.830791, cost_time=0:00:29.601031 2021-04-15 02:56:00,005 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.2627, top1-acc=92.23%, top5-acc=99.73%, remaining_time=0:00:04.807816, arrival_time=2021-04-15 02:56:04.813000, cost_time=0:00:31.435729 2021-04-15 02:56:01,854 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=0.2645, top1-acc=92.15%, top5-acc=99.73%, remaining_time=0:00:02.958704, arrival_time=2021-04-15 02:56:04.813592, cost_time=0:00:33.285432 2021-04-15 02:56:03,693 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.31ms, fps=1393 images/s, loss=0.2661, top1-acc=92.07%, top5-acc=99.73%, remaining_time=0:00:01.109160, arrival_time=2021-04-15 02:56:04.802131, cost_time=0:00:35.123414 2021-04-15 02:56:04,683 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.32ms, fps=1374 images/s, loss=0.2660, top1-acc=92.07%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:04.683355, cost_time=0:00:36.113899 2021-04-15 02:56:05,685 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.36ms, fps=2558 images/s, loss=1.3569, top1-acc=66.02%, top5-acc=88.75%, remaining_time=0:00:03.002340, arrival_time=2021-04-15 02:56:08.688282, cost_time=0:00:01.000783 2021-04-15 02:56:06,578 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.50ms, fps=2871 images/s, loss=1.3616, top1-acc=65.84%, top5-acc=88.46%, remaining_time=0:00:01.892820, arrival_time=2021-04-15 02:56:08.470904, cost_time=0:00:01.892823 2021-04-15 02:56:07,469 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.34ms, fps=2875 images/s, loss=1.3480, top1-acc=66.02%, top5-acc=88.97%, remaining_time=0:00:00.927980, arrival_time=2021-04-15 02:56:08.397086, cost_time=0:00:02.783950 2021-04-15 02:56:08,303 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=2848 images/s, loss=1.3573, top1-acc=65.72%, top5-acc=89.05%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:08.303769, cost_time=0:00:03.618638 2021-04-15 02:56:08,518 INFO : Epoch=0120 complete, best val top1-acc=67.34%, top5-acc=89.66% (epoch=118), remaining_time=0:53:31.798800, arrival_time=2021-04-15 03:49:40.316888, cost_time=1:20:17.698255 2021-04-15 02:56:08,519 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 02:56:10,520 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=2.29ms, fps=1280 images/s, loss=0.2218, top1-acc=93.52%, top5-acc=99.84%, remaining_time=0:00:37.206324, arrival_time=2021-04-15 02:56:47.726244, cost_time=0:00:02.000344 2021-04-15 02:56:12,359 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=2.06ms, fps=1392 images/s, loss=0.2321, top1-acc=93.03%, top5-acc=99.79%, remaining_time=0:00:33.786896, arrival_time=2021-04-15 02:56:46.145900, cost_time=0:00:03.839415 2021-04-15 02:56:14,193 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.30ms, fps=1396 images/s, loss=0.2289, top1-acc=93.23%, top5-acc=99.82%, remaining_time=0:00:31.393754, arrival_time=2021-04-15 02:56:45.586860, cost_time=0:00:05.673576 2021-04-15 02:56:16,030 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.46ms, fps=1394 images/s, loss=0.2263, top1-acc=93.43%, top5-acc=99.82%, remaining_time=0:00:29.290404, arrival_time=2021-04-15 02:56:45.320462, cost_time=0:00:07.510363 2021-04-15 02:56:17,864 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.2215, top1-acc=93.59%, top5-acc=99.84%, remaining_time=0:00:27.286962, arrival_time=2021-04-15 02:56:45.151314, cost_time=0:00:09.344854 2021-04-15 02:56:19,710 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.2201, top1-acc=93.65%, top5-acc=99.84%, remaining_time=0:00:25.366312, arrival_time=2021-04-15 02:56:45.076830, cost_time=0:00:11.191011 2021-04-15 02:56:21,545 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.2168, top1-acc=93.74%, top5-acc=99.84%, remaining_time=0:00:23.446962, arrival_time=2021-04-15 02:56:44.992640, cost_time=0:00:13.026104 2021-04-15 02:56:23,382 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.2160, top1-acc=93.77%, top5-acc=99.83%, remaining_time=0:00:21.550596, arrival_time=2021-04-15 02:56:44.932549, cost_time=0:00:14.862458 2021-04-15 02:56:25,217 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.29ms, fps=1395 images/s, loss=0.2172, top1-acc=93.77%, top5-acc=99.83%, remaining_time=0:00:19.666392, arrival_time=2021-04-15 02:56:44.883784, cost_time=0:00:16.697894 2021-04-15 02:56:27,054 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.2199, top1-acc=93.65%, top5-acc=99.82%, remaining_time=0:00:17.793216, arrival_time=2021-04-15 02:56:44.847357, cost_time=0:00:18.534557 2021-04-15 02:56:28,889 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.2200, top1-acc=93.59%, top5-acc=99.83%, remaining_time=0:00:15.925394, arrival_time=2021-04-15 02:56:44.814525, cost_time=0:00:20.369640 2021-04-15 02:56:30,722 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.2219, top1-acc=93.51%, top5-acc=99.83%, remaining_time=0:00:14.062128, arrival_time=2021-04-15 02:56:44.785020, cost_time=0:00:22.203403 2021-04-15 02:56:32,564 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.2226, top1-acc=93.50%, top5-acc=99.84%, remaining_time=0:00:12.207558, arrival_time=2021-04-15 02:56:44.772266, cost_time=0:00:24.045132 2021-04-15 02:56:34,398 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.2244, top1-acc=93.45%, top5-acc=99.84%, remaining_time=0:00:10.351488, arrival_time=2021-04-15 02:56:44.749635, cost_time=0:00:25.878651 2021-04-15 02:56:36,231 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.2276, top1-acc=93.31%, top5-acc=99.83%, remaining_time=0:00:08.498454, arrival_time=2021-04-15 02:56:44.730223, cost_time=0:00:27.712281 2021-04-15 02:56:38,067 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.2294, top1-acc=93.23%, top5-acc=99.83%, remaining_time=0:00:06.648300, arrival_time=2021-04-15 02:56:44.715933, cost_time=0:00:29.548057 2021-04-15 02:56:39,901 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.2322, top1-acc=93.14%, top5-acc=99.82%, remaining_time=0:00:04.799600, arrival_time=2021-04-15 02:56:44.701027, cost_time=0:00:31.381929 2021-04-15 02:56:41,735 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.2349, top1-acc=93.04%, top5-acc=99.82%, remaining_time=0:00:02.952544, arrival_time=2021-04-15 02:56:44.688124, cost_time=0:00:33.216085 2021-04-15 02:56:43,572 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.2397, top1-acc=92.88%, top5-acc=99.81%, remaining_time=0:00:01.106928, arrival_time=2021-04-15 02:56:44.679246, cost_time=0:00:35.052755 2021-04-15 02:56:44,563 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.22ms, fps=1373 images/s, loss=0.2423, top1-acc=92.78%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:44.563354, cost_time=0:00:36.043879 2021-04-15 02:56:45,578 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.36ms, fps=2525 images/s, loss=1.3833, top1-acc=65.82%, top5-acc=88.98%, remaining_time=0:00:03.041250, arrival_time=2021-04-15 02:56:48.620165, cost_time=0:00:01.013752 2021-04-15 02:56:46,469 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.31ms, fps=2876 images/s, loss=1.3262, top1-acc=66.68%, top5-acc=89.61%, remaining_time=0:00:01.904160, arrival_time=2021-04-15 02:56:48.373484, cost_time=0:00:01.904164 2021-04-15 02:56:47,361 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.36ms, fps=2871 images/s, loss=1.3283, top1-acc=66.77%, top5-acc=89.43%, remaining_time=0:00:00.932060, arrival_time=2021-04-15 02:56:48.293416, cost_time=0:00:02.796194 2021-04-15 02:56:48,174 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=2855 images/s, loss=1.3137, top1-acc=66.79%, top5-acc=89.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:48.174295, cost_time=0:00:03.609166 2021-04-15 02:56:48,359 INFO : Epoch=0121 complete, best val top1-acc=67.34%, top5-acc=89.66% (epoch=118), remaining_time=0:52:51.451603, arrival_time=2021-04-15 03:49:39.811271, cost_time=1:20:57.539842 2021-04-15 02:56:48,360 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 02:56:50,389 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=2.04ms, fps=1262 images/s, loss=0.2342, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:37.718754, arrival_time=2021-04-15 02:57:28.107726, cost_time=0:00:02.027892 2021-04-15 02:56:52,233 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.2391, top1-acc=93.22%, top5-acc=99.86%, remaining_time=0:00:34.073072, arrival_time=2021-04-15 02:57:26.306110, cost_time=0:00:03.871941 2021-04-15 02:56:54,066 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.2341, top1-acc=93.12%, top5-acc=99.83%, remaining_time=0:00:31.571374, arrival_time=2021-04-15 02:57:25.638236, cost_time=0:00:05.705663 2021-04-15 02:56:55,902 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.51ms, fps=1395 images/s, loss=0.2347, top1-acc=93.12%, top5-acc=99.82%, remaining_time=0:00:29.410992, arrival_time=2021-04-15 02:57:25.313301, cost_time=0:00:07.541260 2021-04-15 02:56:57,739 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.2330, top1-acc=93.16%, top5-acc=99.82%, remaining_time=0:00:27.384344, arrival_time=2021-04-15 02:57:25.123629, cost_time=0:00:09.378194 2021-04-15 02:56:59,576 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.2345, top1-acc=93.09%, top5-acc=99.82%, remaining_time=0:00:25.421936, arrival_time=2021-04-15 02:57:24.998592, cost_time=0:00:11.215572 2021-04-15 02:57:01,424 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.2321, top1-acc=93.16%, top5-acc=99.82%, remaining_time=0:00:23.514498, arrival_time=2021-04-15 02:57:24.939269, cost_time=0:00:13.063623 2021-04-15 02:57:03,272 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=2.03ms, fps=1386 images/s, loss=0.2311, top1-acc=93.20%, top5-acc=99.82%, remaining_time=0:00:21.621240, arrival_time=2021-04-15 02:57:24.893881, cost_time=0:00:14.911163 2021-04-15 02:57:05,130 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.99ms, fps=1379 images/s, loss=0.2313, top1-acc=93.22%, top5-acc=99.82%, remaining_time=0:00:19.750132, arrival_time=2021-04-15 02:57:24.880238, cost_time=0:00:16.768988 2021-04-15 02:57:06,963 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.48ms, fps=1397 images/s, loss=0.2312, top1-acc=93.22%, top5-acc=99.82%, remaining_time=0:00:17.858496, arrival_time=2021-04-15 02:57:24.822145, cost_time=0:00:18.602631 2021-04-15 02:57:08,800 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.2305, top1-acc=93.24%, top5-acc=99.81%, remaining_time=0:00:15.980004, arrival_time=2021-04-15 02:57:24.780544, cost_time=0:00:20.439506 2021-04-15 02:57:10,642 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.43ms, fps=1391 images/s, loss=0.2309, top1-acc=93.23%, top5-acc=99.81%, remaining_time=0:00:14.110844, arrival_time=2021-04-15 02:57:24.752579, cost_time=0:00:22.280320 2021-04-15 02:57:12,477 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.2324, top1-acc=93.18%, top5-acc=99.81%, remaining_time=0:00:12.243594, arrival_time=2021-04-15 02:57:24.720751, cost_time=0:00:24.116159 2021-04-15 02:57:14,312 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.64ms, fps=1395 images/s, loss=0.2321, top1-acc=93.17%, top5-acc=99.81%, remaining_time=0:00:10.380608, arrival_time=2021-04-15 02:57:24.693144, cost_time=0:00:25.951510 2021-04-15 02:57:16,155 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.85ms, fps=1390 images/s, loss=0.2326, top1-acc=93.16%, top5-acc=99.82%, remaining_time=0:00:08.523524, arrival_time=2021-04-15 02:57:24.678746, cost_time=0:00:27.794143 2021-04-15 02:57:18,004 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=2.81ms, fps=1385 images/s, loss=0.2337, top1-acc=93.13%, top5-acc=99.81%, remaining_time=0:00:06.669828, arrival_time=2021-04-15 02:57:24.674547, cost_time=0:00:29.643642 2021-04-15 02:57:19,840 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.2348, top1-acc=93.07%, top5-acc=99.80%, remaining_time=0:00:04.814420, arrival_time=2021-04-15 02:57:24.654373, cost_time=0:00:31.478866 2021-04-15 02:57:21,672 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.37ms, fps=1398 images/s, loss=0.2366, top1-acc=92.98%, top5-acc=99.80%, remaining_time=0:00:02.961008, arrival_time=2021-04-15 02:57:24.633276, cost_time=0:00:33.311270 2021-04-15 02:57:23,514 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.19ms, fps=1390 images/s, loss=0.2386, top1-acc=92.92%, top5-acc=99.80%, remaining_time=0:00:01.110120, arrival_time=2021-04-15 02:57:24.624987, cost_time=0:00:35.153797 2021-04-15 02:57:24,507 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.24ms, fps=1371 images/s, loss=0.2404, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:24.507494, cost_time=0:00:36.146354 2021-04-15 02:57:25,539 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.20ms, fps=2487 images/s, loss=1.2804, top1-acc=69.57%, top5-acc=89.92%, remaining_time=0:00:03.088350, arrival_time=2021-04-15 02:57:28.627516, cost_time=0:00:01.029452 2021-04-15 02:57:26,429 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.25ms, fps=2876 images/s, loss=1.2927, top1-acc=68.18%, top5-acc=90.20%, remaining_time=0:00:01.920040, arrival_time=2021-04-15 02:57:28.349837, cost_time=0:00:01.920031 2021-04-15 02:57:27,321 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.55ms, fps=2872 images/s, loss=1.3179, top1-acc=67.50%, top5-acc=89.87%, remaining_time=0:00:00.937300, arrival_time=2021-04-15 02:57:28.258902, cost_time=0:00:02.811903 2021-04-15 02:57:28,136 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.09ms, fps=2848 images/s, loss=1.3013, top1-acc=67.45%, top5-acc=89.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:57:28.136544, cost_time=0:00:03.626843 2021-04-15 02:57:28,499 INFO : Epoch=0122 complete, best val top1-acc=67.45%, top5-acc=89.90% (epoch=122), remaining_time=0:52:11.303448, arrival_time=2021-04-15 03:49:39.803029, cost_time=1:21:37.679746 2021-04-15 02:57:28,500 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 02:57:30,519 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.55ms, fps=1268 images/s, loss=0.2206, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:37.543356, arrival_time=2021-04-15 02:58:08.062920, cost_time=0:00:02.018459 2021-04-15 02:57:32,368 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.70ms, fps=1385 images/s, loss=0.2318, top1-acc=93.20%, top5-acc=99.86%, remaining_time=0:00:34.037696, arrival_time=2021-04-15 02:58:06.406634, cost_time=0:00:03.867923 2021-04-15 02:57:34,213 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.62ms, fps=1389 images/s, loss=0.2361, top1-acc=92.96%, top5-acc=99.79%, remaining_time=0:00:31.604740, arrival_time=2021-04-15 02:58:05.817719, cost_time=0:00:05.711715 2021-04-15 02:57:36,067 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=2.11ms, fps=1381 images/s, loss=0.2335, top1-acc=93.02%, top5-acc=99.79%, remaining_time=0:00:29.507868, arrival_time=2021-04-15 02:58:05.575222, cost_time=0:00:07.566113 2021-04-15 02:57:37,902 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.55ms, fps=1396 images/s, loss=0.2330, top1-acc=92.97%, top5-acc=99.80%, remaining_time=0:00:27.450628, arrival_time=2021-04-15 02:58:05.352575, cost_time=0:00:09.400917 2021-04-15 02:57:39,748 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.2320, top1-acc=93.08%, top5-acc=99.80%, remaining_time=0:00:25.493880, arrival_time=2021-04-15 02:58:05.242199, cost_time=0:00:11.247300 2021-04-15 02:57:41,588 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.58ms, fps=1392 images/s, loss=0.2307, top1-acc=93.15%, top5-acc=99.80%, remaining_time=0:00:23.556456, arrival_time=2021-04-15 02:58:05.144439, cost_time=0:00:13.086933 2021-04-15 02:57:43,453 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.46ms, fps=1373 images/s, loss=0.2314, top1-acc=93.09%, top5-acc=99.80%, remaining_time=0:00:21.680168, arrival_time=2021-04-15 02:58:05.133172, cost_time=0:00:14.951865 2021-04-15 02:57:45,307 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.46ms, fps=1381 images/s, loss=0.2320, top1-acc=93.04%, top5-acc=99.81%, remaining_time=0:00:19.794122, arrival_time=2021-04-15 02:58:05.101531, cost_time=0:00:16.806361 2021-04-15 02:57:47,159 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.60ms, fps=1383 images/s, loss=0.2327, top1-acc=93.01%, top5-acc=99.80%, remaining_time=0:00:17.911776, arrival_time=2021-04-15 02:58:05.070992, cost_time=0:00:18.658144 2021-04-15 02:57:49,019 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.30ms, fps=1377 images/s, loss=0.2317, top1-acc=93.04%, top5-acc=99.80%, remaining_time=0:00:16.041580, arrival_time=2021-04-15 02:58:05.060975, cost_time=0:00:20.518303 2021-04-15 02:57:50,875 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.57ms, fps=1380 images/s, loss=0.2325, top1-acc=93.00%, top5-acc=99.80%, remaining_time=0:00:14.170200, arrival_time=2021-04-15 02:58:05.045284, cost_time=0:00:22.373993 2021-04-15 02:57:52,714 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.2334, top1-acc=93.00%, top5-acc=99.80%, remaining_time=0:00:12.292962, arrival_time=2021-04-15 02:58:05.007366, cost_time=0:00:24.213377 2021-04-15 02:57:54,553 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.45ms, fps=1393 images/s, loss=0.2348, top1-acc=92.96%, top5-acc=99.80%, remaining_time=0:00:10.420704, arrival_time=2021-04-15 02:58:04.973699, cost_time=0:00:26.051708 2021-04-15 02:57:56,395 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.84ms, fps=1390 images/s, loss=0.2367, top1-acc=92.87%, top5-acc=99.80%, remaining_time=0:00:08.554344, arrival_time=2021-04-15 02:58:04.950013, cost_time=0:00:27.894643 2021-04-15 02:57:58,243 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.63ms, fps=1386 images/s, loss=0.2376, top1-acc=92.84%, top5-acc=99.79%, remaining_time=0:00:06.691968, arrival_time=2021-04-15 02:58:04.935084, cost_time=0:00:29.742075 2021-04-15 02:58:00,097 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.60ms, fps=1381 images/s, loss=0.2399, top1-acc=92.79%, top5-acc=99.79%, remaining_time=0:00:04.832386, arrival_time=2021-04-15 02:58:04.929827, cost_time=0:00:31.596395 2021-04-15 02:58:01,946 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.2414, top1-acc=92.73%, top5-acc=99.78%, remaining_time=0:00:02.972912, arrival_time=2021-04-15 02:58:04.919364, cost_time=0:00:33.445349 2021-04-15 02:58:03,781 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.19ms, fps=1396 images/s, loss=0.2425, top1-acc=92.70%, top5-acc=99.79%, remaining_time=0:00:01.114110, arrival_time=2021-04-15 02:58:04.895320, cost_time=0:00:35.280196 2021-04-15 02:58:04,770 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.23ms, fps=1376 images/s, loss=0.2427, top1-acc=92.69%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:04.770043, cost_time=0:00:36.269039 2021-04-15 02:58:05,778 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.22ms, fps=2544 images/s, loss=1.2378, top1-acc=67.73%, top5-acc=90.23%, remaining_time=0:00:03.018300, arrival_time=2021-04-15 02:58:08.796423, cost_time=0:00:01.006105 2021-04-15 02:58:06,673 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.35ms, fps=2862 images/s, loss=1.2907, top1-acc=67.25%, top5-acc=89.98%, remaining_time=0:00:01.901500, arrival_time=2021-04-15 02:58:08.574841, cost_time=0:00:01.901491 2021-04-15 02:58:07,567 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.34ms, fps=2864 images/s, loss=1.3235, top1-acc=66.65%, top5-acc=89.74%, remaining_time=0:00:00.931910, arrival_time=2021-04-15 02:58:08.499568, cost_time=0:00:02.795723 2021-04-15 02:58:08,386 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.09ms, fps=2836 images/s, loss=1.3189, top1-acc=66.47%, top5-acc=89.58%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:08.386132, cost_time=0:00:03.614247 2021-04-15 02:58:08,592 INFO : Epoch=0123 complete, best val top1-acc=67.45%, top5-acc=89.90% (epoch=122), remaining_time=0:51:31.125730, arrival_time=2021-04-15 03:49:39.717782, cost_time=1:22:17.772224 2021-04-15 02:58:08,593 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 02:58:10,614 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.45ms, fps=1267 images/s, loss=0.2271, top1-acc=93.16%, top5-acc=99.77%, remaining_time=0:00:37.587438, arrival_time=2021-04-15 02:58:48.201849, cost_time=0:00:02.020829 2021-04-15 02:58:12,449 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.47ms, fps=1396 images/s, loss=0.2346, top1-acc=92.93%, top5-acc=99.77%, remaining_time=0:00:33.930336, arrival_time=2021-04-15 02:58:46.379645, cost_time=0:00:03.855726 2021-04-15 02:58:14,283 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.2217, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:31.483726, arrival_time=2021-04-15 02:58:45.767129, cost_time=0:00:05.689821 2021-04-15 02:58:16,125 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.2170, top1-acc=93.78%, top5-acc=99.79%, remaining_time=0:00:29.376516, arrival_time=2021-04-15 02:58:45.502453, cost_time=0:00:07.532435 2021-04-15 02:58:17,964 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.2126, top1-acc=93.99%, top5-acc=99.80%, remaining_time=0:00:27.361422, arrival_time=2021-04-15 02:58:45.325335, cost_time=0:00:09.370339 2021-04-15 02:58:19,797 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.60ms, fps=1397 images/s, loss=0.2088, top1-acc=94.12%, top5-acc=99.81%, remaining_time=0:00:25.394464, arrival_time=2021-04-15 02:58:45.191408, cost_time=0:00:11.203438 2021-04-15 02:58:21,632 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.2071, top1-acc=94.14%, top5-acc=99.82%, remaining_time=0:00:23.469642, arrival_time=2021-04-15 02:58:45.101872, cost_time=0:00:13.038669 2021-04-15 02:58:23,467 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.43ms, fps=1396 images/s, loss=0.2058, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:21.566604, arrival_time=2021-04-15 02:58:45.033663, cost_time=0:00:14.873556 2021-04-15 02:58:25,316 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.2063, top1-acc=94.04%, top5-acc=99.84%, remaining_time=0:00:19.695224, arrival_time=2021-04-15 02:58:45.011164, cost_time=0:00:16.722387 2021-04-15 02:58:27,160 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.2080, top1-acc=93.99%, top5-acc=99.84%, remaining_time=0:00:17.824320, arrival_time=2021-04-15 02:58:44.984865, cost_time=0:00:18.566950 2021-04-15 02:58:29,003 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.2107, top1-acc=93.85%, top5-acc=99.83%, remaining_time=0:00:15.956956, arrival_time=2021-04-15 02:58:44.960568, cost_time=0:00:20.410025 2021-04-15 02:58:30,845 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.34ms, fps=1391 images/s, loss=0.2124, top1-acc=93.82%, top5-acc=99.84%, remaining_time=0:00:14.092528, arrival_time=2021-04-15 02:58:44.937501, cost_time=0:00:22.251393 2021-04-15 02:58:32,684 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.2136, top1-acc=93.80%, top5-acc=99.84%, remaining_time=0:00:12.230658, arrival_time=2021-04-15 02:58:44.914897, cost_time=0:00:24.090658 2021-04-15 02:58:34,520 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.2142, top1-acc=93.81%, top5-acc=99.84%, remaining_time=0:00:10.370640, arrival_time=2021-04-15 02:58:44.890686, cost_time=0:00:25.926549 2021-04-15 02:58:36,369 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.2154, top1-acc=93.74%, top5-acc=99.84%, remaining_time=0:00:08.517820, arrival_time=2021-04-15 02:58:44.886915, cost_time=0:00:27.775489 2021-04-15 02:58:38,239 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.99ms, fps=1369 images/s, loss=0.2176, top1-acc=93.65%, top5-acc=99.84%, remaining_time=0:00:06.670332, arrival_time=2021-04-15 02:58:44.909744, cost_time=0:00:29.645887 2021-04-15 02:58:40,084 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.2198, top1-acc=93.56%, top5-acc=99.83%, remaining_time=0:00:04.816240, arrival_time=2021-04-15 02:58:44.900837, cost_time=0:00:31.490883 2021-04-15 02:58:41,918 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.2221, top1-acc=93.45%, top5-acc=99.82%, remaining_time=0:00:02.962208, arrival_time=2021-04-15 02:58:44.880608, cost_time=0:00:33.324903 2021-04-15 02:58:43,752 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.25ms, fps=1396 images/s, loss=0.2232, top1-acc=93.42%, top5-acc=99.82%, remaining_time=0:00:01.110276, arrival_time=2021-04-15 02:58:44.862423, cost_time=0:00:35.158652 2021-04-15 02:58:44,742 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.21ms, fps=1374 images/s, loss=0.2237, top1-acc=93.39%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:44.742035, cost_time=0:00:36.148553 2021-04-15 02:58:45,770 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.41ms, fps=2493 images/s, loss=1.3263, top1-acc=66.72%, top5-acc=88.98%, remaining_time=0:00:03.080340, arrival_time=2021-04-15 02:58:48.851065, cost_time=0:00:01.026782 2021-04-15 02:58:46,669 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.50ms, fps=2851 images/s, loss=1.3281, top1-acc=67.01%, top5-acc=89.45%, remaining_time=0:00:01.925520, arrival_time=2021-04-15 02:58:48.594993, cost_time=0:00:01.925523 2021-04-15 02:58:47,561 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.32ms, fps=2871 images/s, loss=1.3256, top1-acc=67.07%, top5-acc=89.73%, remaining_time=0:00:00.939290, arrival_time=2021-04-15 02:58:48.501014, cost_time=0:00:02.817860 2021-04-15 02:58:48,380 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.12ms, fps=2837 images/s, loss=1.3131, top1-acc=67.38%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:48.379995, cost_time=0:00:03.636079 2021-04-15 02:58:48,576 INFO : Epoch=0124 complete, best val top1-acc=67.45%, top5-acc=89.90% (epoch=122), remaining_time=0:50:50.883124, arrival_time=2021-04-15 03:49:39.459666, cost_time=1:22:57.756699 2021-04-15 02:58:48,577 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 02:58:50,598 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.39ms, fps=1267 images/s, loss=0.2097, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:37.577580, arrival_time=2021-04-15 02:59:28.175863, cost_time=0:00:02.020300 2021-04-15 02:58:52,439 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.35ms, fps=1391 images/s, loss=0.2062, top1-acc=94.22%, top5-acc=99.90%, remaining_time=0:00:33.980144, arrival_time=2021-04-15 02:59:26.419502, cost_time=0:00:03.861375 2021-04-15 02:58:54,278 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.95ms, fps=1393 images/s, loss=0.2003, top1-acc=94.26%, top5-acc=99.91%, remaining_time=0:00:31.539668, arrival_time=2021-04-15 02:59:25.817678, cost_time=0:00:05.699954 2021-04-15 02:58:56,126 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.2045, top1-acc=94.19%, top5-acc=99.91%, remaining_time=0:00:29.440788, arrival_time=2021-04-15 02:59:25.567696, cost_time=0:00:07.548909 2021-04-15 02:58:57,960 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.46ms, fps=1397 images/s, loss=0.2039, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:27.395732, arrival_time=2021-04-15 02:59:25.355842, cost_time=0:00:09.382121 2021-04-15 02:58:59,795 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.2013, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:25.426424, arrival_time=2021-04-15 02:59:25.222130, cost_time=0:00:11.217533 2021-04-15 02:59:01,633 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.2008, top1-acc=94.25%, top5-acc=99.92%, remaining_time=0:00:23.500386, arrival_time=2021-04-15 02:59:25.134167, cost_time=0:00:13.055779 2021-04-15 02:59:03,473 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.2017, top1-acc=94.20%, top5-acc=99.93%, remaining_time=0:00:21.597924, arrival_time=2021-04-15 02:59:25.071024, cost_time=0:00:14.895112 2021-04-15 02:59:05,311 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.1997, top1-acc=94.28%, top5-acc=99.93%, remaining_time=0:00:19.708474, arrival_time=2021-04-15 02:59:25.020095, cost_time=0:00:16.733638 2021-04-15 02:59:07,161 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.2000, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:00:17.839872, arrival_time=2021-04-15 02:59:25.001107, cost_time=0:00:18.583170 2021-04-15 02:59:08,996 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.30ms, fps=1395 images/s, loss=0.2009, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:00:15.963406, arrival_time=2021-04-15 02:59:24.959681, cost_time=0:00:20.418293 2021-04-15 02:59:10,829 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.2023, top1-acc=94.16%, top5-acc=99.91%, remaining_time=0:00:14.092528, arrival_time=2021-04-15 02:59:24.921890, cost_time=0:00:22.251373 2021-04-15 02:59:12,663 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.57ms, fps=1396 images/s, loss=0.2035, top1-acc=94.11%, top5-acc=99.90%, remaining_time=0:00:12.228018, arrival_time=2021-04-15 02:59:24.891603, cost_time=0:00:24.085516 2021-04-15 02:59:14,495 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.42ms, fps=1398 images/s, loss=0.2065, top1-acc=94.00%, top5-acc=99.90%, remaining_time=0:00:10.367056, arrival_time=2021-04-15 02:59:24.862690, cost_time=0:00:25.917657 2021-04-15 02:59:16,325 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.44ms, fps=1399 images/s, loss=0.2086, top1-acc=93.92%, top5-acc=99.90%, remaining_time=0:00:08.509264, arrival_time=2021-04-15 02:59:24.834828, cost_time=0:00:27.747559 2021-04-15 02:59:18,165 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.2105, top1-acc=93.85%, top5-acc=99.89%, remaining_time=0:00:06.657156, arrival_time=2021-04-15 02:59:24.822518, cost_time=0:00:29.587295 2021-04-15 02:59:20,000 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.66ms, fps=1396 images/s, loss=0.2121, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:04.805684, arrival_time=2021-04-15 02:59:24.805592, cost_time=0:00:31.421852 2021-04-15 02:59:21,836 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.2144, top1-acc=93.71%, top5-acc=99.88%, remaining_time=0:00:02.956304, arrival_time=2021-04-15 02:59:24.792687, cost_time=0:00:33.258396 2021-04-15 02:59:23,673 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.20ms, fps=1394 images/s, loss=0.2167, top1-acc=93.62%, top5-acc=99.88%, remaining_time=0:00:01.108290, arrival_time=2021-04-15 02:59:24.782159, cost_time=0:00:35.095767 2021-04-15 02:59:24,671 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.25ms, fps=1365 images/s, loss=0.2188, top1-acc=93.58%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:24.670964, cost_time=0:00:36.093011 2021-04-15 02:59:25,676 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=2.46ms, fps=2551 images/s, loss=1.3173, top1-acc=66.56%, top5-acc=89.41%, remaining_time=0:00:03.010860, arrival_time=2021-04-15 02:59:28.687270, cost_time=0:00:01.003619 2021-04-15 02:59:26,566 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.48ms, fps=2877 images/s, loss=1.3146, top1-acc=66.43%, top5-acc=89.90%, remaining_time=0:00:01.894140, arrival_time=2021-04-15 02:59:28.460987, cost_time=0:00:01.894148 2021-04-15 02:59:27,460 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.25ms, fps=2868 images/s, loss=1.3205, top1-acc=66.58%, top5-acc=89.87%, remaining_time=0:00:00.929040, arrival_time=2021-04-15 02:59:28.388954, cost_time=0:00:02.787118 2021-04-15 02:59:28,275 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.07ms, fps=2846 images/s, loss=1.3085, top1-acc=67.01%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:59:28.275584, cost_time=0:00:03.602910 2021-04-15 02:59:28,444 INFO : Epoch=0125 complete, best val top1-acc=67.45%, top5-acc=89.90% (epoch=122), remaining_time=0:50:10.575000, arrival_time=2021-04-15 03:49:39.019784, cost_time=1:23:37.624950 2021-04-15 02:59:28,446 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 02:59:30,437 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.24ms, fps=1285 images/s, loss=0.2054, top1-acc=93.98%, top5-acc=99.88%, remaining_time=0:00:37.044504, arrival_time=2021-04-15 03:00:07.482341, cost_time=0:00:01.991644 2021-04-15 02:59:32,276 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.48ms, fps=1393 images/s, loss=0.2185, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:33.705232, arrival_time=2021-04-15 03:00:05.981636, cost_time=0:00:03.830133 2021-04-15 02:59:34,109 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.2189, top1-acc=93.44%, top5-acc=99.79%, remaining_time=0:00:31.333994, arrival_time=2021-04-15 03:00:05.442958, cost_time=0:00:05.662769 2021-04-15 02:59:35,951 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.2161, top1-acc=93.61%, top5-acc=99.79%, remaining_time=0:00:29.270436, arrival_time=2021-04-15 03:00:05.221950, cost_time=0:00:07.505225 2021-04-15 02:59:37,796 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.33ms, fps=1388 images/s, loss=0.2113, top1-acc=93.81%, top5-acc=99.81%, remaining_time=0:00:27.301124, arrival_time=2021-04-15 03:00:05.097126, cost_time=0:00:09.349718 2021-04-15 02:59:39,664 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.55ms, fps=1371 images/s, loss=0.2082, top1-acc=93.92%, top5-acc=99.84%, remaining_time=0:00:25.426968, arrival_time=2021-04-15 03:00:05.091060, cost_time=0:00:11.217761 2021-04-15 02:59:41,516 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.32ms, fps=1383 images/s, loss=0.2077, top1-acc=93.97%, top5-acc=99.85%, remaining_time=0:00:23.526594, arrival_time=2021-04-15 03:00:05.043202, cost_time=0:00:13.070321 2021-04-15 02:59:43,353 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.50ms, fps=1394 images/s, loss=0.2057, top1-acc=94.06%, top5-acc=99.86%, remaining_time=0:00:21.616136, arrival_time=2021-04-15 03:00:04.970045, cost_time=0:00:14.907708 2021-04-15 02:59:45,186 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.2019, top1-acc=94.23%, top5-acc=99.86%, remaining_time=0:00:19.716742, arrival_time=2021-04-15 03:00:04.903610, cost_time=0:00:16.740674 2021-04-15 02:59:47,023 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.2012, top1-acc=94.23%, top5-acc=99.86%, remaining_time=0:00:17.834496, arrival_time=2021-04-15 03:00:04.858359, cost_time=0:00:18.577590 2021-04-15 02:59:48,856 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.2015, top1-acc=94.20%, top5-acc=99.86%, remaining_time=0:00:15.957472, arrival_time=2021-04-15 03:00:04.814417, cost_time=0:00:20.410757 2021-04-15 02:59:50,705 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.2020, top1-acc=94.19%, top5-acc=99.87%, remaining_time=0:00:14.097392, arrival_time=2021-04-15 03:00:04.802793, cost_time=0:00:22.259033 2021-04-15 02:59:52,539 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.29ms, fps=1396 images/s, loss=0.2027, top1-acc=94.16%, top5-acc=99.87%, remaining_time=0:00:12.232110, arrival_time=2021-04-15 03:00:04.771801, cost_time=0:00:24.093497 2021-04-15 02:59:54,374 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.2026, top1-acc=94.15%, top5-acc=99.86%, remaining_time=0:00:10.371200, arrival_time=2021-04-15 03:00:04.745368, cost_time=0:00:25.927972 2021-04-15 02:59:56,207 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.2041, top1-acc=94.10%, top5-acc=99.87%, remaining_time=0:00:08.513450, arrival_time=2021-04-15 03:00:04.720891, cost_time=0:00:27.761242 2021-04-15 02:59:58,047 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.2049, top1-acc=94.11%, top5-acc=99.86%, remaining_time=0:00:06.660288, arrival_time=2021-04-15 03:00:04.707788, cost_time=0:00:29.601222 2021-04-15 02:59:59,886 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.2050, top1-acc=94.12%, top5-acc=99.86%, remaining_time=0:00:04.808544, arrival_time=2021-04-15 03:00:04.695215, cost_time=0:00:31.440480 2021-04-15 03:00:01,719 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.2067, top1-acc=94.05%, top5-acc=99.87%, remaining_time=0:00:02.957648, arrival_time=2021-04-15 03:00:04.677305, cost_time=0:00:33.273469 2021-04-15 03:00:03,555 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.26ms, fps=1395 images/s, loss=0.2087, top1-acc=93.99%, top5-acc=99.86%, remaining_time=0:00:01.108716, arrival_time=2021-04-15 03:00:04.664308, cost_time=0:00:35.109348 2021-04-15 03:00:04,550 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.25ms, fps=1367 images/s, loss=0.2100, top1-acc=93.94%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:04.550728, cost_time=0:00:36.104466 2021-04-15 03:00:05,556 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.20ms, fps=2552 images/s, loss=1.3472, top1-acc=66.48%, top5-acc=89.45%, remaining_time=0:00:03.009750, arrival_time=2021-04-15 03:00:08.565823, cost_time=0:00:01.003247 2021-04-15 03:00:06,449 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=2.24ms, fps=2868 images/s, loss=1.3307, top1-acc=67.09%, top5-acc=89.67%, remaining_time=0:00:01.896180, arrival_time=2021-04-15 03:00:08.345235, cost_time=0:00:01.896184 2021-04-15 03:00:07,343 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.36ms, fps=2865 images/s, loss=1.3227, top1-acc=67.33%, top5-acc=89.69%, remaining_time=0:00:00.930070, arrival_time=2021-04-15 03:00:08.273102, cost_time=0:00:02.790210 2021-04-15 03:00:08,156 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=2852 images/s, loss=1.3179, top1-acc=67.07%, top5-acc=89.80%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:08.156907, cost_time=0:00:03.604109 2021-04-15 03:00:08,346 INFO : Epoch=0126 complete, best val top1-acc=67.45%, top5-acc=89.90% (epoch=122), remaining_time=0:49:30.293474, arrival_time=2021-04-15 03:49:38.640086, cost_time=1:24:17.526784 2021-04-15 03:00:08,347 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 03:00:10,348 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.30ms, fps=1280 images/s, loss=0.1984, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:37.214136, arrival_time=2021-04-15 03:00:47.562910, cost_time=0:00:02.000759 2021-04-15 03:00:12,185 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.53ms, fps=1394 images/s, loss=0.1880, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:33.773344, arrival_time=2021-04-15 03:00:45.959145, cost_time=0:00:03.837876 2021-04-15 03:00:14,021 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.1837, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:00:31.391264, arrival_time=2021-04-15 03:00:45.412296, cost_time=0:00:05.673105 2021-04-15 03:00:15,857 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.1812, top1-acc=94.94%, top5-acc=99.92%, remaining_time=0:00:29.287596, arrival_time=2021-04-15 03:00:45.145236, cost_time=0:00:07.509629 2021-04-15 03:00:17,701 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.1780, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:27.311490, arrival_time=2021-04-15 03:00:45.012775, cost_time=0:00:09.353269 2021-04-15 03:00:19,539 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.1742, top1-acc=95.31%, top5-acc=99.92%, remaining_time=0:00:25.366176, arrival_time=2021-04-15 03:00:44.905188, cost_time=0:00:11.190963 2021-04-15 03:00:21,375 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.1747, top1-acc=95.30%, top5-acc=99.92%, remaining_time=0:00:23.448474, arrival_time=2021-04-15 03:00:44.823418, cost_time=0:00:13.026940 2021-04-15 03:00:23,210 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.1727, top1-acc=95.31%, top5-acc=99.93%, remaining_time=0:00:21.550712, arrival_time=2021-04-15 03:00:44.761216, cost_time=0:00:14.862573 2021-04-15 03:00:25,047 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.1754, top1-acc=95.18%, top5-acc=99.93%, remaining_time=0:00:19.668618, arrival_time=2021-04-15 03:00:44.716402, cost_time=0:00:16.699774 2021-04-15 03:00:26,885 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.1760, top1-acc=95.17%, top5-acc=99.92%, remaining_time=0:00:17.796384, arrival_time=2021-04-15 03:00:44.682207, cost_time=0:00:18.537855 2021-04-15 03:00:28,725 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.30ms, fps=1392 images/s, loss=0.1777, top1-acc=95.09%, top5-acc=99.92%, remaining_time=0:00:15.931156, arrival_time=2021-04-15 03:00:44.656259, cost_time=0:00:20.377104 2021-04-15 03:00:30,558 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.1790, top1-acc=95.09%, top5-acc=99.92%, remaining_time=0:00:14.066916, arrival_time=2021-04-15 03:00:44.625698, cost_time=0:00:22.210861 2021-04-15 03:00:32,396 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.30ms, fps=1394 images/s, loss=0.1811, top1-acc=94.99%, top5-acc=99.92%, remaining_time=0:00:12.209010, arrival_time=2021-04-15 03:00:44.604970, cost_time=0:00:24.048044 2021-04-15 03:00:34,238 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.13ms, fps=1390 images/s, loss=0.1826, top1-acc=94.98%, top5-acc=99.92%, remaining_time=0:00:10.355968, arrival_time=2021-04-15 03:00:44.593901, cost_time=0:00:25.889928 2021-04-15 03:00:36,074 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.1833, top1-acc=94.92%, top5-acc=99.92%, remaining_time=0:00:08.502870, arrival_time=2021-04-15 03:00:44.577492, cost_time=0:00:27.726703 2021-04-15 03:00:37,911 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.1843, top1-acc=94.88%, top5-acc=99.91%, remaining_time=0:00:06.651792, arrival_time=2021-04-15 03:00:44.563236, cost_time=0:00:29.563515 2021-04-15 03:00:39,752 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=2.53ms, fps=1391 images/s, loss=0.1861, top1-acc=94.78%, top5-acc=99.91%, remaining_time=0:00:04.803058, arrival_time=2021-04-15 03:00:44.555758, cost_time=0:00:31.404685 2021-04-15 03:00:41,586 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.48ms, fps=1397 images/s, loss=0.1873, top1-acc=94.75%, top5-acc=99.90%, remaining_time=0:00:02.954528, arrival_time=2021-04-15 03:00:44.540844, cost_time=0:00:33.238398 2021-04-15 03:00:43,421 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.19ms, fps=1396 images/s, loss=0.1879, top1-acc=94.72%, top5-acc=99.90%, remaining_time=0:00:01.107570, arrival_time=2021-04-15 03:00:44.528589, cost_time=0:00:35.073098 2021-04-15 03:00:44,412 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.38ms, fps=1372 images/s, loss=0.1893, top1-acc=94.68%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:44.412380, cost_time=0:00:36.064450 2021-04-15 03:00:45,438 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.25ms, fps=2501 images/s, loss=1.2203, top1-acc=68.44%, top5-acc=91.25%, remaining_time=0:00:03.070860, arrival_time=2021-04-15 03:00:48.508958, cost_time=0:00:01.023617 2021-04-15 03:00:46,333 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.65ms, fps=2862 images/s, loss=1.2619, top1-acc=67.85%, top5-acc=90.64%, remaining_time=0:00:01.918780, arrival_time=2021-04-15 03:00:48.251966, cost_time=0:00:01.918783 2021-04-15 03:00:47,222 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.32ms, fps=2879 images/s, loss=1.2858, top1-acc=67.70%, top5-acc=90.36%, remaining_time=0:00:00.936170, arrival_time=2021-04-15 03:00:48.158974, cost_time=0:00:02.808496 2021-04-15 03:00:48,038 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.08ms, fps=2848 images/s, loss=1.3027, top1-acc=67.65%, top5-acc=90.28%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:48.037978, cost_time=0:00:03.623613 2021-04-15 03:00:48,411 INFO : Epoch=0127 complete, best val top1-acc=67.65%, top5-acc=90.28% (epoch=127), remaining_time=0:48:50.111668, arrival_time=2021-04-15 03:49:38.523058, cost_time=1:24:57.591544 2021-04-15 03:00:48,412 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 03:00:50,396 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.64ms, fps=1291 images/s, loss=0.1712, top1-acc=95.23%, top5-acc=99.84%, remaining_time=0:00:36.887892, arrival_time=2021-04-15 03:01:27.284112, cost_time=0:00:01.983222 2021-04-15 03:00:52,254 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.89ms, fps=1378 images/s, loss=0.1863, top1-acc=94.96%, top5-acc=99.82%, remaining_time=0:00:33.804672, arrival_time=2021-04-15 03:01:26.059114, cost_time=0:00:03.841437 2021-04-15 03:00:54,094 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.1873, top1-acc=94.90%, top5-acc=99.87%, remaining_time=0:00:31.435752, arrival_time=2021-04-15 03:01:25.529953, cost_time=0:00:05.681148 2021-04-15 03:00:55,932 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.1828, top1-acc=95.02%, top5-acc=99.89%, remaining_time=0:00:29.325192, arrival_time=2021-04-15 03:01:25.257448, cost_time=0:00:07.519283 2021-04-15 03:00:57,764 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.1825, top1-acc=95.00%, top5-acc=99.91%, remaining_time=0:00:27.307110, arrival_time=2021-04-15 03:01:25.071841, cost_time=0:00:09.351764 2021-04-15 03:00:59,599 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.1812, top1-acc=94.95%, top5-acc=99.92%, remaining_time=0:00:25.355704, arrival_time=2021-04-15 03:01:24.955094, cost_time=0:00:11.186326 2021-04-15 03:01:01,457 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.91ms, fps=1379 images/s, loss=0.1811, top1-acc=94.89%, top5-acc=99.91%, remaining_time=0:00:23.479218, arrival_time=2021-04-15 03:01:24.936242, cost_time=0:00:13.044018 2021-04-15 03:01:03,326 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.72ms, fps=1370 images/s, loss=0.1838, top1-acc=94.78%, top5-acc=99.91%, remaining_time=0:00:21.624952, arrival_time=2021-04-15 03:01:24.951739, cost_time=0:00:14.913753 2021-04-15 03:01:05,176 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.1848, top1-acc=94.73%, top5-acc=99.90%, remaining_time=0:00:19.743242, arrival_time=2021-04-15 03:01:24.919454, cost_time=0:00:16.763099 2021-04-15 03:01:07,023 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.1846, top1-acc=94.80%, top5-acc=99.89%, remaining_time=0:00:17.865792, arrival_time=2021-04-15 03:01:24.888999, cost_time=0:00:18.610229 2021-04-15 03:01:08,857 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.54ms, fps=1396 images/s, loss=0.1844, top1-acc=94.77%, top5-acc=99.88%, remaining_time=0:00:15.983702, arrival_time=2021-04-15 03:01:24.840921, cost_time=0:00:20.444256 2021-04-15 03:01:10,706 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.84ms, fps=1385 images/s, loss=0.1846, top1-acc=94.79%, top5-acc=99.88%, remaining_time=0:00:14.119128, arrival_time=2021-04-15 03:01:24.825661, cost_time=0:00:22.293407 2021-04-15 03:01:12,557 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.25ms, fps=1384 images/s, loss=0.1846, top1-acc=94.77%, top5-acc=99.88%, remaining_time=0:00:12.257784, arrival_time=2021-04-15 03:01:24.814842, cost_time=0:00:24.144058 2021-04-15 03:01:14,414 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.1855, top1-acc=94.75%, top5-acc=99.87%, remaining_time=0:00:10.400544, arrival_time=2021-04-15 03:01:24.814853, cost_time=0:00:26.001306 2021-04-15 03:01:16,253 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=2.00ms, fps=1393 images/s, loss=0.1857, top1-acc=94.79%, top5-acc=99.88%, remaining_time=0:00:08.537646, arrival_time=2021-04-15 03:01:24.790774, cost_time=0:00:27.840076 2021-04-15 03:01:18,092 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.43ms, fps=1392 images/s, loss=0.1854, top1-acc=94.82%, top5-acc=99.89%, remaining_time=0:00:06.677856, arrival_time=2021-04-15 03:01:24.770158, cost_time=0:00:29.679327 2021-04-15 03:01:19,925 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.1870, top1-acc=94.73%, top5-acc=99.88%, remaining_time=0:00:04.819620, arrival_time=2021-04-15 03:01:24.745404, cost_time=0:00:31.512823 2021-04-15 03:01:21,759 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.1881, top1-acc=94.66%, top5-acc=99.88%, remaining_time=0:00:02.964176, arrival_time=2021-04-15 03:01:24.724043, cost_time=0:00:33.346896 2021-04-15 03:01:23,602 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.1900, top1-acc=94.58%, top5-acc=99.89%, remaining_time=0:00:01.111230, arrival_time=2021-04-15 03:01:24.713172, cost_time=0:00:35.188894 2021-04-15 03:01:24,598 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.26ms, fps=1366 images/s, loss=0.1910, top1-acc=94.54%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:24.598398, cost_time=0:00:36.185435 2021-04-15 03:01:25,632 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.23ms, fps=2480 images/s, loss=1.2530, top1-acc=68.52%, top5-acc=90.47%, remaining_time=0:00:03.096780, arrival_time=2021-04-15 03:01:28.729401, cost_time=0:00:01.032255 2021-04-15 03:01:26,523 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.35ms, fps=2874 images/s, loss=1.2398, top1-acc=68.26%, top5-acc=90.72%, remaining_time=0:00:01.923500, arrival_time=2021-04-15 03:01:28.447331, cost_time=0:00:01.923493 2021-04-15 03:01:27,413 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.42ms, fps=2879 images/s, loss=1.2745, top1-acc=67.68%, top5-acc=90.29%, remaining_time=0:00:00.937720, arrival_time=2021-04-15 03:01:28.351426, cost_time=0:00:02.813151 2021-04-15 03:01:28,229 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.07ms, fps=2848 images/s, loss=1.2586, top1-acc=67.90%, top5-acc=90.06%, remaining_time=0:00:00, arrival_time=2021-04-15 03:01:28.229000, cost_time=0:00:03.628672 2021-04-15 03:01:28,601 INFO : Epoch=0128 complete, best val top1-acc=67.90%, top5-acc=90.06% (epoch=128), remaining_time=0:48:10.002384, arrival_time=2021-04-15 03:49:38.604281, cost_time=1:25:37.782048 2021-04-15 03:01:28,603 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 03:01:30,643 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.46ms, fps=1255 images/s, loss=0.1679, top1-acc=95.55%, top5-acc=100.00%, remaining_time=0:00:37.949952, arrival_time=2021-04-15 03:02:08.593894, cost_time=0:00:02.040317 2021-04-15 03:01:32,496 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.61ms, fps=1382 images/s, loss=0.1708, top1-acc=95.37%, top5-acc=100.00%, remaining_time=0:00:34.258224, arrival_time=2021-04-15 03:02:06.754844, cost_time=0:00:03.892978 2021-04-15 03:01:34,343 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.1674, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:31.760946, arrival_time=2021-04-15 03:02:06.104566, cost_time=0:00:05.739926 2021-04-15 03:01:36,195 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.1653, top1-acc=95.63%, top5-acc=99.95%, remaining_time=0:00:29.606148, arrival_time=2021-04-15 03:02:05.801097, cost_time=0:00:07.591324 2021-04-15 03:01:38,050 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=2.10ms, fps=1380 images/s, loss=0.1684, top1-acc=95.43%, top5-acc=99.94%, remaining_time=0:00:27.583780, arrival_time=2021-04-15 03:02:05.633895, cost_time=0:00:09.446485 2021-04-15 03:01:39,911 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.66ms, fps=1376 images/s, loss=0.1688, top1-acc=95.43%, top5-acc=99.95%, remaining_time=0:00:25.629608, arrival_time=2021-04-15 03:02:05.540520, cost_time=0:00:11.307154 2021-04-15 03:01:41,756 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.60ms, fps=1388 images/s, loss=0.1697, top1-acc=95.36%, top5-acc=99.95%, remaining_time=0:00:23.675148, arrival_time=2021-04-15 03:02:05.431631, cost_time=0:00:13.152870 2021-04-15 03:01:43,589 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.1706, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:21.730164, arrival_time=2021-04-15 03:02:05.320092, cost_time=0:00:14.986321 2021-04-15 03:01:45,457 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.54ms, fps=1371 images/s, loss=0.1715, top1-acc=95.23%, top5-acc=99.94%, remaining_time=0:00:19.849984, arrival_time=2021-04-15 03:02:05.307466, cost_time=0:00:16.853771 2021-04-15 03:01:47,293 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.1722, top1-acc=95.22%, top5-acc=99.93%, remaining_time=0:00:17.942400, arrival_time=2021-04-15 03:02:05.236006, cost_time=0:00:18.689986 2021-04-15 03:01:49,138 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.1730, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:00:16.054394, arrival_time=2021-04-15 03:02:05.192696, cost_time=0:00:20.534685 2021-04-15 03:01:50,978 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.60ms, fps=1392 images/s, loss=0.1740, top1-acc=95.12%, top5-acc=99.93%, remaining_time=0:00:14.170504, arrival_time=2021-04-15 03:02:05.148757, cost_time=0:00:22.374522 2021-04-15 03:01:52,811 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.1753, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:12.290124, arrival_time=2021-04-15 03:02:05.101562, cost_time=0:00:24.207830 2021-04-15 03:01:54,648 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.1760, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:10.418128, arrival_time=2021-04-15 03:02:05.067045, cost_time=0:00:26.045299 2021-04-15 03:01:56,485 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.57ms, fps=1394 images/s, loss=0.1770, top1-acc=95.03%, top5-acc=99.93%, remaining_time=0:00:08.550342, arrival_time=2021-04-15 03:02:05.035583, cost_time=0:00:27.881622 2021-04-15 03:01:58,324 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.75ms, fps=1393 images/s, loss=0.1790, top1-acc=94.97%, top5-acc=99.93%, remaining_time=0:00:06.687072, arrival_time=2021-04-15 03:02:05.011100, cost_time=0:00:29.720343 2021-04-15 03:02:00,158 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.1796, top1-acc=94.97%, top5-acc=99.93%, remaining_time=0:00:04.825990, arrival_time=2021-04-15 03:02:04.984141, cost_time=0:00:31.554544 2021-04-15 03:02:01,995 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.1814, top1-acc=94.90%, top5-acc=99.93%, remaining_time=0:00:02.968176, arrival_time=2021-04-15 03:02:04.963845, cost_time=0:00:33.391990 2021-04-15 03:02:03,832 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.10ms, fps=1394 images/s, loss=0.1820, top1-acc=94.88%, top5-acc=99.93%, remaining_time=0:00:01.112484, arrival_time=2021-04-15 03:02:04.944750, cost_time=0:00:35.228590 2021-04-15 03:02:04,823 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.20ms, fps=1372 images/s, loss=0.1828, top1-acc=94.85%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:04.823900, cost_time=0:00:36.220307 2021-04-15 03:02:05,830 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.25ms, fps=2547 images/s, loss=1.3811, top1-acc=66.37%, top5-acc=90.35%, remaining_time=0:00:03.015150, arrival_time=2021-04-15 03:02:08.845964, cost_time=0:00:01.005053 2021-04-15 03:02:06,723 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.30ms, fps=2869 images/s, loss=1.3915, top1-acc=66.54%, top5-acc=90.23%, remaining_time=0:00:01.897760, arrival_time=2021-04-15 03:02:08.621280, cost_time=0:00:01.897770 2021-04-15 03:02:07,615 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.29ms, fps=2871 images/s, loss=1.3724, top1-acc=66.71%, top5-acc=90.22%, remaining_time=0:00:00.929960, arrival_time=2021-04-15 03:02:08.545585, cost_time=0:00:02.789867 2021-04-15 03:02:08,431 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=2845 images/s, loss=1.3668, top1-acc=67.51%, top5-acc=90.17%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:08.431440, cost_time=0:00:03.605635 2021-04-15 03:02:08,612 INFO : Epoch=0129 complete, best val top1-acc=67.90%, top5-acc=90.06% (epoch=128), remaining_time=0:47:29.792959, arrival_time=2021-04-15 03:49:38.405580, cost_time=1:26:17.792789 2021-04-15 03:02:08,613 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 03:02:10,635 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.59ms, fps=1266 images/s, loss=0.1682, top1-acc=95.59%, top5-acc=100.00%, remaining_time=0:00:37.602504, arrival_time=2021-04-15 03:02:48.238249, cost_time=0:00:02.021635 2021-04-15 03:02:12,469 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.1771, top1-acc=95.14%, top5-acc=99.90%, remaining_time=0:00:33.926992, arrival_time=2021-04-15 03:02:46.396424, cost_time=0:00:03.855333 2021-04-15 03:02:14,316 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.73ms, fps=1386 images/s, loss=0.1713, top1-acc=95.38%, top5-acc=99.93%, remaining_time=0:00:31.551620, arrival_time=2021-04-15 03:02:45.867923, cost_time=0:00:05.702093 2021-04-15 03:02:16,159 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.1683, top1-acc=95.50%, top5-acc=99.94%, remaining_time=0:00:29.427528, arrival_time=2021-04-15 03:02:45.587167, cost_time=0:00:07.545540 2021-04-15 03:02:17,991 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.1669, top1-acc=95.48%, top5-acc=99.95%, remaining_time=0:00:27.383176, arrival_time=2021-04-15 03:02:45.375072, cost_time=0:00:09.377795 2021-04-15 03:02:19,828 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.1648, top1-acc=95.51%, top5-acc=99.94%, remaining_time=0:00:25.417992, arrival_time=2021-04-15 03:02:45.246015, cost_time=0:00:11.213834 2021-04-15 03:02:21,685 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.42ms, fps=1379 images/s, loss=0.1637, top1-acc=95.53%, top5-acc=99.93%, remaining_time=0:00:23.528232, arrival_time=2021-04-15 03:02:45.213557, cost_time=0:00:13.071224 2021-04-15 03:02:23,533 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=2.63ms, fps=1385 images/s, loss=0.1648, top1-acc=95.50%, top5-acc=99.92%, remaining_time=0:00:21.633304, arrival_time=2021-04-15 03:02:45.166992, cost_time=0:00:14.919557 2021-04-15 03:02:25,385 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=2.05ms, fps=1383 images/s, loss=0.1660, top1-acc=95.39%, top5-acc=99.92%, remaining_time=0:00:19.752146, arrival_time=2021-04-15 03:02:45.137082, cost_time=0:00:16.770706 2021-04-15 03:02:27,219 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.1662, top1-acc=95.36%, top5-acc=99.92%, remaining_time=0:00:17.860992, arrival_time=2021-04-15 03:02:45.080263, cost_time=0:00:18.605170 2021-04-15 