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same_rot0_stage1.txt
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same_rot0_stage1.txt
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/home/users/u6293587/anaconda3/envs/cuda11.3/lib/python3.9/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.
warnings.warn(
/home/users/u6293587/anaconda3/envs/cuda11.3/lib/python3.9/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights.
warnings.warn(msg)
/home/users/u6293587/anaconda3/envs/cuda11.3/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /opt/conda/conda-bld/pytorch_1659484809662/work/aten/src/ATen/native/TensorShape.cpp:2894.)
return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]
save_path: ./ModelsVIGOR/3DoF/Stage1/same_rot0.0_Nit1_TransV1_geo_Level0_2_Channels64_16_4_Share
resume from model_4.pth
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/NewYork/satellite_list.txt 23279
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Seattle/satellite_list.txt 44055
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/SanFrancisco/satellite_list.txt 68310
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Chicago/satellite_list.txt 90618
Sat loaded, data size:90618
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/NewYork/same_area_balanced_train__corrected.txt 13885
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Seattle/same_area_balanced_train__corrected.txt 25761
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/SanFrancisco/same_area_balanced_train__corrected.txt 39869
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Chicago/same_area_balanced_train__corrected.txt 52609
Grd loaded, data size:52609
batch_size: 8
num of batches: 5260
Epoch: 5 Loop: 9 R error: 0.0 triplet loss: 0.1164 GPS err loss: 0.0048 Time: 16.057458877563477
Epoch: 5 Loop: 19 R error: 0.0 triplet loss: 0.133 GPS err loss: 0.0348 Time: 12.268893957138062
Epoch: 5 Loop: 29 R error: 0.0 triplet loss: 0.1268 GPS err loss: 0.0065 Time: 12.353875637054443
Epoch: 5 Loop: 39 R error: 0.0 triplet loss: 0.1189 GPS err loss: 0.0086 Time: 12.369410991668701
Epoch: 5 Loop: 49 R error: 0.0 triplet loss: 0.1463 GPS err loss: 0.022 Time: 12.4775550365448
Epoch: 5 Loop: 59 R error: 0.0 triplet loss: 0.1177 GPS err loss: 0.0282 Time: 12.498196363449097
Epoch: 5 Loop: 69 R error: 0.0 triplet loss: 0.1182 GPS err loss: 0.0187 Time: 12.496567487716675
Epoch: 5 Loop: 79 R error: 0.0 triplet loss: 0.2329 GPS err loss: 0.0376 Time: 12.495808601379395
Epoch: 5 Loop: 89 R error: 0.0 triplet loss: 0.1215 GPS err loss: 0.0286 Time: 12.515172481536865
Epoch: 5 Loop: 99 R error: 0.0 triplet loss: 0.1123 GPS err loss: 0.0141 Time: 12.504987955093384
Epoch: 5 Loop: 109 R error: 0.0 triplet loss: 0.1476 GPS err loss: 0.0 Time: 12.594183921813965
Epoch: 5 Loop: 119 R error: 0.0 triplet loss: 0.1555 GPS err loss: 0.0178 Time: 12.519568920135498
Epoch: 5 Loop: 129 R error: 0.0 triplet loss: 0.1089 GPS err loss: 0.0481 Time: 12.508583784103394
Epoch: 5 Loop: 139 R error: 0.0 triplet loss: 0.1259 GPS err loss: 0.0046 Time: 12.537583589553833
Epoch: 5 Loop: 149 R error: 0.0 triplet loss: 0.1207 GPS err loss: 0.0027 Time: 12.524266004562378
Epoch: 5 Loop: 159 R error: 0.0 triplet loss: 0.1046 GPS err loss: 0.015 Time: 12.53180456161499
Epoch: 5 Loop: 169 R error: 0.0 triplet loss: 0.1163 GPS err loss: 0.0039 Time: 12.535621166229248
Epoch: 5 Loop: 179 R error: 0.0 triplet loss: 0.1339 GPS err loss: 0.0187 Time: 12.542228937149048
Epoch: 5 Loop: 189 R error: 0.0 triplet loss: 0.1375 GPS err loss: 0.002 Time: 12.591362953186035
Epoch: 5 Loop: 199 R error: 0.0 triplet loss: 0.1191 GPS err loss: 0.0056 Time: 12.55630373954773
Epoch: 5 Loop: 209 R error: 0.0 triplet loss: 0.1 GPS err loss: 0.0311 Time: 12.561575412750244
Epoch: 5 Loop: 219 R error: 0.0 triplet loss: 0.1315 GPS err loss: 0.0648 Time: 12.555025339126587
Epoch: 5 Loop: 229 R error: 0.0 triplet loss: 0.1139 GPS err loss: 0.0157 Time: 12.534348726272583
Epoch: 5 Loop: 239 R error: 0.0 triplet loss: 0.1536 GPS err loss: 0.003 Time: 12.549434900283813
Epoch: 5 Loop: 249 R error: 0.0 triplet loss: 0.1026 GPS err loss: 0.0011 Time: 12.556525230407715
Epoch: 5 Loop: 259 R error: 0.0 triplet loss: 0.1169 GPS err loss: 0.0155 Time: 12.529884815216064
Epoch: 5 Loop: 269 R error: 0.0 triplet loss: 0.1195 GPS err loss: 0.0086 Time: 12.54445767402649
Epoch: 5 Loop: 279 R error: 0.0 triplet loss: 0.115 GPS err loss: 0.0136 Time: 12.550983428955078
Epoch: 5 Loop: 289 R error: 0.0 triplet loss: 0.15 GPS err loss: 0.0266 Time: 12.541954278945923
Epoch: 5 Loop: 299 R error: 0.0 triplet loss: 0.1384 GPS err loss: 0.0078 Time: 12.57420039176941
Epoch: 5 Loop: 309 R error: 0.0 triplet loss: 0.1127 GPS err loss: 0.0067 Time: 12.55078387260437
Epoch: 5 Loop: 319 R error: 0.0 triplet loss: 0.3244 GPS err loss: 0.0537 Time: 12.548463821411133
Epoch: 5 Loop: 329 R error: 0.0 triplet loss: 0.1082 GPS err loss: 0.048 Time: 12.556452989578247
Epoch: 5 Loop: 339 R error: 0.0 triplet loss: 0.1117 GPS err loss: 0.0188 Time: 12.554853677749634
Epoch: 5 Loop: 349 R error: 0.0 triplet loss: 0.1084 GPS err loss: 0.018 Time: 12.57138991355896
Epoch: 5 Loop: 359 R error: 0.0 triplet loss: 0.1633 GPS err loss: 0.0328 Time: 12.649959325790405
Epoch: 5 Loop: 369 R error: 0.0 triplet loss: 0.1118 GPS err loss: 0.0168 Time: 12.567919969558716
Epoch: 5 Loop: 379 R error: 0.0 triplet loss: 0.1092 GPS err loss: 0.0034 Time: 12.547870635986328
Epoch: 5 Loop: 389 R error: 0.0 triplet loss: 0.1339 GPS err loss: 0.0034 Time: 12.55648684501648
Epoch: 5 Loop: 399 R error: 0.0 triplet loss: 0.1387 GPS err loss: 0.0076 Time: 12.54534101486206
Epoch: 5 Loop: 409 R error: 0.0 triplet loss: 0.1112 GPS err loss: 0.0455 Time: 12.56518006324768
Epoch: 5 Loop: 419 R error: 0.0 triplet loss: 0.1157 GPS err loss: 0.0112 Time: 12.563051700592041
Epoch: 5 Loop: 429 R error: 0.0 triplet loss: 0.1394 GPS err loss: 0.0448 Time: 12.581067085266113
Epoch: 5 Loop: 439 R error: 0.0 triplet loss: 0.1193 GPS err loss: 0.0033 Time: 12.53442645072937
Epoch: 5 Loop: 449 R error: 0.0 triplet loss: 0.1127 GPS err loss: 0.0407 Time: 12.535624027252197
Epoch: 5 Loop: 459 R error: 0.0 triplet loss: 0.1198 GPS err loss: 0.0089 Time: 12.554147720336914
Epoch: 5 Loop: 469 R error: 0.0 triplet loss: 0.1477 GPS err loss: 0.0254 Time: 12.530619621276855
Epoch: 5 Loop: 479 R error: 0.0 triplet loss: 0.1752 GPS err loss: 0.0424 Time: 12.554497003555298
Epoch: 5 Loop: 489 R error: 0.0 triplet loss: 0.1114 GPS err loss: 0.0325 Time: 12.547465562820435
Epoch: 5 Loop: 499 R error: 0.0 triplet loss: 0.1419 GPS err loss: 0.0111 Time: 12.533992528915405
Epoch: 5 Loop: 509 R error: 0.0 triplet loss: 0.1381 GPS err loss: 0.0454 Time: 12.547575235366821
Epoch: 5 Loop: 519 R error: 0.0 triplet loss: 0.1339 GPS err loss: 0.0532 Time: 12.546695232391357
Epoch: 5 Loop: 529 R error: 0.0 triplet loss: 0.1158 GPS err loss: 0.0089 Time: 12.54791259765625
Epoch: 5 Loop: 539 R error: 0.0 triplet loss: 0.1088 GPS err loss: 0.0045 Time: 12.523224353790283
Epoch: 5 Loop: 549 R error: 0.0 triplet loss: 0.1208 GPS err loss: 0.0147 Time: 12.53309154510498
Epoch: 5 Loop: 559 R error: 0.0 triplet loss: 0.1144 GPS err loss: 0.0014 Time: 12.54564619064331
Epoch: 5 Loop: 569 R error: 0.0 triplet loss: 0.1465 GPS err loss: 0.0241 Time: 12.548912048339844
Epoch: 5 Loop: 579 R error: 0.0 triplet loss: 0.1467 GPS err loss: 0.0283 Time: 12.563221216201782
Epoch: 5 Loop: 589 R error: 0.0 triplet loss: 0.1068 GPS err loss: 0.0081 Time: 12.54640817642212
Epoch: 5 Loop: 599 R error: 0.0 triplet loss: 0.1626 GPS err loss: 0.0191 Time: 12.57487177848816
Epoch: 5 Loop: 609 R error: 0.0 triplet loss: 0.1233 GPS err loss: 0.0065 Time: 12.533811092376709