03:02:29,060 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.1664, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:15.985594, arrival_time=2021-04-15 03:02:45.046424, cost_time=0:00:20.446730 2021-04-15 03:02:30,897 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=2.02ms, fps=1394 images/s, loss=0.1661, top1-acc=95.40%, top5-acc=99.92%, remaining_time=0:00:14.112592, arrival_time=2021-04-15 03:02:45.009864, cost_time=0:00:22.283094 2021-04-15 03:02:32,730 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.45ms, fps=1397 images/s, loss=0.1677, top1-acc=95.34%, top5-acc=99.92%, remaining_time=0:00:12.243726, arrival_time=2021-04-15 03:02:44.974309, cost_time=0:00:24.116471 2021-04-15 03:02:34,563 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.1678, top1-acc=95.41%, top5-acc=99.91%, remaining_time=0:00:10.379880, arrival_time=2021-04-15 03:02:44.943697, cost_time=0:00:25.949725 2021-04-15 03:02:36,398 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.31ms, fps=1395 images/s, loss=0.1686, top1-acc=95.36%, top5-acc=99.91%, remaining_time=0:00:08.520626, arrival_time=2021-04-15 03:02:44.919356, cost_time=0:00:27.784633 2021-04-15 03:02:38,232 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.1695, top1-acc=95.34%, top5-acc=99.91%, remaining_time=0:00:06.664140, arrival_time=2021-04-15 03:02:44.896796, cost_time=0:00:29.618469 2021-04-15 03:02:40,065 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.1703, top1-acc=95.29%, top5-acc=99.91%, remaining_time=0:00:04.810286, arrival_time=2021-04-15 03:02:44.876211, cost_time=0:00:31.451830 2021-04-15 03:02:41,903 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.1708, top1-acc=95.29%, top5-acc=99.91%, remaining_time=0:00:02.959040, arrival_time=2021-04-15 03:02:44.862404, cost_time=0:00:33.289227 2021-04-15 03:02:43,740 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.20ms, fps=1394 images/s, loss=0.1717, top1-acc=95.25%, top5-acc=99.91%, remaining_time=0:00:01.109244, arrival_time=2021-04-15 03:02:44.849435, cost_time=0:00:35.126012 2021-04-15 03:02:44,733 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.22ms, fps=1370 images/s, loss=0.1721, top1-acc=95.25%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:44.733133, cost_time=0:00:36.119065 2021-04-15 03:02:45,741 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.43ms, fps=2544 images/s, loss=1.2299, top1-acc=70.00%, top5-acc=90.90%, remaining_time=0:00:03.019230, arrival_time=2021-04-15 03:02:48.760534, cost_time=0:00:01.006413 2021-04-15 03:02:46,631 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.49ms, fps=2876 images/s, loss=1.2613, top1-acc=68.75%, top5-acc=90.61%, remaining_time=0:00:01.896760, arrival_time=2021-04-15 03:02:48.528402, cost_time=0:00:01.896763 2021-04-15 03:02:47,523 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.38ms, fps=2872 images/s, loss=1.2700, top1-acc=68.50%, top5-acc=90.40%, remaining_time=0:00:00.929510, arrival_time=2021-04-15 03:02:48.452908, cost_time=0:00:02.788523 2021-04-15 03:02:48,339 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.09ms, fps=2844 images/s, loss=1.2920, top1-acc=68.15%, top5-acc=90.23%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:48.339459, cost_time=0:00:03.604524 2021-04-15 03:02:48,676 INFO : Epoch=0130 complete, best val top1-acc=68.15%, top5-acc=90.23% (epoch=130), remaining_time=0:46:49.615340, arrival_time=2021-04-15 03:49:38.292258, cost_time=1:26:57.857074 2021-04-15 03:02:48,678 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 03:02:50,702 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.54ms, fps=1265 images/s, loss=0.1651, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:00:37.645284, arrival_time=2021-04-15 03:03:28.347655, cost_time=0:00:02.023939 2021-04-15 03:02:52,537 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.1675, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:33.961664, arrival_time=2021-04-15 03:03:26.499369, cost_time=0:00:03.859279 2021-04-15 03:02:54,374 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=2.15ms, fps=1394 images/s, loss=0.1582, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:31.516594, arrival_time=2021-04-15 03:03:25.890865, cost_time=0:00:05.695760 2021-04-15 03:02:56,221 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.27ms, fps=1386 images/s, loss=0.1549, top1-acc=95.88%, top5-acc=99.95%, remaining_time=0:00:29.418324, arrival_time=2021-04-15 03:03:25.639923, cost_time=0:00:07.543155 2021-04-15 03:02:58,068 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.1532, top1-acc=95.87%, top5-acc=99.95%, remaining_time=0:00:27.418216, arrival_time=2021-04-15 03:03:25.486461, cost_time=0:00:09.389793 2021-04-15 03:02:59,917 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.1532, top1-acc=95.89%, top5-acc=99.95%, remaining_time=0:00:25.474160, arrival_time=2021-04-15 03:03:25.391182, cost_time=0:00:11.238571 2021-04-15 03:03:01,769 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.64ms, fps=1383 images/s, loss=0.1522, top1-acc=95.86%, top5-acc=99.94%, remaining_time=0:00:23.563134, arrival_time=2021-04-15 03:03:25.332273, cost_time=0:00:13.090614 2021-04-15 03:03:03,615 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.1507, top1-acc=95.95%, top5-acc=99.94%, remaining_time=0:00:21.658012, arrival_time=2021-04-15 03:03:25.273003, cost_time=0:00:14.936566 2021-04-15 03:03:05,453 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.1530, top1-acc=95.91%, top5-acc=99.94%, remaining_time=0:00:19.757552, arrival_time=2021-04-15 03:03:25.211248, cost_time=0:00:16.775256 2021-04-15 03:03:07,291 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.51ms, fps=1393 images/s, loss=0.1546, top1-acc=95.86%, top5-acc=99.94%, remaining_time=0:00:17.868576, arrival_time=2021-04-15 03:03:25.160187, cost_time=0:00:18.613100 2021-04-15 03:03:09,148 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.61ms, fps=1379 images/s, loss=0.1549, top1-acc=95.81%, top5-acc=99.95%, remaining_time=0:00:16.004170, arrival_time=2021-04-15 03:03:25.153079, cost_time=0:00:20.470455 2021-04-15 03:03:11,006 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.1555, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:14.141016, arrival_time=2021-04-15 03:03:25.147341, cost_time=0:00:22.327892 2021-04-15 03:03:12,841 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.1569, top1-acc=95.77%, top5-acc=99.95%, remaining_time=0:00:12.267354, arrival_time=2021-04-15 03:03:25.108818, cost_time=0:00:24.162966 2021-04-15 03:03:14,676 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.1580, top1-acc=95.75%, top5-acc=99.94%, remaining_time=0:00:10.399200, arrival_time=2021-04-15 03:03:25.075662, cost_time=0:00:25.998037 2021-04-15 03:03:16,515 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.1586, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:08.536542, arrival_time=2021-04-15 03:03:25.051519, cost_time=0:00:27.836539 2021-04-15 03:03:18,356 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.47ms, fps=1391 images/s, loss=0.1588, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:06.677532, arrival_time=2021-04-15 03:03:25.033935, cost_time=0:00:29.677890 2021-04-15 03:03:20,189 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.1595, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:04.819360, arrival_time=2021-04-15 03:03:25.008996, cost_time=0:00:31.511216 2021-04-15 03:03:22,024 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.1618, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:02.964096, arrival_time=2021-04-15 03:03:24.988560, cost_time=0:00:33.346030 2021-04-15 03:03:23,859 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.22ms, fps=1396 images/s, loss=0.1629, top1-acc=95.60%, top5-acc=99.94%, remaining_time=0:00:01.110966, arrival_time=2021-04-15 03:03:24.970013, cost_time=0:00:35.180537 2021-04-15 03:03:24,849 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.20ms, fps=1374 images/s, loss=0.1637, top1-acc=95.57%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:24.849596, cost_time=0:00:36.171190 2021-04-15 03:03:25,852 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.22ms, fps=2557 images/s, loss=1.3335, top1-acc=67.42%, top5-acc=90.35%, remaining_time=0:00:03.003180, arrival_time=2021-04-15 03:03:28.855626, cost_time=0:00:01.001057 2021-04-15 03:03:26,742 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.32ms, fps=2879 images/s, loss=1.2979, top1-acc=67.83%, top5-acc=90.37%, remaining_time=0:00:01.890680, arrival_time=2021-04-15 03:03:28.632726, cost_time=0:00:01.890677 2021-04-15 03:03:27,632 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.35ms, fps=2878 images/s, loss=1.2728, top1-acc=68.24%, top5-acc=90.55%, remaining_time=0:00:00.926880, arrival_time=2021-04-15 03:03:28.558887, cost_time=0:00:02.780638 2021-04-15 03:03:28,447 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.09ms, fps=2848 images/s, loss=1.2749, top1-acc=68.23%, top5-acc=90.57%, remaining_time=0:00:00, arrival_time=2021-04-15 03:03:28.447025, cost_time=0:00:03.595674 2021-04-15 03:03:28,771 INFO : Epoch=0131 complete, best val top1-acc=68.23%, top5-acc=90.57% (epoch=131), remaining_time=0:46:09.455415, arrival_time=2021-04-15 03:49:38.226865, cost_time=1:27:37.951615 2021-04-15 03:03:28,772 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 03:03:30,794 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.36ms, fps=1266 images/s, loss=0.1473, top1-acc=96.41%, top5-acc=99.92%, remaining_time=0:00:37.605108, arrival_time=2021-04-15 03:04:08.399849, cost_time=0:00:02.021781 2021-04-15 03:03:32,631 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.1434, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:33.951984, arrival_time=2021-04-15 03:04:06.583034, cost_time=0:00:03.858182 2021-04-15 03:03:34,466 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.1442, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:31.501986, arrival_time=2021-04-15 03:04:05.967986, cost_time=0:00:05.693118 2021-04-15 03:03:36,307 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.1427, top1-acc=96.43%, top5-acc=99.96%, remaining_time=0:00:29.383380, arrival_time=2021-04-15 03:04:05.690535, cost_time=0:00:07.534203 2021-04-15 03:03:38,143 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.67ms, fps=1394 images/s, loss=0.1453, top1-acc=96.34%, top5-acc=99.96%, remaining_time=0:00:27.363320, arrival_time=2021-04-15 03:04:05.507176, cost_time=0:00:09.370975 2021-04-15 03:03:39,980 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.54ms, fps=1394 images/s, loss=0.1436, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:25.403712, arrival_time=2021-04-15 03:04:05.384160, cost_time=0:00:11.207532 2021-04-15 03:03:41,822 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.49ms, fps=1390 images/s, loss=0.1431, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:23.489424, arrival_time=2021-04-15 03:04:05.312044, cost_time=0:00:13.049671 2021-04-15 03:03:43,665 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.1443, top1-acc=96.36%, top5-acc=99.96%, remaining_time=0:00:21.593980, arrival_time=2021-04-15 03:04:05.259272, cost_time=0:00:14.892415 2021-04-15 03:03:45,515 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.1440, top1-acc=96.35%, top5-acc=99.96%, remaining_time=0:00:19.719286, arrival_time=2021-04-15 03:04:05.234966, cost_time=0:00:16.742750 2021-04-15 03:03:47,357 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.1447, top1-acc=96.32%, top5-acc=99.96%, remaining_time=0:00:17.840640, arrival_time=2021-04-15 03:04:05.197629, cost_time=0:00:18.584027 2021-04-15 03:03:49,193 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.1454, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:15.964868, arrival_time=2021-04-15 03:04:05.158026, cost_time=0:00:20.420197 2021-04-15 03:03:51,025 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.1460, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:14.093440, arrival_time=2021-04-15 03:04:05.119250, cost_time=0:00:22.252779 2021-04-15 03:03:52,886 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.56ms, fps=1377 images/s, loss=0.1475, top1-acc=96.17%, top5-acc=99.95%, remaining_time=0:00:12.242142, arrival_time=2021-04-15 03:04:05.128437, cost_time=0:00:24.113321 2021-04-15 03:03:54,737 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.1489, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:10.385704, arrival_time=2021-04-15 03:04:05.122899, cost_time=0:00:25.964265 2021-04-15 03:03:56,582 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=2.06ms, fps=1388 images/s, loss=0.1494, top1-acc=96.07%, top5-acc=99.95%, remaining_time=0:00:08.528124, arrival_time=2021-04-15 03:04:05.110211, cost_time=0:00:27.809133 2021-04-15 03:03:58,434 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.51ms, fps=1382 images/s, loss=0.1507, top1-acc=96.01%, top5-acc=99.95%, remaining_time=0:00:06.673860, arrival_time=2021-04-15 03:04:05.108288, cost_time=0:00:29.661543 2021-04-15 03:04:00,285 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.1517, top1-acc=95.97%, top5-acc=99.95%, remaining_time=0:00:04.819620, arrival_time=2021-04-15 03:04:05.105418, cost_time=0:00:31.512857 2021-04-15 03:04:02,131 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.1523, top1-acc=95.94%, top5-acc=99.95%, remaining_time=0:00:02.965152, arrival_time=2021-04-15 03:04:05.096052, cost_time=0:00:33.357922 2021-04-15 03:04:03,967 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.1534, top1-acc=95.92%, top5-acc=99.95%, remaining_time=0:00:01.111392, arrival_time=2021-04-15 03:04:05.078422, cost_time=0:00:35.194139 2021-04-15 03:04:04,960 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.30ms, fps=1370 images/s, loss=0.1545, top1-acc=95.89%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:04.960014, cost_time=0:00:36.187148 2021-04-15 03:04:05,992 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=2.09ms, fps=2484 images/s, loss=1.2840, top1-acc=68.59%, top5-acc=89.88%, remaining_time=0:00:03.091140, arrival_time=2021-04-15 03:04:09.083493, cost_time=0:00:01.030383 2021-04-15 03:04:06,887 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.44ms, fps=2861 images/s, loss=1.3074, top1-acc=68.14%, top5-acc=89.86%, remaining_time=0:00:01.925640, arrival_time=2021-04-15 03:04:08.813361, cost_time=0:00:01.925631 2021-04-15 03:04:07,780 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.32ms, fps=2869 images/s, loss=1.2900, top1-acc=68.55%, top5-acc=90.03%, remaining_time=0:00:00.939560, arrival_time=2021-04-15 03:04:08.720181, cost_time=0:00:02.818665 2021-04-15 03:04:08,598 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.09ms, fps=2837 images/s, loss=1.3027, top1-acc=68.37%, top5-acc=90.08%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:08.598676, cost_time=0:00:03.636670 2021-04-15 03:04:08,941 INFO : Epoch=0132 complete, best val top1-acc=68.37%, top5-acc=90.08% (epoch=132), remaining_time=0:45:29.335312, arrival_time=2021-04-15 03:49:38.276580, cost_time=1:28:18.121429 2021-04-15 03:04:08,942 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 03:04:10,982 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.52ms, fps=1255 images/s, loss=0.1390, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:37.942698, arrival_time=2021-04-15 03:04:48.925364, cost_time=0:00:02.039927 2021-04-15 03:04:12,836 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.1390, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:34.264736, arrival_time=2021-04-15 03:04:47.101226, cost_time=0:00:03.893730 2021-04-15 03:04:14,690 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.84ms, fps=1381 images/s, loss=0.1359, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:31.805102, arrival_time=2021-04-15 03:04:46.495880, cost_time=0:00:05.747912 2021-04-15 03:04:16,545 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.63ms, fps=1381 images/s, loss=0.1348, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:29.649360, arrival_time=2021-04-15 03:04:46.194505, cost_time=0:00:07.602383 2021-04-15 03:04:18,406 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.72ms, fps=1376 images/s, loss=0.1343, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:27.632982, arrival_time=2021-04-15 03:04:46.039146, cost_time=0:00:09.463362 2021-04-15 03:04:20,253 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.1338, top1-acc=96.63%, top5-acc=99.99%, remaining_time=0:00:25.636544, arrival_time=2021-04-15 03:04:45.889653, cost_time=0:00:11.310261 2021-04-15 03:04:22,091 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.1345, top1-acc=96.60%, top5-acc=99.99%, remaining_time=0:00:23.667588, arrival_time=2021-04-15 03:04:45.758980, cost_time=0:00:13.148630 2021-04-15 03:04:23,945 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.87ms, fps=1381 images/s, loss=0.1346, top1-acc=96.58%, top5-acc=99.99%, remaining_time=0:00:21.753480, arrival_time=2021-04-15 03:04:45.698622, cost_time=0:00:15.002412 2021-04-15 03:04:25,796 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.1369, top1-acc=96.50%, top5-acc=99.99%, remaining_time=0:00:19.849030, arrival_time=2021-04-15 03:04:45.644923, cost_time=0:00:16.852917 2021-04-15 03:04:27,644 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.1372, top1-acc=96.49%, top5-acc=99.98%, remaining_time=0:00:17.953920, arrival_time=2021-04-15 03:04:45.598697, cost_time=0:00:18.702026 2021-04-15 03:04:29,493 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.91ms, fps=1385 images/s, loss=0.1366, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:16.066950, arrival_time=2021-04-15 03:04:45.560450, cost_time=0:00:20.550768 2021-04-15 03:04:31,326 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.1362, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:14.176432, arrival_time=2021-04-15 03:04:45.503164, cost_time=0:00:22.383806 2021-04-15 03:04:33,190 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.37ms, fps=1374 images/s, loss=0.1363, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:12.310452, arrival_time=2021-04-15 03:04:45.501075, cost_time=0:00:24.247901 2021-04-15 03:04:35,026 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.1365, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:10.433640, arrival_time=2021-04-15 03:04:45.460432, cost_time=0:00:26.084067 2021-04-15 03:04:36,867 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.56ms, fps=1391 images/s, loss=0.1366, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:08.563498, arrival_time=2021-04-15 03:04:45.430902, cost_time=0:00:27.924468 2021-04-15 03:04:38,707 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.1378, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:06.697152, arrival_time=2021-04-15 03:04:45.404953, cost_time=0:00:29.765068 2021-04-15 03:04:40,555 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.1383, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:04.834830, arrival_time=2021-04-15 03:04:45.389880, cost_time=0:00:31.612273 2021-04-15 03:04:42,412 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.53ms, fps=1379 images/s, loss=0.1394, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:02.975056, arrival_time=2021-04-15 03:04:45.387266, cost_time=0:00:33.469446 2021-04-15 03:04:44,284 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.35ms, fps=1368 images/s, loss=0.1408, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:01.116042, arrival_time=2021-04-15 03:04:45.400333, cost_time=0:00:35.341392 2021-04-15 03:04:45,292 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.38ms, fps=1350 images/s, loss=0.1414, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:45.292552, cost_time=0:00:36.349805 2021-04-15 03:04:46,306 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=6.45ms, fps=2530 images/s, loss=1.3387, top1-acc=66.56%, top5-acc=89.92%, remaining_time=0:00:03.035160, arrival_time=2021-04-15 03:04:49.341450, cost_time=0:00:01.011721 2021-04-15 03:04:47,199 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.34ms, fps=2868 images/s, loss=1.3241, top1-acc=67.27%, top5-acc=89.79%, remaining_time=0:00:01.904860, arrival_time=2021-04-15 03:04:49.104275, cost_time=0:00:01.904867 2021-04-15 03:04:48,093 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.55ms, fps=2866 images/s, loss=1.3099, top1-acc=67.83%, top5-acc=89.93%, remaining_time=0:00:00.932870, arrival_time=2021-04-15 03:04:49.026026, cost_time=0:00:02.798603 2021-04-15 03:04:48,909 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.08ms, fps=2842 images/s, loss=1.3038, top1-acc=67.69%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:48.909795, cost_time=0:00:03.615209 2021-04-15 03:04:49,112 INFO : Epoch=0133 complete, best val top1-acc=68.37%, top5-acc=90.08% (epoch=132), remaining_time=0:44:49.215113, arrival_time=2021-04-15 03:49:38.327645, cost_time=1:28:58.292692 2021-04-15 03:04:49,113 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 03:04:51,138 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.41ms, fps=1265 images/s, loss=0.1365, top1-acc=96.33%, top5-acc=100.00%, remaining_time=0:00:37.645842, arrival_time=2021-04-15 03:05:28.783915, cost_time=0:00:02.023970 2021-04-15 03:04:52,982 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.65ms, fps=1388 images/s, loss=0.1522, top1-acc=96.02%, top5-acc=99.98%, remaining_time=0:00:34.041568, arrival_time=2021-04-15 03:05:27.024041, cost_time=0:00:03.868368 2021-04-15 03:04:54,831 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.1502, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:31.634122, arrival_time=2021-04-15 03:05:26.465356, cost_time=0:00:05.717005 2021-04-15 03:04:56,674 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.64ms, fps=1389 images/s, loss=0.1498, top1-acc=95.96%, top5-acc=99.98%, remaining_time=0:00:29.485872, arrival_time=2021-04-15 03:05:26.160456, cost_time=0:00:07.560487 2021-04-15 03:04:58,508 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.65ms, fps=1396 images/s, loss=0.1484, top1-acc=96.05%, top5-acc=99.98%, remaining_time=0:00:27.431356, arrival_time=2021-04-15 03:05:25.939736, cost_time=0:00:09.394286 2021-04-15 03:05:00,353 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.57ms, fps=1388 images/s, loss=0.1458, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:25.474432, arrival_time=2021-04-15 03:05:25.827365, cost_time=0:00:11.238749 2021-04-15 03:05:02,187 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.1442, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:23.532516, arrival_time=2021-04-15 03:05:25.720288, cost_time=0:00:13.073613 2021-04-15 03:05:04,022 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.1437, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:21.616484, arrival_time=2021-04-15 03:05:25.638551, cost_time=0:00:14.907930 2021-04-15 03:05:05,871 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.1440, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:19.735928, arrival_time=2021-04-15 03:05:25.607027, cost_time=0:00:16.756888 2021-04-15 03:05:07,722 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.1427, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:17.863776, arrival_time=2021-04-15 03:05:25.586009, cost_time=0:00:18.608140 2021-04-15 03:05:09,557 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.1437, top1-acc=96.18%, top5-acc=99.97%, remaining_time=0:00:15.982928, arrival_time=2021-04-15 03:05:25.540292, cost_time=0:00:20.443270 2021-04-15 03:05:11,405 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=0.1425, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:14.117608, arrival_time=2021-04-15 03:05:25.522919, cost_time=0:00:22.291007 2021-04-15 03:05:13,248 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.1432, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:12.252834, arrival_time=2021-04-15 03:05:25.501239, cost_time=0:00:24.134312 2021-04-15 03:05:15,091 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.29ms, fps=1390 images/s, loss=0.1429, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:10.390800, arrival_time=2021-04-15 03:05:25.481959, cost_time=0:00:25.977067 2021-04-15 03:05:16,926 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.57ms, fps=1395 images/s, loss=0.1426, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:08.529182, arrival_time=2021-04-15 03:05:25.456028, cost_time=0:00:27.812549 2021-04-15 03:05:18,763 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.1423, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:06.671088, arrival_time=2021-04-15 03:05:25.434411, cost_time=0:00:29.649253 2021-04-15 03:05:20,600 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.27ms, fps=1393 images/s, loss=0.1430, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:04.815616, arrival_time=2021-04-15 03:05:25.416402, cost_time=0:00:31.486705 2021-04-15 03:05:22,439 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.1432, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:02.962272, arrival_time=2021-04-15 03:05:25.402045, cost_time=0:00:33.325524 2021-04-15 03:05:24,278 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.25ms, fps=1393 images/s, loss=0.1441, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:01.110450, arrival_time=2021-04-15 03:05:25.388770, cost_time=0:00:35.164223 2021-04-15 03:05:25,269 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.13ms, fps=1373 images/s, loss=0.1448, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:25.269338, cost_time=0:00:36.155252 2021-04-15 03:05:26,280 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.64ms, fps=2537 images/s, loss=1.2539, top1-acc=69.84%, top5-acc=90.16%, remaining_time=0:00:03.026940, arrival_time=2021-04-15 03:05:29.307098, cost_time=0:00:01.008976 2021-04-15 03:05:27,170 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.28ms, fps=2876 images/s, loss=1.2784, top1-acc=68.87%, top5-acc=90.20%, remaining_time=0:00:01.899440, arrival_time=2021-04-15 03:05:29.070048, cost_time=0:00:01.899432 2021-04-15 03:05:28,063 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.40ms, fps=2868 images/s, loss=1.2728, top1-acc=69.08%, top5-acc=90.36%, remaining_time=0:00:00.930750, arrival_time=2021-04-15 03:05:28.994402, cost_time=0:00:02.792249 2021-04-15 03:05:28,879 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=2845 images/s, loss=1.2678, top1-acc=69.12%, top5-acc=90.54%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:28.879706, cost_time=0:00:03.608555 2021-04-15 03:05:29,233 INFO : Epoch=0134 complete, best val top1-acc=69.12%, top5-acc=90.54% (epoch=134), remaining_time=0:44:09.069192, arrival_time=2021-04-15 03:49:38.302249, cost_time=1:29:38.413213 2021-04-15 03:05:29,234 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 03:05:31,244 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.37ms, fps=1274 images/s, loss=0.1354, top1-acc=96.48%, top5-acc=100.00%, remaining_time=0:00:37.388604, arrival_time=2021-04-15 03:06:08.633369, cost_time=0:00:02.010140 2021-04-15 03:05:33,080 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.1279, top1-acc=96.93%, top5-acc=99.94%, remaining_time=0:00:33.846560, arrival_time=2021-04-15 03:06:06.927374, cost_time=0:00:03.846192 2021-04-15 03:05:34,914 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.1259, top1-acc=97.07%, top5-acc=99.95%, remaining_time=0:00:31.429444, arrival_time=2021-04-15 03:06:06.344095, cost_time=0:00:05.680025 2021-04-15 03:05:36,750 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.1273, top1-acc=97.02%, top5-acc=99.95%, remaining_time=0:00:29.312868, arrival_time=2021-04-15 03:06:06.063543, cost_time=0:00:07.516130 2021-04-15 03:05:38,594 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.90ms, fps=1389 images/s, loss=0.1274, top1-acc=97.02%, top5-acc=99.95%, remaining_time=0:00:27.329302, arrival_time=2021-04-15 03:06:05.923252, cost_time=0:00:09.359333 2021-04-15 03:05:40,429 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.1270, top1-acc=97.00%, top5-acc=99.96%, remaining_time=0:00:25.375696, arrival_time=2021-04-15 03:06:05.805406, cost_time=0:00:11.195169 2021-04-15 03:05:42,269 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.1271, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:00:23.461704, arrival_time=2021-04-15 03:06:05.730711, cost_time=0:00:13.034246 2021-04-15 03:05:44,116 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.60ms, fps=1386 images/s, loss=0.1278, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:21.579016, arrival_time=2021-04-15 03:06:05.695614, cost_time=0:00:14.882040 2021-04-15 03:05:45,973 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.55ms, fps=1379 images/s, loss=0.1277, top1-acc=96.87%, top5-acc=99.94%, remaining_time=0:00:19.714728, arrival_time=2021-04-15 03:06:05.688154, cost_time=0:00:16.738882 2021-04-15 03:05:47,823 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.66ms, fps=1384 images/s, loss=0.1270, top1-acc=96.91%, top5-acc=99.95%, remaining_time=0:00:17.844960, arrival_time=2021-04-15 03:06:05.668036, cost_time=0:00:18.588466 2021-04-15 03:05:49,694 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=6.17ms, fps=1368 images/s, loss=0.1264, top1-acc=96.93%, top5-acc=99.95%, remaining_time=0:00:15.996086, arrival_time=2021-04-15 03:06:05.690868, cost_time=0:00:20.460128 2021-04-15 03:05:51,530 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.1271, top1-acc=96.90%, top5-acc=99.95%, remaining_time=0:00:14.120800, arrival_time=2021-04-15 03:06:05.651330, cost_time=0:00:22.295963 2021-04-15 03:05:53,377 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.50ms, fps=1386 images/s, loss=0.1273, top1-acc=96.86%, top5-acc=99.95%, remaining_time=0:00:12.257322, arrival_time=2021-04-15 03:06:05.635115, cost_time=0:00:24.143235 2021-04-15 03:05:55,217 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.82ms, fps=1392 images/s, loss=0.1277, top1-acc=96.84%, top5-acc=99.95%, remaining_time=0:00:10.393264, arrival_time=2021-04-15 03:06:05.611080, cost_time=0:00:25.983117 2021-04-15 03:05:57,057 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.1289, top1-acc=96.78%, top5-acc=99.96%, remaining_time=0:00:08.532356, arrival_time=2021-04-15 03:06:05.589773, cost_time=0:00:27.822859 2021-04-15 03:05:58,905 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.1309, top1-acc=96.68%, top5-acc=99.95%, remaining_time=0:00:06.675876, arrival_time=2021-04-15 03:06:05.581065, cost_time=0:00:29.670627 2021-04-15 03:06:00,759 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.27ms, fps=1381 images/s, loss=0.1316, top1-acc=96.67%, top5-acc=99.95%, remaining_time=0:00:04.821388, arrival_time=2021-04-15 03:06:05.580566, cost_time=0:00:31.524539 2021-04-15 03:06:02,601 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.1327, top1-acc=96.61%, top5-acc=99.96%, remaining_time=0:00:02.965952, arrival_time=2021-04-15 03:06:05.567372, cost_time=0:00:33.366887 2021-04-15 03:06:04,443 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.90ms, fps=1390 images/s, loss=0.1335, top1-acc=96.57%, top5-acc=99.96%, remaining_time=0:00:01.111866, arrival_time=2021-04-15 03:06:05.555470, cost_time=0:00:35.209074 2021-04-15 03:06:05,442 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=2.46ms, fps=1363 images/s, loss=0.1352, top1-acc=96.53%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:05.442099, cost_time=0:00:36.207278 2021-04-15 03:06:06,480 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.25ms, fps=2470 images/s, loss=1.3908, top1-acc=66.05%, top5-acc=88.83%, remaining_time=0:00:03.109320, arrival_time=2021-04-15 03:06:09.590179, cost_time=0:00:01.036445 2021-04-15 03:06:07,378 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.28ms, fps=2855 images/s, loss=1.3763, top1-acc=66.64%, top5-acc=89.36%, remaining_time=0:00:01.933760, arrival_time=2021-04-15 03:06:09.311984, cost_time=0:00:01.933759 2021-04-15 03:06:08,276 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.39ms, fps=2851 images/s, loss=1.3707, top1-acc=66.77%, top5-acc=89.51%, remaining_time=0:00:00.944080, arrival_time=2021-04-15 03:06:09.220684, cost_time=0:00:02.832243 2021-04-15 03:06:09,102 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=2809 images/s, loss=1.3357, top1-acc=67.43%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:09.102720, cost_time=0:00:03.658387 2021-04-15 03:06:09,297 INFO : Epoch=0135 complete, best val top1-acc=69.12%, top5-acc=90.54% (epoch=134), remaining_time=0:43:28.896420, arrival_time=2021-04-15 03:49:38.193477, cost_time=1:30:18.477176 2021-04-15 03:06:09,298 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 03:06:11,291 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.42ms, fps=1285 images/s, loss=0.1448, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:37.053990, arrival_time=2021-04-15 03:06:48.345144, cost_time=0:00:01.992146 2021-04-15 03:06:13,142 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.1417, top1-acc=96.11%, top5-acc=99.98%, remaining_time=0:00:33.824384, arrival_time=2021-04-15 03:06:46.967063, cost_time=0:00:03.843680 2021-04-15 03:06:14,992 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=2.07ms, fps=1384 images/s, loss=0.1412, top1-acc=96.24%, top5-acc=99.93%, remaining_time=0:00:31.505638, arrival_time=2021-04-15 03:06:46.498502, cost_time=0:00:05.693776 2021-04-15 03:06:16,843 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.83ms, fps=1384 images/s, loss=0.1379, top1-acc=96.35%, top5-acc=99.95%, remaining_time=0:00:29.422536, arrival_time=2021-04-15 03:06:46.265775, cost_time=0:00:07.544237 2021-04-15 03:06:18,720 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.43ms, fps=1364 images/s, loss=0.1363, top1-acc=96.39%, top5-acc=99.96%, remaining_time=0:00:27.510342, arrival_time=2021-04-15 03:06:46.230718, cost_time=0:00:09.421373 2021-04-15 03:06:20,572 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.1358, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:00:25.553856, arrival_time=2021-04-15 03:06:46.126635, cost_time=0:00:11.273781 2021-04-15 03:06:22,423 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.88ms, fps=1384 images/s, loss=0.1331, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:23.622984, arrival_time=2021-04-15 03:06:46.045980, cost_time=0:00:13.123913 2021-04-15 03:06:24,269 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.1334, top1-acc=96.60%, top5-acc=99.96%, remaining_time=0:00:21.706964, arrival_time=2021-04-15 03:06:45.976275, cost_time=0:00:14.970295 2021-04-15 03:06:26,120 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.69ms, fps=1383 images/s, loss=0.1340, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:00:19.811718, arrival_time=2021-04-15 03:06:45.931975, cost_time=0:00:16.821246 2021-04-15 03:06:27,983 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.60ms, fps=1375 images/s, loss=0.1340, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:17.936448, arrival_time=2021-04-15 03:06:45.919387, cost_time=0:00:18.683849 2021-04-15 03:06:29,826 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.24ms, fps=1389 images/s, loss=0.1348, top1-acc=96.55%, top5-acc=99.96%, remaining_time=0:00:16.048976, arrival_time=2021-04-15 03:06:45.875720, cost_time=0:00:20.527744 2021-04-15 03:06:31,680 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.53ms, fps=1381 images/s, loss=0.1336, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:14.174988, arrival_time=2021-04-15 03:06:45.855524, cost_time=0:00:22.381517 2021-04-15 03:06:33,531 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.79ms, fps=1383 images/s, loss=0.1330, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:12.302598, arrival_time=2021-04-15 03:06:45.834036, cost_time=0:00:24.232345 2021-04-15 03:06:35,381 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=0.1329, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:10.432800, arrival_time=2021-04-15 03:06:45.813797, cost_time=0:00:26.082002 2021-04-15 03:06:37,226 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.1331, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:08.564280, arrival_time=2021-04-15 03:06:45.790242, cost_time=0:00:27.926959 2021-04-15 03:06:39,077 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.35ms, fps=1383 images/s, loss=0.1339, top1-acc=96.58%, top5-acc=99.96%, remaining_time=0:00:06.700176, arrival_time=2021-04-15 03:06:45.777790, cost_time=0:00:29.778527 2021-04-15 03:06:40,925 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.1347, top1-acc=96.57%, top5-acc=99.96%, remaining_time=0:00:04.836988, arrival_time=2021-04-15 03:06:45.762390, cost_time=0:00:31.626406 2021-04-15 03:06:42,768 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.1357, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:02.975040, arrival_time=2021-04-15 03:06:45.743302, cost_time=0:00:33.469259 2021-04-15 03:06:44,617 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.19ms, fps=1385 images/s, loss=0.1363, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:01.115304, arrival_time=2021-04-15 03:06:45.732351, cost_time=0:00:35.317951 2021-04-15 03:06:45,612 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.11ms, fps=1367 images/s, loss=0.1364, top1-acc=96.53%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:45.612790, cost_time=0:00:36.313800 2021-04-15 03:06:46,630 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.20ms, fps=2520 images/s, loss=1.2245, top1-acc=70.98%, top5-acc=90.78%, remaining_time=0:00:03.047520, arrival_time=2021-04-15 03:06:49.677918, cost_time=0:00:01.015835 2021-04-15 03:06:47,538 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.55ms, fps=2821 images/s, loss=1.2553, top1-acc=70.27%, top5-acc=91.04%, remaining_time=0:00:01.923760, arrival_time=2021-04-15 03:06:49.462068, cost_time=0:00:01.923756 2021-04-15 03:06:48,443 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.32ms, fps=2830 images/s, loss=1.2754, top1-acc=69.57%, top5-acc=90.90%, remaining_time=0:00:00.942930, arrival_time=2021-04-15 03:06:49.386289, cost_time=0:00:02.828799 2021-04-15 03:06:49,269 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.07ms, fps=2810 images/s, loss=1.2972, top1-acc=69.49%, top5-acc=90.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:06:49.269366, cost_time=0:00:03.654824 2021-04-15 03:06:49,608 INFO : Epoch=0136 complete, best val top1-acc=69.49%, top5-acc=90.86% (epoch=136), remaining_time=0:42:48.841472, arrival_time=2021-04-15 03:49:38.449475, cost_time=1:30:58.788095 2021-04-15 03:06:49,610 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 03:06:51,621 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.40ms, fps=1273 images/s, loss=0.1150, top1-acc=97.38%, top5-acc=99.96%, remaining_time=0:00:37.411296, arrival_time=2021-04-15 03:07:29.033155, cost_time=0:00:02.011359 2021-04-15 03:06:53,481 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.29ms, fps=1377 images/s, loss=0.1169, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:34.066736, arrival_time=2021-04-15 03:07:27.548383, cost_time=0:00:03.871218 2021-04-15 03:06:55,345 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.33ms, fps=1374 images/s, loss=0.1176, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:31.733390, arrival_time=2021-04-15 03:07:27.078757, cost_time=0:00:05.734937 2021-04-15 03:06:57,199 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.56ms, fps=1381 images/s, loss=0.1177, top1-acc=97.18%, top5-acc=99.95%, remaining_time=0:00:29.597100, arrival_time=2021-04-15 03:07:26.796584, cost_time=0:00:07.588988 2021-04-15 03:06:59,051 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.1147, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:00:27.567866, arrival_time=2021-04-15 03:07:26.619335, cost_time=0:00:09.441059 2021-04-15 03:07:00,903 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.88ms, fps=1382 images/s, loss=0.1143, top1-acc=97.30%, top5-acc=99.96%, remaining_time=0:00:25.597920, arrival_time=2021-04-15 03:07:26.501556, cost_time=0:00:11.293192 2021-04-15 03:07:02,754 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.81ms, fps=1384 images/s, loss=0.1140, top1-acc=97.28%, top5-acc=99.97%, remaining_time=0:00:23.658390, arrival_time=2021-04-15 03:07:26.413010, cost_time=0:00:13.143524 2021-04-15 03:07:04,613 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.58ms, fps=1378 images/s, loss=0.1156, top1-acc=97.17%, top5-acc=99.97%, remaining_time=0:00:21.754176, arrival_time=2021-04-15 03:07:26.367430, cost_time=0:00:15.002840 2021-04-15 03:07:06,461 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.1162, top1-acc=97.16%, top5-acc=99.97%, remaining_time=0:00:19.846910, arrival_time=2021-04-15 03:07:26.308511, cost_time=0:00:16.851184 2021-04-15 03:07:08,312 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.1155, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:17.953920, arrival_time=2021-04-15 03:07:26.266392, cost_time=0:00:18.701967 2021-04-15 03:07:10,165 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=0.1153, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:16.070390, arrival_time=2021-04-15 03:07:26.235980, cost_time=0:00:20.555135 2021-04-15 03:07:12,010 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=0.1149, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:14.186768, arrival_time=2021-04-15 03:07:26.197434, cost_time=0:00:22.400209 2021-04-15 03:07:13,869 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.81ms, fps=1378 images/s, loss=0.1149, top1-acc=97.26%, top5-acc=99.97%, remaining_time=0:00:12.315732, arrival_time=2021-04-15 03:07:26.184656, cost_time=0:00:24.258304 2021-04-15 03:07:15,717 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.1165, top1-acc=97.21%, top5-acc=99.97%, remaining_time=0:00:10.442936, arrival_time=2021-04-15 03:07:26.160681, cost_time=0:00:26.107326 2021-04-15 03:07:17,562 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.1170, top1-acc=97.19%, top5-acc=99.97%, remaining_time=0:00:08.572054, arrival_time=2021-04-15 03:07:26.134864, cost_time=0:00:27.952382 2021-04-15 03:07:19,418 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.1183, top1-acc=97.15%, top5-acc=99.97%, remaining_time=0:00:06.706836, arrival_time=2021-04-15 03:07:26.125428, cost_time=0:00:29.808163 2021-04-15 03:07:21,276 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=0.1187, top1-acc=97.14%, top5-acc=99.97%, remaining_time=0:00:04.842968, arrival_time=2021-04-15 03:07:26.118962, cost_time=0:00:31.665494 2021-04-15 03:07:23,127 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.80ms, fps=1383 images/s, loss=0.1197, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:02.979248, arrival_time=2021-04-15 03:07:26.106233, cost_time=0:00:33.516573 2021-04-15 03:07:24,982 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.30ms, fps=1380 images/s, loss=0.1203, top1-acc=97.07%, top5-acc=99.97%, remaining_time=0:00:01.117014, arrival_time=2021-04-15 03:07:26.099517, cost_time=0:00:35.372028 2021-04-15 03:07:25,982 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.18ms, fps=1361 images/s, loss=0.1206, top1-acc=97.07%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:25.982038, cost_time=0:00:36.371546 2021-04-15 03:07:27,016 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.70ms, fps=2479 images/s, loss=1.2367, top1-acc=70.66%, top5-acc=90.66%, remaining_time=0:00:03.098520, arrival_time=2021-04-15 03:07:30.115382, cost_time=0:00:01.032838 2021-04-15 03:07:27,921 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.63ms, fps=2831 images/s, loss=1.2824, top1-acc=69.61%, top5-acc=90.29%, remaining_time=0:00:01.937360, arrival_time=2021-04-15 03:07:29.858732, cost_time=0:00:01.937354 2021-04-15 03:07:28,818 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.39ms, fps=2857 images/s, loss=1.2731, top1-acc=69.56%, top5-acc=90.48%, remaining_time=0:00:00.944640, arrival_time=2021-04-15 03:07:29.762610, cost_time=0:00:02.833932 2021-04-15 03:07:29,637 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.07ms, fps=2834 images/s, loss=1.2547, top1-acc=69.68%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:29.637187, cost_time=0:00:03.653211 2021-04-15 03:07:30,000 INFO : Epoch=0137 complete, best val top1-acc=69.68%, top5-acc=90.59% (epoch=137), remaining_time=0:42:08.820126, arrival_time=2021-04-15 03:49:38.820201, cost_time=1:31:39.180222 2021-04-15 03:07:30,001 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 03:07:32,015 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.43ms, fps=1271 images/s, loss=0.1176, top1-acc=96.68%, top5-acc=100.00%, remaining_time=0:00:37.455378, arrival_time=2021-04-15 03:08:09.470864, cost_time=0:00:02.013734 2021-04-15 03:07:33,867 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.36ms, fps=1383 images/s, loss=0.1089, top1-acc=97.29%, top5-acc=100.00%, remaining_time=0:00:34.016048, arrival_time=2021-04-15 03:08:07.883143, cost_time=0:00:03.865451 2021-04-15 03:07:35,712 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.1075, top1-acc=97.45%, top5-acc=99.97%, remaining_time=0:00:31.600424, arrival_time=2021-04-15 03:08:07.313002, cost_time=0:00:05.710931 2021-04-15 03:07:37,561 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.1075, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:29.482284, arrival_time=2021-04-15 03:08:07.043578, cost_time=0:00:07.559559 2021-04-15 03:07:39,405 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.52ms, fps=1388 images/s, loss=0.1065, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:27.460410, arrival_time=2021-04-15 03:08:06.866295, cost_time=0:00:09.404247 2021-04-15 03:07:41,259 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=0.1072, top1-acc=97.49%, top5-acc=99.97%, remaining_time=0:00:25.518496, arrival_time=2021-04-15 03:08:06.778334, cost_time=0:00:11.258189 2021-04-15 03:07:43,120 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.99ms, fps=1376 images/s, loss=0.1072, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:23.613912, arrival_time=2021-04-15 03:08:06.734482, cost_time=0:00:13.118807 2021-04-15 03:07:44,970 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.59ms, fps=1385 images/s, loss=0.1073, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:21.704412, arrival_time=2021-04-15 03:08:06.674638, cost_time=0:00:14.968580 2021-04-15 03:07:46,820 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.60ms, fps=1384 images/s, loss=0.1083, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:19.808750, arrival_time=2021-04-15 03:08:06.629137, cost_time=0:00:16.818719 2021-04-15 03:07:48,677 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.55ms, fps=1379 images/s, loss=0.1082, top1-acc=97.38%, top5-acc=99.98%, remaining_time=0:00:17.928288, arrival_time=2021-04-15 03:08:06.605293, cost_time=0:00:18.675287 2021-04-15 03:07:50,535 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.32ms, fps=1378 images/s, loss=0.1081, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:16.053706, arrival_time=2021-04-15 03:08:06.589156, cost_time=0:00:20.533805 2021-04-15 03:07:52,384 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.33ms, fps=1385 images/s, loss=0.1088, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:14.175672, arrival_time=2021-04-15 03:08:06.559890, cost_time=0:00:22.382580 2021-04-15 03:07:54,232 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.1088, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:12.301806, arrival_time=2021-04-15 03:08:06.534435, cost_time=0:00:24.230826 2021-04-15 03:07:56,072 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.59ms, fps=1392 images/s, loss=0.1091, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:10.428432, arrival_time=2021-04-15 03:08:06.501244, cost_time=0:00:26.071146 2021-04-15 03:07:57,923 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.1095, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:08.562716, arrival_time=2021-04-15 03:08:06.486257, cost_time=0:00:27.921899 2021-04-15 03:07:59,780 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.88ms, fps=1379 images/s, loss=0.1092, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:06.700284, arrival_time=2021-04-15 03:08:06.481100, cost_time=0:00:29.779023 2021-04-15 03:08:01,633 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.45ms, fps=1382 images/s, loss=0.1100, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:04.837794, arrival_time=2021-04-15 03:08:06.471179, cost_time=0:00:31.631743 2021-04-15 03:08:03,484 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.36ms, fps=1383 images/s, loss=0.1110, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:02.976240, arrival_time=2021-04-15 03:08:06.460605, cost_time=0:00:33.482724 2021-04-15 03:08:05,335 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.26ms, fps=1384 images/s, loss=0.1114, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:01.115784, arrival_time=2021-04-15 03:08:06.450807, cost_time=0:00:35.333177 2021-04-15 03:08:06,335 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.20ms, fps=1361 images/s, loss=0.1122, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:06.335025, cost_time=0:00:36.333392 2021-04-15 03:08:07,367 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.23ms, fps=2484 images/s, loss=1.2546, top1-acc=69.41%, top5-acc=90.20%, remaining_time=0:00:03.091590, arrival_time=2021-04-15 03:08:10.458887, cost_time=0:00:01.030528 2021-04-15 03:08:08,264 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.08ms, fps=2855 images/s, loss=1.2293, top1-acc=69.32%, top5-acc=90.49%, remaining_time=0:00:01.927760, arrival_time=2021-04-15 03:08:10.192251, cost_time=0:00:01.927759 2021-04-15 03:08:09,161 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.35ms, fps=2855 images/s, loss=1.2390, top1-acc=69.73%, top5-acc=90.52%, remaining_time=0:00:00.941590, arrival_time=2021-04-15 03:08:10.103130, cost_time=0:00:02.824771 2021-04-15 03:08:09,981 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.06ms, fps=2831 images/s, loss=1.2533, top1-acc=69.77%, top5-acc=90.45%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:09.981393, cost_time=0:00:03.644657 2021-04-15 03:08:10,377 INFO : Epoch=0138 complete, best val top1-acc=69.77%, top5-acc=90.45% (epoch=138), remaining_time=0:41:28.786578, arrival_time=2021-04-15 03:49:39.163636, cost_time=1:32:19.557211 2021-04-15 03:08:10,378 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 03:08:12,372 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.80ms, fps=1284 images/s, loss=0.1071, top1-acc=97.58%, top5-acc=100.00%, remaining_time=0:00:37.091562, arrival_time=2021-04-15 03:08:49.464419, cost_time=0:00:01.994169 2021-04-15 03:08:14,218 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.24ms, fps=1387 images/s, loss=0.1073, top1-acc=97.48%, top5-acc=100.00%, remaining_time=0:00:33.794816, arrival_time=2021-04-15 03:08:48.013738, cost_time=0:00:03.840329 2021-04-15 03:08:16,061 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.30ms, fps=1390 images/s, loss=0.1035, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:31.443388, arrival_time=2021-04-15 03:08:47.504554, cost_time=0:00:05.682539 2021-04-15 03:08:17,904 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.31ms, fps=1389 images/s, loss=0.1022, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:00:29.349840, arrival_time=2021-04-15 03:08:47.254124, cost_time=0:00:07.525598 2021-04-15 03:08:19,745 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.1018, top1-acc=97.68%, top5-acc=100.00%, remaining_time=0:00:27.352662, arrival_time=2021-04-15 03:08:47.098604, cost_time=0:00:09.367353 2021-04-15 03:08:21,589 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.1009, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:25.412144, arrival_time=2021-04-15 03:08:47.001976, cost_time=0:00:11.211210 2021-04-15 03:08:23,438 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.1015, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:23.507442, arrival_time=2021-04-15 03:08:46.945785, cost_time=0:00:13.059657 2021-04-15 03:08:25,287 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.84ms, fps=1385 images/s, loss=0.1014, top1-acc=97.63%, top5-acc=100.00%, remaining_time=0:00:21.617412, arrival_time=2021-04-15 03:08:46.904573, cost_time=0:00:14.908570 2021-04-15 03:08:27,134 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.1006, top1-acc=97.65%, top5-acc=100.00%, remaining_time=0:00:19.735080, arrival_time=2021-04-15 03:08:46.869841, cost_time=0:00:16.756167 2021-04-15 03:08:28,989 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.1014, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:17.866656, arrival_time=2021-04-15 03:08:46.856431, cost_time=0:00:18.611094 2021-04-15 03:08:30,839 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.1021, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:15.996774, arrival_time=2021-04-15 03:08:46.836391, cost_time=0:00:20.461030 2021-04-15 03:08:32,694 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.37ms, fps=1381 images/s, loss=0.1017, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:14.133036, arrival_time=2021-04-15 03:08:46.826989, cost_time=0:00:22.315346 2021-04-15 03:08:34,547 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.69ms, fps=1382 images/s, loss=0.1031, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:12.270060, arrival_time=2021-04-15 03:08:46.817054, cost_time=0:00:24.168272 2021-04-15 03:08:36,391 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.49ms, fps=1389 images/s, loss=0.1037, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:10.405024, arrival_time=2021-04-15 03:08:46.796236, cost_time=0:00:26.012580 2021-04-15 03:08:38,241 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.46ms, fps=1384 images/s, loss=0.1044, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:08.544730, arrival_time=2021-04-15 03:08:46.786583, cost_time=0:00:27.863265 2021-04-15 03:08:40,092 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.30ms, fps=1384 images/s, loss=0.1044, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:06.685524, arrival_time=2021-04-15 03:08:46.777613, cost_time=0:00:29.713412 2021-04-15 03:08:41,937 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.81ms, fps=1387 images/s, loss=0.1049, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:04.826692, arrival_time=2021-04-15 03:08:46.764492, cost_time=0:00:31.559168 2021-04-15 03:08:43,781 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.1049, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:02.969104, arrival_time=2021-04-15 03:08:46.750072, cost_time=0:00:33.402380 2021-04-15 03:08:45,630 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.1051, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:01.113216, arrival_time=2021-04-15 03:08:46.743817, cost_time=0:00:35.251931 2021-04-15 03:08:46,626 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.35ms, fps=1366 images/s, loss=0.1061, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:46.626878, cost_time=0:00:36.248279 2021-04-15 03:08:47,653 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.32ms, fps=2498 images/s, loss=1.1679, top1-acc=70.23%, top5-acc=91.52%, remaining_time=0:00:03.074070, arrival_time=2021-04-15 03:08:50.727510, cost_time=0:00:01.024688 2021-04-15 03:08:48,554 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.80ms, fps=2844 images/s, loss=1.1978, top1-acc=70.00%, top5-acc=91.52%, remaining_time=0:00:01.925260, arrival_time=2021-04-15 03:08:50.479288, cost_time=0:00:01.925265 2021-04-15 03:08:49,454 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.20ms, fps=2843 images/s, loss=1.2037, top1-acc=70.27%, top5-acc=91.48%, remaining_time=0:00:00.941990, arrival_time=2021-04-15 03:08:50.396702, cost_time=0:00:02.825963 2021-04-15 03:08:50,279 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=2813 images/s, loss=1.2042, top1-acc=69.96%, top5-acc=91.36%, remaining_time=0:00:00, arrival_time=2021-04-15 03:08:50.279667, cost_time=0:00:03.650930 2021-04-15 03:08:50,623 INFO : Epoch=0139 complete, best val top1-acc=69.96%, top5-acc=91.36% (epoch=139), remaining_time=0:40:48.690914, arrival_time=2021-04-15 03:49:39.314699, cost_time=1:32:59.803944 2021-04-15 03:08:50,625 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 03:08:52,635 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.38ms, fps=1273 images/s, loss=0.1091, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:37.393068, arrival_time=2021-04-15 03:09:30.028685, cost_time=0:00:02.010383 2021-04-15 03:08:54,476 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.83ms, fps=1391 images/s, loss=0.1086, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:33.889328, arrival_time=2021-04-15 03:09:28.365557, cost_time=0:00:03.851052 2021-04-15 03:08:56,322 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.1043, top1-acc=97.72%, top5-acc=99.97%, remaining_time=0:00:31.526056, arrival_time=2021-04-15 03:09:27.848675, cost_time=0:00:05.697467 2021-04-15 03:08:58,172 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.1032, top1-acc=97.74%, top5-acc=99.97%, remaining_time=0:00:29.435172, arrival_time=2021-04-15 03:09:27.607871, cost_time=0:00:07.547480 2021-04-15 03:09:00,021 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.75ms, fps=1385 images/s, loss=0.1053, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:27.436904, arrival_time=2021-04-15 03:09:27.458237, cost_time=0:00:09.396185 2021-04-15 03:09:01,867 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.1053, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:25.481504, arrival_time=2021-04-15 03:09:27.348513, cost_time=0:00:11.241828 2021-04-15 03:09:03,715 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.21ms, fps=1385 images/s, loss=0.1043, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:23.562126, arrival_time=2021-04-15 03:09:27.277441, cost_time=0:00:13.090086 2021-04-15 03:09:05,560 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.14ms, fps=1387 images/s, loss=0.1024, top1-acc=97.71%, top5-acc=99.98%, remaining_time=0:00:21.656852, arrival_time=2021-04-15 03:09:27.217736, cost_time=0:00:14.935746 2021-04-15 03:09:07,403 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.63ms, fps=1390 images/s, loss=0.1038, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:19.760838, arrival_time=2021-04-15 03:09:27.164105, cost_time=0:00:16.778082 2021-04-15 03:09:09,251 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.1032, top1-acc=97.63%, top5-acc=99.98%, remaining_time=0:00:17.880576, arrival_time=2021-04-15 03:09:27.131469, cost_time=0:00:18.625632 2021-04-15 03:09:11,098 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.81ms, fps=1386 images/s, loss=0.1028, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:00:16.006578, arrival_time=2021-04-15 03:09:27.105293, cost_time=0:00:20.473584 2021-04-15 03:09:12,945 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.91ms, fps=1386 images/s, loss=0.1019, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:14.136304, arrival_time=2021-04-15 03:09:27.081964, cost_time=0:00:22.320521 2021-04-15 03:09:14,792 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.1018, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:12.269532, arrival_time=2021-04-15 03:09:27.062042, cost_time=0:00:24.167275 2021-04-15 03:09:16,638 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.1020, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:10.405192, arrival_time=2021-04-15 03:09:27.043351, cost_time=0:00:26.013014 2021-04-15 03:09:18,487 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.1029, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:08.544362, arrival_time=2021-04-15 03:09:27.031552, cost_time=0:00:27.862038 2021-04-15 03:09:20,337 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.1036, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:06.685164, arrival_time=2021-04-15 03:09:27.022222, cost_time=0:00:29.711817 2021-04-15 03:09:22,182 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.31ms, fps=1388 images/s, loss=0.1042, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:04.826406, arrival_time=2021-04-15 03:09:27.008893, cost_time=0:00:31.557346 2021-04-15 03:09:24,029 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.54ms, fps=1387 images/s, loss=0.1045, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:02.969248, arrival_time=2021-04-15 03:09:26.998454, cost_time=0:00:33.404069 2021-04-15 03:09:25,892 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.67ms, fps=1374 images/s, loss=0.1053, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:01.113708, arrival_time=2021-04-15 03:09:27.006292, cost_time=0:00:35.267344 2021-04-15 03:09:26,899 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.52ms, fps=1351 images/s, loss=0.1055, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:26.899888, cost_time=0:00:36.274750 2021-04-15 03:09:27,919 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.44ms, fps=2516 images/s, loss=1.2427, top1-acc=70.70%, top5-acc=91.09%, remaining_time=0:00:03.052590, arrival_time=2021-04-15 03:09:30.971778, cost_time=0:00:01.017532 2021-04-15 03:09:28,825 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.43ms, fps=2826 images/s, loss=1.2291, top1-acc=70.41%, top5-acc=91.37%, remaining_time=0:00:01.923780, arrival_time=2021-04-15 03:09:30.749208, cost_time=0:00:01.923786 2021-04-15 03:09:29,728 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.57ms, fps=2834 images/s, loss=1.2511, top1-acc=70.13%, top5-acc=90.98%, remaining_time=0:00:00.942430, arrival_time=2021-04-15 03:09:30.671357, cost_time=0:00:02.827290 2021-04-15 03:09:30,552 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=2817 images/s, loss=1.2452, top1-acc=70.07%, top5-acc=91.03%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:30.552835, cost_time=0:00:03.651218 2021-04-15 03:09:30,895 INFO : Epoch=0140 complete, best val top1-acc=70.07%, top5-acc=91.03% (epoch=140), remaining_time=0:40:08.603940, arrival_time=2021-04-15 03:49:39.499694, cost_time=1:33:40.075892 2021-04-15 03:09:30,897 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 03:09:32,876 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.41ms, fps=1293 images/s, loss=0.0884, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:36.818328, arrival_time=2021-04-15 03:10:09.695130, cost_time=0:00:01.979485 2021-04-15 03:09:34,732 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=2.08ms, fps=1380 images/s, loss=0.0874, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:33.748704, arrival_time=2021-04-15 03:10:08.481026, cost_time=0:00:03.835071 2021-04-15 03:09:36,590 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.63ms, fps=1378 images/s, loss=0.0855, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:31.500658, arrival_time=2021-04-15 03:10:08.090803, cost_time=0:00:05.692883 2021-04-15 03:09:38,449 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.67ms, fps=1377 images/s, loss=0.0840, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:29.452020, arrival_time=2021-04-15 03:10:07.901176, cost_time=0:00:07.551804 2021-04-15 03:09:40,298 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0837, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:27.452088, arrival_time=2021-04-15 03:10:07.750719, cost_time=0:00:09.401378 2021-04-15 03:09:42,141 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.0834, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:25.486944, arrival_time=2021-04-15 03:10:07.628434, cost_time=0:00:11.244235 2021-04-15 03:09:43,992 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.0825, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:23.571450, arrival_time=2021-04-15 03:10:07.564026, cost_time=0:00:13.095227 2021-04-15 03:09:45,841 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.30ms, fps=1385 images/s, loss=0.0831, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:21.668568, arrival_time=2021-04-15 03:10:07.509664, cost_time=0:00:14.943841 2021-04-15 03:09:47,690 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=0.0832, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:19.779282, arrival_time=2021-04-15 03:10:07.470218, cost_time=0:00:16.793688 2021-04-15 03:09:49,548 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.0843, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:17.904672, arrival_time=2021-04-15 03:10:07.452750, cost_time=0:00:18.650744 2021-04-15 03:09:51,397 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.48ms, fps=1385 images/s, loss=0.0850, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:16.027562, arrival_time=2021-04-15 03:10:07.425167, cost_time=0:00:20.500360 2021-04-15 03:09:53,253 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.66ms, fps=1380 images/s, loss=0.0860, top1-acc=98.13%, top5-acc=99.98%, remaining_time=0:00:14.158952, arrival_time=2021-04-15 03:10:07.412438, cost_time=0:00:22.356230 2021-04-15 03:09:55,107 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.86ms, fps=1381 images/s, loss=0.0869, top1-acc=98.11%, top5-acc=99.98%, remaining_time=0:00:12.291444, arrival_time=2021-04-15 03:10:07.399199, cost_time=0:00:24.210411 2021-04-15 03:09:56,962 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.36ms, fps=1381 images/s, loss=0.0875, top1-acc=98.10%, top5-acc=99.98%, remaining_time=0:00:10.425912, arrival_time=2021-04-15 03:10:07.388010, cost_time=0:00:26.064842 2021-04-15 03:09:58,807 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.24ms, fps=1387 images/s, loss=0.0877, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:08.559266, arrival_time=2021-04-15 03:10:07.367191, cost_time=0:00:27.910667 2021-04-15 03:10:00,656 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.0878, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:06.695892, arrival_time=2021-04-15 03:10:07.352740, cost_time=0:00:29.759581 2021-04-15 03:10:02,506 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.0876, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:04.834336, arrival_time=2021-04-15 03:10:07.340801, cost_time=0:00:31.609090 2021-04-15 03:10:04,351 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.02ms, fps=1388 images/s, loss=0.0880, top1-acc=98.07%, top5-acc=99.98%, remaining_time=0:00:02.973744, arrival_time=2021-04-15 03:10:07.325554, cost_time=0:00:33.454566 2021-04-15 03:10:06,206 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0882, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:01.115022, arrival_time=2021-04-15 03:10:07.321238, cost_time=0:00:35.308961 2021-04-15 03:10:07,202 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.26ms, fps=1366 images/s, loss=0.0884, top1-acc=98.08%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:07.202157, cost_time=0:00:36.304848 2021-04-15 03:10:08,213 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.37ms, fps=2535 images/s, loss=1.2701, top1-acc=70.08%, top5-acc=90.94%, remaining_time=0:00:03.029430, arrival_time=2021-04-15 03:10:11.243203, cost_time=0:00:01.009809 2021-04-15 03:10:09,112 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.24ms, fps=2851 images/s, loss=1.2188, top1-acc=70.57%, top5-acc=91.29%, remaining_time=0:00:01.908060, arrival_time=2021-04-15 03:10:11.020089, cost_time=0:00:01.908068 2021-04-15 03:10:10,012 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.37ms, fps=2846 images/s, loss=1.2225, top1-acc=70.49%, top5-acc=91.24%, remaining_time=0:00:00.936030, arrival_time=2021-04-15 03:10:10.948047, cost_time=0:00:02.808089 2021-04-15 03:10:10,839 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.10ms, fps=2806 images/s, loss=1.2156, top1-acc=70.22%, top5-acc=91.25%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:10.839104, cost_time=0:00:03.635197 2021-04-15 03:10:11,199 INFO : Epoch=0141 complete, best val top1-acc=70.22%, top5-acc=91.25% (epoch=141), remaining_time=0:39:28.527447, arrival_time=2021-04-15 03:49:39.726458, cost_time=1:34:20.379174 2021-04-15 03:10:11,200 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 03:10:13,172 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.48ms, fps=1298 images/s, loss=0.0701, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:36.674550, arrival_time=2021-04-15 03:10:49.846690, cost_time=0:00:01.971750 2021-04-15 03:10:15,019 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.03ms, fps=1386 images/s, loss=0.0730, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:33.609488, arrival_time=2021-04-15 03:10:48.629154, cost_time=0:00:03.819267 2021-04-15 03:10:16,866 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.0726, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:31.354578, arrival_time=2021-04-15 03:10:48.221462, cost_time=0:00:05.666478 2021-04-15 03:10:18,711 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.0718, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:29.291496, arrival_time=2021-04-15 03:10:48.002550, cost_time=0:00:07.510652 2021-04-15 03:10:20,555 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.0709, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:27.316892, arrival_time=2021-04-15 03:10:47.872365, cost_time=0:00:09.355077 2021-04-15 03:10:22,400 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.75ms, fps=1388 images/s, loss=0.0712, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:25.387936, arrival_time=2021-04-15 03:10:47.788828, cost_time=0:00:11.200539 2021-04-15 03:10:24,247 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.0721, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:23.484888, arrival_time=2021-04-15 03:10:47.732609, cost_time=0:00:13.047189 2021-04-15 03:10:26,095 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.27ms, fps=1386 images/s, loss=0.0716, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:21.597808, arrival_time=2021-04-15 03:10:47.693164, cost_time=0:00:14.895035 2021-04-15 03:10:27,953 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.36ms, fps=1378 images/s, loss=0.0718, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:19.731900, arrival_time=2021-04-15 03:10:47.685753, cost_time=0:00:16.753532 2021-04-15 03:10:29,799 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.67ms, fps=1388 images/s, loss=0.0722, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:17.854752, arrival_time=2021-04-15 03:10:47.653951, cost_time=0:00:18.598738 2021-04-15 03:10:31,639 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.32ms, fps=1391 images/s, loss=0.0724, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:15.979832, arrival_time=2021-04-15 03:10:47.619443, cost_time=0:00:20.439300 2021-04-15 03:10:33,479 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.0727, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:14.109932, arrival_time=2021-04-15 03:10:47.589067, cost_time=0:00:22.278821 2021-04-15 03:10:35,320 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.0735, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:12.245838, arrival_time=2021-04-15 03:10:47.566763, cost_time=0:00:24.120604 2021-04-15 03:10:37,169 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=2.26ms, fps=1385 images/s, loss=0.0744, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:10.387720, arrival_time=2021-04-15 03:10:47.557450, cost_time=0:00:25.969344 2021-04-15 03:10:39,018 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0751, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:08.530930, arrival_time=2021-04-15 03:10:47.549541, cost_time=0:00:27.818290 2021-04-15 03:10:40,866 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.61ms, fps=1386 images/s, loss=0.0756, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:06.674472, arrival_time=2021-04-15 03:10:47.540803, cost_time=0:00:29.664261 2021-04-15 03:10:42,715 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.49ms, fps=1385 images/s, loss=0.0758, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:04.819880, arrival_time=2021-04-15 03:10:47.534896, cost_time=0:00:31.514601 2021-04-15 03:10:44,562 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=0.0763, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:02.965536, arrival_time=2021-04-15 03:10:47.528156, cost_time=0:00:33.362307 2021-04-15 03:10:46,414 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.74ms, fps=1382 images/s, loss=0.0770, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:01.112040, arrival_time=2021-04-15 03:10:47.526940, cost_time=0:00:35.214576 2021-04-15 03:10:47,413 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.29ms, fps=1362 images/s, loss=0.0778, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:47.413781, cost_time=0:00:36.213406 2021-04-15 03:10:48,429 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.39ms, fps=2525 images/s, loss=1.2411, top1-acc=69.49%, top5-acc=90.66%, remaining_time=0:00:03.041730, arrival_time=2021-04-15 03:10:51.471283, cost_time=0:00:01.013908 2021-04-15 03:10:49,334 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.28ms, fps=2832 images/s, loss=1.2518, top1-acc=69.53%, top5-acc=90.64%, remaining_time=0:00:01.918340, arrival_time=2021-04-15 03:10:51.252302, cost_time=0:00:01.918346 2021-04-15 03:10:50,229 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.47ms, fps=2859 images/s, loss=1.2269, top1-acc=69.84%, top5-acc=91.04%, remaining_time=0:00:00.938050, arrival_time=2021-04-15 03:10:51.167831, cost_time=0:00:02.814163 2021-04-15 03:10:51,053 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=2816 images/s, loss=1.2323, top1-acc=70.14%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:10:51.053937, cost_time=0:00:03.638337 2021-04-15 03:10:51,241 INFO : Epoch=0142 complete, best val top1-acc=70.22%, top5-acc=91.25% (epoch=141), remaining_time=0:38:48.341212, arrival_time=2021-04-15 03:49:39.582656, cost_time=1:35:00.421585 2021-04-15 03:10:51,243 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 03:10:53,225 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.87ms, fps=1292 images/s, loss=0.0766, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:36.863526, arrival_time=2021-04-15 03:11:30.089172, cost_time=0:00:01.981906 2021-04-15 03:10:55,075 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.92ms, fps=1384 images/s, loss=0.0766, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:33.721600, arrival_time=2021-04-15 03:11:28.797199, cost_time=0:00:03.831990 2021-04-15 03:10:56,924 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0772, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:31.432432, arrival_time=2021-04-15 03:11:28.356606, cost_time=0:00:05.680567 2021-04-15 03:10:58,764 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.35ms, fps=1391 images/s, loss=0.0762, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:29.332056, arrival_time=2021-04-15 03:11:28.096795, cost_time=0:00:07.521033 2021-04-15 03:11:00,609 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.0735, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:27.347698, arrival_time=2021-04-15 03:11:27.956949, cost_time=0:00:09.365637 2021-04-15 03:11:02,454 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.81ms, fps=1388 images/s, loss=0.0740, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:25.410920, arrival_time=2021-04-15 03:11:27.865245, cost_time=0:00:11.210709 2021-04-15 03:11:04,305 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.81ms, fps=1383 images/s, loss=0.0739, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:23.511348, arrival_time=2021-04-15 03:11:27.816941, cost_time=0:00:13.061890 2021-04-15 03:11:06,147 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.0739, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:21.611032, arrival_time=2021-04-15 03:11:27.758786, cost_time=0:00:14.904140 2021-04-15 03:11:07,987 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.38ms, fps=1392 images/s, loss=0.0734, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:19.720452, arrival_time=2021-04-15 03:11:27.707883, cost_time=0:00:16.743814 2021-04-15 03:11:09,834 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.0730, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:17.847552, arrival_time=2021-04-15 03:11:27.682376, cost_time=0:00:18.591173 2021-04-15 03:11:11,684 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.24ms, fps=1385 images/s, loss=0.0735, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:15.980692, arrival_time=2021-04-15 03:11:27.664835, cost_time=0:00:20.440437 2021-04-15 03:11:13,534 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.0741, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:14.117456, arrival_time=2021-04-15 03:11:27.651848, cost_time=0:00:22.290773 2021-04-15 03:11:15,383 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.29ms, fps=1385 images/s, loss=0.0747, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:12.255738, arrival_time=2021-04-15 03:11:27.639435, cost_time=0:00:24.140057 2021-04-15 03:11:17,227 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.0746, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:10.393432, arrival_time=2021-04-15 03:11:27.620699, cost_time=0:00:25.983573 2021-04-15 03:11:19,075 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.29ms, fps=1385 images/s, loss=0.0747, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:08.535116, arrival_time=2021-04-15 03:11:27.610652, cost_time=0:00:27.831926 2021-04-15 03:11:20,924 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=2.11ms, fps=1385 images/s, loss=0.0751, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:06.678252, arrival_time=2021-04-15 03:11:27.602918, cost_time=0:00:29.681041 2021-04-15 03:11:22,778 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.0753, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:04.822974, arrival_time=2021-04-15 03:11:27.601463, cost_time=0:00:31.534779 2021-04-15 03:11:24,631 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.0755, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:02.967824, arrival_time=2021-04-15 03:11:27.599524, cost_time=0:00:33.388086 2021-04-15 03:11:26,478 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.43ms, fps=1386 images/s, loss=0.0759, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:01.112682, arrival_time=2021-04-15 03:11:27.591256, cost_time=0:00:35.234953 2021-04-15 03:11:27,474 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.19ms, fps=1366 images/s, loss=0.0769, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:27.474804, cost_time=0:00:36.231135 2021-04-15 03:11:28,517 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.29ms, fps=2460 images/s, loss=1.2396, top1-acc=70.04%, top5-acc=90.86%, remaining_time=0:00:03.122280, arrival_time=2021-04-15 03:11:31.639666, cost_time=0:00:01.040761 2021-04-15 03:11:29,417 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.35ms, fps=2847 images/s, loss=1.2345, top1-acc=69.92%, top5-acc=90.84%, remaining_time=0:00:01.940360, arrival_time=2021-04-15 03:11:31.357338, cost_time=0:00:01.940359 2021-04-15 03:11:30,321 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.32ms, fps=2833 images/s, loss=1.2146, top1-acc=70.68%, top5-acc=91.39%, remaining_time=0:00:00.948140, arrival_time=2021-04-15 03:11:31.269175, cost_time=0:00:02.844409 2021-04-15 03:11:31,144 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=2820 images/s, loss=1.2238, top1-acc=70.54%, top5-acc=91.24%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:31.144182, cost_time=0:00:03.667585 2021-04-15 03:11:31,641 INFO : Epoch=0143 complete, best val top1-acc=70.54%, top5-acc=91.24% (epoch=143), remaining_time=0:38:08.299599, arrival_time=2021-04-15 03:49:39.941218, cost_time=1:35:40.821731 2021-04-15 03:11:31,643 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 03:11:33,642 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.29ms, fps=1281 images/s, loss=0.0709, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:37.168938, arrival_time=2021-04-15 03:12:10.811373, cost_time=0:00:01.998328 2021-04-15 03:11:35,485 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.0689, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:33.803088, arrival_time=2021-04-15 03:12:09.288363, cost_time=0:00:03.841264 2021-04-15 03:11:37,332 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0678, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:31.473766, arrival_time=2021-04-15 03:12:08.805806, cost_time=0:00:05.688033 2021-04-15 03:11:39,197 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.62ms, fps=1373 images/s, loss=0.0674, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:29.458572, arrival_time=2021-04-15 03:12:08.656193, cost_time=0:00:07.553498 2021-04-15 03:11:41,040 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.58ms, fps=1389 images/s, loss=0.0662, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:27.438948, arrival_time=2021-04-15 03:12:08.479874, cost_time=0:00:09.396882 2021-04-15 03:11:42,884 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.52ms, fps=1389 images/s, loss=0.0654, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:25.478920, arrival_time=2021-04-15 03:12:08.363655, cost_time=0:00:11.240712 2021-04-15 03:11:44,746 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=2.01ms, fps=1376 images/s, loss=0.0645, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:23.583672, arrival_time=2021-04-15 03:12:08.329824, cost_time=0:00:13.102036 2021-04-15 03:11:46,597 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.30ms, fps=1383 images/s, loss=0.0660, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:21.683184, arrival_time=2021-04-15 03:12:08.281108, cost_time=0:00:14.953891 2021-04-15 03:11:48,449 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.36ms, fps=1383 images/s, loss=0.0661, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:19.793486, arrival_time=2021-04-15 03:12:08.243297, cost_time=0:00:16.805792 2021-04-15 03:11:50,303 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.77ms, fps=1382 images/s, loss=0.0662, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:17.912448, arrival_time=2021-04-15 03:12:08.215509, cost_time=0:00:18.658818 2021-04-15 03:11:52,166 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.52ms, fps=1375 images/s, loss=0.0666, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:16.044418, arrival_time=2021-04-15 03:12:08.210383, cost_time=0:00:20.521940 2021-04-15 03:11:54,030 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.44ms, fps=1373 images/s, loss=0.0670, top1-acc=98.77%, top5-acc=99.98%, remaining_time=0:00:14.177952, arrival_time=2021-04-15 03:12:08.208296, cost_time=0:00:22.386246 2021-04-15 03:11:55,887 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.0672, top1-acc=98.73%, top5-acc=99.98%, remaining_time=0:00:12.308142, arrival_time=2021-04-15 03:12:08.195548, cost_time=0:00:24.243305 2021-04-15 03:11:57,737 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.0676, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:10.437280, arrival_time=2021-04-15 03:12:08.174627, cost_time=0:00:26.093235 2021-04-15 03:11:59,589 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.0679, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:08.569892, arrival_time=2021-04-15 03:12:08.159258, cost_time=0:00:27.945342 2021-04-15 03:12:01,448 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.33ms, fps=1377 images/s, loss=0.0683, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:06.706080, arrival_time=2021-04-15 03:12:08.154939, cost_time=0:00:29.804752 2021-04-15 03:12:03,298 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.32ms, fps=1385 images/s, loss=0.0686, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:04.841252, arrival_time=2021-04-15 03:12:08.139623, cost_time=0:00:31.654365 2021-04-15 03:12:05,142 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.30ms, fps=1389 images/s, loss=0.0687, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:02.977632, arrival_time=2021-04-15 03:12:08.120126, cost_time=0:00:33.498393 2021-04-15 03:12:06,990 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.30ms, fps=1385 images/s, loss=0.0694, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:01.116210, arrival_time=2021-04-15 03:12:08.106935, cost_time=0:00:35.346710 2021-04-15 03:12:07,988 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.23ms, fps=1364 images/s, loss=0.0700, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:07.988090, cost_time=0:00:36.344083 2021-04-15 03:12:09,006 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.20ms, fps=2518 images/s, loss=1.1876, top1-acc=70.98%, top5-acc=91.52%, remaining_time=0:00:03.049620, arrival_time=2021-04-15 03:12:12.055943, cost_time=0:00:01.016544 2021-04-15 03:12:09,907 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.57ms, fps=2842 images/s, loss=1.2051, top1-acc=70.86%, top5-acc=91.00%, remaining_time=0:00:01.917580, arrival_time=2021-04-15 03:12:11.824948, cost_time=0:00:01.917571 2021-04-15 03:12:10,812 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=2.11ms, fps=2830 images/s, loss=1.2164, top1-acc=70.43%, top5-acc=90.98%, remaining_time=0:00:00.940900, arrival_time=2021-04-15 03:12:11.753485, cost_time=0:00:02.822709 2021-04-15 03:12:11,642 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.15ms, fps=2799 images/s, loss=1.2261, top1-acc=70.43%, top5-acc=90.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:11.641985, cost_time=0:00:03.652121 2021-04-15 03:12:11,793 INFO : Epoch=0144 complete, best val top1-acc=70.54%, top5-acc=91.24% (epoch=143), remaining_time=0:37:28.156456, arrival_time=2021-04-15 03:49:39.950061, cost_time=1:36:20.973777 2021-04-15 03:12:11,794 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 03:12:13,774 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.41ms, fps=1293 images/s, loss=0.0644, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:36.815724, arrival_time=2021-04-15 03:12:50.590081, cost_time=0:00:01.979336 2021-04-15 03:12:15,623 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0689, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:33.693440, arrival_time=2021-04-15 03:12:49.317262, cost_time=0:00:03.828798 2021-04-15 03:12:17,468 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.92ms, fps=1388 images/s, loss=0.0676, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:31.392924, arrival_time=2021-04-15 03:12:48.861479, cost_time=0:00:05.673419 2021-04-15 03:12:19,314 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0657, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:29.323944, arrival_time=2021-04-15 03:12:48.637927, cost_time=0:00:07.518954 2021-04-15 03:12:21,165 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.0650, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:27.360838, arrival_time=2021-04-15 03:12:48.526023, cost_time=0:00:09.370150 2021-04-15 03:12:23,018 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.55ms, fps=1382 images/s, loss=0.0643, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:25.438392, arrival_time=2021-04-15 03:12:48.456312, cost_time=0:00:11.222797 2021-04-15 03:12:24,861 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.0630, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:23.520294, arrival_time=2021-04-15 03:12:48.382179, cost_time=0:00:13.066852 2021-04-15 03:12:26,706 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.92ms, fps=1388 images/s, loss=0.0628, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:21.621008, arrival_time=2021-04-15 03:12:48.327061, cost_time=0:00:14.911036 2021-04-15 03:12:28,548 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.0621, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:19.731370, arrival_time=2021-04-15 03:12:48.279551, cost_time=0:00:16.753020 2021-04-15 03:12:30,389 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0626, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:17.850816, arrival_time=2021-04-15 03:12:48.240423, cost_time=0:00:18.594579 2021-04-15 03:12:32,235 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.0629, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:15.980950, arrival_time=2021-04-15 03:12:48.216778, cost_time=0:00:20.440798 2021-04-15 03:12:34,081 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.58ms, fps=1388 images/s, loss=0.0628, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:14.114340, arrival_time=2021-04-15 03:12:48.195344, cost_time=0:00:22.285836 2021-04-15 03:12:35,926 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.0632, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:12.251250, arrival_time=2021-04-15 03:12:48.177474, cost_time=0:00:24.131186 2021-04-15 03:12:37,773 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.0642, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:10.391360, arrival_time=2021-04-15 03:12:48.164808, cost_time=0:00:25.978413 2021-04-15 03:12:39,617 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.29ms, fps=1388 images/s, loss=0.0647, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:08.532264, arrival_time=2021-04-15 03:12:48.150109, cost_time=0:00:27.822622 2021-04-15 03:12:41,468 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.31ms, fps=1384 images/s, loss=0.0648, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:06.676560, arrival_time=2021-04-15 03:12:48.145224, cost_time=0:00:29.673618 2021-04-15 03:12:43,312 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.19ms, fps=1388 images/s, loss=0.0650, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:04.820374, arrival_time=2021-04-15 03:12:48.133214, cost_time=0:00:31.517813 2021-04-15 03:12:45,151 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.31ms, fps=1392 images/s, loss=0.0653, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:02.965040, arrival_time=2021-04-15 03:12:48.116727, cost_time=0:00:33.356661 2021-04-15 03:12:46,991 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.22ms, fps=1392 images/s, loss=0.0655, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:01.111470, arrival_time=2021-04-15 03:12:48.103073, cost_time=0:00:35.196509 2021-04-15 03:12:47,987 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.26ms, fps=1367 images/s, loss=0.0659, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:47.987085, cost_time=0:00:36.192078 2021-04-15 03:12:49,011 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.16ms, fps=2504 images/s, loss=1.1917, top1-acc=70.04%, top5-acc=91.72%, remaining_time=0:00:03.066840, arrival_time=2021-04-15 03:12:52.077815, cost_time=0:00:01.022284 2021-04-15 03:12:49,909 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.63ms, fps=2851 images/s, loss=1.1996, top1-acc=70.41%, top5-acc=91.31%, remaining_time=0:00:01.920600, arrival_time=2021-04-15 03:12:51.829910, cost_time=0:00:01.920591 2021-04-15 03:12:50,812 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.16ms, fps=2836 images/s, loss=1.1947, top1-acc=70.44%, top5-acc=91.29%, remaining_time=0:00:00.941260, arrival_time=2021-04-15 03:12:51.753751, cost_time=0:00:02.823791 2021-04-15 03:12:51,641 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.09ms, fps=2800 images/s, loss=1.2109, top1-acc=70.24%, top5-acc=91.18%, remaining_time=0:00:00, arrival_time=2021-04-15 03:12:51.641413, cost_time=0:00:03.652650 2021-04-15 03:12:51,800 INFO : Epoch=0145 complete, best val top1-acc=70.54%, top5-acc=91.24% (epoch=143), remaining_time=0:36:47.958170, arrival_time=2021-04-15 03:49:39.758649, cost_time=1:37:00.980641 2021-04-15 03:12:51,801 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 03:12:53,771 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.86ms, fps=1300 images/s, loss=0.0672, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:36.628236, arrival_time=2021-04-15 03:13:30.399390, cost_time=0:00:01.969259 2021-04-15 03:12:55,630 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=2.44ms, fps=1377 images/s, loss=0.0632, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:33.691504, arrival_time=2021-04-15 03:13:29.321996, cost_time=0:00:03.828584 2021-04-15 03:12:57,476 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0599, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:31.398734, arrival_time=2021-04-15 03:13:28.875208, cost_time=0:00:05.674483 2021-04-15 03:12:59,315 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.0580, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:29.304444, arrival_time=2021-04-15 03:13:28.620281, cost_time=0:00:07.513948 2021-04-15 03:13:01,159 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.0574, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:27.324192, arrival_time=2021-04-15 03:13:28.483698, cost_time=0:00:09.357611 2021-04-15 03:13:03,008 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.56ms, fps=1385 images/s, loss=0.0577, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:25.401128, arrival_time=2021-04-15 03:13:28.409481, cost_time=0:00:11.206367 2021-04-15 03:13:04,852 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.0571, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:23.491062, arrival_time=2021-04-15 03:13:28.343516, cost_time=0:00:13.050567 2021-04-15 03:13:06,695 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.32ms, fps=1389 images/s, loss=0.0581, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:21.596300, arrival_time=2021-04-15 03:13:28.292187, cost_time=0:00:14.893992 2021-04-15 03:13:08,547 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.32ms, fps=1383 images/s, loss=0.0575, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:19.722042, arrival_time=2021-04-15 03:13:28.269163, cost_time=0:00:16.745142 2021-04-15 03:13:10,393 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.93ms, fps=1387 images/s, loss=0.0569, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:17.848128, arrival_time=2021-04-15 03:13:28.241832, cost_time=0:00:18.591764 2021-04-15 03:13:12,240 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.41ms, fps=1387 images/s, loss=0.0573, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:15.979230, arrival_time=2021-04-15 03:13:28.219677, cost_time=0:00:20.438561 2021-04-15 03:13:14,088 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.91ms, fps=1386 images/s, loss=0.0576, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:14.114644, arrival_time=2021-04-15 03:13:28.202897, cost_time=0:00:22.286277 2021-04-15 03:13:15,934 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.0579, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:12.251778, arrival_time=2021-04-15 03:13:28.185973, cost_time=0:00:24.132312 2021-04-15 03:13:17,782 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.0580, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:10.392088, arrival_time=2021-04-15 03:13:28.174164, cost_time=0:00:25.980190 2021-04-15 03:13:19,625 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.0577, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:08.532448, arrival_time=2021-04-15 03:13:28.157715, cost_time=0:00:27.823189 2021-04-15 03:13:21,468 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.54ms, fps=1389 images/s, loss=0.0583, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:06.675048, arrival_time=2021-04-15 03:13:28.143800, cost_time=0:00:29.666832 2021-04-15 03:13:23,310 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0588, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:04.818892, arrival_time=2021-04-15 03:13:28.128875, cost_time=0:00:31.508098 2021-04-15 03:13:25,154 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.0586, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:02.964608, arrival_time=2021-04-15 03:13:28.118495, cost_time=0:00:33.351768 2021-04-15 03:13:27,004 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.69ms, fps=1384 images/s, loss=0.0586, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:01.111656, arrival_time=2021-04-15 03:13:28.115938, cost_time=0:00:35.202345 2021-04-15 03:13:28,000 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.32ms, fps=1365 images/s, loss=0.0586, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:28.000911, cost_time=0:00:36.198995 2021-04-15 03:13:29,009 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.53ms, fps=2543 images/s, loss=1.2013, top1-acc=71.76%, top5-acc=91.29%, remaining_time=0:00:03.020190, arrival_time=2021-04-15 03:13:32.030005, cost_time=0:00:01.006733 2021-04-15 03:13:29,904 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.28ms, fps=2864 images/s, loss=1.2315, top1-acc=70.84%, top5-acc=90.96%, remaining_time=0:00:01.900960, arrival_time=2021-04-15 03:13:31.804998, cost_time=0:00:01.900968 2021-04-15 03:13:30,804 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.29ms, fps=2845 images/s, loss=1.2051, top1-acc=71.00%, top5-acc=91.41%, remaining_time=0:00:00.933790, arrival_time=2021-04-15 03:13:31.738293, cost_time=0:00:02.801376 2021-04-15 03:13:31,631 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=2808 images/s, loss=1.2226, top1-acc=71.01%, top5-acc=91.24%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:31.631141, cost_time=0:00:03.628124 2021-04-15 03:13:31,997 INFO : Epoch=0146 complete, best val top1-acc=71.01%, top5-acc=91.24% (epoch=146), remaining_time=0:36:07.832808, arrival_time=2021-04-15 03:49:39.830246, cost_time=1:37:41.177568 2021-04-15 03:13:31,999 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 03:13:33,989 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.24ms, fps=1286 images/s, loss=0.0524, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:37.014558, arrival_time=2021-04-15 03:14:11.004015, cost_time=0:00:01.990029 2021-04-15 03:13:35,847 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.64ms, fps=1378 images/s, loss=0.0493, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:33.864512, arrival_time=2021-04-15 03:14:09.712161, cost_time=0:00:03.848240 2021-04-15 03:13:37,696 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.90ms, fps=1385 images/s, loss=0.0491, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:31.522736, arrival_time=2021-04-15 03:14:09.219118, cost_time=0:00:05.696895 2021-04-15 03:13:39,543 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.0503, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:29.420820, arrival_time=2021-04-15 03:14:08.964025, cost_time=0:00:07.543787 2021-04-15 03:13:41,386 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.51ms, fps=1389 images/s, loss=0.0503, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:27.410040, arrival_time=2021-04-15 03:14:08.796495, cost_time=0:00:09.387013 2021-04-15 03:13:43,239 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=8.85ms, fps=1382 images/s, loss=0.0499, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:25.478104, arrival_time=2021-04-15 03:14:08.717941, cost_time=0:00:11.240331 2021-04-15 03:13:45,084 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.0491, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:23.553684, arrival_time=2021-04-15 03:14:08.638505, cost_time=0:00:13.085373 2021-04-15 03:13:46,929 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.31ms, fps=1388 images/s, loss=0.0491, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:21.647920, arrival_time=2021-04-15 03:14:08.576924, cost_time=0:00:14.929586 2021-04-15 03:13:48,774 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=2.15ms, fps=1388 images/s, loss=0.0489, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:19.756704, arrival_time=2021-04-15 03:14:08.530732, cost_time=0:00:16.774605 2021-04-15 03:13:50,629 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.38ms, fps=1380 images/s, loss=0.0490, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:17.885088, arrival_time=2021-04-15 03:14:08.514936, cost_time=0:00:18.630343 2021-04-15 03:13:52,476 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.32ms, fps=1387 images/s, loss=0.0490, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:16.009416, arrival_time=2021-04-15 03:14:08.486011, cost_time=0:00:20.477167 2021-04-15 03:13:54,322 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.0487, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:14.137748, arrival_time=2021-04-15 03:14:08.459936, cost_time=0:00:22.322782 2021-04-15 03:13:56,166 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0487, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:12.269334, arrival_time=2021-04-15 03:14:08.435788, cost_time=0:00:24.166925 2021-04-15 03:13:58,024 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.52ms, fps=1378 images/s, loss=0.0491, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:10.410008, arrival_time=2021-04-15 03:14:08.434532, cost_time=0:00:26.025088 2021-04-15 03:13:59,878 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0489, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:08.549514, arrival_time=2021-04-15 03:14:08.427814, cost_time=0:00:27.878893 2021-04-15 03:14:01,737 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.95ms, fps=1377 images/s, loss=0.0492, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:06.691068, arrival_time=2021-04-15 03:14:08.428618, cost_time=0:00:29.738044 2021-04-15 03:14:03,586 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.70ms, fps=1385 images/s, loss=0.0497, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:04.830956, arrival_time=2021-04-15 03:14:08.417418, cost_time=0:00:31.587046 2021-04-15 03:14:05,435 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.0497, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:02.972128, arrival_time=2021-04-15 03:14:08.408053, cost_time=0:00:33.436500 2021-04-15 03:14:07,286 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.23ms, fps=1384 images/s, loss=0.0499, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:01.114320, arrival_time=2021-04-15 03:14:08.400713, cost_time=0:00:35.286886 2021-04-15 03:14:08,283 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.18ms, fps=1365 images/s, loss=0.0505, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:08.283193, cost_time=0:00:36.283785 2021-04-15 03:14:09,290 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.25ms, fps=2546 images/s, loss=1.1893, top1-acc=72.34%, top5-acc=91.84%, remaining_time=0:00:03.016890, arrival_time=2021-04-15 03:14:12.307471, cost_time=0:00:01.005629 2021-04-15 03:14:10,189 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.53ms, fps=2850 images/s, loss=1.1998, top1-acc=71.84%, top5-acc=91.66%, remaining_time=0:00:01.904380, arrival_time=2021-04-15 03:14:12.093629, cost_time=0:00:01.904372 2021-04-15 03:14:11,084 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.46ms, fps=2861 images/s, loss=1.2156, top1-acc=71.60%, top5-acc=91.37%, remaining_time=0:00:00.933110, arrival_time=2021-04-15 03:14:12.017348, cost_time=0:00:02.799320 2021-04-15 03:14:11,907 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.16ms, fps=2819 images/s, loss=1.2115, top1-acc=71.59%, top5-acc=91.33%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:11.907665, cost_time=0:00:03.622700 2021-04-15 03:14:12,257 INFO : Epoch=0147 complete, best val top1-acc=71.59%, top5-acc=91.33% (epoch=147), remaining_time=0:35:27.729149, arrival_time=2021-04-15 03:49:39.986502, cost_time=1:38:21.437503 2021-04-15 03:14:12,258 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 03:14:14,250 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.27ms, fps=1285 images/s, loss=0.0463, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:37.040784, arrival_time=2021-04-15 03:14:51.291077, cost_time=0:00:01.991439 2021-04-15 03:14:16,099 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.30ms, fps=1385 images/s, loss=0.0496, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:33.796224, arrival_time=2021-04-15 03:14:49.895564, cost_time=0:00:03.840480 2021-04-15 03:14:17,956 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.30ms, fps=1379 images/s, loss=0.0500, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:31.523400, arrival_time=2021-04-15 03:14:49.479358, cost_time=0:00:05.697011 2021-04-15 03:14:19,808 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.0512, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:29.443284, arrival_time=2021-04-15 03:14:49.251701, cost_time=0:00:07.549560 2021-04-15 03:14:21,661 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.48ms, fps=1382 images/s, loss=0.0521, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:27.455592, arrival_time=2021-04-15 03:14:49.117057, cost_time=0:00:09.402608 2021-04-15 03:14:23,528 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.75ms, fps=1371 images/s, loss=0.0519, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:25.544472, arrival_time=2021-04-15 03:14:49.073075, cost_time=0:00:11.269649 2021-04-15 03:14:25,376 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0512, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:23.612526, arrival_time=2021-04-15 03:14:48.989472, cost_time=0:00:13.118095 2021-04-15 03:14:27,225 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0513, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:21.701048, arrival_time=2021-04-15 03:14:48.926143, cost_time=0:00:14.966249 2021-04-15 03:14:29,077 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.63ms, fps=1382 images/s, loss=0.0510, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:19.808538, arrival_time=2021-04-15 03:14:48.886221, cost_time=0:00:16.818536 2021-04-15 03:14:30,929 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.59ms, fps=1383 images/s, loss=0.0508, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:17.923584, arrival_time=2021-04-15 03:14:48.852801, cost_time=0:00:18.670354 2021-04-15 03:14:32,782 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=2.09ms, fps=1382 images/s, loss=0.0509, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:16.045364, arrival_time=2021-04-15 03:14:48.827317, cost_time=0:00:20.523101 2021-04-15 03:14:34,635 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.0511, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:14.171720, arrival_time=2021-04-15 03:14:48.806957, cost_time=0:00:22.376367 2021-04-15 03:14:36,489 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0511, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:12.301674, arrival_time=2021-04-15 03:14:48.791233, cost_time=0:00:24.230619 2021-04-15 03:14:38,332 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.0512, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:10.429384, arrival_time=2021-04-15 03:14:48.761759, cost_time=0:00:26.073520 2021-04-15 03:14:40,183 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=0.0516, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:08.563498, arrival_time=2021-04-15 03:14:48.746781, cost_time=0:00:27.924419 2021-04-15 03:14:42,034 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.34ms, fps=1383 images/s, loss=0.0515, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:06.699456, arrival_time=2021-04-15 03:14:48.733812, cost_time=0:00:29.775411 2021-04-15 03:14:43,889 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=4.63ms, fps=1381 images/s, loss=0.0517, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:04.837534, arrival_time=2021-04-15 03:14:48.726491, cost_time=0:00:31.630097 2021-04-15 03:14:45,740 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.82ms, fps=1383 images/s, loss=0.0516, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:02.976144, arrival_time=2021-04-15 03:14:48.716548, cost_time=0:00:33.481533 2021-04-15 03:14:47,600 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.27ms, fps=1377 images/s, loss=0.0521, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:01.116036, arrival_time=2021-04-15 03:14:48.716044, cost_time=0:00:35.341071 2021-04-15 03:14:48,602 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.74ms, fps=1357 images/s, loss=0.0523, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:48.602538, cost_time=0:00:36.343693 2021-04-15 03:14:49,647 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.19ms, fps=2453 images/s, loss=1.1819, top1-acc=70.98%, top5-acc=91.48%, remaining_time=0:00:03.131160, arrival_time=2021-04-15 03:14:52.779073, cost_time=0:00:01.043719 2021-04-15 03:14:50,550 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.26ms, fps=2839 images/s, loss=1.2001, top1-acc=71.17%, top5-acc=91.27%, remaining_time=0:00:01.945960, arrival_time=2021-04-15 03:14:52.496105, cost_time=0:00:01.945954 2021-04-15 03:14:51,446 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.34ms, fps=2858 images/s, loss=1.1944, top1-acc=71.20%, top5-acc=91.34%, remaining_time=0:00:00.947320, arrival_time=2021-04-15 03:14:52.393464, cost_time=0:00:02.841957 2021-04-15 03:14:52,271 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.07ms, fps=2812 images/s, loss=1.2016, top1-acc=70.83%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:52.271489, cost_time=0:00:03.667244 2021-04-15 03:14:52,446 INFO : Epoch=0148 complete, best val top1-acc=71.59%, top5-acc=91.33% (epoch=147), remaining_time=0:34:47.598656, arrival_time=2021-04-15 03:49:40.045510, cost_time=1:39:01.627004 2021-04-15 03:14:52,448 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 03:14:54,423 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.77ms, fps=1296 images/s, loss=0.0451, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:36.731280, arrival_time=2021-04-15 03:15:31.154406, cost_time=0:00:01.974797 2021-04-15 03:14:56,269 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.62ms, fps=1387 images/s, loss=0.0474, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:33.622688, arrival_time=2021-04-15 03:15:29.891773, cost_time=0:00:03.820751 2021-04-15 03:14:58,131 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.70ms, fps=1375 images/s, loss=0.0472, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:31.443554, arrival_time=2021-04-15 03:15:29.574558, cost_time=0:00:05.682572 2021-04-15 03:14:59,990 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.34ms, fps=1377 images/s, loss=0.0462, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:29.414892, arrival_time=2021-04-15 03:15:29.405539, cost_time=0:00:07.542296 2021-04-15 03:15:01,840 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=0.0461, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:27.423618, arrival_time=2021-04-15 03:15:29.263577, cost_time=0:00:09.391663 2021-04-15 03:15:03,690 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.91ms, fps=1383 images/s, loss=0.0451, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:25.482864, arrival_time=2021-04-15 03:15:29.173752, cost_time=0:00:11.242413 2021-04-15 03:15:05,541 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0447, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:23.567292, arrival_time=2021-04-15 03:15:29.108523, cost_time=0:00:13.092921 2021-04-15 03:15:07,385 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.24ms, fps=1388 images/s, loss=0.0443, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:21.659056, arrival_time=2021-04-15 03:15:29.044662, cost_time=0:00:14.937313 2021-04-15 03:15:09,224 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.0443, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:19.758612, arrival_time=2021-04-15 03:15:28.983109, cost_time=0:00:16.776191 2021-04-15 03:15:11,075 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.0444, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:17.882112, arrival_time=2021-04-15 03:15:28.957706, cost_time=0:00:18.627216 2021-04-15 03:15:12,927 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.0440, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:16.010964, arrival_time=2021-04-15 03:15:28.938417, cost_time=0:00:20.479161 2021-04-15 03:15:14,783 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.0444, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:14.145728, arrival_time=2021-04-15 03:15:28.929337, cost_time=0:00:22.335305 2021-04-15 03:15:16,631 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.28ms, fps=1386 images/s, loss=0.0447, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:12.277452, arrival_time=2021-04-15 03:15:28.908738, cost_time=0:00:24.182906 2021-04-15 03:15:18,480 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.63ms, fps=1385 images/s, loss=0.0454, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:10.412976, arrival_time=2021-04-15 03:15:28.893775, cost_time=0:00:26.032499 2021-04-15 03:15:20,323 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.34ms, fps=1389 images/s, loss=0.0453, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:08.548410, arrival_time=2021-04-15 03:15:28.872005, cost_time=0:00:27.875282 2021-04-15 03:15:22,168 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0454, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:06.687036, arrival_time=2021-04-15 03:15:28.855609, cost_time=0:00:29.720187 2021-04-15 03:15:24,012 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.58ms, fps=1389 images/s, loss=0.0456, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:04.827446, arrival_time=2021-04-15 03:15:28.839882, cost_time=0:00:31.564102 2021-04-15 03:15:25,876 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.81ms, fps=1373 images/s, loss=0.0461, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:02.971424, arrival_time=2021-04-15 03:15:28.848227, cost_time=0:00:33.428495 2021-04-15 03:15:27,728 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.33ms, fps=1383 images/s, loss=0.0462, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:01.114116, arrival_time=2021-04-15 03:15:28.842848, cost_time=0:00:35.280363 2021-04-15 03:15:28,724 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=0.0462, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:28.724624, cost_time=0:00:36.276335 2021-04-15 03:15:29,738 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.62ms, fps=2530 images/s, loss=1.1581, top1-acc=71.21%, top5-acc=91.91%, remaining_time=0:00:03.035160, arrival_time=2021-04-15 03:15:32.773273, cost_time=0:00:01.011723 2021-04-15 03:15:30,639 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.42ms, fps=2843 images/s, loss=1.2014, top1-acc=70.64%, top5-acc=91.54%, remaining_time=0:00:01.912540, arrival_time=2021-04-15 