Epoch: 5 Loop: 619 R error: 0.0 triplet loss: 0.1203 GPS err loss: 0.0057 Time: 12.559872150421143
Epoch: 5 Loop: 629 R error: 0.0 triplet loss: 0.1038 GPS err loss: 0.0159 Time: 12.543118476867676
Epoch: 5 Loop: 639 R error: 0.0 triplet loss: 0.1093 GPS err loss: 0.0105 Time: 12.550338983535767
Epoch: 5 Loop: 649 R error: 0.0 triplet loss: 0.1068 GPS err loss: 0.0052 Time: 12.546390771865845
Epoch: 5 Loop: 659 R error: 0.0 triplet loss: 0.1103 GPS err loss: 0.0177 Time: 12.537390947341919
Epoch: 5 Loop: 669 R error: 0.0 triplet loss: 0.1197 GPS err loss: 0.0023 Time: 12.548800468444824
Epoch: 5 Loop: 679 R error: 0.0 triplet loss: 0.1499 GPS err loss: 0.0579 Time: 12.546229124069214
Epoch: 5 Loop: 689 R error: 0.0 triplet loss: 0.1685 GPS err loss: 0.041 Time: 12.550732612609863
Epoch: 5 Loop: 699 R error: 0.0 triplet loss: 0.1139 GPS err loss: 0.0094 Time: 12.544227600097656
Epoch: 5 Loop: 709 R error: 0.0 triplet loss: 0.1331 GPS err loss: 0.0077 Time: 12.521568775177002
Epoch: 5 Loop: 719 R error: 0.0 triplet loss: 0.1586 GPS err loss: 0.0137 Time: 12.553344964981079
Epoch: 5 Loop: 729 R error: 0.0 triplet loss: 0.1103 GPS err loss: 0.0023 Time: 12.536203861236572
Epoch: 5 Loop: 739 R error: 0.0 triplet loss: 0.1271 GPS err loss: 0.0018 Time: 12.53712511062622
Epoch: 5 Loop: 749 R error: 0.0 triplet loss: 0.1392 GPS err loss: 0.0338 Time: 12.529968500137329
Epoch: 5 Loop: 759 R error: 0.0 triplet loss: 0.1171 GPS err loss: 0.0055 Time: 12.535921096801758
Epoch: 5 Loop: 769 R error: 0.0 triplet loss: 0.128 GPS err loss: 0.0093 Time: 12.52634859085083
Epoch: 5 Loop: 779 R error: 0.0 triplet loss: 0.1218 GPS err loss: 0.0165 Time: 12.549941062927246
Epoch: 5 Loop: 789 R error: 0.0 triplet loss: 0.1428 GPS err loss: 0.0142 Time: 12.540138483047485
Epoch: 5 Loop: 799 R error: 0.0 triplet loss: 0.1061 GPS err loss: 0.0006 Time: 12.520727157592773
Epoch: 5 Loop: 809 R error: 0.0 triplet loss: 0.1812 GPS err loss: 0.0063 Time: 12.534825086593628
Epoch: 5 Loop: 819 R error: 0.0 triplet loss: 0.1211 GPS err loss: 0.004 Time: 12.520735740661621
Epoch: 5 Loop: 829 R error: 0.0 triplet loss: 0.1037 GPS err loss: 0.0016 Time: 12.546358585357666
Epoch: 5 Loop: 839 R error: 0.0 triplet loss: 0.1425 GPS err loss: 0.0281 Time: 12.573962450027466
Epoch: 5 Loop: 849 R error: 0.0 triplet loss: 0.1308 GPS err loss: 0.0037 Time: 12.52191972732544
Epoch: 5 Loop: 859 R error: 0.0 triplet loss: 0.1116 GPS err loss: 0.0047 Time: 12.5480797290802
Epoch: 5 Loop: 869 R error: 0.0 triplet loss: 0.1101 GPS err loss: 0.009 Time: 12.535514831542969
Epoch: 5 Loop: 879 R error: 0.0 triplet loss: 0.1759 GPS err loss: 0.0318 Time: 12.526790142059326
Epoch: 5 Loop: 889 R error: 0.0 triplet loss: 0.1173 GPS err loss: 0.0278 Time: 12.547303676605225
Epoch: 5 Loop: 899 R error: 0.0 triplet loss: 0.1063 GPS err loss: 0.0289 Time: 12.532670021057129
Epoch: 5 Loop: 909 R error: 0.0 triplet loss: 0.1231 GPS err loss: 0.0288 Time: 12.534112215042114
Epoch: 5 Loop: 919 R error: 0.0 triplet loss: 0.1722 GPS err loss: 0.0177 Time: 12.545575618743896
Epoch: 5 Loop: 929 R error: 0.0 triplet loss: 0.1485 GPS err loss: 0.0102 Time: 12.525651454925537
Epoch: 5 Loop: 939 R error: 0.0 triplet loss: 0.1118 GPS err loss: 0.0264 Time: 12.545114040374756
Epoch: 5 Loop: 949 R error: 0.0 triplet loss: 0.164 GPS err loss: 0.0296 Time: 12.543753623962402
Epoch: 5 Loop: 959 R error: 0.0 triplet loss: 0.1108 GPS err loss: 0.0164 Time: 12.53996229171753
Epoch: 5 Loop: 969 R error: 0.0 triplet loss: 0.1142 GPS err loss: 0.0185 Time: 12.510267972946167
Epoch: 5 Loop: 979 R error: 0.0 triplet loss: 0.1212 GPS err loss: 0.0056 Time: 12.54748010635376
Epoch: 5 Loop: 989 R error: 0.0 triplet loss: 0.144 GPS err loss: 0.0128 Time: 12.533607959747314
Epoch: 5 Loop: 999 R error: 0.0 triplet loss: 0.12 GPS err loss: 0.0055 Time: 12.54922866821289
Epoch: 5 Loop: 1009 R error: 0.0 triplet loss: 0.1185 GPS err loss: 0.0057 Time: 12.551277160644531
Epoch: 5 Loop: 1019 R error: 0.0 triplet loss: 0.1045 GPS err loss: 0.0101 Time: 12.532848834991455
Epoch: 5 Loop: 1029 R error: 0.0 triplet loss: 0.1119 GPS err loss: 0.0099 Time: 12.518112897872925
Epoch: 5 Loop: 1039 R error: 0.0 triplet loss: 0.1028 GPS err loss: 0.011 Time: 12.538830995559692
Epoch: 5 Loop: 1049 R error: 0.0 triplet loss: 0.1218 GPS err loss: 0.0013 Time: 12.53498101234436
Epoch: 5 Loop: 1059 R error: 0.0 triplet loss: 0.1129 GPS err loss: 0.0155 Time: 12.543206453323364
Epoch: 5 Loop: 1069 R error: 0.0 triplet loss: 0.1036 GPS err loss: 0.0083 Time: 12.546223640441895
Epoch: 5 Loop: 1079 R error: 0.0 triplet loss: 0.1031 GPS err loss: 0.007 Time: 12.58467149734497
Epoch: 5 Loop: 1089 R error: 0.0 triplet loss: 0.1308 GPS err loss: 0.0175 Time: 12.56348729133606
Epoch: 5 Loop: 1099 R error: 0.0 triplet loss: 0.1551 GPS err loss: 0.0024 Time: 12.543000221252441
Epoch: 5 Loop: 1109 R error: 0.0 triplet loss: 0.1126 GPS err loss: 0.0385 Time: 12.546708345413208
Epoch: 5 Loop: 1119 R error: 0.0 triplet loss: 0.1123 GPS err loss: 0.0001 Time: 12.537293195724487
Epoch: 5 Loop: 1129 R error: 0.0 triplet loss: 0.1823 GPS err loss: 0.0196 Time: 12.554508924484253
Epoch: 5 Loop: 1139 R error: 0.0 triplet loss: 0.1281 GPS err loss: 0.0 Time: 12.537161111831665
Epoch: 5 Loop: 1149 R error: 0.0 triplet loss: 0.1146 GPS err loss: 0.0 Time: 12.530673027038574
Epoch: 5 Loop: 1159 R error: 0.0 triplet loss: 0.133 GPS err loss: 0.0137 Time: 12.52597713470459
Epoch: 5 Loop: 1169 R error: 0.0 triplet loss: 0.121 GPS err loss: 0.0362 Time: 12.54067587852478
Epoch: 5 Loop: 1179 R error: 0.0 triplet loss: 0.1178 GPS err loss: 0.0056 Time: 12.598122358322144
Epoch: 5 Loop: 1189 R error: 0.0 triplet loss: 0.1796 GPS err loss: 0.032 Time: 12.53903341293335
Epoch: 5 Loop: 1199 R error: 0.0 triplet loss: 0.1194 GPS err loss: 0.0187 Time: 12.591121912002563
Epoch: 5 Loop: 1209 R error: 0.0 triplet loss: 0.1187 GPS err loss: 0.019 Time: 12.571871519088745
Epoch: 5 Loop: 1219 R error: 0.0 triplet loss: 0.1416 GPS err loss: 0.042 Time: 12.580533504486084
Epoch: 5 Loop: 1229 R error: 0.0 triplet loss: 0.1074 GPS err loss: 0.0107 Time: 12.588196992874146
Epoch: 5 Loop: 1239 R error: 0.0 triplet loss: 0.1265 GPS err loss: 0.0195 Time: 12.549887895584106
Epoch: 5 Loop: 1249 R error: 0.0 triplet loss: 0.1049 GPS err loss: 0.0069 Time: 12.543014287948608
Epoch: 5 Loop: 1259 R error: 0.0 triplet loss: 0.135 GPS err loss: 0.0143 Time: 12.530222177505493
Epoch: 5 Loop: 1269 R error: 0.0 triplet loss: 0.1163 GPS err loss: 0.0228 Time: 12.521185398101807
Epoch: 5 Loop: 1279 R error: 0.0 triplet loss: 0.1237 GPS err loss: 0.0442 Time: 12.521633625030518
Epoch: 5 Loop: 1289 R error: 0.0 triplet loss: 0.1491 GPS err loss: 0.0738 Time: 12.535619497299194
Epoch: 5 Loop: 1299 R error: 0.0 triplet loss: 0.1114 GPS err loss: 0.0 Time: 12.554919719696045
Epoch: 5 Loop: 1309 R error: 0.0 triplet loss: 0.118 GPS err loss: 0.0325 Time: 12.53067398071289
Epoch: 5 Loop: 1319 R error: 0.0 triplet loss: 0.1144 GPS err loss: 0.0072 Time: 12.584795713424683
Epoch: 5 Loop: 1329 R error: 0.0 triplet loss: 0.118 GPS err loss: 0.0077 Time: 12.525429248809814
Epoch: 5 Loop: 1339 R error: 0.0 triplet loss: 0.1145 GPS err loss: 0.0008 Time: 12.547150611877441
Epoch: 5 Loop: 1349 R error: 0.0 triplet loss: 0.1074 GPS err loss: 0.0126 Time: 12.536520004272461
Epoch: 5 Loop: 1359 R error: 0.0 triplet loss: 0.1043 GPS err loss: 0.0026 Time: 12.521471738815308
Epoch: 5 Loop: 1369 R error: 0.0 triplet loss: 0.1294 GPS err loss: 0.0629 Time: 12.542831420898438
Epoch: 5 Loop: 1379 R error: 0.0 triplet loss: 0.1141 GPS err loss: 0.0086 Time: 12.55143928527832
Epoch: 5 Loop: 1389 R error: 0.0 triplet loss: 0.1165 GPS err loss: 0.0241 Time: 12.542248249053955
Epoch: 5 Loop: 1399 R error: 0.0 triplet loss: 0.1753 GPS err loss: 0.0148 Time: 12.558466911315918
Epoch: 5 Loop: 1409 R error: 0.0 triplet loss: 0.1197 GPS err loss: 0.0073 Time: 12.544749021530151
Epoch: 5 Loop: 1419 R error: 0.0 triplet loss: 0.135 GPS err loss: 0.0417 Time: 12.531046152114868
Epoch: 5 Loop: 1429 R error: 0.0 triplet loss: 0.127 GPS err loss: 0.0064 Time: 12.529655456542969
Epoch: 5 Loop: 1439 R error: 0.0 triplet loss: 0.1229 GPS err loss: 0.0076 Time: 12.52901291847229
Epoch: 5 Loop: 1449 R error: 0.0 triplet loss: 0.1069 GPS err loss: 0.0049 Time: 12.530803203582764
Epoch: 5 Loop: 1459 R error: 0.0 triplet loss: 0.1058 GPS err loss: 0.007 Time: 12.545546770095825
Epoch: 5 Loop: 1469 R error: 0.0 triplet loss: 0.1201 GPS err loss: 0.0 Time: 12.551206827163696
Epoch: 5 Loop: 1479 R error: 0.0 triplet loss: 0.1154 GPS err loss: 0.0206 Time: 12.513370513916016
Epoch: 5 Loop: 1489 R error: 0.0 triplet loss: 0.1034 GPS err loss: 0.0069 Time: 12.526021957397461
Epoch: 5 Loop: 1499 R error: 0.0 triplet loss: 0.108 GPS err loss: 0.0123 Time: 12.520383358001709
Epoch: 5 Loop: 1509 R error: 0.0 triplet loss: 0.1123 GPS err loss: 0.0103 Time: 12.529454946517944
Epoch: 5 Loop: 1519 R error: 0.0 triplet loss: 0.1191 GPS err loss: 0.0026 Time: 12.504465341567993
Epoch: 5 Loop: 1529 R error: 0.0 triplet loss: 0.1346 GPS err loss: 0.0114 Time: 12.52449369430542
Epoch: 5 Loop: 1539 R error: 0.0 triplet loss: 0.1087 GPS err loss: 0.0028 Time: 12.526167631149292
Epoch: 5 Loop: 1549 R error: 0.0 triplet loss: 0.1118 GPS err loss: 0.0045 Time: 12.54296875
Epoch: 5 Loop: 1559 R error: 0.0 triplet loss: 0.1554 GPS err loss: 0.0309 Time: 12.565022468566895
Epoch: 5 Loop: 1569 R error: 0.0 triplet loss: 0.1031 GPS err loss: 0.0033 Time: 12.531784772872925
Epoch: 5 Loop: 1579 R error: 0.0 triplet loss: 0.1232 GPS err loss: 0.0022 Time: 12.528027772903442
Epoch: 5 Loop: 1589 R error: 0.0 triplet loss: 0.1777 GPS err loss: 0.0148 Time: 12.5200355052948
Epoch: 5 Loop: 1599 R error: 0.0 triplet loss: 0.131 GPS err loss: 0.0007 Time: 12.549206018447876
Epoch: 5 Loop: 1609 R error: 0.0 triplet loss: 0.1539 GPS err loss: 0.0391 Time: 12.527627944946289
Epoch: 5 Loop: 1619 R error: 0.0 triplet loss: 0.1514 GPS err loss: 0.0187 Time: 12.535873174667358
Epoch: 5 Loop: 1629 R error: 0.0 triplet loss: 0.1304 GPS err loss: 0.0072 Time: 12.517750024795532
Epoch: 5 Loop: 1639 R error: 0.0 triplet loss: 0.1029 GPS err loss: 0.0029 Time: 12.545807838439941
Epoch: 5 Loop: 1649 R error: 0.0 triplet loss: 0.1381 GPS err loss: 0.0029 Time: 12.518370389938354
Epoch: 5 Loop: 1659 R error: 0.0 triplet loss: 0.1242 GPS err loss: 0.0066 Time: 12.560483455657959
Epoch: 5 Loop: 1669 R error: 0.0 triplet loss: 0.1561 GPS err loss: 0.0193 Time: 12.528355598449707
Epoch: 5 Loop: 1679 R error: 0.0 triplet loss: 0.1108 GPS err loss: 0.0347 Time: 12.525489807128906
Epoch: 5 Loop: 1689 R error: 0.0 triplet loss: 0.1158 GPS err loss: 0.0059 Time: 12.56681752204895
Epoch: 5 Loop: 1699 R error: 0.0 triplet loss: 0.1162 GPS err loss: 0.009 Time: 12.561585187911987
Epoch: 5 Loop: 1709 R error: 0.0 triplet loss: 0.1322 GPS err loss: 0.0222 Time: 12.554855823516846
Epoch: 5 Loop: 1719 R error: 0.0 triplet loss: 0.1158 GPS err loss: 0.0095 Time: 12.56635069847107
Epoch: 5 Loop: 1729 R error: 0.0 triplet loss: 0.1118 GPS err loss: 0.0098 Time: 12.580978393554688
Epoch: 5 Loop: 1739 R error: 0.0 triplet loss: 0.1193 GPS err loss: 0.0075 Time: 12.542240619659424
Epoch: 5 Loop: 1749 R error: 0.0 triplet loss: 0.1288 GPS err loss: 0.0007 Time: 12.554374694824219
Epoch: 5 Loop: 1759 R error: 0.0 triplet loss: 0.1229 GPS err loss: 0.0058 Time: 12.522588968276978
Epoch: 5 Loop: 1769 R error: 0.0 triplet loss: 0.1021 GPS err loss: 0.0111 Time: 12.529659509658813
Epoch: 5 Loop: 1779 R error: 0.0 triplet loss: 0.1333 GPS err loss: 0.0074 Time: 12.538225889205933
Epoch: 5 Loop: 1789 R error: 0.0 triplet loss: 0.1785 GPS err loss: 0.0 Time: 12.571274757385254
Epoch: 5 Loop: 1799 R error: 0.0 triplet loss: 0.1122 GPS err loss: 0.023 Time: 12.613385677337646
Epoch: 5 Loop: 1809 R error: 0.0 triplet loss: 0.1225 GPS err loss: 0.028 Time: 12.539602756500244
Epoch: 5 Loop: 1819 R error: 0.0 triplet loss: 0.1121 GPS err loss: 0.0643 Time: 12.538177728652954
Epoch: 5 Loop: 1829 R error: 0.0 triplet loss: 0.108 GPS err loss: 0.006 Time: 12.518567085266113
Epoch: 5 Loop: 1839 R error: 0.0 triplet loss: 0.1932 GPS err loss: 0.0138 Time: 12.513176441192627
Epoch: 5 Loop: 1849 R error: 0.0 triplet loss: 0.1179 GPS err loss: 0.0016 Time: 12.53424334526062
Epoch: 5 Loop: 1859 R error: 0.0 triplet loss: 0.1054 GPS err loss: 0.0056 Time: 12.517102718353271
Epoch: 5 Loop: 1869 R error: 0.0 triplet loss: 0.1193 GPS err loss: 0.0199 Time: 12.517457962036133
Epoch: 5 Loop: 1879 R error: 0.0 triplet loss: 0.1425 GPS err loss: 0.0185 Time: 12.573460578918457
Epoch: 5 Loop: 1889 R error: 0.0 triplet loss: 0.1442 GPS err loss: 0.014 Time: 12.544627666473389
Epoch: 5 Loop: 1899 R error: 0.0 triplet loss: 0.112 GPS err loss: 0.0 Time: 12.545644283294678
Epoch: 5 Loop: 1909 R error: 0.0 triplet loss: 0.1214 GPS err loss: 0.0057 Time: 12.526416778564453
Epoch: 5 Loop: 1919 R error: 0.0 triplet loss: 0.1115 GPS err loss: 0.0076 Time: 12.535571098327637
Epoch: 5 Loop: 1929 R error: 0.0 triplet loss: 0.1498 GPS err loss: 0.0104 Time: 12.562250137329102
Epoch: 5 Loop: 1939 R error: 0.0 triplet loss: 0.115 GPS err loss: 0.0088 Time: 12.55171537399292
Epoch: 5 Loop: 1949 R error: 0.0 triplet loss: 0.1097 GPS err loss: 0.0242 Time: 12.528019428253174
Epoch: 5 Loop: 1959 R error: 0.0 triplet loss: 0.1065 GPS err loss: 0.0153 Time: 12.532922744750977
Epoch: 5 Loop: 1969 R error: 0.0 triplet loss: 0.1466 GPS err loss: 0.0089 Time: 12.50961685180664
Epoch: 5 Loop: 1979 R error: 0.0 triplet loss: 0.1236 GPS err loss: 0.0406 Time: 12.530838012695312
Epoch: 5 Loop: 1989 R error: 0.0 triplet loss: 0.1401 GPS err loss: 0.0298 Time: 12.529435873031616
Epoch: 5 Loop: 1999 R error: 0.0 triplet loss: 0.1591 GPS err loss: 0.0373 Time: 12.5449378490448
Epoch: 5 Loop: 2009 R error: 0.0 triplet loss: 0.1267 GPS err loss: 0.0559 Time: 12.553133964538574
Epoch: 5 Loop: 2019 R error: 0.0 triplet loss: 0.1606 GPS err loss: 0.0034 Time: 12.535961389541626
Epoch: 5 Loop: 2029 R error: 0.0 triplet loss: 0.1736 GPS err loss: 0.0508 Time: 12.542477369308472
Epoch: 5 Loop: 2039 R error: 0.0 triplet loss: 0.1137 GPS err loss: 0.0177 Time: 12.540931224822998
Epoch: 5 Loop: 2049 R error: 0.0 triplet loss: 0.1224 GPS err loss: 0.003 Time: 12.606547832489014
Epoch: 5 Loop: 2059 R error: 0.0 triplet loss: 0.129 GPS err loss: 0.0105 Time: 12.523455619812012
Epoch: 5 Loop: 2069 R error: 0.0 triplet loss: 0.1107 GPS err loss: 0.0078 Time: 12.537593126296997
Epoch: 5 Loop: 2079 R error: 0.0 triplet loss: 0.1135 GPS err loss: 0.0015 Time: 12.52050518989563
Epoch: 5 Loop: 2089 R error: 0.0 triplet loss: 0.1293 GPS err loss: 0.0004 Time: 12.52180528640747
Epoch: 5 Loop: 2099 R error: 0.0 triplet loss: 0.1095 GPS err loss: 0.0566 Time: 12.530664682388306
Epoch: 5 Loop: 2109 R error: 0.0 triplet loss: 0.1131 GPS err loss: 0.0 Time: 12.51463270187378
Epoch: 5 Loop: 2119 R error: 0.0 triplet loss: 0.12 GPS err loss: 0.0136 Time: 12.524643182754517
Epoch: 5 Loop: 2129 R error: 0.0 triplet loss: 0.1078 GPS err loss: 0.0012 Time: 12.508870840072632
Epoch: 5 Loop: 2139 R error: 0.0 triplet loss: 0.1214 GPS err loss: 0.0159 Time: 12.51216435432434
Epoch: 5 Loop: 2149 R error: 0.0 triplet loss: 0.1127 GPS err loss: 0.0124 Time: 12.519641876220703
Epoch: 5 Loop: 2159 R error: 0.0 triplet loss: 0.1083 GPS err loss: 0.0068 Time: 12.532855987548828
Epoch: 5 Loop: 2169 R error: 0.0 triplet loss: 0.1201 GPS err loss: 0.0148 Time: 12.518791437149048
Epoch: 5 Loop: 2179 R error: 0.0 triplet loss: 0.1153 GPS err loss: 0.0103 Time: 12.522362470626831