03:15:32.551494, cost_time=0:00:01.912539 2021-04-15 03:15:31,542 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.34ms, fps=2836 images/s, loss=1.1871, top1-acc=71.16%, top5-acc=91.46%, remaining_time=0:00:00.938560, arrival_time=2021-04-15 03:15:32.480630, cost_time=0:00:02.815672 2021-04-15 03:15:32,380 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.09ms, fps=2770 images/s, loss=1.1822, top1-acc=71.27%, top5-acc=91.76%, remaining_time=0:00:00, arrival_time=2021-04-15 03:15:32.380090, cost_time=0:00:03.653645 2021-04-15 03:15:32,550 INFO : Epoch=0149 complete, best val top1-acc=71.59%, top5-acc=91.33% (epoch=147), remaining_time=0:34:07.438146, arrival_time=2021-04-15 03:49:39.989063, cost_time=1:39:41.731075 2021-04-15 03:15:32,552 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 03:15:34,526 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.41ms, fps=1297 images/s, loss=0.0391, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:36.721980, arrival_time=2021-04-15 03:16:11.248652, cost_time=0:00:01.974299 2021-04-15 03:15:36,371 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.74ms, fps=1388 images/s, loss=0.0391, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:33.605616, arrival_time=2021-04-15 03:16:09.976820, cost_time=0:00:03.818813 2021-04-15 03:15:38,226 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=0.0395, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:31.396078, arrival_time=2021-04-15 03:16:09.622517, cost_time=0:00:05.674003 2021-04-15 03:15:40,077 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.83ms, fps=1384 images/s, loss=0.0391, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:29.346564, arrival_time=2021-04-15 03:16:09.423669, cost_time=0:00:07.524748 2021-04-15 03:15:41,923 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.0382, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:27.363466, arrival_time=2021-04-15 03:16:09.286854, cost_time=0:00:09.371030 2021-04-15 03:15:43,773 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=2.29ms, fps=1384 images/s, loss=0.0378, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:25.433904, arrival_time=2021-04-15 03:16:09.207250, cost_time=0:00:11.220863 2021-04-15 03:15:45,620 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0380, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:23.522940, arrival_time=2021-04-15 03:16:09.143582, cost_time=0:00:13.068284 2021-04-15 03:15:47,466 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.33ms, fps=1387 images/s, loss=0.0387, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:21.625880, arrival_time=2021-04-15 03:16:09.092611, cost_time=0:00:14.914383 2021-04-15 03:15:49,321 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=2.25ms, fps=1381 images/s, loss=0.0386, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:19.749708, arrival_time=2021-04-15 03:16:09.070704, cost_time=0:00:16.768584 2021-04-15 03:15:51,168 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.27ms, fps=1386 images/s, loss=0.0386, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:17.871936, arrival_time=2021-04-15 03:16:09.040873, cost_time=0:00:18.616581 2021-04-15 03:15:53,017 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.36ms, fps=1385 images/s, loss=0.0386, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:16.000214, arrival_time=2021-04-15 03:16:09.018005, cost_time=0:00:20.465440 2021-04-15 03:15:54,867 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=0.0389, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:14.132808, arrival_time=2021-04-15 03:16:09.000349, cost_time=0:00:22.314995 2021-04-15 03:15:56,711 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.0388, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:12.265506, arrival_time=2021-04-15 03:16:08.977197, cost_time=0:00:24.159332 2021-04-15 03:15:58,552 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.41ms, fps=1391 images/s, loss=0.0393, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:10.400152, arrival_time=2021-04-15 03:16:08.952874, cost_time=0:00:26.000370 2021-04-15 03:16:00,400 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.32ms, fps=1386 images/s, loss=0.0396, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:08.539946, arrival_time=2021-04-15 03:16:08.939903, cost_time=0:00:27.847599 2021-04-15 03:16:02,248 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.0397, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:06.681564, arrival_time=2021-04-15 03:16:08.929874, cost_time=0:00:29.695873 2021-04-15 03:16:04,096 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=3.80ms, fps=1386 images/s, loss=0.0399, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:04.824352, arrival_time=2021-04-15 03:16:08.920513, cost_time=0:00:31.543785 2021-04-15 03:16:05,939 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.88ms, fps=1389 images/s, loss=0.0400, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:02.967760, arrival_time=2021-04-15 03:16:08.907414, cost_time=0:00:33.387260 2021-04-15 03:16:07,799 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.0400, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:01.113048, arrival_time=2021-04-15 03:16:08.912021, cost_time=0:00:35.246541 2021-04-15 03:16:08,803 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.90ms, fps=1355 images/s, loss=0.0400, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:08.803103, cost_time=0:00:36.250759 2021-04-15 03:16:09,815 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.37ms, fps=2533 images/s, loss=1.1518, top1-acc=71.45%, top5-acc=92.38%, remaining_time=0:00:03.031890, arrival_time=2021-04-15 03:16:12.847416, cost_time=0:00:01.010634 2021-04-15 03:16:10,715 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.36ms, fps=2846 images/s, loss=1.1675, top1-acc=71.62%, top5-acc=91.89%, remaining_time=0:00:01.910540, arrival_time=2021-04-15 03:16:12.625945, cost_time=0:00:01.910543 2021-04-15 03:16:11,622 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.37ms, fps=2824 images/s, loss=1.1759, top1-acc=71.51%, top5-acc=91.82%, remaining_time=0:00:00.939160, arrival_time=2021-04-15 03:16:12.561516, cost_time=0:00:02.817489 2021-04-15 03:16:12,448 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.13ms, fps=2812 images/s, loss=1.1737, top1-acc=71.44%, top5-acc=91.80%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:12.447925, cost_time=0:00:03.642961 2021-04-15 03:16:12,675 INFO : Epoch=0150 complete, best val top1-acc=71.59%, top5-acc=91.33% (epoch=147), remaining_time=0:33:27.285150, arrival_time=2021-04-15 03:49:39.960389, cost_time=1:40:21.855398 2021-04-15 03:16:12,676 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 03:16:14,639 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.79ms, fps=1304 images/s, loss=0.0316, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:36.505476, arrival_time=2021-04-15 03:16:51.145062, cost_time=0:00:01.962662 2021-04-15 03:16:16,496 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=2.27ms, fps=1379 images/s, loss=0.0315, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:33.615296, arrival_time=2021-04-15 03:16:50.112138, cost_time=0:00:03.819916 2021-04-15 03:16:18,366 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.46ms, fps=1369 images/s, loss=0.0334, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:31.484058, arrival_time=2021-04-15 03:16:49.850886, cost_time=0:00:05.689881 2021-04-15 03:16:20,212 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.0333, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:29.387592, arrival_time=2021-04-15 03:16:49.599726, cost_time=0:00:07.535273 2021-04-15 03:16:22,056 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.49ms, fps=1388 images/s, loss=0.0338, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:27.389308, arrival_time=2021-04-15 03:16:49.446113, cost_time=0:00:09.379878 2021-04-15 03:16:23,911 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=2.00ms, fps=1380 images/s, loss=0.0339, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:25.465864, arrival_time=2021-04-15 03:16:49.377643, cost_time=0:00:11.234937 2021-04-15 03:16:25,768 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=0.0339, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:23.565150, arrival_time=2021-04-15 03:16:49.333803, cost_time=0:00:13.091733 2021-04-15 03:16:27,615 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.0335, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:21.661144, arrival_time=2021-04-15 03:16:49.276669, cost_time=0:00:14.938695 2021-04-15 03:16:29,474 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=2.10ms, fps=1378 images/s, loss=0.0337, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:19.783522, arrival_time=2021-04-15 03:16:49.257716, cost_time=0:00:16.797343 2021-04-15 03:16:31,323 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0333, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:17.900832, arrival_time=2021-04-15 03:16:49.224457, cost_time=0:00:18.646714 2021-04-15 03:16:33,165 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.71ms, fps=1390 images/s, loss=0.0337, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:16.018274, arrival_time=2021-04-15 03:16:49.183624, cost_time=0:00:20.488484 2021-04-15 03:16:35,012 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.0338, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:14.146108, arrival_time=2021-04-15 03:16:49.158907, cost_time=0:00:22.335920 2021-04-15 03:16:36,861 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.0339, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:12.278112, arrival_time=2021-04-15 03:16:49.139158, cost_time=0:00:24.184114 2021-04-15 03:16:38,706 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.0341, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:10.411856, arrival_time=2021-04-15 03:16:49.118389, cost_time=0:00:26.029639 2021-04-15 03:16:40,546 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.0342, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:08.546800, arrival_time=2021-04-15 03:16:49.093562, cost_time=0:00:27.869927 2021-04-15 03:16:42,397 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.0343, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.687216, arrival_time=2021-04-15 03:16:49.085039, cost_time=0:00:29.720905 2021-04-15 03:16:44,242 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.0342, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:04.827628, arrival_time=2021-04-15 03:16:49.069718, cost_time=0:00:31.565260 2021-04-15 03:16:46,088 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.0342, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:02.969920, arrival_time=2021-04-15 03:16:49.058431, cost_time=0:00:33.411667 2021-04-15 03:16:47,941 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=0.0346, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:01.113612, arrival_time=2021-04-15 03:16:49.054830, cost_time=0:00:35.264304 2021-04-15 03:16:48,938 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.29ms, fps=1365 images/s, loss=0.0351, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:48.938312, cost_time=0:00:36.261481 2021-04-15 03:16:49,985 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.27ms, fps=2449 images/s, loss=1.1466, top1-acc=72.34%, top5-acc=92.27%, remaining_time=0:00:03.136440, arrival_time=2021-04-15 03:16:53.121965, cost_time=0:00:01.045479 2021-04-15 03:16:50,885 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.48ms, fps=2845 images/s, loss=1.1797, top1-acc=71.31%, top5-acc=91.56%, remaining_time=0:00:01.945860, arrival_time=2021-04-15 03:16:52.831718, cost_time=0:00:01.945851 2021-04-15 03:16:51,792 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.18ms, fps=2826 images/s, loss=1.1741, top1-acc=71.37%, top5-acc=91.58%, remaining_time=0:00:00.950680, arrival_time=2021-04-15 03:16:52.742718, cost_time=0:00:02.852031 2021-04-15 03:16:52,613 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.09ms, fps=2825 images/s, loss=1.1466, top1-acc=71.63%, top5-acc=91.73%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:52.613608, cost_time=0:00:03.673611 2021-04-15 03:16:52,975 INFO : Epoch=0151 complete, best val top1-acc=71.63%, top5-acc=91.73% (epoch=151), remaining_time=0:32:47.189525, arrival_time=2021-04-15 03:49:40.165033, cost_time=1:41:02.155546 2021-04-15 03:16:52,977 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 03:16:54,945 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.30ms, fps=1301 images/s, loss=0.0413, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:36.611496, arrival_time=2021-04-15 03:17:31.557138, cost_time=0:00:01.968355 2021-04-15 03:16:56,805 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.33ms, fps=1377 images/s, loss=0.0410, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:33.686048, arrival_time=2021-04-15 03:17:30.491289, cost_time=0:00:03.827961 2021-04-15 03:16:58,661 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=0.0400, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:31.450194, arrival_time=2021-04-15 03:17:30.111150, cost_time=0:00:05.683757 2021-04-15 03:17:00,513 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.0384, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:29.391180, arrival_time=2021-04-15 03:17:29.904641, cost_time=0:00:07.536182 2021-04-15 03:17:02,367 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.59ms, fps=1381 images/s, loss=0.0379, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:27.419530, arrival_time=2021-04-15 03:17:29.787080, cost_time=0:00:09.390265 2021-04-15 03:17:04,220 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.0379, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:25.485040, arrival_time=2021-04-15 03:17:29.705644, cost_time=0:00:11.243392 2021-04-15 03:17:06,063 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.0379, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:23.555070, arrival_time=2021-04-15 03:17:29.618519, cost_time=0:00:13.086171 2021-04-15 03:17:07,912 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.0375, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:21.655576, arrival_time=2021-04-15 03:17:29.567671, cost_time=0:00:14.934906 2021-04-15 03:17:09,756 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.25ms, fps=1388 images/s, loss=0.0374, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:19.762110, arrival_time=2021-04-15 03:17:29.518473, cost_time=0:00:16.779117 2021-04-15 03:17:11,609 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.0380, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:17.886432, arrival_time=2021-04-15 03:17:29.495452, cost_time=0:00:18.631708 2021-04-15 03:17:13,460 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.27ms, fps=1383 images/s, loss=0.0380, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:16.013802, arrival_time=2021-04-15 03:17:29.473802, cost_time=0:00:20.482782 2021-04-15 03:17:15,300 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.28ms, fps=1391 images/s, loss=0.0378, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:14.138128, arrival_time=2021-04-15 03:17:29.438718, cost_time=0:00:22.323380 2021-04-15 03:17:17,144 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.24ms, fps=1389 images/s, loss=0.0377, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.269598, arrival_time=2021-04-15 03:17:29.414315, cost_time=0:00:24.167433 2021-04-15 03:17:18,991 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.17ms, fps=1387 images/s, loss=0.0376, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.405528, arrival_time=2021-04-15 03:17:29.396731, cost_time=0:00:26.013870 2021-04-15 03:17:20,844 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.64ms, fps=1382 images/s, loss=0.0371, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:08.546064, arrival_time=2021-04-15 03:17:29.390918, cost_time=0:00:27.867544 2021-04-15 03:17:22,701 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.0370, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:06.687864, arrival_time=2021-04-15 03:17:29.388908, cost_time=0:00:29.723767 2021-04-15 03:17:24,540 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.49ms, fps=1392 images/s, loss=0.0368, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:04.827342, arrival_time=2021-04-15 03:17:29.367915, cost_time=0:00:31.563362 2021-04-15 03:17:26,388 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.0368, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:02.969840, arrival_time=2021-04-15 03:17:29.357876, cost_time=0:00:33.410705 2021-04-15 03:17:28,234 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.41ms, fps=1387 images/s, loss=0.0369, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.113390, arrival_time=2021-04-15 03:17:29.347934, cost_time=0:00:35.257336 2021-04-15 03:17:29,232 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.40ms, fps=1363 images/s, loss=0.0370, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:29.232573, cost_time=0:00:36.255307 2021-04-15 03:17:30,253 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.58ms, fps=2513 images/s, loss=1.2160, top1-acc=71.05%, top5-acc=91.80%, remaining_time=0:00:03.056400, arrival_time=2021-04-15 03:17:33.309593, cost_time=0:00:01.018804 2021-04-15 03:17:31,153 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.32ms, fps=2846 images/s, loss=1.1553, top1-acc=71.50%, top5-acc=91.91%, remaining_time=0:00:01.918640, arrival_time=2021-04-15 03:17:33.071679, cost_time=0:00:01.918645 2021-04-15 03:17:32,053 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.29ms, fps=2846 images/s, loss=1.1730, top1-acc=71.09%, top5-acc=91.80%, remaining_time=0:00:00.939520, arrival_time=2021-04-15 03:17:32.992465, cost_time=0:00:02.818558 2021-04-15 03:17:32,881 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.14ms, fps=2803 images/s, loss=1.1786, top1-acc=71.19%, top5-acc=91.70%, remaining_time=0:00:00, arrival_time=2021-04-15 03:17:32.881077, cost_time=0:00:03.646645 2021-04-15 03:17:33,079 INFO : Epoch=0152 complete, best val top1-acc=71.63%, top5-acc=91.73% (epoch=151), remaining_time=0:32:07.029456, arrival_time=2021-04-15 03:49:40.109295, cost_time=1:41:42.259901 2021-04-15 03:17:33,081 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 03:17:35,106 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.66ms, fps=1264 images/s, loss=0.0307, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:37.662396, arrival_time=2021-04-15 03:18:12.768714, cost_time=0:00:02.024863 2021-04-15 03:17:36,960 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.88ms, fps=1381 images/s, loss=0.0347, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:34.133440, arrival_time=2021-04-15 03:18:11.093557, cost_time=0:00:03.878790 2021-04-15 03:17:38,809 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.27ms, fps=1385 images/s, loss=0.0342, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:31.694712, arrival_time=2021-04-15 03:18:10.504005, cost_time=0:00:05.727961 2021-04-15 03:17:40,654 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.83ms, fps=1388 images/s, loss=0.0342, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:29.534388, arrival_time=2021-04-15 03:18:10.188889, cost_time=0:00:07.572938 2021-04-15 03:17:42,505 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.26ms, fps=1383 images/s, loss=0.0341, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:27.518956, arrival_time=2021-04-15 03:18:10.024565, cost_time=0:00:09.424277 2021-04-15 03:17:44,349 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.0347, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:25.541072, arrival_time=2021-04-15 03:18:09.890516, cost_time=0:00:11.268121 2021-04-15 03:17:46,196 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.83ms, fps=1386 images/s, loss=0.0335, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:23.607108, arrival_time=2021-04-15 03:18:09.803491, cost_time=0:00:13.115041 2021-04-15 03:17:48,048 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.73ms, fps=1386 images/s, loss=0.0335, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:21.696292, arrival_time=2021-04-15 03:18:09.740663, cost_time=0:00:14.962957 2021-04-15 03:17:49,901 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.0337, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:19.810022, arrival_time=2021-04-15 03:18:09.711252, cost_time=0:00:16.819815 2021-04-15 03:17:51,755 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.37ms, fps=1381 images/s, loss=0.0334, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:17.926848, arrival_time=2021-04-15 03:18:09.681977, cost_time=0:00:18.673804 2021-04-15 03:17:53,593 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.0331, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:16.037022, arrival_time=2021-04-15 03:18:09.630793, cost_time=0:00:20.512438 2021-04-15 03:17:55,441 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.38ms, fps=1386 images/s, loss=0.0326, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.161536, arrival_time=2021-04-15 03:18:09.603268, cost_time=0:00:22.360312 2021-04-15 03:17:57,284 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.0326, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.288012, arrival_time=2021-04-15 03:18:09.572961, cost_time=0:00:24.203620 2021-04-15 03:17:59,130 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.0330, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:10.419640, arrival_time=2021-04-15 03:18:09.550062, cost_time=0:00:26.049089 2021-04-15 03:18:00,974 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0331, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:08.553930, arrival_time=2021-04-15 03:18:09.528562, cost_time=0:00:27.893211 2021-04-15 03:18:02,829 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=0.0334, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:06.693228, arrival_time=2021-04-15 03:18:09.522268, cost_time=0:00:29.747704 2021-04-15 03:18:04,671 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=2.29ms, fps=1390 images/s, loss=0.0335, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:04.831372, arrival_time=2021-04-15 03:18:09.502489, cost_time=0:00:31.589781 2021-04-15 03:18:06,520 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=0.0334, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:02.972320, arrival_time=2021-04-15 03:18:09.492328, cost_time=0:00:33.438608 2021-04-15 03:18:08,367 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.32ms, fps=1386 images/s, loss=0.0336, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:01.114296, arrival_time=2021-04-15 03:18:09.481637, cost_time=0:00:35.286023 2021-04-15 03:18:09,366 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.35ms, fps=1362 images/s, loss=0.0338, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:09.366013, cost_time=0:00:36.284685 2021-04-15 03:18:10,376 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.41ms, fps=2537 images/s, loss=1.1585, top1-acc=71.45%, top5-acc=91.48%, remaining_time=0:00:03.027180, arrival_time=2021-04-15 03:18:13.404094, cost_time=0:00:01.009059 2021-04-15 03:18:11,275 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.36ms, fps=2851 images/s, loss=1.1713, top1-acc=71.27%, top5-acc=91.37%, remaining_time=0:00:01.907420, arrival_time=2021-04-15 03:18:13.183096, cost_time=0:00:01.907421 2021-04-15 03:18:12,173 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.19ms, fps=2853 images/s, loss=1.1667, top1-acc=71.45%, top5-acc=91.25%, remaining_time=0:00:00.935360, arrival_time=2021-04-15 03:18:13.109282, cost_time=0:00:02.806089 2021-04-15 03:18:12,998 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=2816 images/s, loss=1.1720, top1-acc=71.51%, top5-acc=91.40%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:12.998483, cost_time=0:00:03.630400 2021-04-15 03:18:13,197 INFO : Epoch=0153 complete, best val top1-acc=71.63%, top5-acc=91.73% (epoch=151), remaining_time=0:31:26.874126, arrival_time=2021-04-15 03:49:40.071520, cost_time=1:42:22.377426 2021-04-15 03:18:13,199 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 03:18:15,242 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.61ms, fps=1253 images/s, loss=0.0275, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.986408, arrival_time=2021-04-15 03:18:53.228576, cost_time=0:00:02.042275 2021-04-15 03:18:17,095 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.61ms, fps=1382 images/s, loss=0.0294, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:34.278112, arrival_time=2021-04-15 03:18:51.373254, cost_time=0:00:03.895236 2021-04-15 03:18:18,942 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.59ms, fps=1386 images/s, loss=0.0285, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:31.775886, arrival_time=2021-04-15 03:18:50.718415, cost_time=0:00:05.742620 2021-04-15 03:18:20,798 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.46ms, fps=1380 images/s, loss=0.0283, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:29.633916, arrival_time=2021-04-15 03:18:50.432349, cost_time=0:00:07.598451 2021-04-15 03:18:22,649 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.0272, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.592394, arrival_time=2021-04-15 03:18:50.241735, cost_time=0:00:09.449444 2021-04-15 03:18:24,501 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=3.24ms, fps=1383 images/s, loss=0.0271, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.616008, arrival_time=2021-04-15 03:18:50.117096, cost_time=0:00:11.301203 2021-04-15 03:18:26,340 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.0265, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.652342, arrival_time=2021-04-15 03:18:49.992588, cost_time=0:00:13.140180 2021-04-15 03:18:28,183 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=0.0268, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:21.725988, arrival_time=2021-04-15 03:18:49.909338, cost_time=0:00:14.983468 2021-04-15 03:18:30,025 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.62ms, fps=1390 images/s, loss=0.0270, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:19.816488, arrival_time=2021-04-15 03:18:49.841715, cost_time=0:00:16.825329 2021-04-15 03:18:31,872 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.60ms, fps=1387 images/s, loss=0.0269, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.925024, arrival_time=2021-04-15 03:18:49.796977, cost_time=0:00:18.671873 2021-04-15 03:18:33,707 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.0272, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.032980, arrival_time=2021-04-15 03:18:49.740127, cost_time=0:00:20.507267 2021-04-15 03:18:35,541 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.0275, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:14.149680, arrival_time=2021-04-15 03:18:49.691208, cost_time=0:00:22.341652 2021-04-15 03:18:37,388 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.70ms, fps=1387 images/s, loss=0.0277, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:12.280224, arrival_time=2021-04-15 03:18:49.668486, cost_time=0:00:24.188306 2021-04-15 03:18:39,227 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.70ms, fps=1392 images/s, loss=0.0281, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.410960, arrival_time=2021-04-15 03:18:49.638294, cost_time=0:00:26.027417 2021-04-15 03:18:41,060 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.48ms, fps=1397 images/s, loss=0.0279, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:08.543856, arrival_time=2021-04-15 03:18:49.604059, cost_time=0:00:27.860330 2021-04-15 03:18:42,896 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.55ms, fps=1394 images/s, loss=0.0281, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.681780, arrival_time=2021-04-15 03:18:49.578482, cost_time=0:00:29.696734 2021-04-15 03:18:44,736 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.33ms, fps=1392 images/s, loss=0.0282, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.823182, arrival_time=2021-04-15 03:18:49.559245, cost_time=0:00:31.536172 2021-04-15 03:18:46,574 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.75ms, fps=1393 images/s, loss=0.0286, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.966608, arrival_time=2021-04-15 03:18:49.540924, cost_time=0:00:33.374429 2021-04-15 03:18:48,408 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.20ms, fps=1396 images/s, loss=0.0286, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.111854, arrival_time=2021-04-15 03:18:49.520377, cost_time=0:00:35.208640 2021-04-15 03:18:49,408 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.23ms, fps=1361 images/s, loss=0.0291, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:49.408506, cost_time=0:00:36.208623 2021-04-15 03:18:50,455 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.51ms, fps=2452 images/s, loss=1.0726, top1-acc=72.81%, top5-acc=92.30%, remaining_time=0:00:03.131820, arrival_time=2021-04-15 03:18:53.586873, cost_time=0:00:01.043937 2021-04-15 03:18:51,346 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.95ms, fps=2873 images/s, loss=1.1230, top1-acc=71.66%, top5-acc=91.43%, remaining_time=0:00:01.935700, arrival_time=2021-04-15 03:18:53.282509, cost_time=0:00:01.935709 2021-04-15 03:18:52,240 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.42ms, fps=2867 images/s, loss=1.1269, top1-acc=71.89%, top5-acc=91.58%, remaining_time=0:00:00.943020, arrival_time=2021-04-15 03:18:53.183103, cost_time=0:00:02.829050 2021-04-15 03:18:53,054 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=2851 images/s, loss=1.1222, top1-acc=71.75%, top5-acc=91.62%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:53.054127, cost_time=0:00:03.643130 2021-04-15 03:18:53,399 INFO : Epoch=0154 complete, best val top1-acc=71.75%, top5-acc=91.62% (epoch=154), remaining_time=0:30:46.744566, arrival_time=2021-04-15 03:49:40.144066, cost_time=1:43:02.579647 2021-04-15 03:18:53,400 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 03:18:55,432 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.33ms, fps=1260 images/s, loss=0.0258, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.789992, arrival_time=2021-04-15 03:19:33.222669, cost_time=0:00:02.031719 2021-04-15 03:18:57,264 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.31ms, fps=1398 images/s, loss=0.0279, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:34.000384, arrival_time=2021-04-15 03:19:31.265010, cost_time=0:00:03.863670 2021-04-15 03:18:59,100 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.75ms, fps=1395 images/s, loss=0.0289, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:31.537344, arrival_time=2021-04-15 03:19:30.637932, cost_time=0:00:05.699526 2021-04-15 03:19:00,940 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.47ms, fps=1392 images/s, loss=0.0281, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:29.405376, arrival_time=2021-04-15 03:19:30.346254, cost_time=0:00:07.539831 2021-04-15 03:19:02,778 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.0282, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:27.382738, arrival_time=2021-04-15 03:19:30.161348, cost_time=0:00:09.377657 2021-04-15 03:19:04,617 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.50ms, fps=1393 images/s, loss=0.0279, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:25.422888, arrival_time=2021-04-15 03:19:30.039900, cost_time=0:00:11.215972 2021-04-15 03:19:06,456 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.0279, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:23.499000, arrival_time=2021-04-15 03:19:29.955041, cost_time=0:00:13.054999 2021-04-15 03:19:08,302 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.65ms, fps=1387 images/s, loss=0.0283, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:21.606508, arrival_time=2021-04-15 03:19:29.908590, cost_time=0:00:14.901003 2021-04-15 03:19:10,142 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.49ms, fps=1392 images/s, loss=0.0278, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:19.717590, arrival_time=2021-04-15 03:19:29.859884, cost_time=0:00:16.741341 2021-04-15 03:19:11,979 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.0275, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.835072, arrival_time=2021-04-15 03:19:29.814209, cost_time=0:00:18.578176 2021-04-15 03:19:13,815 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0276, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.960224, arrival_time=2021-04-15 03:19:29.775446, cost_time=0:00:20.414185 2021-04-15 03:19:15,672 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.83ms, fps=1378 images/s, loss=0.0272, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:14.105524, arrival_time=2021-04-15 03:19:29.778413, cost_time=0:00:22.271909 2021-04-15 03:19:17,515 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.31ms, fps=1390 images/s, loss=0.0275, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.242670, arrival_time=2021-04-15 03:19:29.757943, cost_time=0:00:24.114312 2021-04-15 03:19:19,350 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0277, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.379936, arrival_time=2021-04-15 03:19:29.730838, cost_time=0:00:25.949868 2021-04-15 03:19:21,188 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0280, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.521362, arrival_time=2021-04-15 03:19:29.709334, cost_time=0:00:27.787023 2021-04-15 03:19:23,024 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.42ms, fps=1394 images/s, loss=0.0279, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.665292, arrival_time=2021-04-15 03:19:29.689831, cost_time=0:00:29.623564 2021-04-15 03:19:24,862 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0278, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.811664, arrival_time=2021-04-15 03:19:29.673609, cost_time=0:00:31.460911 2021-04-15 03:19:26,696 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.0277, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.959568, arrival_time=2021-04-15 03:19:29.655704, cost_time=0:00:33.295182 2021-04-15 03:19:28,533 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.23ms, fps=1394 images/s, loss=0.0278, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.109436, arrival_time=2021-04-15 03:19:29.642590, cost_time=0:00:35.132187 2021-04-15 03:19:29,524 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.43ms, fps=1372 images/s, loss=0.0281, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:29.524630, cost_time=0:00:36.123601 2021-04-15 03:19:30,527 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.38ms, fps=2559 images/s, loss=1.1943, top1-acc=71.45%, top5-acc=91.48%, remaining_time=0:00:03.001260, arrival_time=2021-04-15 03:19:33.528328, cost_time=0:00:01.000416 2021-04-15 03:19:31,416 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.37ms, fps=2879 images/s, loss=1.1339, top1-acc=72.73%, top5-acc=91.93%, remaining_time=0:00:01.889940, arrival_time=2021-04-15 03:19:33.306529, cost_time=0:00:01.889940 2021-04-15 03:19:32,313 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.18ms, fps=2855 images/s, loss=1.1272, top1-acc=72.86%, top5-acc=91.97%, remaining_time=0:00:00.928990, arrival_time=2021-04-15 03:19:33.242586, cost_time=0:00:02.786978 2021-04-15 03:19:33,127 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=2853 images/s, loss=1.1372, top1-acc=72.25%, top5-acc=91.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:19:33.127248, cost_time=0:00:03.600630 2021-04-15 03:19:33,508 INFO : Epoch=0155 complete, best val top1-acc=72.25%, top5-acc=91.86% (epoch=155), remaining_time=0:30:06.586875, arrival_time=2021-04-15 03:49:40.094840, cost_time=1:43:42.688117 2021-04-15 03:19:33,509 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 03:19:35,517 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.37ms, fps=1275 images/s, loss=0.0255, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.350660, arrival_time=2021-04-15 03:20:12.868250, cost_time=0:00:02.008105 2021-04-15 03:19:37,348 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.53ms, fps=1398 images/s, loss=0.0273, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:33.786016, arrival_time=2021-04-15 03:20:11.134819, cost_time=0:00:03.839324 2021-04-15 03:19:39,185 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.93ms, fps=1394 images/s, loss=0.0279, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:31.407532, arrival_time=2021-04-15 03:20:10.593065, cost_time=0:00:05.676052 2021-04-15 03:19:41,021 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.61ms, fps=1395 images/s, loss=0.0273, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:29.294928, arrival_time=2021-04-15 03:20:10.316587, cost_time=0:00:07.511535 2021-04-15 03:19:42,875 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.11ms, fps=1382 images/s, loss=0.0267, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:27.347552, arrival_time=2021-04-15 03:20:10.222669, cost_time=0:00:09.365622 2021-04-15 03:19:44,716 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.56ms, fps=1390 images/s, loss=0.0267, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:25.403712, arrival_time=2021-04-15 03:20:10.120653, cost_time=0:00:11.207541 2021-04-15 03:19:46,552 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.52ms, fps=1395 images/s, loss=0.0267, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.476950, arrival_time=2021-04-15 03:20:10.029148, cost_time=0:00:13.042721 2021-04-15 03:19:48,387 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0267, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.573216, arrival_time=2021-04-15 03:20:09.960829, cost_time=0:00:14.878100 2021-04-15 03:19:50,242 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.75ms, fps=1381 images/s, loss=0.0268, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:19.707838, arrival_time=2021-04-15 03:20:09.950424, cost_time=0:00:16.733070 2021-04-15 03:19:52,090 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.57ms, fps=1386 images/s, loss=0.0268, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:17.837376, arrival_time=2021-04-15 03:20:09.927436, cost_time=0:00:18.580567 2021-04-15 03:19:53,930 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=2.17ms, fps=1392 images/s, loss=0.0268, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:15.964954, arrival_time=2021-04-15 03:20:09.894831, cost_time=0:00:20.420290 2021-04-15 03:19:55,784 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.33ms, fps=1381 images/s, loss=0.0268, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.107500, arrival_time=2021-04-15 03:20:09.891946, cost_time=0:00:22.274962 2021-04-15 03:19:57,616 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.34ms, fps=1398 images/s, loss=0.0267, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.239106, arrival_time=2021-04-15 03:20:09.855864, cost_time=0:00:24.107357 2021-04-15 03:19:59,452 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.0264, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:10.377360, arrival_time=2021-04-15 03:20:09.830170, cost_time=0:00:25.943402 2021-04-15 03:20:01,291 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.29ms, fps=1392 images/s, loss=0.0262, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.519890, arrival_time=2021-04-15 03:20:09.811634, cost_time=0:00:27.782260 2021-04-15 03:20:03,127 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.47ms, fps=1395 images/s, loss=0.0260, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:06.664032, arrival_time=2021-04-15 03:20:09.791302, cost_time=0:00:29.617870 2021-04-15 03:20:04,962 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0259, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:04.810416, arrival_time=2021-04-15 03:20:09.772492, cost_time=0:00:31.452674 2021-04-15 03:20:06,798 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.0259, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.959040, arrival_time=2021-04-15 03:20:09.757757, cost_time=0:00:33.289226 2021-04-15 03:20:08,636 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.16ms, fps=1393 images/s, loss=0.0262, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:01.109280, arrival_time=2021-04-15 03:20:09.745841, cost_time=0:00:35.127155 2021-04-15 03:20:09,631 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.18ms, fps=1368 images/s, loss=0.0264, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:09.631093, cost_time=0:00:36.121713 2021-04-15 03:20:10,637 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.39ms, fps=2550 images/s, loss=1.1899, top1-acc=72.07%, top5-acc=91.72%, remaining_time=0:00:03.011970, arrival_time=2021-04-15 03:20:13.648942, cost_time=0:00:01.003988 2021-04-15 03:20:11,535 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=2.19ms, fps=2852 images/s, loss=1.1356, top1-acc=72.46%, top5-acc=91.93%, remaining_time=0:00:01.901920, arrival_time=2021-04-15 03:20:13.436895, cost_time=0:00:01.901911 2021-04-15 03:20:12,425 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.32ms, fps=2877 images/s, loss=1.1224, top1-acc=72.79%, top5-acc=91.81%, remaining_time=0:00:00.930730, arrival_time=2021-04-15 03:20:13.355917, cost_time=0:00:02.792200 2021-04-15 03:20:13,243 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.11ms, fps=2837 images/s, loss=1.1484, top1-acc=72.49%, top5-acc=91.49%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:13.243312, cost_time=0:00:03.610276 2021-04-15 03:20:13,609 INFO : Epoch=0156 complete, best val top1-acc=72.49%, top5-acc=91.49% (epoch=156), remaining_time=0:29:26.427872, arrival_time=2021-04-15 03:49:40.037447, cost_time=1:44:22.789735 2021-04-15 03:20:13,611 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 03:20:15,637 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.30ms, fps=1263 images/s, loss=0.0215, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.696248, arrival_time=2021-04-15 03:20:53.333935, cost_time=0:00:02.026675 2021-04-15 03:20:17,469 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.35ms, fps=1398 images/s, loss=0.0222, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:33.954272, arrival_time=2021-04-15 03:20:51.423715, cost_time=0:00:03.858438 2021-04-15 03:20:19,315 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=2.02ms, fps=1387 images/s, loss=0.0235, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:31.566560, arrival_time=2021-04-15 03:20:50.882448, cost_time=0:00:05.704797 2021-04-15 03:20:21,157 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.0237, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:29.431428, arrival_time=2021-04-15 03:20:50.588979, cost_time=0:00:07.546531 2021-04-15 03:20:22,989 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.36ms, fps=1398 images/s, loss=0.0244, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.385512, arrival_time=2021-04-15 03:20:50.375107, cost_time=0:00:09.378585 2021-04-15 03:20:24,829 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.0248, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.427648, arrival_time=2021-04-15 03:20:50.256952, cost_time=0:00:11.218099 2021-04-15 03:20:26,662 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.49ms, fps=1397 images/s, loss=0.0251, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:23.493330, arrival_time=2021-04-15 03:20:50.156182, cost_time=0:00:13.051833 2021-04-15 03:20:28,502 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.57ms, fps=1392 images/s, loss=0.0251, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.592588, arrival_time=2021-04-15 03:20:50.095068, cost_time=0:00:14.891465 2021-04-15 03:20:30,344 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.55ms, fps=1390 images/s, loss=0.0247, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:19.708474, arrival_time=2021-04-15 03:20:50.053130, cost_time=0:00:16.733614 2021-04-15 03:20:32,183 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.60ms, fps=1392 images/s, loss=0.0247, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:17.829696, arrival_time=2021-04-15 03:20:50.013405, cost_time=0:00:18.572601 2021-04-15 03:20:34,037 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.77ms, fps=1381 images/s, loss=0.0247, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:15.970028, arrival_time=2021-04-15 03:20:50.007785, cost_time=0:00:20.426750 2021-04-15 03:20:35,872 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.61ms, fps=1396 images/s, loss=0.0249, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:14.098836, arrival_time=2021-04-15 03:20:49.971118, cost_time=0:00:22.261271 2021-04-15 03:20:37,721 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.73ms, fps=1385 images/s, loss=0.0251, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:12.240624, arrival_time=2021-04-15 03:20:49.962026, cost_time=0:00:24.110306 2021-04-15 03:20:39,559 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=2.13ms, fps=1393 images/s, loss=0.0252, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:10.379544, arrival_time=2021-04-15 03:20:49.939451, cost_time=0:00:25.948862 2021-04-15 03:20:41,396 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0254, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.520764, arrival_time=2021-04-15 03:20:49.916837, cost_time=0:00:27.785074 2021-04-15 03:20:43,232 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.0254, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:06.664788, arrival_time=2021-04-15 03:20:49.897154, cost_time=0:00:29.621260 2021-04-15 03:20:45,068 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0253, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:04.811066, arrival_time=2021-04-15 03:20:49.879034, cost_time=0:00:31.456961 2021-04-15 03:20:46,920 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.55ms, fps=1382 images/s, loss=0.0256, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:02.960848, arrival_time=2021-04-15 03:20:49.881392, cost_time=0:00:33.309509 2021-04-15 03:20:48,774 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.18ms, fps=1382 images/s, loss=0.0257, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:01.110408, arrival_time=2021-04-15 03:20:49.884465, cost_time=0:00:35.162961 2021-04-15 03:20:49,768 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.79ms, fps=1368 images/s, loss=0.0258, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:49.768549, cost_time=0:00:36.157476 2021-04-15 03:20:50,786 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.44ms, fps=2521 images/s, loss=1.1661, top1-acc=72.54%, top5-acc=91.87%, remaining_time=0:00:03.046770, arrival_time=2021-04-15 03:20:53.832866, cost_time=0:00:01.015586 2021-04-15 03:20:51,676 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.35ms, fps=2876 images/s, loss=1.1842, top1-acc=72.23%, top5-acc=91.39%, remaining_time=0:00:01.906220, arrival_time=2021-04-15 03:20:53.582930, cost_time=0:00:01.906215 2021-04-15 03:20:52,569 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.43ms, fps=2868 images/s, loss=1.1531, top1-acc=72.66%, top5-acc=91.65%, remaining_time=0:00:00.933040, arrival_time=2021-04-15 03:20:53.502650, cost_time=0:00:02.799115 2021-04-15 03:20:53,385 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=2846 images/s, loss=1.1375, top1-acc=72.44%, top5-acc=91.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:53.385253, cost_time=0:00:03.614717 2021-04-15 03:20:53,562 INFO : Epoch=0157 complete, best val top1-acc=72.49%, top5-acc=91.49% (epoch=156), remaining_time=0:28:46.228980, arrival_time=2021-04-15 03:49:39.791833, cost_time=1:45:02.743016 2021-04-15 03:20:53,564 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 03:20:55,572 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.65ms, fps=1275 images/s, loss=0.0210, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.352520, arrival_time=2021-04-15 03:21:32.925168, cost_time=0:00:02.008199 2021-04-15 03:20:57,408 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.0204, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.825440, arrival_time=2021-04-15 03:21:31.233575, cost_time=0:00:03.843802 2021-04-15 03:20:59,246 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.0203, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.440400, arrival_time=2021-04-15 03:21:30.686775, cost_time=0:00:05.681995 2021-04-15 03:21:01,080 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0208, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:29.312868, arrival_time=2021-04-15 03:21:30.393307, cost_time=0:00:07.516103 2021-04-15 03:21:02,937 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.0214, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:27.369306, arrival_time=2021-04-15 03:21:30.306791, cost_time=0:00:09.373071 2021-04-15 03:21:04,791 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.30ms, fps=1381 images/s, loss=0.0214, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:25.448184, arrival_time=2021-04-15 03:21:30.239610, cost_time=0:00:11.227125 2021-04-15 03:21:06,640 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.0216, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.536422, arrival_time=2021-04-15 03:21:30.176506, cost_time=0:00:13.075770 2021-04-15 03:21:08,476 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.0217, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.622748, arrival_time=2021-04-15 03:21:30.099405, cost_time=0:00:14.912277 2021-04-15 03:21:10,324 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.72ms, fps=1386 images/s, loss=0.0218, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.739744, arrival_time=2021-04-15 03:21:30.064167, cost_time=0:00:16.760122 2021-04-15 03:21:12,156 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.41ms, fps=1398 images/s, loss=0.0220, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.848224, arrival_time=2021-04-15 03:21:30.004398, cost_time=0:00:18.591880 2021-04-15 03:21:14,000 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.0219, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.977510, arrival_time=2021-04-15 03:21:29.978273, cost_time=0:00:20.436384 2021-04-15 03:21:15,833 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.0218, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.103852, arrival_time=2021-04-15 03:21:29.937407, cost_time=0:00:22.269262 2021-04-15 03:21:17,671 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.63ms, fps=1393 images/s, loss=0.0220, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.239172, arrival_time=2021-04-15 03:21:29.910912, cost_time=0:00:24.107446 2021-04-15 03:21:19,506 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0222, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.376688, arrival_time=2021-04-15 03:21:29.882657, cost_time=0:00:25.941673 2021-04-15 03:21:21,340 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.0221, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.517958, arrival_time=2021-04-15 03:21:29.858275, cost_time=0:00:27.775924 2021-04-15 03:21:23,182 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.0221, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.664068, arrival_time=2021-04-15 03:21:29.846516, cost_time=0:00:29.618154 2021-04-15 03:21:25,041 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.76ms, fps=1378 images/s, loss=0.0222, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.814108, arrival_time=2021-04-15 03:21:29.855257, cost_time=0:00:31.476820 2021-04-15 03:21:26,883 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.32ms, fps=1390 images/s, loss=0.0224, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.961712, arrival_time=2021-04-15 03:21:29.845420, cost_time=0:00:33.319342 2021-04-15 03:21:28,724 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.17ms, fps=1391 images/s, loss=0.0226, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.110306, arrival_time=2021-04-15 03:21:29.834344, cost_time=0:00:35.159757 2021-04-15 03:21:29,714 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.19ms, fps=1373 images/s, loss=0.0228, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:29.714773, cost_time=0:00:36.150499 2021-04-15 03:21:30,725 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.47ms, fps=2539 images/s, loss=1.1424, top1-acc=73.71%, top5-acc=90.47%, remaining_time=0:00:03.025320, arrival_time=2021-04-15 03:21:33.750318, cost_time=0:00:01.008445 2021-04-15 03:21:31,623 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.53ms, fps=2850 images/s, loss=1.1467, top1-acc=72.62%, top5-acc=91.39%, remaining_time=0:00:01.907240, arrival_time=2021-04-15 03:21:33.531125, cost_time=0:00:01.907243 2021-04-15 03:21:32,517 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.40ms, fps=2866 images/s, loss=1.1283, top1-acc=72.88%, top5-acc=91.45%, remaining_time=0:00:00.933680, arrival_time=2021-04-15 03:21:33.451392, cost_time=0:00:02.801032 2021-04-15 03:21:33,335 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.12ms, fps=2840 images/s, loss=1.1560, top1-acc=72.67%, top5-acc=91.72%, remaining_time=0:00:00, arrival_time=2021-04-15 03:21:33.335214, cost_time=0:00:03.618667 2021-04-15 03:21:33,689 INFO : Epoch=0158 complete, best val top1-acc=72.67%, top5-acc=91.72% (epoch=158), remaining_time=0:28:06.079290, arrival_time=2021-04-15 03:49:39.768906, cost_time=1:45:42.869725 2021-04-15 03:21:33,691 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 03:21:35,730 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.46ms, fps=1256 images/s, loss=0.0226, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:37.912566, arrival_time=2021-04-15 03:22:13.642896, cost_time=0:00:02.038312 2021-04-15 03:21:37,568 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.0217, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:34.116192, arrival_time=2021-04-15 03:22:11.685029, cost_time=0:00:03.876833 2021-04-15 03:21:39,404 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.0211, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:31.607064, arrival_time=2021-04-15 03:22:11.011259, cost_time=0:00:05.712107 2021-04-15 03:21:41,239 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0215, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:29.434860, arrival_time=2021-04-15 03:22:10.674265, cost_time=0:00:07.547400 2021-04-15 03:21:43,081 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.79ms, fps=1390 images/s, loss=0.0212, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:27.418070, arrival_time=2021-04-15 03:22:10.499821, cost_time=0:00:09.389745 2021-04-15 03:21:44,948 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.81ms, fps=1372 images/s, loss=0.0213, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.514416, arrival_time=2021-04-15 03:22:10.462902, cost_time=0:00:11.256376 2021-04-15 03:21:46,787 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.0214, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.572206, arrival_time=2021-04-15 03:22:10.359940, cost_time=0:00:13.095670 2021-04-15 03:21:48,626 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.0217, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:21.654300, arrival_time=2021-04-15 03:22:10.280272, cost_time=0:00:14.933969 2021-04-15 03:21:50,457 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.41ms, fps=1398 images/s, loss=0.0212, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:19.746104, arrival_time=2021-04-15 03:22:10.203710, cost_time=0:00:16.765604 2021-04-15 03:21:52,302 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0213, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.866272, arrival_time=2021-04-15 03:22:10.169033, cost_time=0:00:18.610670 2021-04-15 03:21:54,134 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.41ms, fps=1398 images/s, loss=0.0215, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:15.982670, arrival_time=2021-04-15 03:22:10.117617, cost_time=0:00:20.442943 2021-04-15 03:21:55,968 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.0212, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.108336, arrival_time=2021-04-15 03:22:10.076680, cost_time=0:00:22.276330 2021-04-15 03:21:57,803 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=2.11ms, fps=1395 images/s, loss=0.0210, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.241152, arrival_time=2021-04-15 03:22:10.044635, cost_time=0:00:24.111387 2021-04-15 03:21:59,640 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.0211, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.379320, arrival_time=2021-04-15 03:22:10.019688, cost_time=0:00:25.948369 2021-04-15 03:22:01,491 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.0212, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.525180, arrival_time=2021-04-15 03:22:10.016667, cost_time=0:00:27.799472 2021-04-15 03:22:03,327 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0214, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.667992, arrival_time=2021-04-15 03:22:09.995639, cost_time=0:00:29.635571 2021-04-15 03:22:05,160 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.0215, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.812886, arrival_time=2021-04-15 03:22:09.973753, cost_time=0:00:31.468863 2021-04-15 03:22:06,994 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.0215, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.960208, arrival_time=2021-04-15 03:22:09.954546, cost_time=0:00:33.302336 2021-04-15 03:22:08,831 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.26ms, fps=1394 images/s, loss=0.0216, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.109670, arrival_time=2021-04-15 03:22:09.941278, cost_time=0:00:35.139518 2021-04-15 03:22:09,823 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.18ms, fps=1372 images/s, loss=0.0219, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:09.823485, cost_time=0:00:36.131501 2021-04-15 03:22:10,833 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.32ms, fps=2539 images/s, loss=1.1334, top1-acc=73.32%, top5-acc=91.52%, remaining_time=0:00:03.024630, arrival_time=2021-04-15 03:22:13.858079, cost_time=0:00:01.008206 2021-04-15 03:22:11,725 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.36ms, fps=2872 images/s, loss=1.1372, top1-acc=72.91%, top5-acc=91.50%, remaining_time=0:00:01.899780, arrival_time=2021-04-15 03:22:13.624796, cost_time=0:00:01.899780 2021-04-15 03:22:12,616 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.27ms, fps=2874 images/s, loss=1.1331, top1-acc=72.71%, top5-acc=91.86%, remaining_time=0:00:00.930250, arrival_time=2021-04-15 03:22:13.546272, cost_time=0:00:02.790757 2021-04-15 03:22:13,431 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.06ms, fps=2848 images/s, loss=1.1353, top1-acc=72.65%, top5-acc=91.