Epoch: 5 Loop: 2189 R error: 0.0 triplet loss: 0.134 GPS err loss: 0.0089 Time: 12.51960277557373
Epoch: 5 Loop: 2199 R error: 0.0 triplet loss: 0.133 GPS err loss: 0.0139 Time: 12.516217470169067
Epoch: 5 Loop: 2209 R error: 0.0 triplet loss: 0.1155 GPS err loss: 0.0219 Time: 12.531856536865234
Epoch: 5 Loop: 2219 R error: 0.0 triplet loss: 0.1049 GPS err loss: 0.0148 Time: 12.541180610656738
Epoch: 5 Loop: 2229 R error: 0.0 triplet loss: 0.1078 GPS err loss: 0.0183 Time: 12.513116598129272
Epoch: 5 Loop: 2239 R error: 0.0 triplet loss: 0.1922 GPS err loss: 0.0181 Time: 12.5433669090271
Epoch: 5 Loop: 2249 R error: 0.0 triplet loss: 0.1153 GPS err loss: 0.0219 Time: 12.5173978805542
Epoch: 5 Loop: 2259 R error: 0.0 triplet loss: 0.1135 GPS err loss: 0.011 Time: 12.53139591217041
Epoch: 5 Loop: 2269 R error: 0.0 triplet loss: 0.1532 GPS err loss: 0.0359 Time: 12.535377264022827
Epoch: 5 Loop: 2279 R error: 0.0 triplet loss: 0.1216 GPS err loss: 0.0106 Time: 12.513612985610962
Epoch: 5 Loop: 2289 R error: 0.0 triplet loss: 0.1114 GPS err loss: 0.0386 Time: 12.559125661849976
Epoch: 5 Loop: 2299 R error: 0.0 triplet loss: 0.1129 GPS err loss: 0.0721 Time: 12.529775619506836
Epoch: 5 Loop: 2309 R error: 0.0 triplet loss: 0.1226 GPS err loss: 0.0394 Time: 12.523276329040527
Epoch: 5 Loop: 2319 R error: 0.0 triplet loss: 0.1066 GPS err loss: 0.0014 Time: 12.522498607635498
Epoch: 5 Loop: 2329 R error: 0.0 triplet loss: 0.1869 GPS err loss: 0.0357 Time: 12.518690586090088
Epoch: 5 Loop: 2339 R error: 0.0 triplet loss: 0.1023 GPS err loss: 0.0226 Time: 12.524982690811157
Epoch: 5 Loop: 2349 R error: 0.0 triplet loss: 0.1204 GPS err loss: 0.0104 Time: 12.534668207168579
Epoch: 5 Loop: 2359 R error: 0.0 triplet loss: 0.1437 GPS err loss: 0.0117 Time: 12.530296325683594
Epoch: 5 Loop: 2369 R error: 0.0 triplet loss: 0.1334 GPS err loss: 0.0676 Time: 12.54135799407959
Epoch: 5 Loop: 2379 R error: 0.0 triplet loss: 0.1073 GPS err loss: 0.0158 Time: 12.531829595565796
Epoch: 5 Loop: 2389 R error: 0.0 triplet loss: 0.1296 GPS err loss: 0.0445 Time: 12.527071475982666
Epoch: 5 Loop: 2399 R error: 0.0 triplet loss: 0.1126 GPS err loss: 0.022 Time: 12.537938594818115
Epoch: 5 Loop: 2409 R error: 0.0 triplet loss: 0.1669 GPS err loss: 0.0579 Time: 12.523563146591187
Epoch: 5 Loop: 2419 R error: 0.0 triplet loss: 0.1645 GPS err loss: 0.0555 Time: 12.522644996643066
Epoch: 5 Loop: 2429 R error: 0.0 triplet loss: 0.1358 GPS err loss: 0.0156 Time: 12.549213647842407
Epoch: 5 Loop: 2439 R error: 0.0 triplet loss: 0.1292 GPS err loss: 0.0285 Time: 12.524739265441895
Epoch: 5 Loop: 2449 R error: 0.0 triplet loss: 0.1259 GPS err loss: 0.0045 Time: 12.566762924194336
Epoch: 5 Loop: 2459 R error: 0.0 triplet loss: 0.1279 GPS err loss: 0.0156 Time: 12.533636569976807
Epoch: 5 Loop: 2469 R error: 0.0 triplet loss: 0.1099 GPS err loss: 0.0002 Time: 12.53453803062439
Epoch: 5 Loop: 2479 R error: 0.0 triplet loss: 0.1688 GPS err loss: 0.0045 Time: 12.523436069488525
Epoch: 5 Loop: 2489 R error: 0.0 triplet loss: 0.1229 GPS err loss: 0.0011 Time: 12.524853706359863
Epoch: 5 Loop: 2499 R error: 0.0 triplet loss: 0.1237 GPS err loss: 0.0029 Time: 12.549000263214111
Epoch: 5 Loop: 2509 R error: 0.0 triplet loss: 0.1371 GPS err loss: 0.0047 Time: 12.555471181869507
Epoch: 5 Loop: 2519 R error: 0.0 triplet loss: 0.2198 GPS err loss: 0.0355 Time: 12.557580947875977
Epoch: 5 Loop: 2529 R error: 0.0 triplet loss: 0.1068 GPS err loss: 0.0153 Time: 12.576462745666504
Epoch: 5 Loop: 2539 R error: 0.0 triplet loss: 0.1409 GPS err loss: 0.0135 Time: 12.547034502029419
Epoch: 5 Loop: 2549 R error: 0.0 triplet loss: 0.1943 GPS err loss: 0.0396 Time: 12.538334131240845
Epoch: 5 Loop: 2559 R error: 0.0 triplet loss: 0.1124 GPS err loss: 0.0024 Time: 12.513324499130249
Epoch: 5 Loop: 2569 R error: 0.0 triplet loss: 0.1392 GPS err loss: 0.0195 Time: 12.531598329544067
Epoch: 5 Loop: 2579 R error: 0.0 triplet loss: 0.1149 GPS err loss: 0.0 Time: 12.556505680084229
Epoch: 5 Loop: 2589 R error: 0.0 triplet loss: 0.1554 GPS err loss: 0.0436 Time: 12.529651641845703
Epoch: 5 Loop: 2599 R error: 0.0 triplet loss: 0.1137 GPS err loss: 0.0016 Time: 12.519330501556396
Epoch: 5 Loop: 2609 R error: 0.0 triplet loss: 0.1153 GPS err loss: 0.0245 Time: 12.528780937194824
Epoch: 5 Loop: 2619 R error: 0.0 triplet loss: 0.1073 GPS err loss: 0.0222 Time: 12.517032623291016
Epoch: 5 Loop: 2629 R error: 0.0 triplet loss: 0.1068 GPS err loss: 0.0183 Time: 12.513113975524902
Epoch: 5 Loop: 2639 R error: 0.0 triplet loss: 0.1235 GPS err loss: 0.0022 Time: 12.529589414596558
Epoch: 5 Loop: 2649 R error: 0.0 triplet loss: 0.1086 GPS err loss: 0.001 Time: 12.523367166519165
Epoch: 5 Loop: 2659 R error: 0.0 triplet loss: 0.1236 GPS err loss: 0.0169 Time: 12.519206523895264
Epoch: 5 Loop: 2669 R error: 0.0 triplet loss: 0.1054 GPS err loss: 0.0083 Time: 12.545974731445312
Epoch: 5 Loop: 2679 R error: 0.0 triplet loss: 0.1116 GPS err loss: 0.034 Time: 12.526516675949097
Epoch: 5 Loop: 2689 R error: 0.0 triplet loss: 0.125 GPS err loss: 0.0001 Time: 12.517839908599854
Epoch: 5 Loop: 2699 R error: 0.0 triplet loss: 0.1031 GPS err loss: 0.0009 Time: 12.505644083023071
Epoch: 5 Loop: 2709 R error: 0.0 triplet loss: 0.1283 GPS err loss: 0.0128 Time: 12.516544342041016
Epoch: 5 Loop: 2719 R error: 0.0 triplet loss: 0.1228 GPS err loss: 0.0212 Time: 12.54571270942688
Epoch: 5 Loop: 2729 R error: 0.0 triplet loss: 0.1041 GPS err loss: 0.055 Time: 12.546036720275879
Epoch: 5 Loop: 2739 R error: 0.0 triplet loss: 0.1328 GPS err loss: 0.0132 Time: 12.55128026008606
Epoch: 5 Loop: 2749 R error: 0.0 triplet loss: 0.1439 GPS err loss: 0.0124 Time: 12.532295942306519
Epoch: 5 Loop: 2759 R error: 0.0 triplet loss: 0.1597 GPS err loss: 0.0031 Time: 12.539681434631348
Epoch: 5 Loop: 2769 R error: 0.0 triplet loss: 0.1228 GPS err loss: 0.0181 Time: 12.564487934112549
Epoch: 5 Loop: 2779 R error: 0.0 triplet loss: 0.1575 GPS err loss: 0.0044 Time: 12.52195429801941
Epoch: 5 Loop: 2789 R error: 0.0 triplet loss: 0.142 GPS err loss: 0.0224 Time: 12.519180297851562
Epoch: 5 Loop: 2799 R error: 0.0 triplet loss: 0.1215 GPS err loss: 0.0069 Time: 12.528692245483398
Epoch: 5 Loop: 2809 R error: 0.0 triplet loss: 0.1085 GPS err loss: 0.0042 Time: 12.539947032928467
Epoch: 5 Loop: 2819 R error: 0.0 triplet loss: 0.1243 GPS err loss: 0.0102 Time: 12.546900987625122
Epoch: 5 Loop: 2829 R error: 0.0 triplet loss: 0.1135 GPS err loss: 0.0093 Time: 12.560369729995728
Epoch: 5 Loop: 2839 R error: 0.0 triplet loss: 0.1484 GPS err loss: 0.0186 Time: 12.53811240196228
Epoch: 5 Loop: 2849 R error: 0.0 triplet loss: 0.1124 GPS err loss: 0.0001 Time: 12.524515390396118
Epoch: 5 Loop: 2859 R error: 0.0 triplet loss: 0.1207 GPS err loss: 0.0518 Time: 12.538914918899536
Epoch: 5 Loop: 2869 R error: 0.0 triplet loss: 0.158 GPS err loss: 0.0127 Time: 12.559396505355835
Epoch: 5 Loop: 2879 R error: 0.0 triplet loss: 0.1129 GPS err loss: 0.0276 Time: 12.545113563537598
Epoch: 5 Loop: 2889 R error: 0.0 triplet loss: 0.1121 GPS err loss: 0.0 Time: 12.543128967285156
Epoch: 5 Loop: 2899 R error: 0.0 triplet loss: 0.1273 GPS err loss: 0.0632 Time: 12.51801347732544
Epoch: 5 Loop: 2909 R error: 0.0 triplet loss: 0.1047 GPS err loss: 0.0006 Time: 12.533191204071045
Epoch: 5 Loop: 2919 R error: 0.0 triplet loss: 0.1339 GPS err loss: 0.027 Time: 12.590760469436646
Epoch: 5 Loop: 2929 R error: 0.0 triplet loss: 0.1094 GPS err loss: 0.0133 Time: 12.550406455993652
Epoch: 5 Loop: 2939 R error: 0.0 triplet loss: 0.1533 GPS err loss: 0.022 Time: 12.524208545684814
Epoch: 5 Loop: 2949 R error: 0.0 triplet loss: 0.1028 GPS err loss: 0.0062 Time: 12.574887037277222