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:13.431044, cost_time=0:00:03.605808 2021-04-15 03:22:13,622 INFO : Epoch=0159 complete, best val top1-acc=72.67%, top5-acc=91.72% (epoch=158), remaining_time=0:27:25.879851, arrival_time=2021-04-15 03:49:39.502012, cost_time=1:46:22.802332 2021-04-15 03:22:13,623 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 03:22:15,655 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.50ms, fps=1260 images/s, loss=0.0175, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.789248, arrival_time=2021-04-15 03:22:53.444557, cost_time=0:00:02.031675 2021-04-15 03:22:17,508 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.60ms, fps=1382 images/s, loss=0.0205, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:34.189584, arrival_time=2021-04-15 03:22:51.698278, cost_time=0:00:03.885171 2021-04-15 03:22:19,347 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.0204, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:31.670144, arrival_time=2021-04-15 03:22:51.017164, cost_time=0:00:05.723507 2021-04-15 03:22:21,183 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.0209, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:29.482908, arrival_time=2021-04-15 03:22:50.666251, cost_time=0:00:07.559729 2021-04-15 03:22:23,021 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.0207, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:27.441430, arrival_time=2021-04-15 03:22:50.462709, cost_time=0:00:09.397758 2021-04-15 03:22:24,854 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.0211, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.456616, arrival_time=2021-04-15 03:22:50.311006, cost_time=0:00:11.230833 2021-04-15 03:22:26,692 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.0210, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:23.523696, arrival_time=2021-04-15 03:22:50.216039, cost_time=0:00:13.068741 2021-04-15 03:22:28,526 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.62ms, fps=1396 images/s, loss=0.0210, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:21.609640, arrival_time=2021-04-15 03:22:50.136346, cost_time=0:00:14.903182 2021-04-15 03:22:30,369 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.35ms, fps=1390 images/s, loss=0.0208, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:19.722572, arrival_time=2021-04-15 03:22:50.091740, cost_time=0:00:16.745607 2021-04-15 03:22:32,212 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.26ms, fps=1389 images/s, loss=0.0208, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.845536, arrival_time=2021-04-15 03:22:50.058243, cost_time=0:00:18.589095 2021-04-15 03:22:34,072 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.80ms, fps=1377 images/s, loss=0.0208, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:15.987228, arrival_time=2021-04-15 03:22:50.059506, cost_time=0:00:20.448733 2021-04-15 03:22:35,920 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.69ms, fps=1386 images/s, loss=0.0207, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.121028, arrival_time=2021-04-15 03:22:50.041076, cost_time=0:00:22.296415 2021-04-15 03:22:37,757 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.0208, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.252702, arrival_time=2021-04-15 03:22:50.010414, cost_time=0:00:24.134100 2021-04-15 03:22:39,589 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.44ms, fps=1398 images/s, loss=0.0207, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.386208, arrival_time=2021-04-15 03:22:49.975247, cost_time=0:00:25.965516 2021-04-15 03:22:41,420 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.51ms, fps=1398 images/s, loss=0.0208, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.524352, arrival_time=2021-04-15 03:22:49.944699, cost_time=0:00:27.796826 2021-04-15 03:22:43,258 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.0208, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.667884, arrival_time=2021-04-15 03:22:49.926497, cost_time=0:00:29.635001 2021-04-15 03:22:45,095 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.0208, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.813328, arrival_time=2021-04-15 03:22:49.908628, cost_time=0:00:31.471780 2021-04-15 03:22:46,931 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.0210, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.960720, arrival_time=2021-04-15 03:22:49.892375, cost_time=0:00:33.308132 2021-04-15 03:22:48,768 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.24ms, fps=1394 images/s, loss=0.0210, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.109850, arrival_time=2021-04-15 03:22:49.878689, cost_time=0:00:35.145253 2021-04-15 03:22:49,758 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.34ms, fps=1374 images/s, loss=0.0211, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:49.758773, cost_time=0:00:36.135272 2021-04-15 03:22:50,761 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.49ms, fps=2556 images/s, loss=1.0971, top1-acc=73.48%, top5-acc=92.42%, remaining_time=0:00:03.004200, arrival_time=2021-04-15 03:22:53.766120, cost_time=0:00:01.001403 2021-04-15 03:22:51,652 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.34ms, fps=2877 images/s, loss=1.0797, top1-acc=73.48%, top5-acc=92.54%, remaining_time=0:00:01.891680, arrival_time=2021-04-15 03:22:53.543876, cost_time=0:00:01.891676 2021-04-15 03:22:52,540 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.28ms, fps=2882 images/s, loss=1.1111, top1-acc=73.23%, top5-acc=92.20%, remaining_time=0:00:00.926780, arrival_time=2021-04-15 03:22:53.467638, cost_time=0:00:02.780340 2021-04-15 03:22:53,358 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=2840 images/s, loss=1.1275, top1-acc=72.94%, top5-acc=92.03%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:53.358064, cost_time=0:00:03.597553 2021-04-15 03:22:53,698 INFO : Epoch=0160 complete, best val top1-acc=72.94%, top5-acc=92.03% (epoch=160), remaining_time=0:26:45.719560, arrival_time=2021-04-15 03:49:39.417598, cost_time=1:47:02.878202 2021-04-15 03:22:53,699 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 03:22:55,698 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.39ms, fps=1281 images/s, loss=0.0158, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.179354, arrival_time=2021-04-15 03:23:32.877783, cost_time=0:00:01.998887 2021-04-15 03:22:57,533 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0176, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.739728, arrival_time=2021-04-15 03:23:31.273243, cost_time=0:00:03.834058 2021-04-15 03:22:59,374 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.89ms, fps=1391 images/s, loss=0.0180, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:31.398900, arrival_time=2021-04-15 03:23:30.773164, cost_time=0:00:05.674489 2021-04-15 03:23:01,228 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0182, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.360916, arrival_time=2021-04-15 03:23:30.588936, cost_time=0:00:07.528438 2021-04-15 03:23:03,066 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.0182, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:27.350618, arrival_time=2021-04-15 03:23:30.416735, cost_time=0:00:09.366659 2021-04-15 03:23:04,904 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.0182, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.396912, arrival_time=2021-04-15 03:23:30.300922, cost_time=0:00:11.204538 2021-04-15 03:23:06,738 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.0181, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:23.469516, arrival_time=2021-04-15 03:23:30.207665, cost_time=0:00:13.038604 2021-04-15 03:23:08,575 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.38ms, fps=1398 images/s, loss=0.0182, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.570084, arrival_time=2021-04-15 03:23:30.145445, cost_time=0:00:14.875891 2021-04-15 03:23:10,409 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.60ms, fps=1396 images/s, loss=0.0185, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:19.680596, arrival_time=2021-04-15 03:23:30.089975, cost_time=0:00:16.709909 2021-04-15 03:23:12,248 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.66ms, fps=1392 images/s, loss=0.0187, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.806944, arrival_time=2021-04-15 03:23:30.055373, cost_time=0:00:18.548879 2021-04-15 03:23:14,099 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.98ms, fps=1384 images/s, loss=0.0187, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.948958, arrival_time=2021-04-15 03:23:30.048258, cost_time=0:00:20.399821 2021-04-15 03:23:15,947 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0189, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.090628, arrival_time=2021-04-15 03:23:30.038442, cost_time=0:00:22.248311 2021-04-15 03:23:17,790 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.0187, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.230526, arrival_time=2021-04-15 03:23:30.020547, cost_time=0:00:24.090475 2021-04-15 03:23:19,625 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0188, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.370584, arrival_time=2021-04-15 03:23:29.996459, cost_time=0:00:25.926408 2021-04-15 03:23:21,462 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=3.90ms, fps=1394 images/s, loss=0.0189, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.514048, arrival_time=2021-04-15 03:23:29.976728, cost_time=0:00:27.763223 2021-04-15 03:23:23,298 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.55ms, fps=1395 images/s, loss=0.0189, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.659748, arrival_time=2021-04-15 03:23:29.958136, cost_time=0:00:29.598839 2021-04-15 03:23:25,133 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0189, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.807530, arrival_time=2021-04-15 03:23:29.940833, cost_time=0:00:31.433846 2021-04-15 03:23:26,965 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.42ms, fps=1397 images/s, loss=0.0190, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.957024, arrival_time=2021-04-15 03:23:29.922975, cost_time=0:00:33.266487 2021-04-15 03:23:28,807 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.27ms, fps=1390 images/s, loss=0.0190, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.108680, arrival_time=2021-04-15 03:23:29.916385, cost_time=0:00:35.108163 2021-04-15 03:23:29,801 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.21ms, fps=1371 images/s, loss=0.0191, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:23:29.800917, cost_time=0:00:36.101289 2021-04-15 03:23:30,807 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.34ms, fps=2550 images/s, loss=1.0965, top1-acc=73.16%, top5-acc=92.07%, remaining_time=0:00:03.011160, arrival_time=2021-04-15 03:23:33.818187, cost_time=0:00:01.003722 2021-04-15 03:23:31,699 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.37ms, fps=2869 images/s, loss=1.1009, top1-acc=73.34%, top5-acc=92.30%, remaining_time=0:00:01.896520, arrival_time=2021-04-15 03:23:33.596340, cost_time=0:00:01.896518 2021-04-15 03:23:32,593 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.35ms, fps=2866 images/s, loss=1.1098, top1-acc=72.84%, top5-acc=92.57%, remaining_time=0:00:00.930040, arrival_time=2021-04-15 03:23:33.523445, cost_time=0:00:02.790118 2021-04-15 03:23:33,410 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.11ms, fps=2840 images/s, loss=1.1340, top1-acc=72.93%, top5-acc=92.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:23:33.410561, cost_time=0:00:03.607207 2021-04-15 03:23:33,593 INFO : Epoch=0161 complete, best val top1-acc=72.94%, top5-acc=92.03% (epoch=160), remaining_time=0:26:05.516550, arrival_time=2021-04-15 03:49:39.109865, cost_time=1:47:42.773480 2021-04-15 03:23:33,594 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 03:23:35,601 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.34ms, fps=1276 images/s, loss=0.0182, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.310856, arrival_time=2021-04-15 03:24:12.911950, cost_time=0:00:02.005955 2021-04-15 03:23:37,445 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.56ms, fps=1389 images/s, loss=0.0189, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:33.880000, arrival_time=2021-04-15 03:24:11.325157, cost_time=0:00:03.850007 2021-04-15 03:23:39,279 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0183, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:31.455340, arrival_time=2021-04-15 03:24:10.735175, cost_time=0:00:05.684700 2021-04-15 03:23:41,114 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0178, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:29.325192, arrival_time=2021-04-15 03:24:10.439730, cost_time=0:00:07.519271 2021-04-15 03:23:42,951 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.56ms, fps=1394 images/s, loss=0.0185, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:27.320542, arrival_time=2021-04-15 03:24:10.271961, cost_time=0:00:09.356352 2021-04-15 03:23:44,785 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0183, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.364680, arrival_time=2021-04-15 03:24:10.150126, cost_time=0:00:11.190306 2021-04-15 03:23:46,630 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.36ms, fps=1388 images/s, loss=0.0184, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.462964, arrival_time=2021-04-15 03:24:10.093047, cost_time=0:00:13.034997 2021-04-15 03:23:48,464 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.0181, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.560688, arrival_time=2021-04-15 03:24:10.025210, cost_time=0:00:14.869426 2021-04-15 03:23:50,296 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.50ms, fps=1398 images/s, loss=0.0181, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.670844, arrival_time=2021-04-15 03:24:09.967548, cost_time=0:00:16.701646 2021-04-15 03:23:52,129 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.0184, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.792832, arrival_time=2021-04-15 03:24:09.922142, cost_time=0:00:18.534164 2021-04-15 03:23:53,963 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.53ms, fps=1396 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.924362, arrival_time=2021-04-15 03:24:09.887752, cost_time=0:00:20.368318 2021-04-15 03:23:55,802 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.87ms, fps=1392 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.064864, arrival_time=2021-04-15 03:24:09.867547, cost_time=0:00:22.207624 2021-04-15 03:23:57,650 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.35ms, fps=1386 images/s, loss=0.0184, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.212574, arrival_time=2021-04-15 03:24:09.862858, cost_time=0:00:24.055087 2021-04-15 03:23:59,488 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.44ms, fps=1394 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.357088, arrival_time=2021-04-15 03:24:09.845075, cost_time=0:00:25.892786 2021-04-15 03:24:01,326 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.32ms, fps=1393 images/s, loss=0.0185, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.504204, arrival_time=2021-04-15 03:24:09.830383, cost_time=0:00:27.731107 2021-04-15 03:24:03,163 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.69ms, fps=1394 images/s, loss=0.0184, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.652728, arrival_time=2021-04-15 03:24:09.815624, cost_time=0:00:29.567758 2021-04-15 03:24:05,020 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.61ms, fps=1379 images/s, loss=0.0185, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.806178, arrival_time=2021-04-15 03:24:09.826267, cost_time=0:00:31.425012 2021-04-15 03:24:06,865 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.0185, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.957264, arrival_time=2021-04-15 03:24:09.821961, cost_time=0:00:33.269173 2021-04-15 03:24:08,709 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.19ms, fps=1388 images/s, loss=0.0184, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.108884, arrival_time=2021-04-15 03:24:09.818585, cost_time=0:00:35.114633 2021-04-15 03:24:09,702 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.22ms, fps=1371 images/s, loss=0.0187, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:09.702295, cost_time=0:00:36.107079 2021-04-15 03:24:10,701 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.38ms, fps=2567 images/s, loss=1.0730, top1-acc=73.44%, top5-acc=92.19%, remaining_time=0:00:02.991360, arrival_time=2021-04-15 03:24:13.693114, cost_time=0:00:00.997122 2021-04-15 03:24:11,591 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=2.34ms, fps=2880 images/s, loss=1.0935, top1-acc=73.59%, top5-acc=91.78%, remaining_time=0:00:01.886420, arrival_time=2021-04-15 03:24:13.477527, cost_time=0:00:01.886411 2021-04-15 03:24:12,480 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.26ms, fps=2880 images/s, loss=1.0901, top1-acc=73.45%, top5-acc=91.95%, remaining_time=0:00:00.925260, arrival_time=2021-04-15 03:24:13.405659, cost_time=0:00:02.775775 2021-04-15 03:24:13,301 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=2827 images/s, loss=1.1030, top1-acc=72.96%, top5-acc=91.86%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:13.301491, cost_time=0:00:03.596889 2021-04-15 03:24:13,652 INFO : Epoch=0162 complete, best val top1-acc=72.96%, top5-acc=91.86% (epoch=162), remaining_time=0:25:25.355758, arrival_time=2021-04-15 03:49:39.008141, cost_time=1:48:22.832512 2021-04-15 03:24:13,654 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 03:24:15,664 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.57ms, fps=1274 images/s, loss=0.0173, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.372422, arrival_time=2021-04-15 03:24:53.036490, cost_time=0:00:02.009272 2021-04-15 03:24:17,501 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.0178, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.856416, arrival_time=2021-04-15 03:24:51.357989, cost_time=0:00:03.847321 2021-04-15 03:24:19,339 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.0178, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:31.458494, arrival_time=2021-04-15 03:24:50.798012, cost_time=0:00:05.685264 2021-04-15 03:24:21,178 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.46ms, fps=1392 images/s, loss=0.0176, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.344068, arrival_time=2021-04-15 03:24:50.522623, cost_time=0:00:07.524122 2021-04-15 03:24:23,035 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.39ms, fps=1379 images/s, loss=0.0178, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:27.393834, arrival_time=2021-04-15 03:24:50.429538, cost_time=0:00:09.381453 2021-04-15 03:24:24,869 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0176, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:25.422072, arrival_time=2021-04-15 03:24:50.291956, cost_time=0:00:11.215636 2021-04-15 03:24:26,705 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.30ms, fps=1395 images/s, loss=0.0175, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.491818, arrival_time=2021-04-15 03:24:50.197110, cost_time=0:00:13.051032 2021-04-15 03:24:28,540 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0176, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.585048, arrival_time=2021-04-15 03:24:50.125645, cost_time=0:00:14.886276 2021-04-15 03:24:30,382 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.0175, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.701796, arrival_time=2021-04-15 03:24:50.084030, cost_time=0:00:16.727945 2021-04-15 03:24:32,250 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.58ms, fps=1371 images/s, loss=0.0176, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.851968, arrival_time=2021-04-15 03:24:50.102046, cost_time=0:00:18.595796 2021-04-15 03:24:34,092 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.0174, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.978972, arrival_time=2021-04-15 03:24:50.071516, cost_time=0:00:20.438220 2021-04-15 03:24:35,930 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.0174, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.108032, arrival_time=2021-04-15 03:24:50.038177, cost_time=0:00:22.275894 2021-04-15 03:24:37,764 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0176, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.240294, arrival_time=2021-04-15 03:24:50.004312, cost_time=0:00:24.109717 2021-04-15 03:24:39,600 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.0175, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.378536, arrival_time=2021-04-15 03:24:49.979148, cost_time=0:00:25.946274 2021-04-15 03:24:41,456 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=0.0176, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.525870, arrival_time=2021-04-15 03:24:49.981987, cost_time=0:00:27.801722 2021-04-15 03:24:43,296 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=2.02ms, fps=1392 images/s, loss=0.0177, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.669396, arrival_time=2021-04-15 03:24:49.965465, cost_time=0:00:29.641701 2021-04-15 03:24:45,156 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.54ms, fps=1376 images/s, loss=0.0176, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.818034, arrival_time=2021-04-15 03:24:49.974887, cost_time=0:00:31.502536 2021-04-15 03:24:46,996 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.56ms, fps=1392 images/s, loss=0.0177, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.963760, arrival_time=2021-04-15 03:24:49.960388, cost_time=0:00:33.342216 2021-04-15 03:24:48,836 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.47ms, fps=1392 images/s, loss=0.0177, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.110996, arrival_time=2021-04-15 03:24:49.946882, cost_time=0:00:35.181524 2021-04-15 03:24:49,828 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.19ms, fps=1371 images/s, loss=0.0181, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:49.828788, cost_time=0:00:36.174543 2021-04-15 03:24:50,834 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.22ms, fps=2552 images/s, loss=1.0712, top1-acc=74.02%, top5-acc=92.58%, remaining_time=0:00:03.009510, arrival_time=2021-04-15 03:24:53.843431, cost_time=0:00:01.003172 2021-04-15 03:24:51,725 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.44ms, fps=2872 images/s, loss=1.1406, top1-acc=73.07%, top5-acc=91.72%, remaining_time=0:00:01.894980, arrival_time=2021-04-15 03:24:53.620629, cost_time=0:00:01.894979 2021-04-15 03:24:52,615 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.16ms, fps=2877 images/s, loss=1.1204, top1-acc=73.36%, top5-acc=91.94%, remaining_time=0:00:00.928340, arrival_time=2021-04-15 03:24:53.544042, cost_time=0:00:02.785025 2021-04-15 03:24:53,430 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.06ms, fps=2848 images/s, loss=1.0982, top1-acc=73.56%, top5-acc=91.99%, remaining_time=0:00:00, arrival_time=2021-04-15 03:24:53.430537, cost_time=0:00:03.599891 2021-04-15 03:24:53,760 INFO : Epoch=0163 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:24:45.207454, arrival_time=2021-04-15 03:49:38.968231, cost_time=1:49:02.940931 2021-04-15 03:24:53,762 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 03:24:55,800 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.59ms, fps=1256 images/s, loss=0.0230, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.915542, arrival_time=2021-04-15 03:25:33.716347, cost_time=0:00:02.038471 2021-04-15 03:24:57,654 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.73ms, fps=1382 images/s, loss=0.0245, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:34.251184, arrival_time=2021-04-15 03:25:31.905776, cost_time=0:00:03.892180 2021-04-15 03:24:59,501 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.63ms, fps=1386 images/s, loss=0.0234, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:31.759286, arrival_time=2021-04-15 03:25:31.261146, cost_time=0:00:05.739630 2021-04-15 03:25:01,351 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.98ms, fps=1384 images/s, loss=0.0231, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:29.598504, arrival_time=2021-04-15 03:25:30.950185, cost_time=0:00:07.589377 2021-04-15 03:25:03,185 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0224, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:27.516328, arrival_time=2021-04-15 03:25:30.701960, cost_time=0:00:09.423400 2021-04-15 03:25:05,022 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.0218, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:25.524208, arrival_time=2021-04-15 03:25:30.547124, cost_time=0:00:11.260692 2021-04-15 03:25:06,857 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.79ms, fps=1396 images/s, loss=0.0215, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:23.571828, arrival_time=2021-04-15 03:25:30.429472, cost_time=0:00:13.095427 2021-04-15 03:25:08,709 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.82ms, fps=1383 images/s, loss=0.0213, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.672860, arrival_time=2021-04-15 03:25:30.382013, cost_time=0:00:14.946811 2021-04-15 03:25:10,546 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.30ms, fps=1394 images/s, loss=0.0214, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.768046, arrival_time=2021-04-15 03:25:30.314504, cost_time=0:00:16.784166 2021-04-15 03:25:12,380 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0214, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.873568, arrival_time=2021-04-15 03:25:30.254274, cost_time=0:00:18.618263 2021-04-15 03:25:14,216 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0210, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.991700, arrival_time=2021-04-15 03:25:30.208454, cost_time=0:00:20.454504 2021-04-15 03:25:16,066 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.32ms, fps=1384 images/s, loss=0.0210, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.126044, arrival_time=2021-04-15 03:25:30.192622, cost_time=0:00:22.304263 2021-04-15 03:25:17,902 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.0208, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.255540, arrival_time=2021-04-15 03:25:30.157508, cost_time=0:00:24.139662 2021-04-15 03:25:19,735 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.0205, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.389288, arrival_time=2021-04-15 03:25:30.124671, cost_time=0:00:25.973159 2021-04-15 03:25:21,570 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0204, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.527756, arrival_time=2021-04-15 03:25:30.097963, cost_time=0:00:27.807870 2021-04-15 03:25:23,407 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.29ms, fps=1394 images/s, loss=0.0203, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.670224, arrival_time=2021-04-15 03:25:30.077875, cost_time=0:00:29.645430 2021-04-15 03:25:25,247 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.0204, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.815382, arrival_time=2021-04-15 03:25:30.063019, cost_time=0:00:31.485226 2021-04-15 03:25:27,083 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.50ms, fps=1395 images/s, loss=0.0203, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.961920, arrival_time=2021-04-15 03:25:30.045674, cost_time=0:00:33.321527 2021-04-15 03:25:28,919 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.20ms, fps=1395 images/s, loss=0.0203, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.110234, arrival_time=2021-04-15 03:25:30.029813, cost_time=0:00:35.157377 2021-04-15 03:25:29,910 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.29ms, fps=1372 images/s, loss=0.0204, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:29.910909, cost_time=0:00:36.148696 2021-04-15 03:25:30,964 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.24ms, fps=2434 images/s, loss=1.1264, top1-acc=72.27%, top5-acc=91.95%, remaining_time=0:00:03.155190, arrival_time=2021-04-15 03:25:34.119816, cost_time=0:00:01.051731 2021-04-15 03:25:31,859 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.62ms, fps=2863 images/s, loss=1.1281, top1-acc=72.68%, top5-acc=91.76%, remaining_time=0:00:01.946320, arrival_time=2021-04-15 03:25:33.805462, cost_time=0:00:01.946321 2021-04-15 03:25:32,765 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.46ms, fps=2827 images/s, loss=1.1066, top1-acc=73.07%, top5-acc=91.99%, remaining_time=0:00:00.950750, arrival_time=2021-04-15 03:25:33.715828, cost_time=0:00:02.852241 2021-04-15 03:25:33,592 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.09ms, fps=2806 images/s, loss=1.1318, top1-acc=72.79%, top5-acc=92.03%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:33.592534, cost_time=0:00:03.679652 2021-04-15 03:25:33,768 INFO : Epoch=0164 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:24:05.037480, arrival_time=2021-04-15 03:49:38.805867, cost_time=1:49:42.948547 2021-04-15 03:25:33,769 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 03:25:35,811 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.85ms, fps=1254 images/s, loss=0.0172, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.977666, arrival_time=2021-04-15 03:26:13.789311, cost_time=0:00:02.041812 2021-04-15 03:25:37,667 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.67ms, fps=1380 images/s, loss=0.0161, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.297824, arrival_time=2021-04-15 03:26:11.965182, cost_time=0:00:03.897487 2021-04-15 03:25:39,508 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.0160, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.750156, arrival_time=2021-04-15 03:26:11.258063, cost_time=0:00:05.737978 2021-04-15 03:25:41,348 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.0164, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.554668, arrival_time=2021-04-15 03:26:10.902640, cost_time=0:00:07.578104 2021-04-15 03:25:43,179 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.39ms, fps=1398 images/s, loss=0.0166, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.476324, arrival_time=2021-04-15 03:26:10.655876, cost_time=0:00:09.409709 2021-04-15 03:25:45,026 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=0.0170, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.513736, arrival_time=2021-04-15 03:26:10.539716, cost_time=0:00:11.256061 2021-04-15 03:25:46,861 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0170, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.564142, arrival_time=2021-04-15 03:26:10.425235, cost_time=0:00:13.091169 2021-04-15 03:25:48,703 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.0174, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.654068, arrival_time=2021-04-15 03:26:10.357838, cost_time=0:00:14.933849 2021-04-15 03:25:50,545 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.0175, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.757340, arrival_time=2021-04-15 03:26:10.302355, cost_time=0:00:16.775087 2021-04-15 03:25:52,386 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.47ms, fps=1390 images/s, loss=0.0175, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.872128, arrival_time=2021-04-15 03:26:10.258855, cost_time=0:00:18.616791 2021-04-15 03:25:54,222 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0175, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.990496, arrival_time=2021-04-15 03:26:10.213332, cost_time=0:00:20.452993 2021-04-15 03:25:56,058 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0175, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.115784, arrival_time=2021-04-15 03:26:10.173823, cost_time=0:00:22.288131 2021-04-15 03:25:57,891 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0175, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.246498, arrival_time=2021-04-15 03:26:10.138227, cost_time=0:00:24.121886 2021-04-15 03:25:59,730 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.0176, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.384304, arrival_time=2021-04-15 03:26:10.114932, cost_time=0:00:25.960776 2021-04-15 03:26:01,567 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.0177, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.524444, arrival_time=2021-04-15 03:26:10.091426, cost_time=0:00:27.797062 2021-04-15 03:26:03,412 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.78ms, fps=1388 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.669504, arrival_time=2021-04-15 03:26:10.081633, cost_time=0:00:29.642290 2021-04-15 03:26:05,244 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0179, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.813822, arrival_time=2021-04-15 03:26:10.058733, cost_time=0:00:31.475054 2021-04-15 03:26:07,102 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.962912, arrival_time=2021-04-15 03:26:10.065629, cost_time=0:00:33.332754 2021-04-15 03:26:08,964 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.18ms, fps=1375 images/s, loss=0.0180, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.111416, arrival_time=2021-04-15 03:26:10.076074, cost_time=0:00:35.194793 2021-04-15 03:26:09,966 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.20ms, fps=1359 images/s, loss=0.0184, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:09.966007, cost_time=0:00:36.196149 2021-04-15 03:26:10,967 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.20ms, fps=2562 images/s, loss=1.1324, top1-acc=72.42%, top5-acc=92.03%, remaining_time=0:00:02.998200, arrival_time=2021-04-15 03:26:13.965557, cost_time=0:00:00.999395 2021-04-15 03:26:11,861 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.88ms, fps=2866 images/s, loss=1.1188, top1-acc=73.03%, top5-acc=91.93%, remaining_time=0:00:01.892980, arrival_time=2021-04-15 03:26:13.753982, cost_time=0:00:01.892984 2021-04-15 03:26:12,753 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.44ms, fps=2869 images/s, loss=1.0989, top1-acc=73.37%, top5-acc=92.23%, remaining_time=0:00:00.928570, arrival_time=2021-04-15 03:26:13.682254, cost_time=0:00:02.785721 2021-04-15 03:26:13,568 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=2848 images/s, loss=1.1066, top1-acc=73.27%, top5-acc=92.16%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:13.568855, cost_time=0:00:03.600858 2021-04-15 03:26:13,744 INFO : Epoch=0165 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:23:24.862760, arrival_time=2021-04-15 03:49:38.606949, cost_time=1:50:22.924359 2021-04-15 03:26:13,745 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 03:26:15,738 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.52ms, fps=1285 images/s, loss=0.0173, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.058826, arrival_time=2021-04-15 03:26:52.796944, cost_time=0:00:01.992406 2021-04-15 03:26:17,584 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.0163, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.780384, arrival_time=2021-04-15 03:26:51.364824, cost_time=0:00:03.838685 2021-04-15 03:26:19,441 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.39ms, fps=1379 images/s, loss=0.0165, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.516926, arrival_time=2021-04-15 03:26:50.958466, cost_time=0:00:05.695817 2021-04-15 03:26:21,274 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.360448, arrival_time=2021-04-15 03:26:50.634401, cost_time=0:00:07.528307 2021-04-15 03:26:23,108 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.337916, arrival_time=2021-04-15 03:26:50.445978, cost_time=0:00:09.362312 2021-04-15 03:26:24,940 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.33ms, fps=1398 images/s, loss=0.0169, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:25.374880, arrival_time=2021-04-15 03:26:50.315321, cost_time=0:00:11.194803 2021-04-15 03:26:26,772 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0171, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:23.448726, arrival_time=2021-04-15 03:26:50.221496, cost_time=0:00:13.027062 2021-04-15 03:26:28,608 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.550712, arrival_time=2021-04-15 03:26:50.158924, cost_time=0:00:14.862538 2021-04-15 03:26:30,455 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.0166, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.680066, arrival_time=2021-04-15 03:26:50.135354, cost_time=0:00:16.709534 2021-04-15 03:26:32,297 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.0165, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.810016, arrival_time=2021-04-15 03:26:50.107824, cost_time=0:00:18.552085 2021-04-15 03:26:34,144 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.0164, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.947840, arrival_time=2021-04-15 03:26:50.091998, cost_time=0:00:20.398361 2021-04-15 03:26:35,985 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.29ms, fps=1391 images/s, loss=0.0166, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.085080, arrival_time=2021-04-15 03:26:50.070395, cost_time=0:00:22.239594 2021-04-15 03:26:37,824 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.34ms, fps=1392 images/s, loss=0.0167, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.224652, arrival_time=2021-04-15 03:26:50.049196, cost_time=0:00:24.078885 2021-04-15 03:26:39,658 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.0167, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.365040, arrival_time=2021-04-15 03:26:50.023377, cost_time=0:00:25.912619 2021-04-15 03:26:41,493 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0166, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.509264, arrival_time=2021-04-15 03:26:50.002479, cost_time=0:00:27.747569 2021-04-15 03:26:43,328 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.656112, arrival_time=2021-04-15 03:26:49.984535, cost_time=0:00:29.582792 2021-04-15 03:26:45,164 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.805242, arrival_time=2021-04-15 03:26:49.969900, cost_time=0:00:31.418928 2021-04-15 03:26:46,996 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.34ms, fps=1398 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.955648, arrival_time=2021-04-15 03:26:49.952373, cost_time=0:00:33.251092 2021-04-15 03:26:48,832 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.22ms, fps=1395 images/s, loss=0.0168, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.107990, arrival_time=2021-04-15 03:26:49.939939, cost_time=0:00:35.086318 2021-04-15 03:26:49,824 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.58ms, fps=1371 images/s, loss=0.0169, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:49.824736, cost_time=0:00:36.079052 2021-04-15 03:26:50,828 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.18ms, fps=2557 images/s, loss=1.0956, top1-acc=72.81%, top5-acc=92.58%, remaining_time=0:00:03.003990, arrival_time=2021-04-15 03:26:53.831967, cost_time=0:00:01.001330 2021-04-15 03:26:51,718 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.36ms, fps=2876 images/s, loss=1.1318, top1-acc=72.83%, top5-acc=91.80%, remaining_time=0:00:01.891680, arrival_time=2021-04-15 03:26:53.609991, cost_time=0:00:01.891670 2021-04-15 03:26:52,610 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.45ms, fps=2870 images/s, loss=1.1211, top1-acc=72.79%, top5-acc=91.82%, remaining_time=0:00:00.928010, arrival_time=2021-04-15 03:26:53.538663, cost_time=0:00:02.784016 2021-04-15 03:26:53,424 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.09ms, fps=2851 images/s, loss=1.1106, top1-acc=73.08%, top5-acc=92.16%, remaining_time=0:00:00, arrival_time=2021-04-15 03:26:53.424659, cost_time=0:00:03.598048 2021-04-15 03:26:53,620 INFO : Epoch=0166 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:22:44.670104, arrival_time=2021-04-15 03:49:38.290984, cost_time=1:51:02.801048 2021-04-15 03:26:53,622 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 03:26:55,639 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.56ms, fps=1269 images/s, loss=0.0155, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:37.516572, arrival_time=2021-04-15 03:27:33.155889, cost_time=0:00:02.017021 2021-04-15 03:26:57,487 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.50ms, fps=1386 images/s, loss=0.0154, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:34.013408, arrival_time=2021-04-15 03:27:31.500850, cost_time=0:00:03.865167 2021-04-15 03:26:59,345 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.58ms, fps=1378 images/s, loss=0.0154, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:31.666326, arrival_time=2021-04-15 03:27:31.011395, cost_time=0:00:05.722844 2021-04-15 03:27:01,200 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.58ms, fps=1380 images/s, loss=0.0153, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.556228, arrival_time=2021-04-15 03:27:30.757074, cost_time=0:00:07.578520 2021-04-15 03:27:03,050 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.0152, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.529760, arrival_time=2021-04-15 03:27:30.579975, cost_time=0:00:09.428002 2021-04-15 03:27:04,883 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.0152, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:25.525160, arrival_time=2021-04-15 03:27:30.408525, cost_time=0:00:11.261100 2021-04-15 03:27:06,722 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=2.06ms, fps=1393 images/s, loss=0.0150, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.579766, arrival_time=2021-04-15 03:27:30.301930, cost_time=0:00:13.099878 2021-04-15 03:27:08,572 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.81ms, fps=1384 images/s, loss=0.0152, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.677616, arrival_time=2021-04-15 03:27:30.249907, cost_time=0:00:14.950043 2021-04-15 03:27:10,427 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.0153, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.793274, arrival_time=2021-04-15 03:27:30.221143, cost_time=0:00:16.805628 2021-04-15 03:27:12,284 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.27ms, fps=1379 images/s, loss=0.0158, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.915712, arrival_time=2021-04-15 03:27:30.200216, cost_time=0:00:18.662243 2021-04-15 03:27:14,135 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.78ms, fps=1384 images/s, loss=0.0159, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.037022, arrival_time=2021-04-15 03:27:30.171922, cost_time=0:00:20.512517 2021-04-15 03:27:15,979 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.0159, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.159788, arrival_time=2021-04-15 03:27:30.139508, cost_time=0:00:22.357503 2021-04-15 03:27:17,815 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0159, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.282534, arrival_time=2021-04-15 03:27:30.097554, cost_time=0:00:24.192815 2021-04-15 03:27:19,655 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.45ms, fps=1392 images/s, loss=0.0159, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.413088, arrival_time=2021-04-15 03:27:30.068188, cost_time=0:00:26.032789 2021-04-15 03:27:21,491 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0159, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.546478, arrival_time=2021-04-15 03:27:30.037576, cost_time=0:00:27.868888 2021-04-15 03:27:23,331 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.0161, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.684480, arrival_time=2021-04-15 03:27:30.015519, cost_time=0:00:29.708832 2021-04-15 03:27:25,173 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.40ms, fps=1389 images/s, loss=0.0162, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.825522, arrival_time=2021-04-15 03:27:29.999393, cost_time=0:00:31.551573 2021-04-15 03:27:27,007 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0162, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.967600, arrival_time=2021-04-15 03:27:29.975364, cost_time=0:00:33.385568 2021-04-15 03:27:28,863 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.71ms, fps=1380 images/s, loss=0.0162, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.112886, arrival_time=2021-04-15 03:27:29.976419, cost_time=0:00:35.241325 2021-04-15 03:27:29,869 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.30ms, fps=1352 images/s, loss=0.0163, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:29.869529, cost_time=0:00:36.247294 2021-04-15 03:27:30,917 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.39ms, fps=2449 images/s, loss=1.1039, top1-acc=74.02%, top5-acc=92.46%, remaining_time=0:00:03.135840, arrival_time=2021-04-15 03:27:34.052997, cost_time=0:00:01.045275 2021-04-15 03:27:31,809 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.26ms, fps=2871 images/s, loss=1.1064, top1-acc=73.12%, top5-acc=92.05%, remaining_time=0:00:01.937380, arrival_time=2021-04-15 03:27:33.746623, cost_time=0:00:01.937381 2021-04-15 03:27:32,717 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.66ms, fps=2821 images/s, loss=1.1004, top1-acc=73.29%, top5-acc=91.77%, remaining_time=0:00:00.948450, arrival_time=2021-04-15 03:27:33.665680, cost_time=0:00:02.845344 2021-04-15 03:27:33,534 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.06ms, fps=2841 images/s, loss=1.1070, top1-acc=73.24%, top5-acc=91.85%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:33.534290, cost_time=0:00:03.662447 2021-04-15 03:27:33,736 INFO : Epoch=0167 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:22:04.528425, arrival_time=2021-04-15 03:49:38.264845, cost_time=1:51:42.916575 2021-04-15 03:27:33,737 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 03:27:35,783 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.47ms, fps=1251 images/s, loss=0.0165, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:38.049834, arrival_time=2021-04-15 03:28:13.833555, cost_time=0:00:02.045687 2021-04-15 03:27:37,619 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0147, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:34.158960, arrival_time=2021-04-15 03:28:11.778699, cost_time=0:00:03.881701 2021-04-15 03:27:39,460 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0145, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.664334, arrival_time=2021-04-15 03:28:11.124911, cost_time=0:00:05.722457 2021-04-15 03:27:41,309 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.84ms, fps=1385 images/s, loss=0.0148, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.529552, arrival_time=2021-04-15 03:28:10.839287, cost_time=0:00:07.571700 2021-04-15 03:27:43,145 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.0148, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.469170, arrival_time=2021-04-15 03:28:10.614473, cost_time=0:00:09.407268 2021-04-15 03:27:44,981 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0147, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.484768, arrival_time=2021-04-15 03:28:10.466208, cost_time=0:00:11.243269 2021-04-15 03:27:46,815 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.50ms, fps=1396 images/s, loss=0.0146, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.538816, arrival_time=2021-04-15 03:28:10.353999, cost_time=0:00:13.077152 2021-04-15 03:27:48,651 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.45ms, fps=1394 images/s, loss=0.0149, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.624720, arrival_time=2021-04-15 03:28:10.276372, cost_time=0:00:14.913618 2021-04-15 03:27:50,488 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.0149, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.727660, arrival_time=2021-04-15 03:28:10.215744, cost_time=0:00:16.749904 2021-04-15 03:27:52,326 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.0151, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.845152, arrival_time=2021-04-15 03:28:10.171987, cost_time=0:00:18.588696 2021-04-15 03:27:54,164 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=2.07ms, fps=1394 images/s, loss=0.0152, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.969598, arrival_time=2021-04-15 03:28:10.133928, cost_time=0:00:20.426211 2021-04-15 03:27:55,999 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.0154, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.098760, arrival_time=2021-04-15 03:28:10.098024, cost_time=0:00:22.261218 2021-04-15 03:27:57,836 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.0154, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.234684, arrival_time=2021-04-15 03:28:10.071509, cost_time=0:00:24.098587 2021-04-15 03:27:59,673 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.0155, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.374280, arrival_time=2021-04-15 03:28:10.048080, cost_time=0:00:25.935734 2021-04-15 03:28:01,514 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.56ms, fps=1391 images/s, loss=0.0154, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.518096, arrival_time=2021-04-15 03:28:10.032631, cost_time=0:00:27.776420 2021-04-15 03:28:03,350 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.0155, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.662844, arrival_time=2021-04-15 03:28:10.013500, cost_time=0:00:29.612623 2021-04-15 03:28:05,186 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.0156, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.809688, arrival_time=2021-04-15 03:28:09.995852, cost_time=0:00:31.447926 2021-04-15 03:28:07,024 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.0157, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.958800, arrival_time=2021-04-15 03:28:09.983414, cost_time=0:00:33.286558 2021-04-15 03:28:08,857 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.21ms, fps=1397 images/s, loss=0.0158, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.109046, arrival_time=2021-04-15 03:28:09.966885, cost_time=0:00:35.119802 2021-04-15 03:28:09,850 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.20ms, fps=1371 images/s, loss=0.0158, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:09.850210, cost_time=0:00:36.112204 2021-04-15 03:28:10,858 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.48ms, fps=2544 images/s, loss=1.1158, top1-acc=73.01%, top5-acc=92.46%, remaining_time=0:00:03.018300, arrival_time=2021-04-15 03:28:13.876364, cost_time=0:00:01.006103 2021-04-15 03:28:11,750 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.42ms, fps=2871 images/s, loss=1.1135, top1-acc=73.38%, top5-acc=92.42%, remaining_time=0:00:01.898280, arrival_time=2021-04-15 03:28:13.648584, cost_time=0:00:01.898278 2021-04-15 03:28:12,643 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.96ms, fps=2869 images/s, loss=1.0968, top1-acc=73.59%, top5-acc=92.37%, remaining_time=0:00:00.930340, arrival_time=2021-04-15 03:28:13.573393, cost_time=0:00:02.791031 2021-04-15 03:28:13,458 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=2848 images/s, loss=1.1342, top1-acc=73.37%, top5-acc=92.36%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:13.458110, cost_time=0:00:03.606188 2021-04-15 03:28:13,631 INFO : Epoch=0168 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:21:24.345152, arrival_time=2021-04-15 03:49:37.976979, cost_time=1:52:22.811996 2021-04-15 03:28:13,633 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 03:28:15,640 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.34ms, fps=1275 images/s, loss=0.0142, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.341360, arrival_time=2021-04-15 03:28:52.982275, cost_time=0:00:02.007601 2021-04-15 03:28:17,475 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0149, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.809072, arrival_time=2021-04-15 03:28:51.284338, cost_time=0:00:03.841944 2021-04-15 03:28:19,324 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.31ms, fps=1385 images/s, loss=0.0148, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:31.489868, arrival_time=2021-04-15 03:28:50.814218, cost_time=0:00:05.690955 2021-04-15 03:28:21,155 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.28ms, fps=1398 images/s, loss=0.0145, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.337828, arrival_time=2021-04-15 03:28:50.493678, cost_time=0:00:07.522532 2021-04-15 03:28:22,991 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.84ms, fps=1395 images/s, loss=0.0145, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.326382, arrival_time=2021-04-15 03:28:50.318057, cost_time=0:00:09.358360 2021-04-15 03:28:24,826 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0146, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.371480, arrival_time=2021-04-15 03:28:50.198145, cost_time=0:00:11.193282 2021-04-15 03:28:26,658 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.38ms, fps=1398 images/s, loss=0.0144, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.445828, arrival_time=2021-04-15 03:28:50.104628, cost_time=0:00:13.025490 2021-04-15 03:28:28,505 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.0144, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.564168, arrival_time=2021-04-15 03:28:50.069329, cost_time=0:00:14.871824 2021-04-15 03:28:30,350 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.90ms, fps=1388 images/s, loss=0.0143, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.688758, arrival_time=2021-04-15 03:28:50.038990, cost_time=0:00:16.716827 2021-04-15 03:28:32,188 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.0143, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.812800, arrival_time=2021-04-15 03:28:50.001136, cost_time=0:00:18.555023 2021-04-15 03:28:34,029 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.0144, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.945776, arrival_time=2021-04-15 03:28:49.974906, cost_time=0:00:20.395812 2021-04-15 03:28:35,865 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.56ms, fps=1395 images/s, loss=0.0144, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.080140, arrival_time=2021-04-15 03:28:49.945377, cost_time=0:00:22.231818 2021-04-15 03:28:37,718 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.48ms, fps=1382 images/s, loss=0.0145, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.227556, arrival_time=2021-04-15 03:28:49.945838, cost_time=0:00:24.084535 2021-04-15 03:28:39,577 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.0145, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.377640, arrival_time=2021-04-15 03:28:49.955142, cost_time=0:00:25.944063 2021-04-15 03:28:41,424 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0143, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.522558, arrival_time=2021-04-15 03:28:49.946907, cost_time=0:00:27.790931 2021-04-15 03:28:43,256 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.37ms, fps=1398 images/s, loss=0.0143, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.665112, arrival_time=2021-04-15 03:28:49.921241, cost_time=0:00:29.622799 