Epoch: 5 Loop: 2959 R error: 0.0 triplet loss: 0.1183 GPS err loss: 0.0067 Time: 12.552643775939941
Epoch: 5 Loop: 2969 R error: 0.0 triplet loss: 0.1144 GPS err loss: 0.0289 Time: 12.50273585319519
Epoch: 5 Loop: 2979 R error: 0.0 triplet loss: 0.101 GPS err loss: 0.0146 Time: 12.51341438293457
Epoch: 5 Loop: 2989 R error: 0.0 triplet loss: 0.1133 GPS err loss: 0.0093 Time: 12.50409722328186
Epoch: 5 Loop: 2999 R error: 0.0 triplet loss: 0.1122 GPS err loss: 0.0019 Time: 12.531842947006226
Epoch: 5 Loop: 3009 R error: 0.0 triplet loss: 0.12 GPS err loss: 0.0365 Time: 12.565110445022583
Epoch: 5 Loop: 3019 R error: 0.0 triplet loss: 0.1473 GPS err loss: 0.0078 Time: 12.540141105651855
Epoch: 5 Loop: 3029 R error: 0.0 triplet loss: 0.1942 GPS err loss: 0.0134 Time: 12.500064134597778
Epoch: 5 Loop: 3039 R error: 0.0 triplet loss: 0.13 GPS err loss: 0.0379 Time: 12.514891862869263
Epoch: 5 Loop: 3049 R error: 0.0 triplet loss: 0.112 GPS err loss: 0.0253 Time: 12.520297050476074
Epoch: 5 Loop: 3059 R error: 0.0 triplet loss: 0.1419 GPS err loss: 0.023 Time: 12.525433540344238
Epoch: 5 Loop: 3069 R error: 0.0 triplet loss: 0.1282 GPS err loss: 0.0206 Time: 12.520744800567627
Epoch: 5 Loop: 3079 R error: 0.0 triplet loss: 0.1152 GPS err loss: 0.0135 Time: 12.50615668296814
Epoch: 5 Loop: 3089 R error: 0.0 triplet loss: 0.1037 GPS err loss: 0.0053 Time: 12.522928953170776
Epoch: 5 Loop: 3099 R error: 0.0 triplet loss: 0.1187 GPS err loss: 0.0 Time: 12.516971826553345
Epoch: 5 Loop: 3109 R error: 0.0 triplet loss: 0.1306 GPS err loss: 0.0009 Time: 12.520089149475098
Epoch: 5 Loop: 3119 R error: 0.0 triplet loss: 0.1149 GPS err loss: 0.0238 Time: 12.51124382019043
Epoch: 5 Loop: 3129 R error: 0.0 triplet loss: 0.1064 GPS err loss: 0.0033 Time: 12.521970987319946
Epoch: 5 Loop: 3139 R error: 0.0 triplet loss: 0.1593 GPS err loss: 0.0281 Time: 12.526082038879395
Epoch: 5 Loop: 3149 R error: 0.0 triplet loss: 0.1079 GPS err loss: 0.0079 Time: 12.497671604156494
Epoch: 5 Loop: 3159 R error: 0.0 triplet loss: 0.1189 GPS err loss: 0.0735 Time: 12.5132315158844
Epoch: 5 Loop: 3169 R error: 0.0 triplet loss: 0.1086 GPS err loss: 0.0007 Time: 12.505604982376099
Epoch: 5 Loop: 3179 R error: 0.0 triplet loss: 0.1299 GPS err loss: 0.0054 Time: 12.507934093475342
Epoch: 5 Loop: 3189 R error: 0.0 triplet loss: 0.1415 GPS err loss: 0.0051 Time: 12.514426469802856
Epoch: 5 Loop: 3199 R error: 0.0 triplet loss: 0.1884 GPS err loss: 0.0062 Time: 12.506936311721802
Epoch: 5 Loop: 3209 R error: 0.0 triplet loss: 0.1029 GPS err loss: 0.0007 Time: 12.528261423110962
Epoch: 5 Loop: 3219 R error: 0.0 triplet loss: 0.1057 GPS err loss: 0.0044 Time: 12.49333667755127
Epoch: 5 Loop: 3229 R error: 0.0 triplet loss: 0.1181 GPS err loss: 0.0208 Time: 12.510236501693726
Epoch: 5 Loop: 3239 R error: 0.0 triplet loss: 0.1568 GPS err loss: 0.0182 Time: 12.50998330116272
Epoch: 5 Loop: 3249 R error: 0.0 triplet loss: 0.1512 GPS err loss: 0.0 Time: 12.55335783958435
Epoch: 5 Loop: 3259 R error: 0.0 triplet loss: 0.1297 GPS err loss: 0.0285 Time: 12.525473594665527
Epoch: 5 Loop: 3269 R error: 0.0 triplet loss: 0.1365 GPS err loss: 0.0019 Time: 12.518888473510742
Epoch: 5 Loop: 3279 R error: 0.0 triplet loss: 0.1215 GPS err loss: 0.0129 Time: 12.50443172454834
Epoch: 5 Loop: 3289 R error: 0.0 triplet loss: 0.1503 GPS err loss: 0.0094 Time: 12.525498867034912
Epoch: 5 Loop: 3299 R error: 0.0 triplet loss: 0.1286 GPS err loss: 0.0095 Time: 12.530380964279175
Epoch: 5 Loop: 3309 R error: 0.0 triplet loss: 0.1042 GPS err loss: 0.0354 Time: 12.520193576812744
Epoch: 5 Loop: 3319 R error: 0.0 triplet loss: 0.1126 GPS err loss: 0.0025 Time: 12.507209062576294
Epoch: 5 Loop: 3329 R error: 0.0 triplet loss: 0.1399 GPS err loss: 0.0011 Time: 12.515195608139038
Epoch: 5 Loop: 3339 R error: 0.0 triplet loss: 0.1133 GPS err loss: 0.0058 Time: 12.514293193817139
Epoch: 5 Loop: 3349 R error: 0.0 triplet loss: 0.1595 GPS err loss: 0.0151 Time: 12.51287841796875
Epoch: 5 Loop: 3359 R error: 0.0 triplet loss: 0.1215 GPS err loss: 0.0177 Time: 12.50896430015564
Epoch: 5 Loop: 3369 R error: 0.0 triplet loss: 0.1151 GPS err loss: 0.0391 Time: 12.515856981277466
Epoch: 5 Loop: 3379 R error: 0.0 triplet loss: 0.1247 GPS err loss: 0.0345 Time: 12.526301145553589
Epoch: 5 Loop: 3389 R error: 0.0 triplet loss: 0.127 GPS err loss: 0.0135 Time: 12.512195587158203
Epoch: 5 Loop: 3399 R error: 0.0 triplet loss: 0.1007 GPS err loss: 0.002 Time: 12.513224363327026
Epoch: 5 Loop: 3409 R error: 0.0 triplet loss: 0.1044 GPS err loss: 0.0293 Time: 12.500776529312134
Epoch: 5 Loop: 3419 R error: 0.0 triplet loss: 0.1256 GPS err loss: 0.0048 Time: 12.500954627990723
Epoch: 5 Loop: 3429 R error: 0.0 triplet loss: 0.1271 GPS err loss: 0.0218 Time: 12.532729864120483
Epoch: 5 Loop: 3439 R error: 0.0 triplet loss: 0.1237 GPS err loss: 0.0282 Time: 12.518417119979858
Epoch: 5 Loop: 3449 R error: 0.0 triplet loss: 0.1247 GPS err loss: 0.0241 Time: 12.514461517333984
Epoch: 5 Loop: 3459 R error: 0.0 triplet loss: 0.1159 GPS err loss: 0.0034 Time: 12.488278865814209
Epoch: 5 Loop: 3469 R error: 0.0 triplet loss: 0.1108 GPS err loss: 0.0232 Time: 12.50297498703003
Epoch: 5 Loop: 3479 R error: 0.0 triplet loss: 0.1132 GPS err loss: 0.0136 Time: 12.493157863616943
Epoch: 5 Loop: 3489 R error: 0.0 triplet loss: 0.1354 GPS err loss: 0.0014 Time: 12.510791301727295
Epoch: 5 Loop: 3499 R error: 0.0 triplet loss: 0.1131 GPS err loss: 0.0411 Time: 12.53217601776123
Epoch: 5 Loop: 3509 R error: 0.0 triplet loss: 0.108 GPS err loss: 0.0016 Time: 12.498769283294678
Epoch: 5 Loop: 3519 R error: 0.0 triplet loss: 0.1152 GPS err loss: 0.0048 Time: 12.516475915908813
Epoch: 5 Loop: 3529 R error: 0.0 triplet loss: 0.1007 GPS err loss: 0.0313 Time: 12.525030612945557
Epoch: 5 Loop: 3539 R error: 0.0 triplet loss: 0.1098 GPS err loss: 0.018 Time: 12.507980346679688
Epoch: 5 Loop: 3549 R error: 0.0 triplet loss: 0.1291 GPS err loss: 0.002 Time: 12.488268613815308
Epoch: 5 Loop: 3559 R error: 0.0 triplet loss: 0.1221 GPS err loss: 0.0074 Time: 12.506519317626953
Epoch: 5 Loop: 3569 R error: 0.0 triplet loss: 0.164 GPS err loss: 0.0189 Time: 12.522477388381958
Epoch: 5 Loop: 3579 R error: 0.0 triplet loss: 0.1029 GPS err loss: 0.0107 Time: 12.508991479873657
Epoch: 5 Loop: 3589 R error: 0.0 triplet loss: 0.1202 GPS err loss: 0.0115 Time: 12.500684976577759
Epoch: 5 Loop: 3599 R error: 0.0 triplet loss: 0.1498 GPS err loss: 0.0466 Time: 12.516391277313232
Epoch: 5 Loop: 3609 R error: 0.0 triplet loss: 0.1318 GPS err loss: 0.0012 Time: 12.501399517059326
Epoch: 5 Loop: 3619 R error: 0.0 triplet loss: 0.1592 GPS err loss: 0.0182 Time: 12.489833116531372
Epoch: 5 Loop: 3629 R error: 0.0 triplet loss: 0.1223 GPS err loss: 0.0331 Time: 12.505030870437622
Epoch: 5 Loop: 3639 R error: 0.0 triplet loss: 0.1228 GPS err loss: 0.0153 Time: 12.498507499694824
Epoch: 5 Loop: 3649 R error: 0.0 triplet loss: 0.1145 GPS err loss: 0.0157 Time: 12.493361949920654
Epoch: 5 Loop: 3659 R error: 0.0 triplet loss: 0.1632 GPS err loss: 0.0387 Time: 12.504619598388672
Epoch: 5 Loop: 3669 R error: 0.0 triplet loss: 0.1052 GPS err loss: 0.0009 Time: 12.504160165786743
Epoch: 5 Loop: 3679 R error: 0.0 triplet loss: 0.1241 GPS err loss: 0.0027 Time: 12.512577533721924
Epoch: 5 Loop: 3689 R error: 0.0 triplet loss: 0.1173 GPS err loss: 0.0009 Time: 12.503179788589478
Epoch: 5 Loop: 3699 R error: 0.0 triplet loss: 0.1052 GPS err loss: 0.0003 Time: 12.520775556564331
Epoch: 5 Loop: 3709 R error: 0.0 triplet loss: 0.1671 GPS err loss: 0.0364 Time: 12.5198495388031
Epoch: 5 Loop: 3719 R error: 0.0 triplet loss: 0.1355 GPS err loss: 0.0349 Time: 12.475839853286743
Epoch: 5 Loop: 3729 R error: 0.0 triplet loss: 0.114 GPS err loss: 0.0051 Time: 12.51016616821289