2021-04-15 03:28:45,098 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=7.95ms, fps=1391 images/s, loss=0.0143, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.812184, arrival_time=2021-04-15 03:28:49.910345, cost_time=0:00:31.464241 2021-04-15 03:28:46,933 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.0143, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.960000, arrival_time=2021-04-15 03:28:49.893299, cost_time=0:00:33.299986 2021-04-15 03:28:48,774 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.0143, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.109700, arrival_time=2021-04-15 03:28:49.883828, cost_time=0:00:35.140580 2021-04-15 03:28:49,766 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.23ms, fps=1371 images/s, loss=0.0143, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:49.766559, cost_time=0:00:36.133248 2021-04-15 03:28:50,771 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.45ms, fps=2552 images/s, loss=1.0742, top1-acc=73.83%, top5-acc=92.50%, remaining_time=0:00:03.009480, arrival_time=2021-04-15 03:28:53.780920, cost_time=0:00:01.003163 2021-04-15 03:28:51,665 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.35ms, fps=2864 images/s, loss=1.0989, top1-acc=73.50%, top5-acc=92.42%, remaining_time=0:00:01.897500, arrival_time=2021-04-15 03:28:53.563331, cost_time=0:00:01.897493 2021-04-15 03:28:52,558 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.37ms, fps=2868 images/s, loss=1.1031, top1-acc=73.33%, top5-acc=92.37%, remaining_time=0:00:00.930210, arrival_time=2021-04-15 03:28:53.489109, cost_time=0:00:02.790627 2021-04-15 03:28:53,372 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.06ms, fps=2853 images/s, loss=1.0885, top1-acc=73.53%, top5-acc=92.23%, remaining_time=0:00:00, arrival_time=2021-04-15 03:28:53.372340, cost_time=0:00:03.604097 2021-04-15 03:28:53,559 INFO : Epoch=0169 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:20:44.171267, arrival_time=2021-04-15 03:49:37.731178, cost_time=1:53:02.740072 2021-04-15 03:28:53,561 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 03:28:55,613 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.79ms, fps=1248 images/s, loss=0.0141, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.159760, arrival_time=2021-04-15 03:29:33.772857, cost_time=0:00:02.051604 2021-04-15 03:28:57,449 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0145, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:34.211936, arrival_time=2021-04-15 03:29:31.661111, cost_time=0:00:03.887720 2021-04-15 03:28:59,283 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0142, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.662674, arrival_time=2021-04-15 03:29:30.946299, cost_time=0:00:05.722159 2021-04-15 03:29:01,123 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.41ms, fps=1392 images/s, loss=0.0140, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.490084, arrival_time=2021-04-15 03:29:30.613115, cost_time=0:00:07.561578 2021-04-15 03:29:02,960 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.0141, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.444058, arrival_time=2021-04-15 03:29:30.404129, cost_time=0:00:09.398668 2021-04-15 03:29:04,797 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.74ms, fps=1394 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.467224, arrival_time=2021-04-15 03:29:30.264284, cost_time=0:00:11.235546 2021-04-15 03:29:06,629 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.55ms, fps=1398 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.522436, arrival_time=2021-04-15 03:29:30.151842, cost_time=0:00:13.068038 2021-04-15 03:29:08,463 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0141, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.608596, arrival_time=2021-04-15 03:29:30.072461, cost_time=0:00:14.902494 2021-04-15 03:29:10,299 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.28ms, fps=1395 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.713562, arrival_time=2021-04-15 03:29:30.013029, cost_time=0:00:16.737950 2021-04-15 03:29:12,136 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.832096, arrival_time=2021-04-15 03:29:29.968534, cost_time=0:00:18.575069 2021-04-15 03:29:13,970 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.955924, arrival_time=2021-04-15 03:29:29.926076, cost_time=0:00:20.408782 2021-04-15 03:29:15,806 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.90ms, fps=1395 images/s, loss=0.0138, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.088348, arrival_time=2021-04-15 03:29:29.894597, cost_time=0:00:22.244785 2021-04-15 03:29:17,640 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.0143, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.224784, arrival_time=2021-04-15 03:29:29.865203, cost_time=0:00:24.079057 2021-04-15 03:29:19,473 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.0141, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.364928, arrival_time=2021-04-15 03:29:29.838624, cost_time=0:00:25.912331 2021-04-15 03:29:21,310 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.95ms, fps=1394 images/s, loss=0.0142, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.509678, arrival_time=2021-04-15 03:29:29.820006, cost_time=0:00:27.748883 2021-04-15 03:29:23,145 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.0142, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.656400, arrival_time=2021-04-15 03:29:29.801808, cost_time=0:00:29.584038 2021-04-15 03:29:24,978 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0144, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.805034, arrival_time=2021-04-15 03:29:29.783982, cost_time=0:00:31.417589 2021-04-15 03:29:26,815 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.0144, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.955888, arrival_time=2021-04-15 03:29:29.770962, cost_time=0:00:33.253694 2021-04-15 03:29:28,663 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.31ms, fps=1385 images/s, loss=0.0144, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.108494, arrival_time=2021-04-15 03:29:29.772312, cost_time=0:00:35.102351 2021-04-15 03:29:29,669 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.30ms, fps=1353 images/s, loss=0.0145, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:29.669340, cost_time=0:00:36.107980 2021-04-15 03:29:30,697 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.32ms, fps=2494 images/s, loss=1.0977, top1-acc=73.28%, top5-acc=92.15%, remaining_time=0:00:03.079620, arrival_time=2021-04-15 03:29:33.777507, cost_time=0:00:01.026539 2021-04-15 03:29:31,590 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.23ms, fps=2870 images/s, loss=1.1058, top1-acc=73.11%, top5-acc=92.11%, remaining_time=0:00:01.918740, arrival_time=2021-04-15 03:29:33.508816, cost_time=0:00:01.918735 2021-04-15 03:29:32,482 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.39ms, fps=2871 images/s, loss=1.1027, top1-acc=73.07%, top5-acc=92.36%, remaining_time=0:00:00.936950, arrival_time=2021-04-15 03:29:33.419159, cost_time=0:00:02.810859 2021-04-15 03:29:33,302 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=2831 images/s, loss=1.1143, top1-acc=73.20%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:33.301998, cost_time=0:00:03.630611 2021-04-15 03:29:33,497 INFO : Epoch=0170 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:20:04.001880, arrival_time=2021-04-15 03:49:37.498954, cost_time=1:53:42.677242 2021-04-15 03:29:33,498 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 03:29:35,493 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.36ms, fps=1283 images/s, loss=0.0139, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.102536, arrival_time=2021-04-15 03:30:12.595762, cost_time=0:00:01.994756 2021-04-15 03:29:37,338 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0138, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.792880, arrival_time=2021-04-15 03:30:11.131460, cost_time=0:00:03.840099 2021-04-15 03:29:39,176 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.81ms, fps=1394 images/s, loss=0.0141, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.415832, arrival_time=2021-04-15 03:30:10.591977, cost_time=0:00:05.677563 2021-04-15 03:29:41,012 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.0141, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.302884, arrival_time=2021-04-15 03:30:10.314939, cost_time=0:00:07.513573 2021-04-15 03:29:42,848 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.53ms, fps=1394 images/s, loss=0.0142, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.302438, arrival_time=2021-04-15 03:30:10.151049, cost_time=0:00:09.350140 2021-04-15 03:29:44,682 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.82ms, fps=1396 images/s, loss=0.0142, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.350128, arrival_time=2021-04-15 03:30:10.032598, cost_time=0:00:11.183902 2021-04-15 03:29:46,522 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.51ms, fps=1392 images/s, loss=0.0141, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.442930, arrival_time=2021-04-15 03:30:09.965259, cost_time=0:00:13.023835 2021-04-15 03:29:48,357 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0142, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.545028, arrival_time=2021-04-15 03:30:09.902171, cost_time=0:00:14.858669 2021-04-15 03:29:50,192 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.57ms, fps=1395 images/s, loss=0.0142, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.662258, arrival_time=2021-04-15 03:30:09.855126, cost_time=0:00:16.694392 2021-04-15 03:29:52,032 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.33ms, fps=1392 images/s, loss=0.0139, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.792160, arrival_time=2021-04-15 03:30:09.824218, cost_time=0:00:18.533516 2021-04-15 03:29:53,867 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.70ms, fps=1395 images/s, loss=0.0138, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.924534, arrival_time=2021-04-15 03:30:09.791640, cost_time=0:00:20.368589 2021-04-15 03:29:55,729 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.58ms, fps=1375 images/s, loss=0.0139, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.079456, arrival_time=2021-04-15 03:30:09.808730, cost_time=0:00:22.230780 2021-04-15 03:29:57,563 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.44ms, fps=1396 images/s, loss=0.0138, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.217392, arrival_time=2021-04-15 03:30:09.780465, cost_time=0:00:24.064512 2021-04-15 03:29:59,400 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.0139, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.360896, arrival_time=2021-04-15 03:30:09.761589, cost_time=0:00:25.902217 2021-04-15 03:30:01,244 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.88ms, fps=1389 images/s, loss=0.0141, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.508666, arrival_time=2021-04-15 03:30:09.752805, cost_time=0:00:27.745626 2021-04-15 03:30:03,103 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.36ms, fps=1377 images/s, loss=0.0141, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.661152, arrival_time=2021-04-15 03:30:09.764920, cost_time=0:00:29.605178 2021-04-15 03:30:04,957 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.0142, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.811404, arrival_time=2021-04-15 03:30:09.769049, cost_time=0:00:31.459166 2021-04-15 03:30:06,793 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.58ms, fps=1395 images/s, loss=0.0142, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.959568, arrival_time=2021-04-15 03:30:09.753154, cost_time=0:00:33.295107 2021-04-15 03:30:08,639 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.0142, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.109694, arrival_time=2021-04-15 03:30:09.748911, cost_time=0:00:35.140280 2021-04-15 03:30:09,650 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.76ms, fps=1347 images/s, loss=0.0142, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:09.650011, cost_time=0:00:36.151533 2021-04-15 03:30:10,652 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.21ms, fps=2558 images/s, loss=1.0879, top1-acc=73.44%, top5-acc=92.42%, remaining_time=0:00:03.002280, arrival_time=2021-04-15 03:30:13.654853, cost_time=0:00:01.000756 2021-04-15 03:30:11,542 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.48ms, fps=2877 images/s, loss=1.1096, top1-acc=73.09%, top5-acc=92.21%, remaining_time=0:00:01.890840, arrival_time=2021-04-15 03:30:13.433477, cost_time=0:00:01.890832 2021-04-15 03:30:12,450 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.18ms, fps=2823 images/s, loss=1.1065, top1-acc=73.09%, top5-acc=92.28%, remaining_time=0:00:00.932730, arrival_time=2021-04-15 03:30:13.382729, cost_time=0:00:02.798195 2021-04-15 03:30:13,267 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.17ms, fps=2839 images/s, loss=1.0995, top1-acc=72.90%, top5-acc=92.18%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:13.267643, cost_time=0:00:03.615759 2021-04-15 03:30:13,464 INFO : Epoch=0171 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:19:23.840267, arrival_time=2021-04-15 03:49:37.304485, cost_time=1:54:22.644381 2021-04-15 03:30:13,465 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 03:30:15,498 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.51ms, fps=1260 images/s, loss=0.0142, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.798176, arrival_time=2021-04-15 03:30:53.296099, cost_time=0:00:02.032165 2021-04-15 03:30:17,331 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.28ms, fps=1396 images/s, loss=0.0146, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:34.019744, arrival_time=2021-04-15 03:30:51.351320, cost_time=0:00:03.865870 2021-04-15 03:30:19,164 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=2.08ms, fps=1398 images/s, loss=0.0135, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.527550, arrival_time=2021-04-15 03:30:50.691439, cost_time=0:00:05.697764 2021-04-15 03:30:20,999 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0134, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.381508, arrival_time=2021-04-15 03:30:50.380937, cost_time=0:00:07.533730 2021-04-15 03:30:22,833 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.43ms, fps=1396 images/s, loss=0.0131, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.354560, arrival_time=2021-04-15 03:30:50.188281, cost_time=0:00:09.368023 2021-04-15 03:30:24,666 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0129, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.389160, arrival_time=2021-04-15 03:30:50.055977, cost_time=0:00:11.201125 2021-04-15 03:30:26,508 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.0131, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.476824, arrival_time=2021-04-15 03:30:49.985345, cost_time=0:00:13.042693 2021-04-15 03:30:28,347 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.0130, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.579132, arrival_time=2021-04-15 03:30:49.926962, cost_time=0:00:14.882126 2021-04-15 03:30:30,188 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.74ms, fps=1391 images/s, loss=0.0132, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.695542, arrival_time=2021-04-15 03:30:49.883887, cost_time=0:00:16.722602 2021-04-15 03:30:32,053 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.46ms, fps=1373 images/s, loss=0.0134, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.843808, arrival_time=2021-04-15 03:30:49.897038, cost_time=0:00:18.587312 2021-04-15 03:30:33,894 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.28ms, fps=1391 images/s, loss=0.0133, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.971490, arrival_time=2021-04-15 03:30:49.865799, cost_time=0:00:20.428605 2021-04-15 03:30:35,731 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.32ms, fps=1394 images/s, loss=0.0134, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.101572, arrival_time=2021-04-15 03:30:49.832916, cost_time=0:00:22.265643 2021-04-15 03:30:37,566 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.30ms, fps=1395 images/s, loss=0.0134, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.235938, arrival_time=2021-04-15 03:30:49.802777, cost_time=0:00:24.101059 2021-04-15 03:30:39,404 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.0134, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.375456, arrival_time=2021-04-15 03:30:49.779741, cost_time=0:00:25.938577 2021-04-15 03:30:41,238 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0134, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.516854, arrival_time=2021-04-15 03:30:49.754860, cost_time=0:00:27.772306 2021-04-15 03:30:43,076 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.0135, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.662484, arrival_time=2021-04-15 03:30:49.739296, cost_time=0:00:29.611002 2021-04-15 03:30:44,911 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0137, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.809402, arrival_time=2021-04-15 03:30:49.721177, cost_time=0:00:31.446081 2021-04-15 03:30:46,744 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.0136, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.958144, arrival_time=2021-04-15 03:30:49.702910, cost_time=0:00:33.279069 2021-04-15 03:30:48,580 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.13ms, fps=1395 images/s, loss=0.0136, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.108878, arrival_time=2021-04-15 03:30:49.689195, cost_time=0:00:35.114538 2021-04-15 03:30:49,571 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.19ms, fps=1373 images/s, loss=0.0137, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:49.571606, cost_time=0:00:36.105913 2021-04-15 03:30:50,580 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.45ms, fps=2541 images/s, loss=1.1296, top1-acc=73.52%, top5-acc=92.15%, remaining_time=0:00:03.022800, arrival_time=2021-04-15 03:30:53.603738, cost_time=0:00:01.007597 2021-04-15 03:30:51,480 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.29ms, fps=2846 images/s, loss=1.0998, top1-acc=74.08%, top5-acc=92.09%, remaining_time=0:00:01.907500, arrival_time=2021-04-15 03:30:53.388298, cost_time=0:00:01.907493 2021-04-15 03:30:52,369 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.26ms, fps=2881 images/s, loss=1.1084, top1-acc=73.55%, top5-acc=92.14%, remaining_time=0:00:00.932170, arrival_time=2021-04-15 03:30:53.301989, cost_time=0:00:02.796522 2021-04-15 03:30:53,183 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=2852 images/s, loss=1.0973, top1-acc=73.47%, top5-acc=92.10%, remaining_time=0:00:00, arrival_time=2021-04-15 03:30:53.183715, cost_time=0:00:03.610437 2021-04-15 03:30:53,383 INFO : Epoch=0172 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:18:43.673068, arrival_time=2021-04-15 03:49:37.056116, cost_time=1:55:02.563207 2021-04-15 03:30:53,384 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 03:30:55,381 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.36ms, fps=1282 images/s, loss=0.0150, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.148478, arrival_time=2021-04-15 03:31:32.530120, cost_time=0:00:01.997232 2021-04-15 03:30:57,219 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.41ms, fps=1393 images/s, loss=0.0148, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.749760, arrival_time=2021-04-15 03:31:30.969285, cost_time=0:00:03.835195 2021-04-15 03:30:59,054 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.0147, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.374664, arrival_time=2021-04-15 03:31:30.429143, cost_time=0:00:05.670134 2021-04-15 03:31:00,886 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.29ms, fps=1397 images/s, loss=0.0142, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.259516, arrival_time=2021-04-15 03:31:30.146382, cost_time=0:00:07.502448 2021-04-15 03:31:02,735 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=2.11ms, fps=1385 images/s, loss=0.0138, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.305796, arrival_time=2021-04-15 03:31:30.041438, cost_time=0:00:09.351282 2021-04-15 03:31:04,585 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.0137, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.389024, arrival_time=2021-04-15 03:31:29.974455, cost_time=0:00:11.201067 2021-04-15 03:31:06,435 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.0137, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.491566, arrival_time=2021-04-15 03:31:29.926851, cost_time=0:00:13.050860 2021-04-15 03:31:08,267 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.30ms, fps=1398 images/s, loss=0.0139, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.580524, arrival_time=2021-04-15 03:31:29.847995, cost_time=0:00:14.883140 2021-04-15 03:31:10,101 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.0137, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.688440, arrival_time=2021-04-15 03:31:29.789395, cost_time=0:00:16.716624 2021-04-15 03:31:11,949 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.0139, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.822496, arrival_time=2021-04-15 03:31:29.772099, cost_time=0:00:18.565118 2021-04-15 03:31:13,788 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.30ms, fps=1392 images/s, loss=0.0139, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.952570, arrival_time=2021-04-15 03:31:29.741364, cost_time=0:00:20.404467 2021-04-15 03:31:15,621 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.58ms, fps=1397 images/s, loss=0.0138, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.083332, arrival_time=2021-04-15 03:31:29.704450, cost_time=0:00:22.236793 2021-04-15 03:31:17,460 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.0139, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.223266, arrival_time=2021-04-15 03:31:29.683775, cost_time=0:00:24.076079 2021-04-15 03:31:19,313 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0139, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.371648, arrival_time=2021-04-15 03:31:29.685057, cost_time=0:00:25.929059 2021-04-15 03:31:21,172 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.56ms, fps=1377 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.521822, arrival_time=2021-04-15 03:31:29.694729, cost_time=0:00:27.788542 2021-04-15 03:31:23,020 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=2.05ms, fps=1386 images/s, loss=0.0142, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.668172, arrival_time=2021-04-15 03:31:29.688927, cost_time=0:00:29.636344 2021-04-15 03:31:24,855 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.26ms, fps=1396 images/s, loss=0.0141, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.813146, arrival_time=2021-04-15 03:31:29.668101, cost_time=0:00:31.470616 2021-04-15 03:31:26,707 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.22ms, fps=1382 images/s, loss=0.0140, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.962064, arrival_time=2021-04-15 03:31:29.669708, cost_time=0:00:33.323280 2021-04-15 03:31:28,552 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.15ms, fps=1388 images/s, loss=0.0139, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.110564, arrival_time=2021-04-15 03:31:29.662929, cost_time=0:00:35.167868 2021-04-15 03:31:29,549 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.41ms, fps=1365 images/s, loss=0.0140, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:29.549005, cost_time=0:00:36.164664 2021-04-15 03:31:30,549 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.49ms, fps=2563 images/s, loss=1.1066, top1-acc=73.16%, top5-acc=92.62%, remaining_time=0:00:02.996820, arrival_time=2021-04-15 03:31:33.546646, cost_time=0:00:00.998941 2021-04-15 03:31:31,451 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.28ms, fps=2839 images/s, loss=1.1027, top1-acc=73.18%, top5-acc=91.82%, remaining_time=0:00:01.900940, arrival_time=2021-04-15 03:31:33.352751, cost_time=0:00:01.900941 2021-04-15 03:31:32,341 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.27ms, fps=2878 images/s, loss=1.0809, top1-acc=73.76%, top5-acc=91.95%, remaining_time=0:00:00.930280, arrival_time=2021-04-15 03:31:33.271974, cost_time=0:00:02.790839 2021-04-15 03:31:33,155 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.06ms, fps=2851 images/s, loss=1.0971, top1-acc=73.38%, top5-acc=92.01%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:33.155839, cost_time=0:00:03.604994 2021-04-15 03:31:33,331 INFO : Epoch=0173 complete, best val top1-acc=73.56%, top5-acc=91.99% (epoch=163), remaining_time=0:18:03.513375, arrival_time=2021-04-15 03:49:36.844778, cost_time=1:55:42.511562 2021-04-15 03:31:33,332 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 03:31:35,356 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.87ms, fps=1265 images/s, loss=0.0116, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.639704, arrival_time=2021-04-15 03:32:12.996277, cost_time=0:00:02.023638 2021-04-15 03:31:37,197 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.59ms, fps=1391 images/s, loss=0.0124, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:34.012528, arrival_time=2021-04-15 03:32:11.210433, cost_time=0:00:03.865060 2021-04-15 03:31:39,031 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.47ms, fps=1396 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.533858, arrival_time=2021-04-15 03:32:10.565625, cost_time=0:00:05.698881 2021-04-15 03:31:40,868 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.64ms, fps=1394 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.389776, arrival_time=2021-04-15 03:32:10.258558, cost_time=0:00:07.535849 2021-04-15 03:31:42,702 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0123, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.358940, arrival_time=2021-04-15 03:32:10.061298, cost_time=0:00:09.369510 2021-04-15 03:31:44,553 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.61ms, fps=1384 images/s, loss=0.0124, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.432136, arrival_time=2021-04-15 03:32:09.985099, cost_time=0:00:11.220041 2021-04-15 03:31:46,410 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.36ms, fps=1379 images/s, loss=0.0125, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.538816, arrival_time=2021-04-15 03:32:09.948823, cost_time=0:00:13.077087 2021-04-15 03:31:48,252 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.49ms, fps=1390 images/s, loss=0.0127, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.633420, arrival_time=2021-04-15 03:32:09.885906, cost_time=0:00:14.919631 2021-04-15 03:31:50,089 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.0128, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.735610, arrival_time=2021-04-15 03:32:09.825117, cost_time=0:00:16.756673 2021-04-15 03:31:51,927 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.36ms, fps=1393 images/s, loss=0.0128, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.850912, arrival_time=2021-04-15 03:32:09.778560, cost_time=0:00:18.594718 2021-04-15 03:31:53,760 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.43ms, fps=1397 images/s, loss=0.0129, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.970716, arrival_time=2021-04-15 03:32:09.731221, cost_time=0:00:20.427655 2021-04-15 03:31:55,592 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.45ms, fps=1398 images/s, loss=0.0130, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.097620, arrival_time=2021-04-15 03:32:09.689805, cost_time=0:00:22.259343 2021-04-15 03:31:57,427 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0131, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.232374, arrival_time=2021-04-15 03:32:09.659328, cost_time=0:00:24.094020 2021-04-15 03:31:59,260 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.0132, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.371144, arrival_time=2021-04-15 03:32:09.631827, cost_time=0:00:25.927844 2021-04-15 03:32:01,093 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.39ms, fps=1397 images/s, loss=0.0132, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.513220, arrival_time=2021-04-15 03:32:09.606566, cost_time=0:00:27.760498 2021-04-15 03:32:02,932 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=2.04ms, fps=1392 images/s, loss=0.0132, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.659964, arrival_time=2021-04-15 03:32:09.592718, cost_time=0:00:29.599824 2021-04-15 03:32:04,767 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.57ms, fps=1396 images/s, loss=0.0133, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.807582, arrival_time=2021-04-15 03:32:09.574618, cost_time=0:00:31.434189 2021-04-15 03:32:06,604 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.60ms, fps=1393 images/s, loss=0.0133, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.957504, arrival_time=2021-04-15 03:32:09.562360, cost_time=0:00:33.272010 2021-04-15 03:32:08,444 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.76ms, fps=1392 images/s, loss=0.0132, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.108782, arrival_time=2021-04-15 03:32:09.553177, cost_time=0:00:35.111486 2021-04-15 03:32:09,435 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.19ms, fps=1373 images/s, loss=0.0133, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:09.435416, cost_time=0:00:36.102601 2021-04-15 03:32:10,455 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.25ms, fps=2513 images/s, loss=1.0793, top1-acc=73.95%, top5-acc=92.77%, remaining_time=0:00:03.055710, arrival_time=2021-04-15 03:32:13.511418, cost_time=0:00:01.018570 2021-04-15 03:32:11,361 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.37ms, fps=2827 images/s, loss=1.0756, top1-acc=73.93%, top5-acc=92.64%, remaining_time=0:00:01.924520, arrival_time=2021-04-15 03:32:13.286171, cost_time=0:00:01.924519 2021-04-15 03:32:12,260 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.47ms, fps=2851 images/s, loss=1.0887, top1-acc=73.45%, top5-acc=92.40%, remaining_time=0:00:00.940980, arrival_time=2021-04-15 03:32:13.201034, cost_time=0:00:02.822943 2021-04-15 03:32:13,074 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.07ms, fps=2850 images/s, loss=1.0752, top1-acc=73.58%, top5-acc=92.29%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:13.074448, cost_time=0:00:03.637348 2021-04-15 03:32:13,431 INFO : Epoch=0174 complete, best val top1-acc=73.58%, top5-acc=92.29% (epoch=174), remaining_time=0:17:23.378778, arrival_time=2021-04-15 03:49:36.810389, cost_time=1:56:22.611765 2021-04-15 03:32:13,432 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 03:32:15,444 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.60ms, fps=1273 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.407762, arrival_time=2021-04-15 03:32:52.852046, cost_time=0:00:02.011174 2021-04-15 03:32:17,282 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.877536, arrival_time=2021-04-15 03:32:51.160233, cost_time=0:00:03.849715 2021-04-15 03:32:19,116 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.450028, arrival_time=2021-04-15 03:32:50.566815, cost_time=0:00:05.683748 2021-04-15 03:32:20,952 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.29ms, fps=1395 images/s, loss=0.0120, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.325504, arrival_time=2021-04-15 03:32:50.277919, cost_time=0:00:07.519374 2021-04-15 03:32:22,793 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.28ms, fps=1391 images/s, loss=0.0123, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.333098, arrival_time=2021-04-15 03:32:50.126738, cost_time=0:00:09.360670 2021-04-15 03:32:24,631 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.47ms, fps=1393 images/s, loss=0.0126, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.382904, arrival_time=2021-04-15 03:32:50.014254, cost_time=0:00:11.198333 2021-04-15 03:32:26,485 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=0.0125, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.493834, arrival_time=2021-04-15 03:32:49.979111, cost_time=0:00:13.052139 2021-04-15 03:32:28,341 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.62ms, fps=1380 images/s, loss=0.0125, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.617412, arrival_time=2021-04-15 03:32:49.959013, cost_time=0:00:14.908595 2021-04-15 03:32:30,192 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.68ms, fps=1384 images/s, loss=0.0124, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.738472, arrival_time=2021-04-15 03:32:49.930569, cost_time=0:00:16.759100 2021-04-15 03:32:32,050 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.33ms, fps=1378 images/s, loss=0.0126, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.872128, arrival_time=2021-04-15 03:32:49.922064, cost_time=0:00:18.616839 2021-04-15 03:32:33,884 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0126, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.989636, arrival_time=2021-04-15 03:32:49.874498, cost_time=0:00:20.451886 2021-04-15 03:32:35,725 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.30ms, fps=1391 images/s, loss=0.0127, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.118368, arrival_time=2021-04-15 03:32:49.843458, cost_time=0:00:22.292111 2021-04-15 03:32:37,558 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.88ms, fps=1397 images/s, loss=0.0127, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.248214, arrival_time=2021-04-15 03:32:49.806533, cost_time=0:00:24.125275 2021-04-15 03:32:39,392 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.28ms, fps=1396 images/s, loss=0.0127, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.383856, arrival_time=2021-04-15 03:32:49.776526, cost_time=0:00:25.959632 2021-04-15 03:32:41,227 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0128, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.523524, arrival_time=2021-04-15 03:32:49.750613, cost_time=0:00:27.794125 2021-04-15 03:32:43,061 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0129, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.666480, arrival_time=2021-04-15 03:32:49.728336, cost_time=0:00:29.628879 2021-04-15 03:32:44,895 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0129, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.811898, arrival_time=2021-04-15 03:32:49.707355, cost_time=0:00:31.462406 2021-04-15 03:32:46,727 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.27ms, fps=1398 images/s, loss=0.0130, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.959504, arrival_time=2021-04-15 03:32:49.686962, cost_time=0:00:33.294479 2021-04-15 03:32:48,561 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.18ms, fps=1396 images/s, loss=0.0130, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.109328, arrival_time=2021-04-15 03:32:49.671053, cost_time=0:00:35.128744 2021-04-15 03:32:49,554 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.72ms, fps=1371 images/s, loss=0.0131, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:49.553950, cost_time=0:00:36.120938 2021-04-15 03:32:50,556 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.43ms, fps=2558 images/s, loss=1.0872, top1-acc=74.02%, top5-acc=92.11%, remaining_time=0:00:03.002850, arrival_time=2021-04-15 03:32:53.559498, cost_time=0:00:01.000947 2021-04-15 03:32:51,447 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.27ms, fps=2873 images/s, loss=1.0996, top1-acc=74.02%, top5-acc=92.13%, remaining_time=0:00:01.892220, arrival_time=2021-04-15 03:32:53.340138, cost_time=0:00:01.892229 2021-04-15 03:32:52,338 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.46ms, fps=2876 images/s, loss=1.0941, top1-acc=73.88%, top5-acc=92.16%, remaining_time=0:00:00.927580, arrival_time=2021-04-15 03:32:53.266017, cost_time=0:00:02.782749 2021-04-15 03:32:53,153 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=2849 images/s, loss=1.0862, top1-acc=73.86%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-15 03:32:53.153075, cost_time=0:00:03.597414 2021-04-15 03:32:53,502 INFO : Epoch=0175 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:16:43.240400, arrival_time=2021-04-15 03:49:36.743006, cost_time=1:57:02.682760 2021-04-15 03:32:53,503 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 03:32:55,518 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.40ms, fps=1271 images/s, loss=0.0135, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.473606, arrival_time=2021-04-15 03:33:32.992330, cost_time=0:00:02.014713 2021-04-15 03:32:57,357 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.0134, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:33.911152, arrival_time=2021-04-15 03:33:31.268628, cost_time=0:00:03.853543 2021-04-15 03:32:59,200 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.0130, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.522238, arrival_time=2021-04-15 03:33:30.722935, cost_time=0:00:05.696777 2021-04-15 03:33:01,043 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.99ms, fps=1390 images/s, loss=0.0127, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.403504, arrival_time=2021-04-15 03:33:30.446879, cost_time=0:00:07.539352 2021-04-15 03:33:02,875 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.47ms, fps=1397 images/s, loss=0.0128, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.366240, arrival_time=2021-04-15 03:33:30.242161, cost_time=0:00:09.371993 2021-04-15 03:33:04,709 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.0126, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.399768, arrival_time=2021-04-15 03:33:30.109502, cost_time=0:00:11.205806 2021-04-15 03:33:06,543 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.0126, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.470776, arrival_time=2021-04-15 03:33:30.013998, cost_time=0:00:13.039287 2021-04-15 03:33:08,378 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.0125, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.567880, arrival_time=2021-04-15 03:33:29.946307, cost_time=0:00:14.874413 2021-04-15 03:33:10,231 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.60ms, fps=1382 images/s, loss=0.0128, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.701796, arrival_time=2021-04-15 03:33:29.933676, cost_time=0:00:16.727945 2021-04-15 03:33:12,088 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.95ms, fps=1379 images/s, loss=0.0129, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.840832, arrival_time=2021-04-15 03:33:29.929021, cost_time=0:00:18.584249 2021-04-15 03:33:13,940 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=0.0128, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.977166, arrival_time=2021-04-15 03:33:29.917191, cost_time=0:00:20.435935 2021-04-15 03:33:15,801 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.61ms, fps=1376 images/s, loss=0.0128, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.121712, arrival_time=2021-04-15 03:33:29.923140, cost_time=0:00:22.297474 2021-04-15 03:33:17,653 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.0130, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.260358, arrival_time=2021-04-15 03:33:29.913762, cost_time=0:00:24.149157 2021-04-15 03:33:19,501 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.398976, arrival_time=2021-04-15 03:33:29.900409, cost_time=0:00:25.997403 2021-04-15 03:33:21,337 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.29ms, fps=1394 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.535714, arrival_time=2021-04-15 03:33:29.873560, cost_time=0:00:27.833912 2021-04-15 03:33:23,177 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.52ms, fps=1392 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.676524, arrival_time=2021-04-15 03:33:29.853860, cost_time=0:00:29.673386 2021-04-15 03:33:25,035 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=0.0128, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.822454, arrival_time=2021-04-15 03:33:29.857938, cost_time=0:00:31.531445 2021-04-15 03:33:26,890 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.53ms, fps=1381 images/s, loss=0.0128, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.967680, arrival_time=2021-04-15 03:33:29.858089, cost_time=0:00:33.386471 2021-04-15 03:33:28,731 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.112460, arrival_time=2021-04-15 03:33:29.844247, cost_time=0:00:35.227844 2021-04-15 03:33:29,731 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.88ms, fps=1361 images/s, loss=0.0129, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:29.731618, cost_time=0:00:36.227636 2021-04-15 03:33:30,736 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.27ms, fps=2553 images/s, loss=1.1343, top1-acc=72.54%, top5-acc=92.03%, remaining_time=0:00:03.007830, arrival_time=2021-04-15 03:33:33.743898, cost_time=0:00:01.002614 2021-04-15 03:33:31,633 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.37ms, fps=2855 images/s, loss=1.1248, top1-acc=72.70%, top5-acc=92.11%, remaining_time=0:00:01.899780, arrival_time=2021-04-15 03:33:33.533314, cost_time=0:00:01.899783 2021-04-15 03:33:32,526 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.39ms, fps=2870 images/s, loss=1.1021, top1-acc=73.33%, top5-acc=92.19%, remaining_time=0:00:00.930880, arrival_time=2021-04-15 03:33:33.456948, cost_time=0:00:02.792636 2021-04-15 03:33:33,341 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.06ms, fps=2847 images/s, loss=1.1065, top1-acc=73.38%, top5-acc=92.10%, remaining_time=0:00:00, arrival_time=2021-04-15 03:33:33.341403, cost_time=0:00:03.607911 2021-04-15 03:33:33,524 INFO : Epoch=0176 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:16:03.096096, arrival_time=2021-04-15 03:49:36.620707, cost_time=1:57:42.704772 2021-04-15 03:33:33,526 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 03:33:35,583 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.73ms, fps=1245 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.250714, arrival_time=2021-04-15 03:34:13.834164, cost_time=0:00:02.056488 2021-04-15 03:33:37,449 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.61ms, fps=1372 images/s, loss=0.0133, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:34.517824, arrival_time=2021-04-15 03:34:11.967283, cost_time=0:00:03.922486 2021-04-15 03:33:39,306 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=2.31ms, fps=1379 images/s, loss=0.0132, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:31.980398, arrival_time=2021-04-15 03:34:11.287056, cost_time=0:00:05.779595 2021-04-15 03:33:41,168 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.85ms, fps=1376 images/s, loss=0.0134, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.799900, arrival_time=2021-04-15 03:34:10.967876, cost_time=0:00:07.640986 2021-04-15 03:33:43,002 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.0131, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.668022, arrival_time=2021-04-15 03:34:10.670328, cost_time=0:00:09.475348 2021-04-15 03:33:44,838 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.42ms, fps=1395 images/s, loss=0.0128, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.638312, arrival_time=2021-04-15 03:34:10.476344, cost_time=0:00:11.310994 2021-04-15 03:33:46,686 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.58ms, fps=1386 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.686614, arrival_time=2021-04-15 03:34:10.372945, cost_time=0:00:13.159214 2021-04-15 03:33:48,546 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.82ms, fps=1377 images/s, loss=0.0130, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.778304, arrival_time=2021-04-15 03:34:10.324804, cost_time=0:00:15.019533 2021-04-15 03:33:50,389 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=2.02ms, fps=1390 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.859524, arrival_time=2021-04-15 03:34:10.248441, cost_time=0:00:16.861891 2021-04-15 03:33:52,222 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.947488, arrival_time=2021-04-15 03:34:10.169788, cost_time=0:00:18.695335 2021-04-15 03:33:54,054 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.49ms, fps=1398 images/s, loss=0.0126, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.048632, arrival_time=2021-04-15 03:34:10.102862, cost_time=0:00:20.527276 2021-04-15 03:33:55,887 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.161916, arrival_time=2021-04-15 03:34:10.049736, cost_time=0:00:22.360873 2021-04-15 03:33:57,723 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.284118, arrival_time=2021-04-15 03:34:10.007245, cost_time=0:00:24.196054 2021-04-15 03:33:59,556 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.411968, arrival_time=2021-04-15 03:34:09.968782, cost_time=0:00:26.029868 2021-04-15 03:34:01,392 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0127, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.545466, arrival_time=2021-04-15 03:34:09.938072, cost_time=0:00:27.865659 2021-04-15 03:34:03,228 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.682716, arrival_time=2021-04-15 03:34:09.910722, cost_time=0:00:29.700975 2021-04-15 03:34:05,068 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.824066, arrival_time=2021-04-15 03:34:09.892914, cost_time=0:00:31.541897 2021-04-15 03:34:06,903 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.966800, arrival_time=2021-04-15 03:34:09.870162, cost_time=0:00:33.376415 2021-04-15 03:34:08,739 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.15ms, fps=1395 images/s, loss=0.0128, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.111956, arrival_time=2021-04-15 03:34:09.850930, cost_time=0:00:35.211949 2021-04-15 03:34:09,730 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.19ms, fps=1373 images/s, loss=0.0129, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:09.730117, cost_time=0:00:36.203194 2021-04-15 03:34:10,747 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.59ms, fps=2521 images/s, loss=1.0590, top1-acc=74.61%, top5-acc=91.91%, remaining_time=0:00:03.045810, arrival_time=2021-04-15 03:34:13.792816, cost_time=0:00:01.015268 2021-04-15 03:34:11,650 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.40ms, fps=2835 images/s, loss=1.0843, top1-acc=73.98%, top5-acc=91.87%, remaining_time=0:00:01.918780, arrival_time=2021-04-15 03:34:13.569268, cost_time=0:00:01.918781 2021-04-15 03:34:12,543 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.31ms, fps=2868 images/s, loss=1.0976, top1-acc=73.72%, top5-acc=91.77%, remaining_time=0:00:00.937190, arrival_time=2021-04-15 03:34:13.480476, cost_time=0:00:02.811574 2021-04-15 03:34:13,357 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=2849 images/s, loss=1.0822, top1-acc=73.58%, top5-acc=91.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:13.357925, cost_time=0:00:03.626231 2021-04-15 03:34:13,548 INFO : Epoch=0177 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:15:22.953384, arrival_time=2021-04-15 03:49:36.501478, cost_time=1:58:22.728266 2021-04-15 03:34:13,549 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 03:34:15,551 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.66ms, fps=1279 images/s, loss=0.0129, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.238502, arrival_time=2021-04-15 03:34:52.790048, cost_time=0:00:02.002070 2021-04-15 03:34:17,389 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.61ms, fps=1393 images/s, loss=0.0124, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.795168, arrival_time=2021-04-15 03:34:51.184922, cost_time=0:00:03.840364 2021-04-15 03:34:19,226 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.57ms, fps=1394 images/s, loss=0.0119, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.412678, arrival_time=2021-04-15 03:34:50.639085, cost_time=0:00:05.676995 2021-04-15 03:34:21,074 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.32ms, fps=1385 images/s, loss=0.0121, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.348904, arrival_time=2021-04-15 03:34:50.423740, cost_time=0:00:07.525344 2021-04-15 03:34:22,911 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0122, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.337770, arrival_time=2021-04-15 03:34:50.249430, cost_time=0:00:09.362250 2021-04-15 03:34:24,747 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.31ms, fps=1394 images/s, loss=0.0120, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.383312, arrival_time=2021-04-15 03:34:50.131240, cost_time=0:00:11.198516 2021-04-15 03:34:26,588 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.57ms, fps=1392 images/s, loss=0.0121, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.469516, arrival_time=2021-04-15 03:34:50.057616, cost_time=0:00:13.038623 2021-04-15 03:34:28,429 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.51ms, fps=1391 images/s, loss=0.0122, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.575536, arrival_time=2021-04-15 03:34:50.004686, cost_time=0:00:14.879715 2021-04-15 03:34:30,272 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.0123, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.695966, arrival_time=2021-04-15 03:34:49.968398, cost_time=0:00:16.723029 2021-04-15 03:34:32,118 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.0122, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.826432, arrival_time=2021-04-15 03:34:49.945137, cost_time=0:00:18.569171 2021-04-15 03:34:33,966 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=0.0122, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.962460, arrival_time=2021-04-15 03:34:49.928954, cost_time=0:00:20.417061 2021-04-15 03:34:35,805 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.54ms, fps=1392 images/s, loss=0.0122, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.095644, arrival_time=2021-04-15 03:34:49.901310, cost_time=0:00:22.256267 2021-04-15 03:34:37,640 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.230922, arrival_time=2021-04-15 03:34:49.871670, cost_time=0:00:24.091253 2021-04-15 03:34:39,473 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.369632, arrival_time=2021-04-15 03:34:49.843108, cost_time=0:00:25.924079 2021-04-15 03:34:41,306 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.43ms, fps=1397 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.512254, arrival_time=2021-04-15 03:34:49.819005, cost_time=0:00:27.757351 2021-04-15 03:34:43,142 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.658488, arrival_time=2021-04-15 03:34:49.801318, cost_time=0:00:29.593292 2021-04-15 03:34:44,976 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.29ms, fps=1397 images/s, loss=0.0122, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.806464, arrival_time=2021-04-15 03:34:49.782797, cost_time=0:00:31.426923 2021-04-15 03:34:46,818 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.51ms, fps=1390 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.957216, arrival_time=2021-04-15 03:34:49.775364, cost_time=0:00:33.268751 2021-04-15 03:34:48,652 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.108524, arrival_time=2021-04-15 03:34:49.761325, cost_time=0:00:35.103194 2021-04-15 03:34:49,646 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.37ms, fps=1369 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:49.646869, cost_time=0:00:36.097477 2021-04-15 03:34:50,666 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.21ms, fps=2516 images/s, loss=1.0887, top1-acc=73.67%, top5-acc=92.27%, remaining_time=0:00:03.052740, arrival_time=2021-04-15 03:34:53.719011, cost_time=0:00:01.017579 2021-04-15 03:34:51,557 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.32ms, fps=2873 images/s, loss=1.1163, top1-acc=73.40%, top5-acc=92.29%, remaining_time=0:00:01.908960, arrival_time=2021-04-15 03:34:53.466609, cost_time=0:00:01.908962 2021-04-15 03:34:52,447 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.47ms, fps=2878 images/s, loss=1.0897, top1-acc=73.79%, top5-acc=92.50%, remaining_time=0:00:00.932970, arrival_time=2021-04-15 03:34:53.380577, cost_time=0:00:02.798922 2021-04-15 03:34:53,268 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.06ms, fps=2829 images/s, loss=1.1147, top1-acc=73.49%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:53.268067, cost_time=0:00:03.619376 2021-04-15 03:34:53,464 INFO : Epoch=0178 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:14:42.798730, arrival_time=2021-04-15 03:49:36.262892, cost_time=1:59:02.644331 2021-04-15 03:34:53,465 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 03:34:55,522 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.31ms, fps=1245 images/s, loss=0.0135, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.260200, arrival_time=2021-04-15 03:35:33.782752, cost_time=0:00:02.056997 2021-04-15 03:34:57,368 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.60ms, fps=1387 images/s, loss=0.0133, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:34.349744, arrival_time=2021-04-15 03:35:31.718599, cost_time=0:00:03.903379 2021-04-15 03:34:59,206 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0129, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.768416, arrival_time=2021-04-15 03:35:30.975265, cost_time=0:00:05.741270 2021-04-15 03:35:01,042 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.45ms, fps=1395 images/s, loss=0.0128, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.551236, arrival_time=2021-04-15 03:35:30.594037, cost_time=0:00:07.577237 2021-04-15 03:35:02,876 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.0127, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.479244, arrival_time=2021-04-15 03:35:30.355532, cost_time=0:00:09.410724 2021-04-15 03:35:04,709 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0127, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.486944, arrival_time=2021-04-15 03:35:30.196707, cost_time=0:00:11.244256 2021-04-15 03:35:06,553 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.82ms, fps=1389 images/s, loss=0.0124, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.557716, arrival_time=2021-04-15 03:35:30.110944, cost_time=0:00:13.087641 2021-04-15 03:35:08,409 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.92ms, fps=1380 images/s, loss=0.0125, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.668684, arrival_time=2021-04-15 03:35:30.078120, cost_time=0:00:14.943956 2021-04-15 03:35:10,246 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.764548, arrival_time=2021-04-15 03:35:30.011353, cost_time=0:00:16.781255 2021-04-15 03:35:12,109 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.41ms, fps=1376 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.896992, arrival_time=2021-04-15 03:35:30.005638, cost_time=0:00:18.642696 2021-04-15 03:35:13,973 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.47ms, fps=1374 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.033324, arrival_time=2021-04-15 03:35:30.006513, cost_time=0:00:20.507709 2021-04-15 03:35:15,820 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.93ms, fps=1386 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.157888, arrival_time=2021-04-15 03:35:29.977982, cost_time=0:00:22.354611 2021-04-15 03:35:17,663 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.39ms, fps=1389 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.284976, arrival_time=2021-04-15 03:35:29.948177, cost_time=0:00:24.197624 2021-04-15 03:35:19,495 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.45ms, fps=1398 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.411968, arrival_time=2021-04-15 03:35:29.907338, cost_time=0:00:26.029887 2021-04-15 03:35:21,342 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.78ms, fps=1386 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.549008, arrival_time=2021-04-15 03:35:29.891718, cost_time=0:00:27.877242 2021-04-15 03:35:23,193 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.83ms, fps=1384 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.688656, arrival_time=2021-04-15 03:35:29.881900, cost_time=0:00:29.727360 2021-04-15 03:35:25,030 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.827628, arrival_time=2021-04-15 03:35:29.858311, cost_time=0:00:31.565197 2021-04-15 03:35:26,871 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.54ms, fps=1391 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.969376, arrival_time=2021-04-15 03:35:29.840369, cost_time=0:00:33.405517 2021-04-15 03:35:28,730 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.82ms, fps=1377 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.113624, arrival_time=2021-04-15 03:35:29.844031, cost_time=0:00:35.264786 2021-04-15 03:35:29,719 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.21ms, fps=1375 images/s, loss=0.0125, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:29.719782, cost_time=0:00:36.254329 2021-04-15 03:35:30,743 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.49ms, fps=2504 images/s, loss=1.0513, top1-acc=75.00%, top5-acc=91.87%, remaining_time=0:00:03.067320, arrival_time=2021-04-15 03:35:33.811214, cost_time=0:00:01.022441 2021-04-15 03:35:31,633 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.42ms, fps=2880 images/s, loss=1.0644, top1-acc=74.84%, top5-acc=92.01%, remaining_time=0:00:01.911820, arrival_time=2021-04-15 03:35:33.545124, cost_time=0:00:01.911829 2021-04-15 03:35:32,532 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.29ms, fps=2850 images/s, loss=1.0886, top1-acc=74.18%, top5-acc=92.07%, remaining_time=0:00:00.936840, arrival_time=2021-04-15 03:35:33.468807, cost_time=0:00:02.810529 2021-04-15 03:35:33,347 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.07ms, fps=2847 images/s, loss=1.1271, top1-acc=73.53%, top5-acc=91.84%, remaining_time=0:00:00, arrival_time=2021-04-15 03:35:33.347306, cost_time=0:00:03.625905 2021-04-15 03:35:33,538 INFO : Epoch=0179 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:14:02.665257, arrival_time=2021-04-15 03:49:36.203236, cost_time=1:59:42.718111 2021-04-15 03:35:33,540 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 03:35:35,548 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.33ms, fps=1275 images/s, loss=0.0118, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.348986, arrival_time=2021-04-15 03:36:12.897399, cost_time=0:00:02.008011 2021-04-15 03:35:37,382 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0110, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.815056, arrival_time=2021-04-15 03:36:11.198001, cost_time=0:00:03.842628 2021-04-15 03:35:39,217 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.54ms, fps=1396 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.413508, arrival_time=2021-04-15 03:36:10.630960, cost_time=0:00:05.677129 2021-04-15 03:35:41,060 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.326908, arrival_time=2021-04-15 03:36:10.387048, cost_time=0:00:07.519728 2021-04-15 03:35:42,895 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.316016, arrival_time=2021-04-15 03:36:10.211112, cost_time=0:00:09.354780 2021-04-15 03:35:44,728 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.30ms, fps=1396 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.360736, arrival_time=2021-04-15 03:36:10.089630, cost_time=0:00:11.188582 2021-04-15 03:35:46,568 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.450868, arrival_time=2021-04-15 03:36:10.019502, cost_time=0:00:13.028244 2021-04-15 03:35:48,403 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.0115, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.551060, arrival_time=2021-04-15 03:36:09.954214, cost_time=0:00:14.862826 2021-04-15 03:35:50,242 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.671374, arrival_time=2021-04-15 03:36:09.913788, cost_time=0:00:16.702099 2021-04-15 03:35:52,078 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.48ms, fps=1395 images/s, loss=0.0118, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.796672, arrival_time=2021-04-15 03:36:09.875183, cost_time=0:00:18.538193 2021-04-15 03:35:53,913 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.46ms, fps=1396 images/s, loss=0.0118, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.927888, arrival_time=2021-04-15 03:36:09.841162, cost_time=0:00:20.372881 2021-04-15 03:35:55,750 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.40ms, fps=1394 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.066232, arrival_time=2021-04-15 03:36:09.816334, cost_time=0:00:22.209795 2021-04-15 03:35:57,583 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.35ms, fps=1397 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.206304, arrival_time=2021-04-15 03:36:09.789401, cost_time=0:00:24.042776 2021-04-15 03:35:59,419 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0119, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.351488, arrival_time=2021-04-15 03:36:09.770667, cost_time=0:00:25.878787 2021-04-15 03:36:01,254 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.498960, arrival_time=2021-04-15 03:36:09.753297, cost_time=0:00:27.714022 2021-04-15 03:36:03,089 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.648444, arrival_time=2021-04-15 03:36:09.737399, cost_time=0:00:29.548629 2021-04-15 03:36:04,926 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.83ms, fps=1394 images/s, loss=0.0122, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.800146, arrival_time=2021-04-15 03:36:09.726123, cost_time=0:00:31.385567 2021-04-15 03:36:06,759 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.28ms, fps=1396 images/s, loss=0.0123, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.952864, arrival_time=2021-04-15 03:36:09.712814, cost_time=0:00:33.219636 2021-04-15 03:36:08,593 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.11ms, fps=1397 images/s, loss=0.0123, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.106940, arrival_time=2021-04-15 03:36:09.700317, cost_time=0:00:35.053068 2021-04-15 03:36:09,587 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.71ms, fps=1368 images/s, loss=0.0124, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:09.587602, cost_time=0:00:36.047243 2021-04-15 03:36:10,595 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.29ms, fps=2545 images/s, loss=1.0971, top1-acc=73.28%, top5-acc=92.54%, remaining_time=0:00:03.017220, arrival_time=2021-04-15 03:36:13.612407, cost_time=0:00:01.005740 2021-04-15 03:36:11,486 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.48ms, fps=2872 images/s, loss=1.1011, top1-acc=73.52%, top5-acc=92.17%, remaining_time=0:00:01.897500, arrival_time=2021-04-15 03:36:13.384385, cost_time=0:00:01.897506 2021-04-15 03:36:12,378 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.53ms, fps=2872 images/s, loss=1.0903, top1-acc=73.78%, top5-acc=92.29%, remaining_time=0:00:00.929750, arrival_time=2021-04-15 03:36:13.308366, cost_time=0:00:02.789250 2021-04-15 03:36:13,191 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.07ms, fps=2854 images/s, loss=1.1287, top1-acc=73.74%, top5-acc=92.12%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:13.191788, cost_time=0:00:03.602430 2021-04-15 03:36:13,325 INFO : Epoch=0180 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:13:22.500600, arrival_time=2021-04-15 03:49:35.825855, cost_time=2:00:22.505426 2021-04-15 03:36:13,326 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 03:36:15,328 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=2.08ms, fps=1279 images/s, loss=0.0119, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.234596, arrival_time=2021-04-15 03:36:52.563104, cost_time=0:00:02.001861 2021-04-15 03:36:17,166 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.33ms, fps=1393 images/s, loss=0.0115, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.792352, arrival_time=2021-04-15 03:36:50.958955, cost_time=0:00:03.840042 2021-04-15 03:36:19,006 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.26ms, fps=1391 images/s, loss=0.0119, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.430606, arrival_time=2021-04-15 03:36:50.437381, cost_time=0:00:05.680223 2021-04-15 03:36:20,847 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.35ms, fps=1391 images/s, loss=0.0120, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.332992, arrival_time=2021-04-15 03:36:50.180821, cost_time=0:00:07.521268 2021-04-15 03:36:22,692 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.28ms, fps=1388 images/s, loss=0.0120, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.348282, arrival_time=2021-04-15 03:36:50.040789, cost_time=0:00:09.365846 2021-04-15 03:36:24,532 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.0119, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.400720, arrival_time=2021-04-15 03:36:49.933449, cost_time=0:00:11.206184 2021-04-15 03:36:26,382 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.39ms, fps=1385 images/s, loss=0.0118, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.499882, arrival_time=2021-04-15 03:36:49.881947, cost_time=0:00:13.055502 2021-04-15 03:36:28,216 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.88ms, fps=1396 images/s, loss=0.0120, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.589688, arrival_time=2021-04-15 03:36:49.805763, cost_time=0:00:14.889438 2021-04-15 03:36:30,079 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.51ms, fps=1374 images/s, loss=0.0120, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.731476, arrival_time=2021-04-15 03:36:49.811203, cost_time=0:00:16.753162 2021-04-15 03:36:31,925 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.854848, arrival_time=2021-04-15 03:36:49.780220, cost_time=0:00:18.598814 2021-04-15 03:36:33,763 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0124, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.977768, arrival_time=2021-04-15 03:36:49.741056, cost_time=0:00:20.436649 2021-04-15 03:36:35,597 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0123, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.105068, arrival_time=2021-04-15 03:36:49.702753, cost_time=0:00:22.271125 2021-04-15 03:36:37,430 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.56ms, fps=1397 images/s, loss=0.0122, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.237588, arrival_time=2021-04-15 03:36:49.668471, cost_time=0:00:24.104316 2021-04-15 03:36:39,276 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.0122, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.380048, arrival_time=2021-04-15 03:36:49.656872, cost_time=0:00:25.950098 2021-04-15 03:36:41,114 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.0123, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.521546, arrival_time=2021-04-15 03:36:49.635817, cost_time=0:00:27.787718 2021-04-15 03:36:42,954 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.0122, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.666228, arrival_time=2021-04-15 03:36:49.620494, cost_time=0:00:29.627715 2021-04-15 03:36:44,796 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.60ms, fps=1390 images/s, loss=0.0121, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.813016, arrival_time=2021-04-15 03:36:49.609448, cost_time=0:00:31.469783 2021-04-15 03:36:46,630 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0121, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.960320, arrival_time=2021-04-15 03:36:49.590541, cost_time=0:00:33.303666 2021-04-15 03:36:48,469 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.0121, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.109784, arrival_time=2021-04-15 03:36:49.579432, cost_time=0:00:35.143072 2021-04-15 03:36:49,467 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.48ms, fps=1364 images/s, loss=0.0121, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:49.467257, cost_time=0:00:36.140697 2021-04-15 03:36:50,499 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.22ms, fps=2485 images/s, loss=1.0842, top1-acc=73.71%, top5-acc=92.54%, remaining_time=0:00:03.090090, arrival_time=2021-04-15 03:36:53.589233, cost_time=0:00:01.030030 2021-04-15 03:36:51,391 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.32ms, fps=2870 images/s, loss=1.0731, top1-acc=73.85%, top5-acc=92.50%, remaining_time=0:00:01.922680, arrival_time=2021-04-15 03:36:53.314483, cost_time=0:00:01.922680 2021-04-15 03:36:52,284 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.44ms, fps=2870 images/s, loss=1.0996, top1-acc=73.57%, top5-acc=92.37%, remaining_time=0:00:00.938420, arrival_time=2021-04-15 03:36:53.222859, cost_time=0:00:02.815270 2021-04-15 03:36:53,102 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=2839 images/s, loss=1.0717, top1-acc=73.70%, top5-acc=92.30%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:53.101961, cost_time=0:00:03.632922 2021-04-15 03:36:53,293 INFO : Epoch=0181 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:12:42.359135, arrival_time=2021-04-15 03:49:35.652899, cost_time=2:01:02.473929 2021-04-15 03:36:53,295 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 03:36:55,258 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.36ms, fps=1304 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.511986, arrival_time=2021-04-15 03:37:31.770174, cost_time=0:00:01.963009 2021-04-15 03:36:57,099 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.56ms, fps=1391 images/s, loss=0.0116, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.476608, arrival_time=2021-04-15 03:37:30.575956, cost_time=0:00:03.804166 2021-04-15 03:36:58,937 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.58ms, fps=1393 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.221778, arrival_time=2021-04-15 03:37:30.159648, cost_time=0:00:05.642483 2021-04-15 03:37:00,775 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.174028, arrival_time=2021-04-15 03:37:29.949738, cost_time=0:00:07.480523 2021-04-15 03:37:02,612 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.0116, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.206808, arrival_time=2021-04-15 03:37:29.819379, cost_time=0:00:09.317386 2021-04-15 03:37:04,454 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.70ms, fps=1391 images/s, loss=0.0117, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.292872, arrival_time=2021-04-15 03:37:29.746889, cost_time=0:00:11.158623 2021-04-15 03:37:06,288 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.388372, arrival_time=2021-04-15 03:37:29.677136, cost_time=0:00:12.993569 2021-04-15 03:37:08,135 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.518928, arrival_time=2021-04-15 03:37:29.654785, cost_time=0:00:14.840662 2021-04-15 03:37:09,990 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.56ms, fps=1381 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.662788, arrival_time=2021-04-15 03:37:29.652809, cost_time=0:00:16.694806 2021-04-15 03:37:11,839 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.58ms, fps=1385 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.802432, arrival_time=2021-04-15 03:37:29.641916, cost_time=0:00:18.544203 2021-04-15 03:37:13,692 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.64ms, fps=1382 images/s, loss=0.0117, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.946894, arrival_time=2021-04-15 03:37:29.639264, cost_time=0:00:20.397146 2021-04-15 03:37:15,537 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.0117, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.086524, arrival_time=2021-04-15 03:37:29.623831, cost_time=0:00:22.241921 2021-04-15 03:37:17,370 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.222936, arrival_time=2021-04-15 03:37:29.593647, cost_time=0:00:24.075518 2021-04-15 03:37:19,215 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.368120, arrival_time=2021-04-15 03:37:29.583570, cost_time=0:00:25.920255 2021-04-15 03:37:21,076 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=2.02ms, fps=1376 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.519522, arrival_time=2021-04-15 03:37:29.595805, cost_time=0:00:27.781057 2021-04-15 03:37:22,920 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.33ms, fps=1388 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.665760, arrival_time=2021-04-15 03:37:29.586642, cost_time=0:00:29.625613 2021-04-15 03:37:24,756 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.811794, arrival_time=2021-04-15 03:37:29.568726, cost_time=0:00:31.461750 2021-04-15 03:37:26,597 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.31ms, fps=1391 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.960224, arrival_time=2021-04-15 03:37:29.558029, cost_time=0:00:33.302574 2021-04-15 03:37:28,441 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.77ms, fps=1389 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.109868, arrival_time=2021-04-15 03:37:29.551010, cost_time=0:00:35.145837 2021-04-15 03:37:29,435 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.27ms, fps=1369 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:29.435439, cost_time=0:00:36.140252 2021-04-15 03:37:30,440 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.21ms, fps=2552 images/s, loss=1.0662, top1-acc=74.77%, top5-acc=92.23%, remaining_time=0:00:03.009510, arrival_time=2021-04-15 03:37:33.449900, cost_time=0:00:01.003173 2021-04-15 03:37:31,330 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.26ms, fps=2878 images/s, loss=1.0750, top1-acc=74.36%, top5-acc=92.21%, remaining_time=0:00:01.893080, arrival_time=2021-04-15 03:37:33.223378, cost_time=0:00:01.893082 2021-04-15 03:37:32,220 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.28ms, fps=2878 images/s, loss=1.0971, top1-acc=73.72%, top5-acc=92.11%, remaining_time=0:00:00.927650, arrival_time=2021-04-15 03:37:33.147800, cost_time=0:00:02.782939 2021-04-15 03:37:33,033 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.06ms, fps=2855 images/s, loss=1.0977, top1-acc=73.72%, top5-acc=92.07%, remaining_time=0:00:00, arrival_time=2021-04-15 03:37:33.033261, cost_time=0:00:03.596075 2021-04-15 03:37:33,232 INFO : Epoch=0182 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:12:02.216664, arrival_time=2021-04-15 03:49:35.449475, cost_time=2:01:42.412973 2021-04-15 03:37:33,234 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 03:37:35,238 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.42ms, fps=1277 images/s, loss=0.0136, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.278678, arrival_time=2021-04-15 03:38:12.517243, cost_time=0:00:02.004234 2021-04-15 03:37:37,072 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.0123, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.775280, arrival_time=2021-04-15 03:38:10.847627, cost_time=0:00:03.838099 2021-04-15 03:37:38,905 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.60ms, fps=1397 images/s, loss=0.0120, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.378980, arrival_time=2021-04-15 03:38:10.284146, cost_time=0:00:05.670912 2021-04-15 03:37:40,740 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.274336, arrival_time=2021-04-15 03:38:10.014922, cost_time=0:00:07.506244 2021-04-15 03:37:42,576 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.56ms, fps=1395 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.279516, arrival_time=2021-04-15 03:38:09.856068, cost_time=0:00:09.342304 2021-04-15 03:37:44,418 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.67ms, fps=1390 images/s, loss=0.0119, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.349856, arrival_time=2021-04-15 03:38:09.767893, cost_time=0:00:11.183790 2021-04-15 03:37:46,258 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.59ms, fps=1392 images/s, loss=0.0120, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.442552, arrival_time=2021-04-15 03:38:09.700554, cost_time=0:00:13.023641 2021-04-15 03:37:48,089 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.32ms, fps=1398 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.539576, arrival_time=2021-04-15 03:38:09.628693, cost_time=0:00:14.854868 2021-04-15 03:37:49,935 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.86ms, fps=1387 images/s, loss=0.0121, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.670526, arrival_time=2021-04-15 03:38:09.606183, cost_time=0:00:16.701389 2021-04-15 03:37:51,790 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.0120, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.813184, arrival_time=2021-04-15 03:38:09.603064, cost_time=0:00:18.555372 2021-04-15 03:37:53,623 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0119, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.941046, arrival_time=2021-04-15 03:38:09.564994, cost_time=0:00:20.389695 2021-04-15 03:37:55,458 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.075504, arrival_time=2021-04-15 03:38:09.534187, cost_time=0:00:22.224428 2021-04-15 03:37:57,293 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.0118, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.214554, arrival_time=2021-04-15 03:38:09.507799, cost_time=0:00:24.058982 2021-04-15 03:37:59,132 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.359104, arrival_time=2021-04-15 03:38:09.491153, cost_time=0:00:25.897729 2021-04-15 03:38:00,965 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.28ms, fps=1397 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.504250, arrival_time=2021-04-15 03:38:09.469808, cost_time=0:00:27.731309 2021-04-15 03:38:02,798 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.41ms, fps=1397 images/s, loss=0.0118, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.652008, arrival_time=2021-04-15 03:38:09.450651, cost_time=0:00:29.564400 2021-04-15 03:38:04,669 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.33ms, fps=1369 images/s, loss=0.0118, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.807634, arrival_time=2021-04-15 03:38:09.476533, cost_time=0:00:31.434564 2021-04-15 03:38:06,503 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0118, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.957280, arrival_time=2021-04-15 03:38:09.460854, cost_time=0:00:33.269317 2021-04-15 03:38:08,339 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.0119, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.108596, arrival_time=2021-04-15 03:38:09.448438, cost_time=0:00:35.105596 2021-04-15 03:38:09,334 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.78ms, fps=1368 images/s, loss=0.0120, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:09.334344, cost_time=0:00:36.100053 2021-04-15 03:38:10,342 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.47ms, fps=2543 images/s, loss=1.0525, top1-acc=74.96%, top5-acc=92.66%, remaining_time=0:00:03.019590, arrival_time=2021-04-15 03:38:13.362243, cost_time=0:00:01.006534 2021-04-15 03:38:11,238 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.25ms, fps=2860 images/s, loss=1.0757, top1-acc=73.75%, top5-acc=92.38%, remaining_time=0:00:01.902020, arrival_time=2021-04-15 03:38:13.140216, cost_time=0:00:01.902013 2021-04-15 03:38:12,133 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.52ms, fps=2860 images/s, loss=1.0836, top1-acc=73.67%, top5-acc=92.32%, remaining_time=0:00:00.932530, arrival_time=2021-04-15 03:38:13.066229, cost_time=0:00:02.797576 2021-04-15 03:38:12,947 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=2854 images/s, loss=1.0769, top1-acc=73.55%, top5-acc=92.17%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:12.947010, cost_time=0:00:03.610949 2021-04-15 03:38:13,144 INFO : Epoch=0183 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:11:22.073847, arrival_time=2021-04-15 03:49:35.217959, cost_time=2:02:22.324276 2021-04-15 03:38:13,145 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 03:38:15,176 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.57ms, fps=1261 images/s, loss=0.0111, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.771020, arrival_time=2021-04-15 03:38:52.947265, cost_time=0:00:02.030696 2021-04-15 03:38:17,029 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.0113, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.175504, arrival_time=2021-04-15 03:38:51.204623, cost_time=0:00:03.883588 2021-04-15 03:38:18,863 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.640098, arrival_time=2021-04-15 03:38:50.503823, cost_time=0:00:05.718100 2021-04-15 03:38:20,700 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.466060, arrival_time=2021-04-15 03:38:50.166994, cost_time=0:00:07.555401 2021-04-15 03:38:22,534 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.31ms, fps=1397 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.414712, arrival_time=2021-04-15 03:38:49.948829, cost_time=0:00:09.388578 2021-04-15 03:38:24,373 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.448592, arrival_time=2021-04-15 03:38:49.821539, cost_time=0:00:11.227326 2021-04-15 03:38:26,208 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0115, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.512986, arrival_time=2021-04-15 03:38:49.721326, cost_time=0:00:13.062803 2021-04-15 03:38:28,043 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.37ms, fps=1396 images/s, loss=0.0116, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.601404, arrival_time=2021-04-15 03:38:49.644451, cost_time=0:00:14.897513 2021-04-15 03:38:29,875 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.84ms, fps=1397 images/s, loss=0.0116, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.703916, arrival_time=2021-04-15 03:38:49.579276, cost_time=0:00:16.729747 2021-04-15 03:38:31,714 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.36ms, fps=1392 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.826528, arrival_time=2021-04-15 03:38:49.541346, cost_time=0:00:18.569288 2021-04-15 03:38:33,547 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.0118, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.950850, arrival_time=2021-04-15 03:38:49.498613, cost_time=0:00:20.402231 2021-04-15 03:38:35,383 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.95ms, fps=1395 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.084016, arrival_time=2021-04-15 03:38:49.467598, cost_time=0:00:22.237967 2021-04-15 03:38:37,216 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.48ms, fps=1397 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.220626, arrival_time=2021-04-15 03:38:49.437030, cost_time=0:00:24.070875 2021-04-15 03:38:39,047 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.31ms, fps=1399 images/s, loss=0.0116, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.360672, arrival_time=2021-04-15 03:38:49.407893, cost_time=0:00:25.901691 2021-04-15 03:38:40,885 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.99ms, fps=1393 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.506918, arrival_time=2021-04-15 03:38:49.392454, cost_time=0:00:27.739918 2021-04-15 03:38:42,721 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.60ms, fps=1394 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.654672, arrival_time=2021-04-15 03:38:49.376594, cost_time=0:00:29.576385 2021-04-15 03:38:44,555 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.27ms, fps=1396 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.803942, arrival_time=2021-04-15 03:38:49.359863, cost_time=0:00:31.410394 2021-04-15 03:38:46,397 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.0117, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.955728, arrival_time=2021-04-15 03:38:49.353170, cost_time=0:00:33.251899 2021-04-15 03:38:48,244 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0117, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.108392, arrival_time=2021-04-15 03:38:49.353246, cost_time=0:00:35.099139 2021-04-15 03:38:49,238 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.31ms, fps=1370 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:49.238044, cost_time=0:00:36.092512 2021-04-15 03:38:50,240 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.27ms, fps=2558 images/s, loss=1.0610, top1-acc=74.30%, top5-acc=92.77%, remaining_time=0:00:03.002760, arrival_time=2021-04-15 03:38:53.243570, cost_time=0:00:01.000924 2021-04-15 03:38:51,131 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.39ms, fps=2876 images/s, loss=1.0517, top1-acc=74.41%, top5-acc=92.70%, remaining_time=0:00:01.891320, arrival_time=2021-04-15 03:38:53.022522, cost_time=0:00:01.891312 2021-04-15 03:38:52,023 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.43ms, fps=2872 images/s, loss=1.0914, top1-acc=73.57%, top5-acc=92.19%, remaining_time=0:00:00.927730, arrival_time=2021-04-15 03:38:52.950799, cost_time=0:00:02.783186 2021-04-15 03:38:52,844 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.06ms, fps=2826 images/s, loss=1.0758, top1-acc=73.63%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:52.844497, cost_time=0:00:03.604516 2021-04-15 03:38:52,991 INFO : Epoch=0184 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:10:41.927984, arrival_time=2021-04-15 03:49:34.919628, cost_time=2:03:02.171815 2021-04-15 03:38:52,993 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 03:38:55,019 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.34ms, fps=1263 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.698108, arrival_time=2021-04-15 03:39:32.717997, cost_time=0:00:02.026784 2021-04-15 03:38:56,858 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.56ms, fps=1393 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.012528, arrival_time=2021-04-15 03:39:30.870714, cost_time=0:00:03.865056 2021-04-15 03:38:58,708 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=6.39ms, fps=1384 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.621838, arrival_time=2021-04-15 03:39:30.329816, cost_time=0:00:05.714804 2021-04-15 03:39:00,545 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.63ms, fps=1394 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.453424, arrival_time=2021-04-15 03:39:29.998704, cost_time=0:00:07.552171 2021-04-15 03:39:02,379 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.407266, arrival_time=2021-04-15 03:39:29.786428, cost_time=0:00:09.386061 2021-04-15 03:39:04,217 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.440704, arrival_time=2021-04-15 03:39:29.657765, cost_time=0:00:11.223861 2021-04-15 03:39:06,050 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.503032, arrival_time=2021-04-15 03:39:29.553354, cost_time=0:00:13.057225 2021-04-15 03:39:07,889 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.37ms, fps=1392 images/s, loss=0.0110, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.599548, arrival_time=2021-04-15 03:39:29.488891, cost_time=0:00:14.896239 2021-04-15 03:39:09,729 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=2.07ms, fps=1391 images/s, loss=0.0109, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.711866, arrival_time=2021-04-15 03:39:29.441588, cost_time=0:00:16.736521 2021-04-15 03:39:11,565 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0109, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.828928, arrival_time=2021-04-15 03:39:29.393892, cost_time=0:00:18.571849 2021-04-15 03:39:13,399 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.0109, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.953860, arrival_time=2021-04-15 03:39:29.353011, cost_time=0:00:20.406053 2021-04-15 03:39:15,232 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.36ms, fps=1397 images/s, loss=0.0110, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.084776, arrival_time=2021-04-15 03:39:29.317222, cost_time=0:00:22.239159 2021-04-15 03:39:17,074 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.226104, arrival_time=2021-04-15 03:39:29.300921, cost_time=0:00:24.081702 2021-04-15 03:39:18,911 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.33ms, fps=1394 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.367336, arrival_time=2021-04-15 03:39:29.278736, cost_time=0:00:25.918301 2021-04-15 03:39:20,754 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.56ms, fps=1390 images/s, loss=0.0112, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.513312, arrival_time=2021-04-15 03:39:29.267287, cost_time=0:00:27.760868 2021-04-15 03:39:22,588 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.41ms, fps=1396 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.659028, arrival_time=2021-04-15 03:39:29.247824, cost_time=0:00:29.595605 2021-04-15 03:39:24,423 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.806984, arrival_time=2021-04-15 03:39:29.230394, cost_time=0:00:31.430304 2021-04-15 03:39:26,262 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.957296, arrival_time=2021-04-15 03:39:29.219972, cost_time=0:00:33.269577 2021-04-15 03:39:28,101 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.33ms, fps=1392 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.108698, arrival_time=2021-04-15 03:39:29.210558, cost_time=0:00:35.108691 2021-04-15 03:39:29,097 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.20ms, fps=1366 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:29.097712, cost_time=0:00:36.104610 2021-04-15 03:39:30,100 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.26ms, fps=2556 images/s, loss=1.0708, top1-acc=74.57%, top5-acc=92.58%, remaining_time=0:00:03.004470, arrival_time=2021-04-15 03:39:33.105424, cost_time=0:00:01.001489 2021-04-15 03:39:30,993 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.52ms, fps=2871 images/s, loss=1.0879, top1-acc=73.55%, top5-acc=92.60%, remaining_time=0:00:01.893560, arrival_time=2021-04-15 03:39:32.886579, cost_time=0:00:01.893550 2021-04-15 03:39:31,885 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.41ms, fps=2870 images/s, loss=1.0930, top1-acc=73.40%, top5-acc=92.33%, remaining_time=0:00:00.928620, arrival_time=2021-04-15 03:39:32.813938, cost_time=0:00:02.785845 2021-04-15 03:39:32,704 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.07ms, fps=2834 images/s, loss=1.1033, top1-acc=73.42%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-15 03:39:32.704452, cost_time=0:00:03.604829 2021-04-15 03:39:32,872 INFO : Epoch=0185 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:10:01.788075, arrival_time=2021-04-15 03:49:34.660870, cost_time=2:03:42.052954 2021-04-15 03:39:32,874 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 03:39:34,858 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.40ms, fps=1290 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:36.907050, arrival_time=2021-04-15 03:40:11.765543, cost_time=0:00:01.984248 2021-04-15 03:39:36,693 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.0122, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.606144, arrival_time=2021-04-15 03:40:10.299275, cost_time=0:00:03.818885 2021-04-15 03:39:38,538 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.0118, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.343954, arrival_time=2021-04-15 03:40:09.882840, cost_time=0:00:05.664560 2021-04-15 03:39:40,378 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.44ms, fps=1392 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.265756, arrival_time=2021-04-15 03:40:09.644108, cost_time=0:00:07.504042 2021-04-15 03:39:42,215 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.58ms, fps=1394 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.277764, arrival_time=2021-04-15 03:40:09.493697, cost_time=0:00:09.341700 2021-04-15 03:39:44,051 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.334080, arrival_time=2021-04-15 03:40:09.385135, cost_time=0:00:11.176811 2021-04-15 03:39:45,895 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.59ms, fps=1388 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.438016, arrival_time=2021-04-15 03:40:09.333470, cost_time=0:00:13.021126 2021-04-15 03:39:47,759 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.57ms, fps=1374 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.583076, arrival_time=2021-04-15 03:40:09.342238, cost_time=0:00:14.884884 2021-04-15 03:39:49,624 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.727554, arrival_time=2021-04-15 03:40:09.351655, cost_time=0:00:16.749831 2021-04-15 03:39:51,476 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.858112, arrival_time=2021-04-15 03:40:09.334653, cost_time=0:00:18.602215 2021-04-15 03:39:53,311 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.978026, arrival_time=2021-04-15 03:40:09.289328, cost_time=0:00:20.437052 2021-04-15 03:39:55,147 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.106208, arrival_time=2021-04-15 03:40:09.253438, cost_time=0:00:22.272945 2021-04-15 03:39:56,984 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.82ms, fps=1394 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.240294, arrival_time=2021-04-15 03:40:09.224319, cost_time=0:00:24.109693 2021-04-15 03:39:58,814 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.34ms, fps=1399 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.376184, arrival_time=2021-04-15 03:40:09.190942, cost_time=0:00:25.940508 2021-04-15 03:40:00,645 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.42ms, fps=1399 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.516440, arrival_time=2021-04-15 03:40:09.161795, cost_time=0:00:27.771059 2021-04-15 03:40:02,478 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.32ms, fps=1397 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.660900, arrival_time=2021-04-15 03:40:09.139141, cost_time=0:00:29.603929 2021-04-15 03:40:04,309 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.63ms, fps=1398 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.807712, arrival_time=2021-04-15 03:40:09.116994, cost_time=0:00:31.435021 2021-04-15 03:40:06,146 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.53ms, fps=1394 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.957520, arrival_time=2021-04-15 03:40:09.103937, cost_time=0:00:33.272086 2021-04-15 03:40:08,000 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.109232, arrival_time=2021-04-15 03:40:09.109254, cost_time=0:00:35.125706 2021-04-15 03:40:08,990 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.21ms, fps=1373 images/s, loss=0.0116, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:08.990787, cost_time=0:00:36.116549 2021-04-15 03:40:09,999 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.29ms, fps=2542 images/s, loss=1.1266, top1-acc=74.06%, top5-acc=92.54%, remaining_time=0:00:03.021180, arrival_time=2021-04-15 03:40:13.020785, cost_time=0:00:01.007062 2021-04-15 03:40:10,890 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.41ms, fps=2873 images/s, loss=1.1135, top1-acc=74.16%, top5-acc=91.95%, remaining_time=0:00:01.898400, arrival_time=2021-04-15 03:40:12.789351, cost_time=0:00:01.898406 2021-04-15 03:40:11,782 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.42ms, fps=2871 images/s, loss=1.1066, top1-acc=73.95%, top5-acc=92.12%, remaining_time=0:00:00.930100, arrival_time=2021-04-15 03:40:12.712952, cost_time=0:00:02.790288 2021-04-15 03:40:12,600 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.15ms, fps=2839 images/s, loss=1.1109, top1-acc=73.82%, top5-acc=92.30%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:12.600437, cost_time=0:00:03.607833 2021-04-15 03:40:12,805 INFO : Epoch=0186 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:09:21.654800, arrival_time=2021-04-15 03:49:34.459875, cost_time=2:04:21.985195 2021-04-15 03:40:12,806 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 03:40:14,808 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.33ms, fps=1279 images/s, loss=0.0106, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.234968, arrival_time=2021-04-15 03:40:52.043528, cost_time=0:00:02.001879 2021-04-15 03:40:16,669 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=2.01ms, fps=1376 images/s, loss=0.0108, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:33.995280, arrival_time=2021-04-15 03:40:50.665060, cost_time=0:00:03.863108 2021-04-15 03:40:18,509 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.25ms, fps=1392 images/s, loss=0.0110, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.556600, arrival_time=2021-04-15 03:40:50.066377, cost_time=0:00:05.703007 2021-04-15 03:40:20,352 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.31ms, fps=1389 images/s, loss=0.0109, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.430024, arrival_time=2021-04-15 03:40:49.782858, cost_time=0:00:07.546166 2021-04-15 03:40:22,192 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.40ms, fps=1392 images/s, loss=0.0112, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.407266, arrival_time=2021-04-15 03:40:49.599961, cost_time=0:00:09.386032 2021-04-15 03:40:24,032 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.444376, arrival_time=2021-04-15 03:40:49.476582, cost_time=0:00:11.225457 2021-04-15 03:40:25,870 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.56ms, fps=1393 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.515380, arrival_time=2021-04-15 03:40:49.386134, cost_time=0:00:13.064089 2021-04-15 03:40:27,706 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.48ms, fps=1395 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.604768, arrival_time=2021-04-15 03:40:49.311259, cost_time=0:00:14.899821 2021-04-15 03:40:29,545 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.66ms, fps=1393 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.714304, arrival_time=2021-04-15 03:40:49.259613, cost_time=0:00:16.738552 2021-04-15 03:40:31,380 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.53ms, fps=1395 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.831328, arrival_time=2021-04-15 03:40:49.212238, cost_time=0:00:18.574253 2021-04-15 03:40:33,216 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.56ms, fps=1395 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.956698, arrival_time=2021-04-15 03:40:49.173054, cost_time=0:00:20.409691 2021-04-15 03:40:35,053 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.089412, arrival_time=2021-04-15 03:40:49.142494, cost_time=0:00:22.246410 2021-04-15 03:40:36,893 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.50ms, fps=1391 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.228810, arrival_time=2021-04-15 03:40:49.122611, cost_time=0:00:24.087057 2021-04-15 03:40:38,729 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.369128, arrival_time=2021-04-15 03:40:49.098614, cost_time=0:00:25.922823 2021-04-15 03:40:40,567 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.43ms, fps=1393 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.513404, arrival_time=2021-04-15 03:40:49.081117, cost_time=0:00:27.761047 2021-04-15 03:40:42,402 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.659028, arrival_time=2021-04-15 03:40:49.061408, cost_time=0:00:29.595644 2021-04-15 03:40:44,236 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.30ms, fps=1396 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.806958, arrival_time=2021-04-15 03:40:49.043651, cost_time=0:00:31.430027 2021-04-15 03:40:46,073 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.43ms, fps=1394 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.957008, arrival_time=2021-04-15 03:40:49.030002, cost_time=0:00:33.266320 2021-04-15 03:40:47,907 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.07ms, fps=1396 images/s, loss=0.0115, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.108440, arrival_time=2021-04-15 03:40:49.015744, cost_time=0:00:35.100576 2021-04-15 03:40:48,899 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.35ms, fps=1372 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:48.899061, cost_time=0:00:36.092408 2021-04-15 03:40:49,928 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.30ms, fps=2491 images/s, loss=1.1512, top1-acc=72.46%, top5-acc=91.68%, remaining_time=0:00:03.083430, arrival_time=2021-04-15 03:40:53.012020, cost_time=0:00:01.027808 2021-04-15 03:40:50,820 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.30ms, fps=2870 images/s, loss=1.1118, top1-acc=73.48%, top5-acc=92.05%, remaining_time=0:00:01.920140, arrival_time=2021-04-15 03:40:52.741040, cost_time=0:00:01.920148 2021-04-15 03:40:51,712 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.17ms, fps=2871 images/s, loss=1.0755, top1-acc=74.15%, top5-acc=92.19%, remaining_time=0:00:00.937380, arrival_time=2021-04-15 03:40:52.650282, cost_time=0:00:02.812125 2021-04-15 03:40:52,526 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.08ms, fps=2852 images/s, loss=1.1230, top1-acc=73.77%, top5-acc=92.18%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:52.526869, cost_time=0:00:03.626050 2021-04-15 03:40:52,724 INFO : Epoch=0187 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:08:41.522768, arrival_time=2021-04-15 03:49:34.247073, cost_time=2:05:01.904471 2021-04-15 03:40:52,725 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 03:40:54,728 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.32ms, fps=1278 images/s, loss=0.0100, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.245198, arrival_time=2021-04-15 03:41:31.973383, cost_time=0:00:02.002428 2021-04-15 03:40:56,569 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.33ms, fps=1391 images/s, loss=0.0104, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.820336, arrival_time=2021-04-15 03:41:30.389311, cost_time=0:00:03.843222 2021-04-15 03:40:58,419 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.506302, arrival_time=2021-04-15 03:41:29.926051, cost_time=0:00:05.693915 2021-04-15 03:41:00,256 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.368248, arrival_time=2021-04-15 03:41:29.624337, cost_time=0:00:07.530331 2021-04-15 03:41:02,102 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.379088, arrival_time=2021-04-15 03:41:29.481214, cost_time=0:00:09.376378 2021-04-15 03:41:03,943 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.45ms, fps=1391 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.426152, arrival_time=2021-04-15 03:41:29.369412, cost_time=0:00:11.217402 2021-04-15 03:41:05,796 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.49ms, fps=1382 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.526972, arrival_time=2021-04-15 03:41:29.323325, cost_time=0:00:13.070572 2021-04-15 03:41:07,648 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.638408, arrival_time=2021-04-15 03:41:29.287209, cost_time=0:00:14.923051 2021-04-15 03:41:09,500 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.67ms, fps=1383 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.757234, arrival_time=2021-04-15 03:41:29.258048, cost_time=0:00:16.774982 2021-04-15 03:41:11,334 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.54ms, fps=1397 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.864352, arrival_time=2021-04-15 03:41:29.198762, cost_time=0:00:18.608667 2021-04-15 03:41:13,166 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.981208, arrival_time=2021-04-15 03:41:29.148032, cost_time=0:00:20.441077 2021-04-15 03:41:15,000 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.107500, arrival_time=2021-04-15 03:41:29.108263, cost_time=0:00:22.275005 2021-04-15 03:41:16,839 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.242142, arrival_time=2021-04-15 03:41:29.081279, cost_time=0:00:24.113247 2021-04-15 03:41:18,679 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.45ms, fps=1391 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.381616, arrival_time=2021-04-15 03:41:29.061408, cost_time=0:00:25.954047 2021-04-15 03:41:20,514 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.522006, arrival_time=2021-04-15 03:41:29.036950, cost_time=0:00:27.789197 2021-04-15 03:41:22,359 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.667524, arrival_time=2021-04-15 03:41:29.026812, cost_time=0:00:29.633448 2021-04-15 03:41:24,191 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.37ms, fps=1398 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.812366, arrival_time=2021-04-15 03:41:29.003655, cost_time=0:00:31.465540 2021-04-15 03:41:26,024 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.43ms, fps=1397 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.959904, arrival_time=2021-04-15 03:41:28.984613, cost_time=0:00:33.298962 2021-04-15 03:41:27,860 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.10ms, fps=1395 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.109502, arrival_time=2021-04-15 03:41:28.969589, cost_time=0:00:35.134263 2021-04-15 03:41:28,853 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.17ms, fps=1370 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:41:28.853551, cost_time=0:00:36.127813 2021-04-15 03:41:29,880 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.22ms, fps=2498 images/s, loss=1.1217, top1-acc=73.40%, top5-acc=91.84%, remaining_time=0:00:03.074580, arrival_time=2021-04-15 03:41:32.954715, cost_time=0:00:01.024862 2021-04-15 03:41:30,770 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.42ms, fps=2877 images/s, loss=1.1101, top1-acc=73.16%, top5-acc=91.95%, remaining_time=0:00:01.915020, arrival_time=2021-04-15 03:41:32.685319, cost_time=0:00:01.915014 2021-04-15 03:41:31,660 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.34ms, fps=2876 images/s, loss=1.1180, top1-acc=73.14%, top5-acc=92.12%, remaining_time=0:00:00.935120, arrival_time=2021-04-15 03:41:32.595773, cost_time=0:00:02.805366 2021-04-15 03:41:32,476 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.06ms, fps=2846 images/s, loss=1.0926, top1-acc=73.43%, top5-acc=92.32%, remaining_time=0:00:00, arrival_time=2021-04-15 03:41:32.476204, cost_time=0:00:03.620948 2021-04-15 03:41:32,609 INFO : Epoch=0188 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:08:01.390836, arrival_time=2021-04-15 03:49:34.000361, cost_time=2:05:41.789698 2021-04-15 03:41:32,610 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 03:41:34,608 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.32ms, fps=1282 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.152384, arrival_time=2021-04-15 03:42:11.760714, cost_time=0:00:01.997440 2021-04-15 03:41:36,443 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0108, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.729696, arrival_time=2021-04-15 03:42:10.173412, cost_time=0:00:03.832914 2021-04-15 03:41:38,276 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.0108, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.351258, arrival_time=2021-04-15 03:42:09.627971, cost_time=0:00:05.665904 2021-04-15 03:41:40,115 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.35ms, fps=1393 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.265756, arrival_time=2021-04-15 03:42:09.380692, cost_time=0:00:07.504045 2021-04-15 03:41:41,950 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.271924, arrival_time=2021-04-15 03:42:09.222448, cost_time=0:00:09.339716 2021-04-15 03:41:43,784 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.326328, arrival_time=2021-04-15 03:42:09.110494, cost_time=0:00:11.173358 2021-04-15 03:41:45,621 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.52ms, fps=1394 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.418234, arrival_time=2021-04-15 03:42:09.039220, cost_time=0:00:13.010096 2021-04-15 03:41:47,456 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.526700, arrival_time=2021-04-15 03:42:08.983477, cost_time=0:00:14.845974 2021-04-15 03:41:49,301 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.52ms, fps=1388 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.657276, arrival_time=2021-04-15 03:42:08.958240, cost_time=0:00:16.690129 2021-04-15 03:41:51,155 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.802336, arrival_time=2021-04-15 03:42:08.957319, cost_time=0:00:18.544088 2021-04-15 03:41:52,989 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.45ms, fps=1396 images/s, loss=0.0113, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.932360, arrival_time=2021-04-15 03:42:08.921798, cost_time=0:00:20.378634 2021-04-15 03:41:54,823 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.067752, arrival_time=2021-04-15 03:42:08.890828, cost_time=0:00:22.212272 2021-04-15 03:41:56,656 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.0113, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.207888, arrival_time=2021-04-15 03:42:08.864558, cost_time=0:00:24.045862 2021-04-15 03:41:58,492 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.30ms, fps=1395 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.352720, arrival_time=2021-04-15 03:42:08.845383, cost_time=0:00:25.881758 2021-04-15 03:42:00,327 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.55ms, fps=1396 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.499696, arrival_time=2021-04-15 03:42:08.826927, cost_time=0:00:27.716419 2021-04-15 03:42:02,164 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.649668, arrival_time=2021-04-15 03:42:08.814532, cost_time=0:00:29.554058 2021-04-15 03:42:04,006 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.46ms, fps=1390 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.801680, arrival_time=2021-04-15 03:42:08.808137, cost_time=0:00:31.395568 2021-04-15 03:42:05,840 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.31ms, fps=1396 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.953760, arrival_time=2021-04-15 03:42:08.794316, cost_time=0:00:33.229739 2021-04-15 03:42:07,673 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.19ms, fps=1397 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.107240, arrival_time=2021-04-15 03:42:08.780658, cost_time=0:00:35.062627 2021-04-15 03:42:08,665 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.19ms, fps=1372 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:08.665360, cost_time=0:00:36.054566 2021-04-15 03:42:09,688 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.26ms, fps=2506 images/s, loss=1.0824, top1-acc=74.06%, top5-acc=92.27%, remaining_time=0:00:03.065100, arrival_time=2021-04-15 03:42:12.753950, cost_time=0:00:01.021701 2021-04-15 03:42:10,580 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.43ms, fps=2873 images/s, loss=1.0857, top1-acc=73.87%, top5-acc=92.09%, remaining_time=0:00:01.913340, arrival_time=2021-04-15 03:42:12.493701, cost_time=0:00:01.913344 2021-04-15 03:42:11,470 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.37ms, fps=2877 images/s, loss=1.0853, top1-acc=73.80%, top5-acc=92.17%, remaining_time=0:00:00.934530, arrival_time=2021-04-15 03:42:12.405157, cost_time=0:00:02.803604 2021-04-15 03:42:12,283 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=2854 images/s, loss=1.0889, top1-acc=73.81%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:12.283771, cost_time=0:00:03.616702 2021-04-15 03:42:12,417 INFO : Epoch=0189 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:07:21.257025, arrival_time=2021-04-15 03:49:33.674800, cost_time=2:06:21.597937 2021-04-15 03:42:12,419 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 03:42:14,421 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.50ms, fps=1279 images/s, loss=0.0122, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.243152, arrival_time=2021-04-15 03:42:51.664661, cost_time=0:00:02.002320 2021-04-15 03:42:16,269 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.0114, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.879824, arrival_time=2021-04-15 03:42:50.149008, cost_time=0:00:03.849977 2021-04-15 03:42:18,110 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.34ms, fps=1391 images/s, loss=0.0108, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.490864, arrival_time=2021-04-15 03:42:49.601233, cost_time=0:00:05.691116 2021-04-15 03:42:19,945 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.351400, arrival_time=2021-04-15 03:42:49.296630, cost_time=0:00:07.525986 2021-04-15 03:42:21,776 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.50ms, fps=1399 images/s, loss=0.0108, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.321856, arrival_time=2021-04-15 03:42:49.097812, cost_time=0:00:09.356778 2021-04-15 03:42:23,616 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.34ms, fps=1391 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.381408, arrival_time=2021-04-15 03:42:48.998247, cost_time=0:00:11.197660 2021-04-15 03:42:25,453 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.31ms, fps=1395 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.460822, arrival_time=2021-04-15 03:42:48.913853, cost_time=0:00:13.033770 2021-04-15 03:42:27,286 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.557904, arrival_time=2021-04-15 03:42:48.844580, cost_time=0:00:14.867499 2021-04-15 03:42:29,122 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.673070, arrival_time=2021-04-15 03:42:48.795789, cost_time=0:00:16.703526 2021-04-15 03:42:30,955 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.34ms, fps=1398 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.794368, arrival_time=2021-04-15 03:42:48.749412, cost_time=0:00:18.535780 2021-04-15 03:42:32,791 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.28ms, fps=1394 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.927630, arrival_time=2021-04-15 03:42:48.719307, cost_time=0:00:20.372497 2021-04-15 03:42:34,627 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.0110, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.065168, arrival_time=2021-04-15 03:42:48.692560, cost_time=0:00:22.208208 2021-04-15 03:42:36,462 