Epoch: 5 Loop: 3739 R error: 0.0 triplet loss: 0.1072 GPS err loss: 0.0143 Time: 12.565965175628662
Epoch: 5 Loop: 3749 R error: 0.0 triplet loss: 0.1052 GPS err loss: 0.0313 Time: 12.515335083007812
Epoch: 5 Loop: 3759 R error: 0.0 triplet loss: 0.1054 GPS err loss: 0.0004 Time: 12.519341945648193
Epoch: 5 Loop: 3769 R error: 0.0 triplet loss: 0.1575 GPS err loss: 0.0018 Time: 12.523519039154053
Epoch: 5 Loop: 3779 R error: 0.0 triplet loss: 0.1054 GPS err loss: 0.0223 Time: 12.525915145874023
Epoch: 5 Loop: 3789 R error: 0.0 triplet loss: 0.1193 GPS err loss: 0.0006 Time: 12.526941299438477
Epoch: 5 Loop: 3799 R error: 0.0 triplet loss: 0.3418 GPS err loss: 0.0607 Time: 12.5232675075531
Epoch: 5 Loop: 3809 R error: 0.0 triplet loss: 0.1112 GPS err loss: 0.0035 Time: 12.51917028427124
Epoch: 5 Loop: 3819 R error: 0.0 triplet loss: 0.1113 GPS err loss: 0.0258 Time: 12.501385688781738
Epoch: 5 Loop: 3829 R error: 0.0 triplet loss: 0.1698 GPS err loss: 0.0293 Time: 12.522152185440063
Epoch: 5 Loop: 3839 R error: 0.0 triplet loss: 0.1119 GPS err loss: 0.0139 Time: 12.510958909988403
Epoch: 5 Loop: 3849 R error: 0.0 triplet loss: 0.1223 GPS err loss: 0.0551 Time: 12.50682520866394
Epoch: 5 Loop: 3859 R error: 0.0 triplet loss: 0.1255 GPS err loss: 0.0221 Time: 12.50766134262085
Epoch: 5 Loop: 3869 R error: 0.0 triplet loss: 0.1101 GPS err loss: 0.0 Time: 12.52082347869873
Epoch: 5 Loop: 3879 R error: 0.0 triplet loss: 0.1348 GPS err loss: 0.0243 Time: 12.52604365348816
Epoch: 5 Loop: 3889 R error: 0.0 triplet loss: 0.1138 GPS err loss: 0.0075 Time: 12.516263008117676
Epoch: 5 Loop: 3899 R error: 0.0 triplet loss: 0.1475 GPS err loss: 0.0194 Time: 12.525864124298096
Epoch: 5 Loop: 3909 R error: 0.0 triplet loss: 0.1191 GPS err loss: 0.0434 Time: 12.515578746795654
Epoch: 5 Loop: 3919 R error: 0.0 triplet loss: 0.144 GPS err loss: 0.0115 Time: 12.51098918914795
Epoch: 5 Loop: 3929 R error: 0.0 triplet loss: 0.2826 GPS err loss: 0.0504 Time: 12.533500909805298
Epoch: 5 Loop: 3939 R error: 0.0 triplet loss: 0.1273 GPS err loss: 0.0057 Time: 12.509542226791382
Epoch: 5 Loop: 3949 R error: 0.0 triplet loss: 0.1162 GPS err loss: 0.0063 Time: 12.512885332107544
Epoch: 5 Loop: 3959 R error: 0.0 triplet loss: 0.1651 GPS err loss: 0.0213 Time: 12.522144079208374
Epoch: 5 Loop: 3969 R error: 0.0 triplet loss: 0.1459 GPS err loss: 0.0135 Time: 12.518295049667358
Epoch: 5 Loop: 3979 R error: 0.0 triplet loss: 0.1681 GPS err loss: 0.0125 Time: 12.522423267364502
Epoch: 5 Loop: 3989 R error: 0.0 triplet loss: 0.1131 GPS err loss: 0.0151 Time: 12.526214599609375
Epoch: 5 Loop: 3999 R error: 0.0 triplet loss: 0.1196 GPS err loss: 0.0032 Time: 12.568187713623047
Epoch: 5 Loop: 4009 R error: 0.0 triplet loss: 0.1345 GPS err loss: 0.0519 Time: 12.528775453567505
Epoch: 5 Loop: 4019 R error: 0.0 triplet loss: 0.1439 GPS err loss: 0.0421 Time: 12.50529432296753
Epoch: 5 Loop: 4029 R error: 0.0 triplet loss: 0.1214 GPS err loss: 0.004 Time: 12.511270999908447
Epoch: 5 Loop: 4039 R error: 0.0 triplet loss: 0.1055 GPS err loss: 0.0602 Time: 12.524384260177612
Epoch: 5 Loop: 4049 R error: 0.0 triplet loss: 0.1661 GPS err loss: 0.0072 Time: 12.518721580505371
Epoch: 5 Loop: 4059 R error: 0.0 triplet loss: 0.1365 GPS err loss: 0.0055 Time: 12.519222736358643
Epoch: 5 Loop: 4069 R error: 0.0 triplet loss: 0.1246 GPS err loss: 0.0 Time: 12.513008117675781
Epoch: 5 Loop: 4079 R error: 0.0 triplet loss: 0.1165 GPS err loss: 0.0573 Time: 12.520329713821411
Epoch: 5 Loop: 4089 R error: 0.0 triplet loss: 0.1351 GPS err loss: 0.0088 Time: 12.52147388458252
Epoch: 5 Loop: 4099 R error: 0.0 triplet loss: 0.1064 GPS err loss: 0.0001 Time: 12.506328344345093
Epoch: 5 Loop: 4109 R error: 0.0 triplet loss: 0.1063 GPS err loss: 0.0045 Time: 12.507493734359741
Epoch: 5 Loop: 4119 R error: 0.0 triplet loss: 0.2234 GPS err loss: 0.0046 Time: 12.509680032730103
Epoch: 5 Loop: 4129 R error: 0.0 triplet loss: 0.1237 GPS err loss: 0.0006 Time: 12.529392719268799
Epoch: 5 Loop: 4139 R error: 0.0 triplet loss: 0.1238 GPS err loss: 0.0007 Time: 12.515987634658813
Epoch: 5 Loop: 4149 R error: 0.0 triplet loss: 0.1405 GPS err loss: 0.0011 Time: 12.509870290756226
Epoch: 5 Loop: 4159 R error: 0.0 triplet loss: 0.1211 GPS err loss: 0.0182 Time: 12.521614074707031
Epoch: 5 Loop: 4169 R error: 0.0 triplet loss: 0.113 GPS err loss: 0.0132 Time: 12.492358446121216
Epoch: 5 Loop: 4179 R error: 0.0 triplet loss: 0.1103 GPS err loss: 0.0223 Time: 12.511516094207764
Epoch: 5 Loop: 4189 R error: 0.0 triplet loss: 0.1054 GPS err loss: 0.0039 Time: 12.5126473903656
Epoch: 5 Loop: 4199 R error: 0.0 triplet loss: 0.1169 GPS err loss: 0.0304 Time: 12.512109518051147
Epoch: 5 Loop: 4209 R error: 0.0 triplet loss: 0.1192 GPS err loss: 0.011 Time: 12.506911516189575
Epoch: 5 Loop: 4219 R error: 0.0 triplet loss: 0.1079 GPS err loss: 0.0481 Time: 12.517972230911255
Epoch: 5 Loop: 4229 R error: 0.0 triplet loss: 0.1295 GPS err loss: 0.0127 Time: 12.524582386016846
Epoch: 5 Loop: 4239 R error: 0.0 triplet loss: 0.1125 GPS err loss: 0.0191 Time: 12.526082992553711
Epoch: 5 Loop: 4249 R error: 0.0 triplet loss: 0.1333 GPS err loss: 0.0175 Time: 12.576084613800049
Epoch: 5 Loop: 4259 R error: 0.0 triplet loss: 0.1722 GPS err loss: 0.0489 Time: 12.523778676986694
Epoch: 5 Loop: 4269 R error: 0.0 triplet loss: 0.1163 GPS err loss: 0.0041 Time: 12.533411264419556
Epoch: 5 Loop: 4279 R error: 0.0 triplet loss: 0.1311 GPS err loss: 0.0296 Time: 12.587345361709595
Epoch: 5 Loop: 4289 R error: 0.0 triplet loss: 0.1082 GPS err loss: 0.0629 Time: 12.530360460281372
Epoch: 5 Loop: 4299 R error: 0.0 triplet loss: 0.1296 GPS err loss: 0.003 Time: 12.51737666130066
Epoch: 5 Loop: 4309 R error: 0.0 triplet loss: 0.1132 GPS err loss: 0.0265 Time: 12.524808883666992
Epoch: 5 Loop: 4319 R error: 0.0 triplet loss: 0.1107 GPS err loss: 0.0001 Time: 12.511301517486572
Epoch: 5 Loop: 4329 R error: 0.0 triplet loss: 0.1162 GPS err loss: 0.0052 Time: 12.518290996551514
Epoch: 5 Loop: 4339 R error: 0.0 triplet loss: 0.1547 GPS err loss: 0.0681 Time: 12.504507303237915
Epoch: 5 Loop: 4349 R error: 0.0 triplet loss: 0.1062 GPS err loss: 0.0471 Time: 12.511528968811035
Epoch: 5 Loop: 4359 R error: 0.0 triplet loss: 0.109 GPS err loss: 0.0158 Time: 12.511607646942139
Epoch: 5 Loop: 4369 R error: 0.0 triplet loss: 0.1227 GPS err loss: 0.0067 Time: 12.52648663520813
Epoch: 5 Loop: 4379 R error: 0.0 triplet loss: 0.2336 GPS err loss: 0.0268 Time: 12.504479885101318
Epoch: 5 Loop: 4389 R error: 0.0 triplet loss: 0.1195 GPS err loss: 0.0169 Time: 12.504600048065186
Epoch: 5 Loop: 4399 R error: 0.0 triplet loss: 0.1474 GPS err loss: 0.0288 Time: 12.526586532592773
Epoch: 5 Loop: 4409 R error: 0.0 triplet loss: 0.115 GPS err loss: 0.0268 Time: 12.52135157585144
Epoch: 5 Loop: 4419 R error: 0.0 triplet loss: 0.1559 GPS err loss: 0.0185 Time: 12.535939931869507
Epoch: 5 Loop: 4429 R error: 0.0 triplet loss: 0.1074 GPS err loss: 0.0014 Time: 12.538191556930542
Epoch: 5 Loop: 4439 R error: 0.0 triplet loss: 0.1151 GPS err loss: 0.0095 Time: 12.55128788948059
Epoch: 5 Loop: 4449 R error: 0.0 triplet loss: 0.1454 GPS err loss: 0.017 Time: 12.555573225021362
Epoch: 5 Loop: 4459 R error: 0.0 triplet loss: 0.1299 GPS err loss: 0.0142 Time: 12.531354904174805
Epoch: 5 Loop: 4469 R error: 0.0 triplet loss: 0.1029 GPS err loss: 0.0049 Time: 12.537035465240479
Epoch: 5 Loop: 4479 R error: 0.0 triplet loss: 0.1215 GPS err loss: 0.0326 Time: 12.55091142654419
Epoch: 5 Loop: 4489 R error: 0.0 triplet loss: 0.104 GPS err loss: 0.0137 Time: 12.510859727859497
Epoch: 5 Loop: 4499 R error: 0.0 triplet loss: 0.1156 GPS err loss: 0.0096 Time: 12.558562278747559
Epoch: 5 Loop: 4509 R error: 0.0 triplet loss: 0.2416 GPS err loss: 0.0274 Time: 12.529395580291748