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.206436, arrival_time=2021-04-15 03:42:48.668690, cost_time=0:00:24.042995 2021-04-15 03:42:38,297 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.41ms, fps=1395 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.351320, arrival_time=2021-04-15 03:42:48.648798, cost_time=0:00:25.878269 2021-04-15 03:42:40,133 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.499098, arrival_time=2021-04-15 03:42:48.632769, cost_time=0:00:27.714491 2021-04-15 03:42:41,977 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.650640, arrival_time=2021-04-15 03:42:48.628357, cost_time=0:00:29.558462 2021-04-15 03:42:43,811 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.801134, arrival_time=2021-04-15 03:42:48.612273, cost_time=0:00:31.391959 2021-04-15 03:42:45,648 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.30ms, fps=1394 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.953680, arrival_time=2021-04-15 03:42:48.601748, cost_time=0:00:33.228836 2021-04-15 03:42:47,482 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.12ms, fps=1396 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.107264, arrival_time=2021-04-15 03:42:48.589854, cost_time=0:00:35.063335 2021-04-15 03:42:48,474 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.10ms, fps=1372 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:48.474650, cost_time=0:00:36.055488 2021-04-15 03:42:49,476 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.22ms, fps=2558 images/s, loss=1.0929, top1-acc=73.44%, top5-acc=91.80%, remaining_time=0:00:03.001860, arrival_time=2021-04-15 03:42:52.478800, cost_time=0:00:01.000616 2021-04-15 03:42:50,367 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.30ms, fps=2877 images/s, loss=1.0850, top1-acc=73.42%, top5-acc=92.07%, remaining_time=0:00:01.890860, arrival_time=2021-04-15 03:42:52.258018, cost_time=0:00:01.890862 2021-04-15 03:42:51,257 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.16ms, fps=2876 images/s, loss=1.0779, top1-acc=73.59%, top5-acc=92.46%, remaining_time=0:00:00.927050, arrival_time=2021-04-15 03:42:52.184508, cost_time=0:00:02.781147 2021-04-15 03:42:52,071 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.06ms, fps=2850 images/s, loss=1.0827, top1-acc=73.55%, top5-acc=92.23%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:52.071939, cost_time=0:00:03.595645 2021-04-15 03:42:52,251 INFO : Epoch=0190 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:06:41.128000, arrival_time=2021-04-15 03:49:33.379767, cost_time=2:07:01.431939 2021-04-15 03:42:52,253 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 03:42:54,250 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.31ms, fps=1282 images/s, loss=0.0109, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.145688, arrival_time=2021-04-15 03:43:31.395953, cost_time=0:00:01.997079 2021-04-15 03:42:56,085 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0111, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.728112, arrival_time=2021-04-15 03:43:29.813946, cost_time=0:00:03.832741 2021-04-15 03:42:57,918 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.348104, arrival_time=2021-04-15 03:43:29.266529, cost_time=0:00:05.665311 2021-04-15 03:42:59,758 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.28ms, fps=1392 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.269968, arrival_time=2021-04-15 03:43:29.028291, cost_time=0:00:07.505127 2021-04-15 03:43:01,602 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.33ms, fps=1389 images/s, loss=0.0113, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.298788, arrival_time=2021-04-15 03:43:28.900815, cost_time=0:00:09.348921 2021-04-15 03:43:03,436 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0112, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.349040, arrival_time=2021-04-15 03:43:28.785544, cost_time=0:00:11.183379 2021-04-15 03:43:05,275 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0112, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.439150, arrival_time=2021-04-15 03:43:28.714089, cost_time=0:00:13.021755 2021-04-15 03:43:07,108 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.540620, arrival_time=2021-04-15 03:43:28.649329, cost_time=0:00:14.855603 2021-04-15 03:43:08,945 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.41ms, fps=1394 images/s, loss=0.0109, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.660244, arrival_time=2021-04-15 03:43:28.605998, cost_time=0:00:16.692654 2021-04-15 03:43:10,784 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.46ms, fps=1393 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.789568, arrival_time=2021-04-15 03:43:28.573608, cost_time=0:00:18.530845 2021-04-15 03:43:12,622 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.0108, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.925222, arrival_time=2021-04-15 03:43:28.547811, cost_time=0:00:20.369477 2021-04-15 03:43:14,464 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.27ms, fps=1390 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.067068, arrival_time=2021-04-15 03:43:28.531276, cost_time=0:00:22.211102 2021-04-15 03:43:16,305 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.59ms, fps=1391 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.211122, arrival_time=2021-04-15 03:43:28.516537, cost_time=0:00:24.052211 2021-04-15 03:43:18,139 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0108, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.354624, arrival_time=2021-04-15 03:43:28.494348, cost_time=0:00:25.886614 2021-04-15 03:43:19,974 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.501260, arrival_time=2021-04-15 03:43:28.475932, cost_time=0:00:27.721571 2021-04-15 03:43:21,810 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.650424, arrival_time=2021-04-15 03:43:28.461193, cost_time=0:00:29.557467 2021-04-15 03:43:23,660 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.803448, arrival_time=2021-04-15 03:43:28.463747, cost_time=0:00:31.407182 2021-04-15 03:43:25,492 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.33ms, fps=1397 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.954624, arrival_time=2021-04-15 03:43:28.447250, cost_time=0:00:33.239516 2021-04-15 03:43:27,326 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.21ms, fps=1397 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.107570, arrival_time=2021-04-15 03:43:28.433877, cost_time=0:00:35.072982 2021-04-15 03:43:28,319 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.22ms, fps=1370 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:28.319766, cost_time=0:00:36.066666 2021-04-15 03:43:29,325 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.89ms, fps=2550 images/s, loss=1.1204, top1-acc=73.12%, top5-acc=91.95%, remaining_time=0:00:03.011160, arrival_time=2021-04-15 03:43:32.336330, cost_time=0:00:01.003724 2021-04-15 03:43:30,216 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.49ms, fps=2874 images/s, loss=1.1071, top1-acc=72.93%, top5-acc=92.15%, remaining_time=0:00:01.894760, arrival_time=2021-04-15 03:43:32.110952, cost_time=0:00:01.894753 2021-04-15 03:43:31,105 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.39ms, fps=2880 images/s, loss=1.0873, top1-acc=73.41%, top5-acc=92.38%, remaining_time=0:00:00.928000, arrival_time=2021-04-15 03:43:32.033446, cost_time=0:00:02.784001 2021-04-15 03:43:31,920 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.07ms, fps=2846 images/s, loss=1.0801, top1-acc=73.51%, top5-acc=92.24%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:31.920862, cost_time=0:00:03.599455 2021-04-15 03:43:32,117 INFO : Epoch=0191 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:06:01.003554, arrival_time=2021-04-15 03:49:33.121112, cost_time=2:07:41.297728 2021-04-15 03:43:32,118 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 03:43:34,119 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.70ms, fps=1280 images/s, loss=0.0121, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.212462, arrival_time=2021-04-15 03:44:11.332080, cost_time=0:00:02.000666 2021-04-15 03:43:35,960 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0118, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:33.803264, arrival_time=2021-04-15 03:44:09.763487, cost_time=0:00:03.841272 2021-04-15 03:43:37,796 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.0115, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:31.415832, arrival_time=2021-04-15 03:44:09.212359, cost_time=0:00:05.677572 2021-04-15 03:43:39,634 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.38ms, fps=1394 images/s, loss=0.0111, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.309436, arrival_time=2021-04-15 03:44:08.943629, cost_time=0:00:07.515259 2021-04-15 03:43:41,476 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.61ms, fps=1390 images/s, loss=0.0114, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.323900, arrival_time=2021-04-15 03:44:08.800384, cost_time=0:00:09.357518 2021-04-15 03:43:43,311 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.370528, arrival_time=2021-04-15 03:44:08.682296, cost_time=0:00:11.192908 2021-04-15 03:43:45,145 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.34ms, fps=1397 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.447214, arrival_time=2021-04-15 03:44:08.592290, cost_time=0:00:13.026200 2021-04-15 03:43:46,983 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.34ms, fps=1393 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.553380, arrival_time=2021-04-15 03:44:08.536727, cost_time=0:00:14.864402 2021-04-15 03:43:48,818 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.31ms, fps=1395 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.668300, arrival_time=2021-04-15 03:44:08.486644, cost_time=0:00:16.699479 2021-04-15 03:43:50,652 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.791872, arrival_time=2021-04-15 03:44:08.443879, cost_time=0:00:18.533152 2021-04-15 03:43:52,490 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.927028, arrival_time=2021-04-15 03:44:08.417767, cost_time=0:00:20.371784 2021-04-15 03:43:54,326 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.064636, arrival_time=2021-04-15 03:44:08.390857, cost_time=0:00:22.207370 2021-04-15 03:43:56,158 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.38ms, fps=1397 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.204786, arrival_time=2021-04-15 03:44:08.363403, cost_time=0:00:24.039759 2021-04-15 03:43:57,994 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.350032, arrival_time=2021-04-15 03:44:08.344091, cost_time=0:00:25.875094 2021-04-15 03:43:59,830 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.498316, arrival_time=2021-04-15 03:44:08.329043, cost_time=0:00:27.711865 2021-04-15 03:44:01,669 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.648984, arrival_time=2021-04-15 03:44:08.318878, cost_time=0:00:29.551040 2021-04-15 03:44:03,505 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.800354, arrival_time=2021-04-15 03:44:08.306241, cost_time=0:00:31.387011 2021-04-15 03:44:05,340 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.953008, arrival_time=2021-04-15 03:44:08.293330, cost_time=0:00:33.221377 2021-04-15 03:44:07,181 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.82ms, fps=1391 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.107240, arrival_time=2021-04-15 03:44:08.288711, cost_time=0:00:35.062621 2021-04-15 03:44:08,172 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.17ms, fps=1373 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:08.172654, cost_time=0:00:36.053773 2021-04-15 03:44:09,181 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.33ms, fps=2543 images/s, loss=1.0753, top1-acc=74.57%, top5-acc=92.89%, remaining_time=0:00:03.019890, arrival_time=2021-04-15 03:44:12.201154, cost_time=0:00:01.006629 2021-04-15 03:44:10,075 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.22ms, fps=2865 images/s, loss=1.0904, top1-acc=74.30%, top5-acc=92.21%, remaining_time=0:00:01.900520, arrival_time=2021-04-15 03:44:11.975747, cost_time=0:00:01.900520 2021-04-15 03:44:10,969 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.35ms, fps=2865 images/s, loss=1.0882, top1-acc=74.09%, top5-acc=92.23%, remaining_time=0:00:00.931550, arrival_time=2021-04-15 03:44:11.900894, cost_time=0:00:02.794649 2021-04-15 03:44:11,788 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.09ms, fps=2835 images/s, loss=1.1167, top1-acc=73.62%, top5-acc=92.05%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:11.788217, cost_time=0:00:03.613584 2021-04-15 03:44:11,978 INFO : Epoch=0192 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:05:20.881592, arrival_time=2021-04-15 03:49:32.859566, cost_time=2:08:21.158148 2021-04-15 03:44:11,979 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 03:44:14,018 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.42ms, fps=1256 images/s, loss=0.0104, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.925586, arrival_time=2021-04-15 03:44:51.943888, cost_time=0:00:02.039009 2021-04-15 03:44:15,860 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.0107, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.156144, arrival_time=2021-04-15 03:44:50.016823, cost_time=0:00:03.881387 2021-04-15 03:44:17,705 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.0114, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.683756, arrival_time=2021-04-15 03:44:49.389120, cost_time=0:00:05.725990 2021-04-15 03:44:19,553 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.71ms, fps=1385 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.540940, arrival_time=2021-04-15 03:44:49.094846, cost_time=0:00:07.574619 2021-04-15 03:44:21,391 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.44ms, fps=1393 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.484062, arrival_time=2021-04-15 03:44:48.875707, cost_time=0:00:09.412354 2021-04-15 03:44:23,227 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.32ms, fps=1395 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.496328, arrival_time=2021-04-15 03:44:48.724101, cost_time=0:00:11.248404 2021-04-15 03:44:25,068 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.560362, arrival_time=2021-04-15 03:44:48.628721, cost_time=0:00:13.089064 2021-04-15 03:44:26,899 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.41ms, fps=1399 images/s, loss=0.0108, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.633768, arrival_time=2021-04-15 03:44:48.532937, cost_time=0:00:14.919879 2021-04-15 03:44:28,737 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.38ms, fps=1393 images/s, loss=0.0108, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.736670, arrival_time=2021-04-15 03:44:48.473634, cost_time=0:00:16.757581 2021-04-15 03:44:30,571 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.54ms, fps=1396 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.848032, arrival_time=2021-04-15 03:44:48.419013, cost_time=0:00:18.591696 2021-04-15 03:44:32,416 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.38ms, fps=1388 images/s, loss=0.0108, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.977854, arrival_time=2021-04-15 03:44:48.393992, cost_time=0:00:20.436822 2021-04-15 03:44:34,262 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=8.01ms, fps=1387 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.112440, arrival_time=2021-04-15 03:44:48.374670, cost_time=0:00:22.282835 2021-04-15 03:44:36,095 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.53ms, fps=1397 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.243528, arrival_time=2021-04-15 03:44:48.338839, cost_time=0:00:24.116026 2021-04-15 03:44:37,929 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.51ms, fps=1396 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.380216, arrival_time=2021-04-15 03:44:48.310009, cost_time=0:00:25.950495 2021-04-15 03:44:39,767 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.521592, arrival_time=2021-04-15 03:44:48.288744, cost_time=0:00:27.787747 2021-04-15 03:44:41,603 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.37ms, fps=1395 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.665364, arrival_time=2021-04-15 03:44:48.268544, cost_time=0:00:29.623891 2021-04-15 03:44:43,439 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.46ms, fps=1395 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.811482, arrival_time=2021-04-15 03:44:48.250454, cost_time=0:00:31.459685 2021-04-15 03:44:45,274 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.959568, arrival_time=2021-04-15 03:44:48.234089, cost_time=0:00:33.295103 2021-04-15 03:44:47,113 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.23ms, fps=1393 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.109490, arrival_time=2021-04-15 03:44:48.222637, cost_time=0:00:35.133858 2021-04-15 03:44:48,104 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.09ms, fps=1373 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:48.104383, cost_time=0:00:36.125096 2021-04-15 03:44:49,127 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.35ms, fps=2506 images/s, loss=1.0993, top1-acc=74.22%, top5-acc=92.77%, remaining_time=0:00:03.064410, arrival_time=2021-04-15 03:44:52.192091, cost_time=0:00:01.021470 2021-04-15 03:44:50,033 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.34ms, fps=2826 images/s, loss=1.0895, top1-acc=74.16%, top5-acc=92.42%, remaining_time=0:00:01.927720, arrival_time=2021-04-15 03:44:51.961654, cost_time=0:00:01.927716 2021-04-15 03:44:50,942 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.73ms, fps=2820 images/s, loss=1.1004, top1-acc=73.82%, top5-acc=92.24%, remaining_time=0:00:00.945270, arrival_time=2021-04-15 03:44:51.887474, cost_time=0:00:02.835814 2021-04-15 03:44:51,759 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.06ms, fps=2841 images/s, loss=1.0865, top1-acc=73.51%, top5-acc=92.25%, remaining_time=0:00:00, arrival_time=2021-04-15 03:44:51.759350, cost_time=0:00:03.653169 2021-04-15 03:44:51,957 INFO : Epoch=0193 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:04:40.766633, arrival_time=2021-04-15 03:49:32.723593, cost_time=2:09:01.137132 2021-04-15 03:44:51,958 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 03:44:53,963 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.41ms, fps=1277 images/s, loss=0.0120, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:37.288350, arrival_time=2021-04-15 03:45:31.251455, cost_time=0:00:02.004750 2021-04-15 03:44:55,805 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.34ms, fps=1390 images/s, loss=0.0108, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.853072, arrival_time=2021-04-15 03:45:29.658362, cost_time=0:00:03.846946 2021-04-15 03:44:57,653 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0115, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.509788, arrival_time=2021-04-15 03:45:29.162745, cost_time=0:00:05.694533 2021-04-15 03:44:59,489 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.34ms, fps=1394 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.372148, arrival_time=2021-04-15 03:45:28.861814, cost_time=0:00:07.531314 2021-04-15 03:45:01,323 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.346384, arrival_time=2021-04-15 03:45:28.669933, cost_time=0:00:09.365205 2021-04-15 03:45:03,163 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.61ms, fps=1392 images/s, loss=0.0116, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.396912, arrival_time=2021-04-15 03:45:28.559884, cost_time=0:00:11.204540 2021-04-15 03:45:04,998 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.471406, arrival_time=2021-04-15 03:45:28.469421, cost_time=0:00:13.039666 2021-04-15 03:45:06,832 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.567416, arrival_time=2021-04-15 03:45:28.399865, cost_time=0:00:14.874095 2021-04-15 03:45:08,665 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.26ms, fps=1397 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.676356, arrival_time=2021-04-15 03:45:28.341248, cost_time=0:00:16.706329 2021-04-15 03:45:10,522 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.56ms, fps=1379 images/s, loss=0.0114, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.821248, arrival_time=2021-04-15 03:45:28.343533, cost_time=0:00:18.563830 2021-04-15 03:45:12,384 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.36ms, fps=1375 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.969340, arrival_time=2021-04-15 03:45:28.353559, cost_time=0:00:20.425870 2021-04-15 03:45:14,227 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.55ms, fps=1389 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.103700, arrival_time=2021-04-15 03:45:28.331076, cost_time=0:00:22.268974 2021-04-15 03:45:16,063 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.35ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.237852, arrival_time=2021-04-15 03:45:28.301089, cost_time=0:00:24.104816 2021-04-15 03:45:17,913 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.382064, arrival_time=2021-04-15 03:45:28.295653, cost_time=0:00:25.955216 2021-04-15 03:45:19,762 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.526560, arrival_time=2021-04-15 03:45:28.289064, cost_time=0:00:27.803962 2021-04-15 03:45:21,596 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.33ms, fps=1396 images/s, loss=0.0111, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.668604, arrival_time=2021-04-15 03:45:28.265243, cost_time=0:00:29.638290 2021-04-15 03:45:23,439 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.63ms, fps=1389 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.814810, arrival_time=2021-04-15 03:45:28.254544, cost_time=0:00:31.481370 2021-04-15 03:45:25,280 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.961936, arrival_time=2021-04-15 03:45:28.242345, cost_time=0:00:33.321855 2021-04-15 03:45:27,120 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.14ms, fps=1391 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.110396, arrival_time=2021-04-15 03:45:28.231320, cost_time=0:00:35.162571 2021-04-15 03:45:28,116 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.17ms, fps=1367 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:28.116033, cost_time=0:00:36.157710 2021-04-15 03:45:29,121 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.38ms, fps=2551 images/s, loss=1.0879, top1-acc=73.20%, top5-acc=92.07%, remaining_time=0:00:03.010500, arrival_time=2021-04-15 03:45:32.131654, cost_time=0:00:01.003496 2021-04-15 03:45:30,012 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.43ms, fps=2873 images/s, loss=1.0714, top1-acc=73.83%, top5-acc=92.42%, remaining_time=0:00:01.894740, arrival_time=2021-04-15 03:45:31.907194, cost_time=0:00:01.894747 2021-04-15 03:45:30,907 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.29ms, fps=2863 images/s, loss=1.0851, top1-acc=73.75%, top5-acc=92.32%, remaining_time=0:00:00.929800, arrival_time=2021-04-15 03:45:31.836984, cost_time=0:00:02.789390 2021-04-15 03:45:31,723 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.08ms, fps=2843 images/s, loss=1.0879, top1-acc=73.74%, top5-acc=92.26%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:31.723828, cost_time=0:00:03.606191 2021-04-15 03:45:31,892 INFO : Epoch=0194 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:04:00.651720, arrival_time=2021-04-15 03:49:32.543792, cost_time=2:09:41.072231 2021-04-15 03:45:31,893 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 03:45:33,880 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.33ms, fps=1288 images/s, loss=0.0118, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:36.960432, arrival_time=2021-04-15 03:46:10.841052, cost_time=0:00:01.987123 2021-04-15 03:45:35,714 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.62ms, fps=1396 images/s, loss=0.0119, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.626912, arrival_time=2021-04-15 03:46:09.341655, cost_time=0:00:03.821249 2021-04-15 03:45:37,548 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.288344, arrival_time=2021-04-15 03:46:08.836441, cost_time=0:00:05.654520 2021-04-15 03:45:39,382 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.40ms, fps=1396 images/s, loss=0.0111, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.206788, arrival_time=2021-04-15 03:46:08.589212, cost_time=0:00:07.488928 2021-04-15 03:45:41,217 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.225058, arrival_time=2021-04-15 03:46:08.442190, cost_time=0:00:09.323636 2021-04-15 03:45:43,056 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.60ms, fps=1392 images/s, loss=0.0112, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.302936, arrival_time=2021-04-15 03:46:08.359562, cost_time=0:00:11.163037 2021-04-15 03:45:44,891 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.28ms, fps=1396 images/s, loss=0.0113, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.396436, arrival_time=2021-04-15 03:46:08.287941, cost_time=0:00:12.998008 2021-04-15 03:45:46,723 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.37ms, fps=1397 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.503964, arrival_time=2021-04-15 03:46:08.227772, cost_time=0:00:14.830315 2021-04-15 03:45:48,560 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=2.11ms, fps=1394 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.630246, arrival_time=2021-04-15 03:46:08.190980, cost_time=0:00:16.667158 2021-04-15 03:45:50,395 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.56ms, fps=1396 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.761536, arrival_time=2021-04-15 03:46:08.156599, cost_time=0:00:18.501571 2021-04-15 03:45:52,228 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.898562, arrival_time=2021-04-15 03:46:08.127450, cost_time=0:00:20.335391 2021-04-15 03:45:54,064 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.041532, arrival_time=2021-04-15 03:46:08.105914, cost_time=0:00:22.170875 2021-04-15 03:45:55,899 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.25ms, fps=1395 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.187758, arrival_time=2021-04-15 03:46:08.087571, cost_time=0:00:24.006247 2021-04-15 03:45:57,735 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.40ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.336704, arrival_time=2021-04-15 03:46:08.071884, cost_time=0:00:25.841690 2021-04-15 03:45:59,569 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.29ms, fps=1396 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.487230, arrival_time=2021-04-15 03:46:08.056533, cost_time=0:00:27.675813 2021-04-15 03:46:01,404 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.639984, arrival_time=2021-04-15 03:46:08.044477, cost_time=0:00:29.510985 2021-04-15 03:46:03,240 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.36ms, fps=1395 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.794192, arrival_time=2021-04-15 03:46:08.034468, cost_time=0:00:31.346700 2021-04-15 03:46:05,072 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.39ms, fps=1398 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.949248, arrival_time=2021-04-15 03:46:08.021794, cost_time=0:00:33.179040 2021-04-15 03:46:06,906 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.05ms, fps=1397 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.105662, arrival_time=2021-04-15 03:46:08.011712, cost_time=0:00:35.012560 2021-04-15 03:46:07,896 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.21ms, fps=1374 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:07.896188, cost_time=0:00:36.002712 2021-04-15 03:46:08,899 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.18ms, fps=2555 images/s, loss=1.0443, top1-acc=74.49%, top5-acc=92.81%, remaining_time=0:00:03.006120, arrival_time=2021-04-15 03:46:11.906036, cost_time=0:00:01.002041 2021-04-15 03:46:09,803 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.28ms, fps=2834 images/s, loss=1.0666, top1-acc=74.39%, top5-acc=92.50%, remaining_time=0:00:01.905840, arrival_time=2021-04-15 03:46:11.709630, cost_time=0:00:01.905844 2021-04-15 03:46:10,697 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.36ms, fps=2868 images/s, loss=1.0767, top1-acc=73.87%, top5-acc=92.42%, remaining_time=0:00:00.933060, arrival_time=2021-04-15 03:46:11.630101, cost_time=0:00:02.799192 2021-04-15 03:46:11,511 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.06ms, fps=2849 images/s, loss=1.0693, top1-acc=73.55%, top5-acc=92.50%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:11.511762, cost_time=0:00:03.613870 2021-04-15 03:46:11,708 INFO : Epoch=0195 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:03:20.535600, arrival_time=2021-04-15 03:49:32.244034, cost_time=2:10:20.888494 2021-04-15 03:46:11,709 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 03:46:13,708 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.76ms, fps=1281 images/s, loss=0.0129, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.182516, arrival_time=2021-04-15 03:46:50.891466, cost_time=0:00:01.999058 2021-04-15 03:46:15,546 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.30ms, fps=1394 images/s, loss=0.0120, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:33.758912, arrival_time=2021-04-15 03:46:49.305049, cost_time=0:00:03.836244 2021-04-15 03:46:17,382 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.39ms, fps=1394 images/s, loss=0.0116, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.387612, arrival_time=2021-04-15 03:46:48.770042, cost_time=0:00:05.672464 2021-04-15 03:46:19,221 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.0115, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.295240, arrival_time=2021-04-15 03:46:48.516737, cost_time=0:00:07.511603 2021-04-15 03:46:21,053 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.36ms, fps=1398 images/s, loss=0.0113, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.282436, arrival_time=2021-04-15 03:46:48.335629, cost_time=0:00:09.343302 2021-04-15 03:46:22,900 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.0113, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.364000, arrival_time=2021-04-15 03:46:48.263978, cost_time=0:00:11.190000 2021-04-15 03:46:24,734 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.42ms, fps=1396 images/s, loss=0.0114, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.444820, arrival_time=2021-04-15 03:46:48.179649, cost_time=0:00:13.024893 2021-04-15 03:46:26,577 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.31ms, fps=1390 images/s, loss=0.0113, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.558252, arrival_time=2021-04-15 03:46:48.135935, cost_time=0:00:14.867799 2021-04-15 03:46:28,425 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.0112, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.687168, arrival_time=2021-04-15 03:46:48.112619, cost_time=0:00:16.715481 2021-04-15 03:46:30,261 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.29ms, fps=1395 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.809152, arrival_time=2021-04-15 03:46:48.070193, cost_time=0:00:18.551154 2021-04-15 03:46:32,098 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.939928, arrival_time=2021-04-15 03:46:48.038116, cost_time=0:00:20.388302 2021-04-15 03:46:33,952 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.91ms, fps=1381 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.086980, arrival_time=2021-04-15 03:46:48.039631, cost_time=0:00:22.242635 2021-04-15 03:46:35,803 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.232110, arrival_time=2021-04-15 03:46:48.035595, cost_time=0:00:24.093560 2021-04-15 03:46:37,658 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.53ms, fps=1381 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.379432, arrival_time=2021-04-15 03:46:48.037850, cost_time=0:00:25.948515 2021-04-15 03:46:39,510 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.75ms, fps=1383 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.525318, arrival_time=2021-04-15 03:46:48.035253, cost_time=0:00:27.799894 2021-04-15 03:46:41,345 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.668100, arrival_time=2021-04-15 03:46:48.014021, cost_time=0:00:29.636044 2021-04-15 03:46:43,179 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.35ms, fps=1396 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.813042, arrival_time=2021-04-15 03:46:47.992814, cost_time=0:00:31.469882 2021-04-15 03:46:45,020 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.90ms, fps=1391 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.960944, arrival_time=2021-04-15 03:46:47.981546, cost_time=0:00:33.310621 2021-04-15 03:46:46,852 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.20ms, fps=1398 images/s, loss=0.0109, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.109766, arrival_time=2021-04-15 03:46:47.962275, cost_time=0:00:35.142616 2021-04-15 03:46:47,844 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.22ms, fps=1371 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:47.844611, cost_time=0:00:36.134732 2021-04-15 03:46:48,854 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.53ms, fps=2541 images/s, loss=1.1098, top1-acc=73.20%, top5-acc=92.42%, remaining_time=0:00:03.022950, arrival_time=2021-04-15 03:46:51.877082, cost_time=0:00:01.007646 2021-04-15 03:46:49,744 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.38ms, fps=2875 images/s, loss=1.1014, top1-acc=73.71%, top5-acc=92.38%, remaining_time=0:00:01.898400, arrival_time=2021-04-15 03:46:51.643278, cost_time=0:00:01.898407 2021-04-15 03:46:50,639 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.59ms, fps=2864 images/s, loss=1.1089, top1-acc=73.66%, top5-acc=92.20%, remaining_time=0:00:00.930880, arrival_time=2021-04-15 03:46:51.570066, cost_time=0:00:02.792640 2021-04-15 03:46:51,454 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.07ms, fps=2849 images/s, loss=1.1003, top1-acc=73.64%, top5-acc=92.30%, remaining_time=0:00:00, arrival_time=2021-04-15 03:46:51.453965, cost_time=0:00:03.607435 2021-04-15 03:46:51,638 INFO : Epoch=0196 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:02:40.424868, arrival_time=2021-04-15 03:49:32.063308, cost_time=2:11:00.818608 2021-04-15 03:46:51,639 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 03:46:53,649 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.48ms, fps=1274 images/s, loss=0.0106, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.386186, arrival_time=2021-04-15 03:47:31.036048, cost_time=0:00:02.010009 2021-04-15 03:46:55,477 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.33ms, fps=1401 images/s, loss=0.0107, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:33.773872, arrival_time=2021-04-15 03:47:29.251654, cost_time=0:00:03.837942 2021-04-15 03:46:57,316 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.91ms, fps=1393 images/s, loss=0.0110, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.407532, arrival_time=2021-04-15 03:47:28.723508, cost_time=0:00:05.676051 2021-04-15 03:46:59,152 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0113, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.298048, arrival_time=2021-04-15 03:47:28.450207, cost_time=0:00:07.512310 2021-04-15 03:47:00,986 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.0111, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.291926, arrival_time=2021-04-15 03:47:28.278303, cost_time=0:00:09.346528 2021-04-15 03:47:02,826 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.55ms, fps=1392 images/s, loss=0.0111, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.355160, arrival_time=2021-04-15 03:47:28.181189, cost_time=0:00:11.186086 2021-04-15 03:47:04,661 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.0110, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.439654, arrival_time=2021-04-15 03:47:28.101507, cost_time=0:00:13.022012 2021-04-15 03:47:06,496 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.25ms, fps=1396 images/s, loss=0.0110, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.542244, arrival_time=2021-04-15 03:47:28.038788, cost_time=0:00:14.856698 2021-04-15 03:47:08,338 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.667028, arrival_time=2021-04-15 03:47:28.005356, cost_time=0:00:16.698389 2021-04-15 03:47:10,178 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.58ms, fps=1392 images/s, loss=0.0111, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.796672, arrival_time=2021-04-15 03:47:27.974667, cost_time=0:00:18.538159 2021-04-15 03:47:12,021 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.934424, arrival_time=2021-04-15 03:47:27.955534, cost_time=0:00:20.381269 2021-04-15 03:47:13,861 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.073452, arrival_time=2021-04-15 03:47:27.934576, cost_time=0:00:22.221194 2021-04-15 03:47:15,692 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.29ms, fps=1398 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.211518, arrival_time=2021-04-15 03:47:27.904328, cost_time=0:00:24.052964 2021-04-15 03:47:17,526 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.56ms, fps=1396 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.354680, arrival_time=2021-04-15 03:47:27.881208, cost_time=0:00:25.886687 2021-04-15 03:47:19,362 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.43ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.501398, arrival_time=2021-04-15 03:47:27.863335, cost_time=0:00:27.722010 2021-04-15 03:47:21,204 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.56ms, fps=1390 images/s, loss=0.0112, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.652008, arrival_time=2021-04-15 03:47:27.856342, cost_time=0:00:29.564493 2021-04-15 03:47:23,038 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.802122, arrival_time=2021-04-15 03:47:27.840419, cost_time=0:00:31.398458 2021-04-15 03:47:24,874 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.44ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.954160, arrival_time=2021-04-15 03:47:27.828335, cost_time=0:00:33.234323 2021-04-15 03:47:26,715 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.25ms, fps=1391 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.107660, arrival_time=2021-04-15 03:47:27.823451, cost_time=0:00:35.075872 2021-04-15 03:47:27,708 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.31ms, fps=1370 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:27.708887, cost_time=0:00:36.069063 2021-04-15 03:47:28,732 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.21ms, fps=2508 images/s, loss=1.1329, top1-acc=72.66%, top5-acc=91.80%, remaining_time=0:00:03.062670, arrival_time=2021-04-15 03:47:31.794659, cost_time=0:00:01.020887 2021-04-15 03:47:29,621 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.34ms, fps=2879 images/s, loss=1.0967, top1-acc=72.81%, top5-acc=92.30%, remaining_time=0:00:01.910400, arrival_time=2021-04-15 03:47:31.531896, cost_time=0:00:01.910405 2021-04-15 03:47:30,512 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.39ms, fps=2874 images/s, loss=1.0968, top1-acc=73.26%, top5-acc=92.40%, remaining_time=0:00:00.933870, arrival_time=2021-04-15 03:47:31.446576, cost_time=0:00:02.801596 2021-04-15 03:47:31,329 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.09ms, fps=2841 images/s, loss=1.0920, top1-acc=73.22%, top5-acc=92.22%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:31.329845, cost_time=0:00:03.618701 2021-04-15 03:47:31,503 INFO : Epoch=0197 complete, best val top1-acc=73.86%, top5-acc=92.28% (epoch=175), remaining_time=0:02:00.314976, arrival_time=2021-04-15 03:49:31.818213, cost_time=2:11:40.683398 2021-04-15 03:47:31,504 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 03:47:33,495 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.43ms, fps=1286 images/s, loss=0.0101, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.027950, arrival_time=2021-04-15 03:48:10.523358, cost_time=0:00:01.990752 2021-04-15 03:47:35,332 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.63ms, fps=1394 images/s, loss=0.0104, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:33.684640, arrival_time=2021-04-15 03:48:09.017124, cost_time=0:00:03.827799 2021-04-15 03:47:37,172 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.69ms, fps=1392 images/s, loss=0.0104, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.358894, arrival_time=2021-04-15 03:48:08.530911, cost_time=0:00:05.667267 2021-04-15 03:47:39,006 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.39ms, fps=1396 images/s, loss=0.0109, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.255460, arrival_time=2021-04-15 03:48:08.261538, cost_time=0:00:07.501418 2021-04-15 03:47:40,846 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.45ms, fps=1391 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.277326, arrival_time=2021-04-15 03:48:08.123534, cost_time=0:00:09.341544 2021-04-15 03:47:42,682 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.55ms, fps=1395 images/s, loss=0.0109, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.334896, arrival_time=2021-04-15 03:48:08.016816, cost_time=0:00:11.177140 2021-04-15 03:47:44,518 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.39ms, fps=1395 images/s, loss=0.0108, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.424156, arrival_time=2021-04-15 03:48:07.942256, cost_time=0:00:13.013433 2021-04-15 03:47:46,352 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.49ms, fps=1396 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.529252, arrival_time=2021-04-15 03:48:07.881671, cost_time=0:00:14.847754 2021-04-15 03:47:48,189 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.36ms, fps=1394 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.650598, arrival_time=2021-04-15 03:48:07.839761, cost_time=0:00:16.684502 2021-04-15 03:47:50,025 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.34ms, fps=1395 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.779584, arrival_time=2021-04-15 03:48:07.804772, cost_time=0:00:18.520447 2021-04-15 03:47:51,864 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.0109, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.917912, arrival_time=2021-04-15 03:48:07.782726, cost_time=0:00:20.360147 2021-04-15 03:47:53,701 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.51ms, fps=1394 images/s, loss=0.0110, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.057720, arrival_time=2021-04-15 03:48:07.758820, cost_time=0:00:22.196449 2021-04-15 03:47:55,536 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.38ms, fps=1395 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.200562, arrival_time=2021-04-15 03:48:07.736675, cost_time=0:00:24.031369 2021-04-15 03:47:57,374 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.55ms, fps=1393 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.348072, arrival_time=2021-04-15 03:48:07.722922, cost_time=0:00:25.870189 2021-04-15 03:47:59,209 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.52ms, fps=1396 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.496108, arrival_time=2021-04-15 03:48:07.705554, cost_time=0:00:27.704767 2021-04-15 03:48:01,047 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.57ms, fps=1393 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.647004, arrival_time=2021-04-15 03:48:07.694074, cost_time=0:00:29.542317 2021-04-15 03:48:02,881 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.36ms, fps=1396 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.798742, arrival_time=2021-04-15 03:48:07.679740, cost_time=0:00:31.376336 2021-04-15 03:48:04,719 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.54ms, fps=1393 images/s, loss=0.0111, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.952448, arrival_time=2021-04-15 03:48:07.672156, cost_time=0:00:33.215049 2021-04-15 03:48:06,555 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.29ms, fps=1395 images/s, loss=0.0110, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.106856, arrival_time=2021-04-15 03:48:07.662113, cost_time=0:00:35.050518 2021-04-15 03:48:07,548 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:07.548061, cost_time=0:00:36.043410 2021-04-15 03:48:08,554 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.21ms, fps=2547 images/s, loss=1.0519, top1-acc=74.77%, top5-acc=91.91%, remaining_time=0:00:03.015150, arrival_time=2021-04-15 03:48:11.570008, cost_time=0:00:01.005054 2021-04-15 03:48:09,447 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.36ms, fps=2870 images/s, loss=1.0707, top1-acc=74.12%, top5-acc=91.99%, remaining_time=0:00:01.897360, arrival_time=2021-04-15 03:48:11.344508, cost_time=0:00:01.897360 2021-04-15 03:48:10,342 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=2.21ms, fps=2860 images/s, loss=1.0828, top1-acc=74.01%, top5-acc=92.10%, remaining_time=0:00:00.930920, arrival_time=2021-04-15 03:48:11.273471, cost_time=0:00:02.792750 2021-04-15 03:48:11,157 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.08ms, fps=2848 images/s, loss=1.0989, top1-acc=73.91%, top5-acc=92.13%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:11.157523, cost_time=0:00:03.607757 2021-04-15 03:48:11,507 INFO : Epoch=0198 complete, best val top1-acc=73.91%, top5-acc=92.13% (epoch=198), remaining_time=0:01:20.208968, arrival_time=2021-04-15 03:49:31.716699, cost_time=2:12:20.687887 2021-04-15 03:48:11,508 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 03:48:13,511 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.33ms, fps=1278 images/s, loss=0.0106, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.245756, arrival_time=2021-04-15 03:48:50.757362, cost_time=0:00:02.002461 2021-04-15 03:48:15,348 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.37ms, fps=1394 images/s, loss=0.0106, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:33.784784, arrival_time=2021-04-15 03:48:49.133028, cost_time=0:00:03.839176 2021-04-15 03:48:17,197 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=0.0108, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.473932, arrival_time=2021-04-15 03:48:48.671157, cost_time=0:00:05.688047 2021-04-15 03:48:19,037 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.31ms, fps=1391 images/s, loss=0.0112, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.360916, arrival_time=2021-04-15 03:48:48.398479, cost_time=0:00:07.528451 2021-04-15 03:48:20,871 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.28ms, fps=1396 images/s, loss=0.0115, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.338646, arrival_time=2021-04-15 03:48:48.210239, cost_time=0:00:09.362532 2021-04-15 03:48:22,705 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.38ms, fps=1396 images/s, loss=0.0116, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.379504, arrival_time=2021-04-15 03:48:48.085420, cost_time=0:00:11.196847 2021-04-15 03:48:24,541 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.49ms, fps=1395 images/s, loss=0.0115, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.458806, arrival_time=2021-04-15 03:48:48.000621, cost_time=0:00:13.032671 2021-04-15 03:48:26,373 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.42ms, fps=1398 images/s, loss=0.0115, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.553032, arrival_time=2021-04-15 03:48:47.926290, cost_time=0:00:14.864195 2021-04-15 03:48:28,212 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=2.10ms, fps=1392 images/s, loss=0.0114, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.673176, arrival_time=2021-04-15 03:48:47.885872, cost_time=0:00:16.703632 2021-04-15 03:48:30,069 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.818272, arrival_time=2021-04-15 03:48:47.888143, cost_time=0:00:18.560717 2021-04-15 03:48:31,907 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.35ms, fps=1394 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.947840, arrival_time=2021-04-15 03:48:47.855285, cost_time=0:00:20.398381 2021-04-15 03:48:33,739 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.32ms, fps=1398 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.078924, arrival_time=2021-04-15 03:48:47.817892, cost_time=0:00:22.229901 2021-04-15 03:48:35,579 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.35ms, fps=1392 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.220032, arrival_time=2021-04-15 03:48:47.799050, cost_time=0:00:24.069739 2021-04-15 03:48:37,417 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.363304, arrival_time=2021-04-15 03:48:47.780673, cost_time=0:00:25.908296 2021-04-15 03:48:39,252 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.34ms, fps=1396 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.507838, arrival_time=2021-04-15 03:48:47.759866, cost_time=0:00:27.742976 2021-04-15 03:48:41,089 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.37ms, fps=1393 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.655680, arrival_time=2021-04-15 03:48:47.745482, cost_time=0:00:29.580733 2021-04-15 03:48:42,932 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.40ms, fps=1390 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.805918, arrival_time=2021-04-15 03:48:47.738310, cost_time=0:00:31.423246 2021-04-15 03:48:44,773 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.70ms, fps=1391 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.956832, arrival_time=2021-04-15 03:48:47.730255, cost_time=0:00:33.264355 2021-04-15 03:48:46,617 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.25ms, fps=1389 images/s, loss=0.0112, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.108674, arrival_time=2021-04-15 03:48:47.725793, cost_time=0:00:35.108008 2021-04-15 03:48:47,615 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.18ms, fps=1363 images/s, loss=0.0113, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:47.615511, cost_time=0:00:36.106398 2021-04-15 03:48:48,635 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.20ms, fps=2513 images/s, loss=1.1017, top1-acc=72.58%, top5-acc=92.23%, remaining_time=0:00:03.055710, arrival_time=2021-04-15 03:48:51.691597, cost_time=0:00:01.018566 2021-04-15 03:48:49,527 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.31ms, fps=2872 images/s, loss=1.1167, top1-acc=72.87%, top5-acc=91.95%, remaining_time=0:00:01.910200, arrival_time=2021-04-15 03:48:51.437705, cost_time=0:00:01.910197 2021-04-15 03:48:50,419 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.53ms, fps=2873 images/s, loss=1.1009, top1-acc=73.29%, top5-acc=92.19%, remaining_time=0:00:00.933890, arrival_time=2021-04-15 03:48:51.352884, cost_time=0:00:02.801684 2021-04-15 03:48:51,232 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.08ms, fps=2852 images/s, loss=1.0842, top1-acc=73.57%, top5-acc=92.10%, remaining_time=0:00:00, arrival_time=2021-04-15 03:48:51.232882, cost_time=0:00:03.615598 2021-04-15 03:48:51,387 INFO : Epoch=0199 complete, best val top1-acc=73.91%, top5-acc=92.13% (epoch=198), remaining_time=0:00:40.103355, arrival_time=2021-04-15 03:49:31.490829, cost_time=2:13:00.567645 2021-04-15 03:48:51,388 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 03:48:53,402 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.35ms, fps=1272 images/s, loss=0.0113, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.446636, arrival_time=2021-04-15 03:49:30.848782, cost_time=0:00:02.013261 2021-04-15 03:48:55,239 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.72ms, fps=1394 images/s, loss=0.0113, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:33.887216, arrival_time=2021-04-15 03:49:29.126835, cost_time=0:00:03.850813 2021-04-15 03:48:57,071 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.35ms, fps=1398 images/s, loss=0.0108, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.441728, arrival_time=2021-04-15 03:49:28.512762, cost_time=0:00:05.682235 2021-04-15 03:48:58,909 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.53ms, fps=1393 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.329872, arrival_time=2021-04-15 03:49:28.239257, cost_time=0:00:07.520495 2021-04-15 03:49:00,747 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.30ms, fps=1393 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.328280, arrival_time=2021-04-15 03:49:28.076096, cost_time=0:00:09.359001 2021-04-15 03:49:02,580 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.56ms, fps=1397 images/s, loss=0.0108, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.367264, arrival_time=2021-04-15 03:49:27.947489, cost_time=0:00:11.191422 2021-04-15 03:49:04,411 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.31ms, fps=1398 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.440914, arrival_time=2021-04-15 03:49:27.852429, cost_time=0:00:13.022703 2021-04-15 03:49:06,246 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.33ms, fps=1395 images/s, loss=0.0107, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.543520, arrival_time=2021-04-15 03:49:27.790024, cost_time=0:00:14.857629 2021-04-15 03:49:08,079 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.30ms, fps=1397 images/s, loss=0.0106, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.658124, arrival_time=2021-04-15 03:49:27.737810, cost_time=0:00:16.690891 2021-04-15 03:49:09,923 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.793504, arrival_time=2021-04-15 03:49:27.717262, cost_time=0:00:18.534943 2021-04-15 03:49:11,754 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.31ms, fps=1399 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.921868, arrival_time=2021-04-15 03:49:27.675928, cost_time=0:00:20.365173 2021-04-15 03:49:13,603 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.069120, arrival_time=2021-04-15 03:49:27.672325, cost_time=0:00:22.214386 2021-04-15 03:49:15,441 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.48ms, fps=1393 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.211452, arrival_time=2021-04-15 03:49:27.653111, cost_time=0:00:24.052859 2021-04-15 03:49:17,284 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.0108, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.358376, arrival_time=2021-04-15 03:49:27.643267, cost_time=0:00:25.895998 2021-04-15 03:49:19,119 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.32ms, fps=1396 images/s, loss=0.0108, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.504066, arrival_time=2021-04-15 03:49:27.623490, cost_time=0:00:27.730623 2021-04-15 03:49:20,952 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.55ms, fps=1397 images/s, loss=0.0107, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.651756, arrival_time=2021-04-15 03:49:27.603894, cost_time=0:00:29.563331 2021-04-15 03:49:22,798 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.57ms, fps=1387 images/s, loss=0.0108, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.803838, arrival_time=2021-04-15 03:49:27.602494, cost_time=0:00:31.409754 2021-04-15 03:49:24,649 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.29ms, fps=1384 images/s, loss=0.0108, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.956480, arrival_time=2021-04-15 03:49:27.605647, cost_time=0:00:33.260360 2021-04-15 03:49:26,484 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.21ms, fps=1395 images/s, loss=0.0108, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.108290, arrival_time=2021-04-15 03:49:27.593021, cost_time=0:00:35.095928 2021-04-15 03:49:27,475 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.73ms, fps=1373 images/s, loss=0.0109, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:27.475719, cost_time=0:00:36.086861 2021-04-15 03:49:28,501 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.22ms, fps=2500 images/s, loss=1.1122, top1-acc=73.12%, top5-acc=91.60%, remaining_time=0:00:03.072000, arrival_time=2021-04-15 03:49:31.573558, cost_time=0:00:01.024002 2021-04-15 03:49:29,396 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.48ms, fps=2864 images/s, loss=1.1019, top1-acc=73.01%, top5-acc=92.11%, remaining_time=0:00:01.918340, arrival_time=2021-04-15 03:49:31.314306, cost_time=0:00:01.918346 2021-04-15 03:49:30,289 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.42ms, fps=2867 images/s, loss=1.1027, top1-acc=73.06%, top5-acc=92.25%, remaining_time=0:00:00.937300, arrival_time=2021-04-15 03:49:31.226894, cost_time=0:00:02.811903 2021-04-15 03:49:31,105 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.09ms, fps=2847 images/s, loss=1.0941, top1-acc=73.06%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:31.104993, cost_time=0:00:03.627483 2021-04-15 03:49:31,304 INFO : Epoch=0200 complete, best val top1-acc=73.91%, top5-acc=92.13% (epoch=198), remaining_time=0:00:00, arrival_time=2021-04-15 03:49:31.304413, cost_time=2:13:40.484533