Epoch: 5 Loop: 4519 R error: 0.0 triplet loss: 0.1188 GPS err loss: 0.0005 Time: 12.54815411567688
Epoch: 5 Loop: 4529 R error: 0.0 triplet loss: 0.1363 GPS err loss: 0.015 Time: 12.55079174041748
Epoch: 5 Loop: 4539 R error: 0.0 triplet loss: 0.1341 GPS err loss: 0.0291 Time: 12.508291721343994
Epoch: 5 Loop: 4549 R error: 0.0 triplet loss: 0.1042 GPS err loss: 0.0022 Time: 12.51689887046814
Epoch: 5 Loop: 4559 R error: 0.0 triplet loss: 0.1592 GPS err loss: 0.0139 Time: 12.528403997421265
Epoch: 5 Loop: 4569 R error: 0.0 triplet loss: 0.1114 GPS err loss: 0.0265 Time: 12.538231372833252
Epoch: 5 Loop: 4579 R error: 0.0 triplet loss: 0.1097 GPS err loss: 0.0162 Time: 12.50533390045166
Epoch: 5 Loop: 4589 R error: 0.0 triplet loss: 0.1091 GPS err loss: 0.046 Time: 12.51789927482605
Epoch: 5 Loop: 4599 R error: 0.0 triplet loss: 0.1104 GPS err loss: 0.0081 Time: 12.549497127532959
Epoch: 5 Loop: 4609 R error: 0.0 triplet loss: 0.1276 GPS err loss: 0.0 Time: 12.533257722854614
Epoch: 5 Loop: 4619 R error: 0.0 triplet loss: 0.1391 GPS err loss: 0.0219 Time: 12.549096584320068
Epoch: 5 Loop: 4629 R error: 0.0 triplet loss: 0.1207 GPS err loss: 0.007 Time: 12.512287855148315
Epoch: 5 Loop: 4639 R error: 0.0 triplet loss: 0.1154 GPS err loss: 0.0143 Time: 12.512495756149292
Epoch: 5 Loop: 4649 R error: 0.0 triplet loss: 0.1204 GPS err loss: 0.0294 Time: 12.550280094146729
Epoch: 5 Loop: 4659 R error: 0.0 triplet loss: 0.1022 GPS err loss: 0.0257 Time: 12.514204263687134
Epoch: 5 Loop: 4669 R error: 0.0 triplet loss: 0.1466 GPS err loss: 0.02 Time: 12.498646259307861
Epoch: 5 Loop: 4679 R error: 0.0 triplet loss: 0.1237 GPS err loss: 0.0515 Time: 12.51343584060669
Epoch: 5 Loop: 4689 R error: 0.0 triplet loss: 0.104 GPS err loss: 0.0043 Time: 12.525723457336426
Epoch: 5 Loop: 4699 R error: 0.0 triplet loss: 0.112 GPS err loss: 0.0062 Time: 12.501517534255981
Epoch: 5 Loop: 4709 R error: 0.0 triplet loss: 0.1193 GPS err loss: 0.0595 Time: 12.51114821434021
Epoch: 5 Loop: 4719 R error: 0.0 triplet loss: 0.1623 GPS err loss: 0.0174 Time: 12.500012397766113
Epoch: 5 Loop: 4729 R error: 0.0 triplet loss: 0.1195 GPS err loss: 0.0146 Time: 12.505475521087646
Epoch: 5 Loop: 4739 R error: 0.0 triplet loss: 0.1269 GPS err loss: 0.0003 Time: 12.504324913024902
Epoch: 5 Loop: 4749 R error: 0.0 triplet loss: 0.1107 GPS err loss: 0.0 Time: 12.51416540145874
Epoch: 5 Loop: 4759 R error: 0.0 triplet loss: 0.1166 GPS err loss: 0.0019 Time: 12.556981325149536
Epoch: 5 Loop: 4769 R error: 0.0 triplet loss: 0.103 GPS err loss: 0.0013 Time: 12.535826921463013
Epoch: 5 Loop: 4779 R error: 0.0 triplet loss: 0.1085 GPS err loss: 0.0034 Time: 12.513750791549683
Epoch: 5 Loop: 4789 R error: 0.0 triplet loss: 0.2053 GPS err loss: 0.0271 Time: 12.53251028060913
Epoch: 5 Loop: 4799 R error: 0.0 triplet loss: 0.107 GPS err loss: 0.0387 Time: 12.521109580993652
Epoch: 5 Loop: 4809 R error: 0.0 triplet loss: 0.1179 GPS err loss: 0.0305 Time: 12.51633906364441
Epoch: 5 Loop: 4819 R error: 0.0 triplet loss: 0.135 GPS err loss: 0.008 Time: 12.536400079727173
Epoch: 5 Loop: 4829 R error: 0.0 triplet loss: 0.1053 GPS err loss: 0.0 Time: 12.506045818328857
Epoch: 5 Loop: 4839 R error: 0.0 triplet loss: 0.1114 GPS err loss: 0.0169 Time: 12.512614250183105
Epoch: 5 Loop: 4849 R error: 0.0 triplet loss: 0.1059 GPS err loss: 0.0034 Time: 12.504806756973267
Epoch: 5 Loop: 4859 R error: 0.0 triplet loss: 0.1452 GPS err loss: 0.047 Time: 12.528208494186401
Epoch: 5 Loop: 4869 R error: 0.0 triplet loss: 0.1265 GPS err loss: 0.0145 Time: 12.532942295074463
Epoch: 5 Loop: 4879 R error: 0.0 triplet loss: 0.1055 GPS err loss: 0.0277 Time: 12.535935640335083
Epoch: 5 Loop: 4889 R error: 0.0 triplet loss: 0.1483 GPS err loss: 0.0418 Time: 12.516812801361084
Epoch: 5 Loop: 4899 R error: 0.0 triplet loss: 0.1023 GPS err loss: 0.0062 Time: 12.518524408340454
Epoch: 5 Loop: 4909 R error: 0.0 triplet loss: 0.1037 GPS err loss: 0.0084 Time: 12.520384788513184
Epoch: 5 Loop: 4919 R error: 0.0 triplet loss: 0.1198 GPS err loss: 0.0095 Time: 12.499545097351074
Epoch: 5 Loop: 4929 R error: 0.0 triplet loss: 0.1287 GPS err loss: 0.011 Time: 12.523350238800049
/home/users/u6293587/s2/code/HighlyAccurateWeakly/model_vigor.py:614: UserWarning: __floordiv__ is deprecated, and its behavior will change in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor').
corr = F.conv2d(signal, kernel, groups=B)[0] # [B, H, W]
Epoch: 5 Loop: 4939 R error: 0.0 triplet loss: 0.1056 GPS err loss: 0.0025 Time: 12.516658067703247
Epoch: 5 Loop: 4949 R error: 0.0 triplet loss: 0.1418 GPS err loss: 0.0071 Time: 12.504519701004028
Epoch: 5 Loop: 4959 R error: 0.0 triplet loss: 0.1117 GPS err loss: 0.0169 Time: 12.510404825210571
Epoch: 5 Loop: 4969 R error: 0.0 triplet loss: 0.1062 GPS err loss: 0.0018 Time: 12.506884336471558
Epoch: 5 Loop: 4979 R error: 0.0 triplet loss: 0.1417 GPS err loss: 0.0045 Time: 12.523097515106201
Epoch: 5 Loop: 4989 R error: 0.0 triplet loss: 0.1195 GPS err loss: 0.0263 Time: 12.53689980506897
Epoch: 5 Loop: 4999 R error: 0.0 triplet loss: 0.2262 GPS err loss: 0.0194 Time: 12.533302783966064
Epoch: 5 Loop: 5009 R error: 0.0 triplet loss: 0.118 GPS err loss: 0.0067 Time: 12.585350036621094
Epoch: 5 Loop: 5019 R error: 0.0 triplet loss: 0.1072 GPS err loss: 0.0076 Time: 12.529598951339722
Epoch: 5 Loop: 5029 R error: 0.0 triplet loss: 0.1201 GPS err loss: 0.0114 Time: 12.540847539901733
Epoch: 5 Loop: 5039 R error: 0.0 triplet loss: 0.1173 GPS err loss: 0.0029 Time: 12.532432556152344
Epoch: 5 Loop: 5049 R error: 0.0 triplet loss: 0.1145 GPS err loss: 0.0045 Time: 12.520690679550171
Epoch: 5 Loop: 5059 R error: 0.0 triplet loss: 0.1148 GPS err loss: 0.0207 Time: 12.528364658355713
Epoch: 5 Loop: 5069 R error: 0.0 triplet loss: 0.1199 GPS err loss: 0.0226 Time: 12.536202192306519
Epoch: 5 Loop: 5079 R error: 0.0 triplet loss: 0.1348 GPS err loss: 0.0566 Time: 12.532391786575317
Epoch: 5 Loop: 5089 R error: 0.0 triplet loss: 0.146 GPS err loss: 0.0101 Time: 12.534423112869263
Epoch: 5 Loop: 5099 R error: 0.0 triplet loss: 0.1097 GPS err loss: 0.0323 Time: 12.510499000549316
Epoch: 5 Loop: 5109 R error: 0.0 triplet loss: 0.1152 GPS err loss: 0.0132 Time: 12.520349264144897
Epoch: 5 Loop: 5119 R error: 0.0 triplet loss: 0.1234 GPS err loss: 0.0403 Time: 12.523958444595337
Epoch: 5 Loop: 5129 R error: 0.0 triplet loss: 0.1351 GPS err loss: 0.041 Time: 12.538103818893433
Epoch: 5 Loop: 5139 R error: 0.0 triplet loss: 0.1167 GPS err loss: 0.0212 Time: 12.510647058486938
Epoch: 5 Loop: 5149 R error: 0.0 triplet loss: 0.1038 GPS err loss: 0.0072 Time: 12.522472381591797
Epoch: 5 Loop: 5159 R error: 0.0 triplet loss: 0.1318 GPS err loss: 0.0009 Time: 12.5137300491333
Epoch: 5 Loop: 5169 R error: 0.0 triplet loss: 0.1169 GPS err loss: 0.0001 Time: 12.516383409500122
Epoch: 5 Loop: 5179 R error: 0.0 triplet loss: 0.12 GPS err loss: 0.0096 Time: 12.53958511352539
Epoch: 5 Loop: 5189 R error: 0.0 triplet loss: 0.1623 GPS err loss: 0.008 Time: 12.537402868270874
Epoch: 5 Loop: 5199 R error: 0.0 triplet loss: 0.1568 GPS err loss: 0.0008 Time: 12.542750120162964
Epoch: 5 Loop: 5209 R error: 0.0 triplet loss: 0.1151 GPS err loss: 0.0063 Time: 12.530939817428589
Epoch: 5 Loop: 5219 R error: 0.0 triplet loss: 0.1596 GPS err loss: 0.0171 Time: 12.50808334350586
Epoch: 5 Loop: 5229 R error: 0.0 triplet loss: 0.11 GPS err loss: 0.0396 Time: 12.519509077072144
Epoch: 5 Loop: 5239 R error: 0.0 triplet loss: 0.1053 GPS err loss: 0.0233 Time: 12.54206109046936
Epoch: 5 Loop: 5249 R error: 0.0 triplet loss: 0.1112 GPS err loss: 0.0021 Time: 12.528185367584229
Epoch: 5 Loop: 5259 R error: 0.0 triplet loss: 0.1162 GPS err loss: 0.0303 Time: 12.571418285369873
Save Model ...
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/NewYork/satellite_list.txt 23279
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Seattle/satellite_list.txt 44055
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/SanFrancisco/satellite_list.txt 68310
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Chicago/satellite_list.txt 90618
Sat loaded, data size:90618
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/NewYork/same_area_balanced_test__corrected.txt 13884
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Seattle/same_area_balanced_test__corrected.txt 25759
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/SanFrancisco/same_area_balanced_test__corrected.txt 39866
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Chicago/same_area_balanced_test__corrected.txt 52605
Grd loaded, data size:52605
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====================================
EPOCH: 5
Time per image (second): 0.07749525156696928
Distance average: (init, pred)14.232606 5.419448
Distance median: (init, pred)14.89262 2.1234002
Angle average (init, pred): 0.0 0.0
Angle median (init, pred): 0.0 0.0
distance within 1 meters (init, pred): 0.22811519817507844 23.033932135728545
distance within 3 meters (init, pred): 1.8838513449291894 59.49244368406045
distance within 5 meters (init, pred): 5.278965877768273 70.68529607451764
angle within 1 degrees (init, pred): 100.0 100.0
angle within 3 degrees (init, pred): 100.0 100.0
angle within 5 degrees (init, pred): 100.0 100.0
====================================
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/NewYork/satellite_list.txt 23279
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Seattle/satellite_list.txt 44055
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/SanFrancisco/satellite_list.txt 68310
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Chicago/satellite_list.txt 90618
Sat loaded, data size:90618
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/NewYork/same_area_balanced_train__corrected.txt 13885
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Seattle/same_area_balanced_train__corrected.txt 25761
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/SanFrancisco/same_area_balanced_train__corrected.txt 39869
InputData::__init__: load /home/users/u6293587/dataset/VIGOR/splits_new/Chicago/same_area_balanced_train__corrected.txt 52609
Grd loaded, data size:52609
batch_size: 8
num of batches: 5260
Epoch: 6 Loop: 9 R error: 0.0 triplet loss: 0.1085 GPS err loss: 0.0034 Time: 4093.181673526764
Epoch: 6 Loop: 19 R error: 0.0 triplet loss: 0.1267 GPS err loss: 0.0234 Time: 12.360188245773315
Epoch: 6 Loop: 29 R error: 0.0 triplet loss: 0.1383 GPS err loss: 0.0441 Time: 12.409964799880981
Epoch: 6 Loop: 39 R error: 0.0 triplet loss: 0.1141 GPS err loss: 0.0018 Time: 12.443913698196411
Epoch: 6 Loop: 49 R error: 0.0 triplet loss: 0.1167 GPS err loss: 0.0105 Time: 12.457173585891724
Epoch: 6 Loop: 59 R error: 0.0 triplet loss: 0.1061 GPS err loss: 0.0121 Time: 12.466336250305176
Epoch: 6 Loop: 69 R error: 0.0 triplet loss: 0.121 GPS err loss: 0.0 Time: 12.454909086227417
Epoch: 6 Loop: 79 R error: 0.0 triplet loss: 0.1236 GPS err loss: 0.0215 Time: 12.462347984313965
Epoch: 6 Loop: 89 R error: 0.0 triplet loss: 0.1593 GPS err loss: 0.0214 Time: 12.532479524612427
Epoch: 6 Loop: 99 R error: 0.0 triplet loss: 0.1725 GPS err loss: 0.0022 Time: 12.472234725952148
Epoch: 6 Loop: 109 R error: 0.0 triplet loss: 0.1261 GPS err loss: 0.0159 Time: 12.473097562789917
Epoch: 6 Loop: 119 R error: 0.0 triplet loss: 0.1054 GPS err loss: 0.0014 Time: 12.474577188491821
Epoch: 6 Loop: 129 R error: 0.0 triplet loss: 0.1042 GPS err loss: 0.0228 Time: 12.49880862236023
Epoch: 6 Loop: 139 R error: 0.0 triplet loss: 0.1324 GPS err loss: 0.0205 Time: 12.5055992603302
Epoch: 6 Loop: 149 R error: 0.0 triplet loss: 0.1222 GPS err loss: 0.0185 Time: 12.521038055419922
Epoch: 6 Loop: 159 R error: 0.0 triplet loss: 0.1041 GPS err loss: 0.0218 Time: 12.512516975402832
Epoch: 6 Loop: 169 R error: 0.0 triplet loss: 0.1634 GPS err loss: 0.02 Time: 12.506890058517456
Epoch: 6 Loop: 179 R error: 0.0 triplet loss: 0.109 GPS err loss: 0.0172 Time: 12.504147291183472
Epoch: 6 Loop: 189 R error: 0.0 triplet loss: 0.1225 GPS err loss: 0.0065 Time: 12.508952856063843
Epoch: 6 Loop: 199 R error: 0.0 triplet loss: 0.1042 GPS err loss: 0.0055 Time: 12.509714603424072
Epoch: 6 Loop: 209 R error: 0.0 triplet loss: 0.1164 GPS err loss: 0.0003 Time: 12.534694910049438
Epoch: 6 Loop: 219 R error: 0.0 triplet loss: 0.1465 GPS err loss: 0.0297 Time: 12.522183895111084
Epoch: 6 Loop: 229 R error: 0.0 triplet loss: 0.122 GPS err loss: 0.0119 Time: 12.493124008178711
Epoch: 6 Loop: 239 R error: 0.0 triplet loss: 0.1237 GPS err loss: 0.0054 Time: 12.5110924243927
Epoch: 6 Loop: 249 R error: 0.0 triplet loss: 0.106 GPS err loss: 0.0004 Time: 12.490699768066406
Epoch: 6 Loop: 259 R error: 0.0 triplet loss: 0.1043 GPS err loss: 0.0006 Time: 12.49380111694336
Epoch: 6 Loop: 269 R error: 0.0 triplet loss: 0.1049 GPS err loss: 0.0043 Time: 12.498554706573486
Epoch: 6 Loop: 279 R error: 0.0 triplet loss: 0.1434 GPS err loss: 0.0424 Time: 12.514385461807251
Epoch: 6 Loop: 289 R error: 0.0 triplet loss: 0.1515 GPS err loss: 0.0127 Time: 12.533613681793213
Epoch: 6 Loop: 299 R error: 0.0 triplet loss: 0.1527 GPS err loss: 0.0224 Time: 12.514690637588501
Epoch: 6 Loop: 309 R error: 0.0 triplet loss: 0.1076 GPS err loss: 0.0095 Time: 12.534476041793823
Epoch: 6 Loop: 319 R error: 0.0 triplet loss: 0.1226 GPS err loss: 0.0 Time: 12.52898621559143
Epoch: 6 Loop: 329 R error: 0.0 triplet loss: 0.1103 GPS err loss: 0.0254 Time: 12.542355298995972
Epoch: 6 Loop: 339 R error: 0.0 triplet loss: 0.106 GPS err loss: 0.028 Time: 12.585564374923706
Epoch: 6 Loop: 349 R error: 0.0 triplet loss: 0.1079 GPS err loss: 0.0 Time: 12.519455909729004
Epoch: 6 Loop: 359 R error: 0.0 triplet loss: 0.1392 GPS err loss: 0.0681 Time: 12.549037456512451
Epoch: 6 Loop: 369 R error: 0.0 triplet loss: 0.1069 GPS err loss: 0.0037 Time: 12.514951705932617
Epoch: 6 Loop: 379 R error: 0.0 triplet loss: 0.2307 GPS err loss: 0.0024 Time: 12.523183822631836
Epoch: 6 Loop: 389 R error: 0.0 triplet loss: 0.2073 GPS err loss: 0.0013 Time: 12.52301836013794
Epoch: 6 Loop: 399 R error: 0.0 triplet loss: 0.1381 GPS err loss: 0.0179 Time: 12.544603824615479
Epoch: 6 Loop: 409 R error: 0.0 triplet loss: 0.1841 GPS err loss: 0.0221 Time: 12.512244701385498
Epoch: 6 Loop: 419 R error: 0.0 triplet loss: 0.12 GPS err loss: 0.0175 Time: 12.536329984664917
Epoch: 6 Loop: 429 R error: 0.0 triplet loss: 0.1233 GPS err loss: 0.0 Time: 12.524928331375122
Epoch: 6 Loop: 439 R error: 0.0 triplet loss: 0.1259 GPS err loss: 0.0123 Time: 12.524028301239014
Epoch: 6 Loop: 449 R error: 0.0 triplet loss: 0.1186 GPS err loss: 0.0 Time: 12.530513525009155
Epoch: 6 Loop: 459 R error: 0.0 triplet loss: 0.1216 GPS err loss: 0.0121 Time: 12.531301259994507
Epoch: 6 Loop: 469 R error: 0.0 triplet loss: 0.1487 GPS err loss: 0.0148 Time: 12.501350164413452
Epoch: 6 Loop: 479 R error: 0.0 triplet loss: 0.1392 GPS err loss: 0.0047 Time: 12.515762329101562
Epoch: 6 Loop: 489 R error: 0.0 triplet loss: 0.147 GPS err loss: 0.01 Time: 12.51355242729187
Epoch: 6 Loop: 499 R error: 0.0 triplet loss: 0.1042 GPS err loss: 0.0178 Time: 12.532999038696289
Epoch: 6 Loop: 509 R error: 0.0 triplet loss: 0.1092 GPS err loss: 0.0051 Time: 12.504531621932983
Epoch: 6 Loop: 519 R error: 0.0 triplet loss: 0.1432 GPS err loss: 0.0209 Time: 12.528406620025635
Epoch: 6 Loop: 529 R error: 0.0 triplet loss: 0.1076 GPS err loss: 0.0037 Time: 12.51361608505249
Epoch: 6 Loop: 539 R error: 0.0 triplet loss: 0.1249 GPS err loss: 0.0088 Time: 12.526179075241089
Epoch: 6 Loop: 549 R error: 0.0 triplet loss: 0.109 GPS err loss: 0.009 Time: 12.514261484146118
Epoch: 6 Loop: 559 R error: 0.0 triplet loss: 0.1044 GPS err loss: 0.0422 Time: 12.508913278579712
Epoch: 6 Loop: 569 R error: 0.0 triplet loss: 0.1283 GPS err loss: 0.0156 Time: 12.51104474067688
Epoch: 6 Loop: 579 R error: 0.0 triplet loss: 0.1023 GPS err loss: 0.0103 Time: 12.525158643722534
Epoch: 6 Loop: 589 R error: 0.0 triplet loss: 0.1364 GPS err loss: 0.0005 Time: 12.566929578781128
Epoch: 6 Loop: 599 R error: 0.0 triplet loss: 0.1129 GPS err loss: 0.0139 Time: 12.520765781402588
Epoch: 6 Loop: 609 R error: 0.0 triplet loss: 0.1048 GPS err loss: 0.0086 Time: 12.513019561767578
Epoch: 6 Loop: 619 R error: 0.0 triplet loss: 0.1218 GPS err loss: 0.0009 Time: 12.501185417175293
Epoch: 6 Loop: 629 R error: 0.0 triplet loss: 0.1228 GPS err loss: 0.0131 Time: 12.50684118270874
Epoch: 6 Loop: 639 R error: 0.0 triplet loss: 0.1057 GPS err loss: 0.0136 Time: 12.52373719215393
Epoch: 6 Loop: 649 R error: 0.0 triplet loss: 0.1404 GPS err loss: 0.0331 Time: 12.52981448173523
Epoch: 6 Loop: 659 R error: 0.0 triplet loss: 0.1111 GPS err loss: 0.055 Time: 12.517297506332397
Epoch: 6 Loop: 669 R error: 0.0 triplet loss: 0.1277 GPS err loss: 0.0046 Time: 12.505172491073608
Epoch: 6 Loop: 679 R error: 0.0 triplet loss: 0.1226 GPS err loss: 0.0101 Time: 12.503027439117432
Epoch: 6 Loop: 689 R error: 0.0 triplet loss: 0.1382 GPS err loss: 0.0305 Time: 12.522056102752686
Epoch: 6 Loop: 699 R error: 0.0 triplet loss: 0.2164 GPS err loss: 0.0024 Time: 12.500324964523315
Epoch: 6 Loop: 709 R error: 0.0 triplet loss: 0.1148 GPS err loss: 0.0012 Time: 12.530024528503418
Epoch: 6 Loop: 719 R error: 0.0 triplet loss: 0.1227 GPS err loss: 0.0301 Time: 12.51193356513977
Epoch: 6 Loop: 729 R error: 0.0 triplet loss: 0.1661 GPS err loss: 0.0081 Time: 12.506387710571289
Epoch: 6 Loop: 739 R error: 0.0 triplet loss: 0.1135 GPS err loss: 0.0058 Time: 12.516837120056152
Epoch: 6 Loop: 749 R error: 0.0 triplet loss: 0.12 GPS err loss: 0.0015 Time: 12.510159015655518
Epoch: 6 Loop: 759 R error: 0.0 triplet loss: 0.1372 GPS err loss: 0.0279 Time: 12.535582304000854
Epoch: 6 Loop: 769 R error: 0.0 triplet loss: 0.1145 GPS err loss: 0.0062 Time: 12.517346382141113
Epoch: 6 Loop: 779 R error: 0.0 triplet loss: 0.1117 GPS err loss: 0.0129 Time: 12.509490251541138
Epoch: 6 Loop: 789 R error: 0.0 triplet loss: 0.1258 GPS err loss: 0.0309 Time: 12.499862670898438
Epoch: 6 Loop: 799 R error: 0.0 triplet loss: 0.1034 GPS err loss: 0.0091 Time: 12.502503395080566
Epoch: 6 Loop: 809 R error: 0.0 triplet loss: 0.101 GPS err loss: 0.0111 Time: 12.504501819610596
Epoch: 6 Loop: 819 R error: 0.0 triplet loss: 0.1099 GPS err loss: 0.0038 Time: 12.518710374832153
Epoch: 6 Loop: 829 R error: 0.0 triplet loss: 0.117 GPS err loss: 0.0085 Time: 12.513516426086426
Epoch: 6 Loop: 839 R error: 0.0 triplet loss: 0.1079 GPS err loss: 0.0073 Time: 12.515564203262329
Epoch: 6 Loop: 849 R error: 0.0 triplet loss: 0.1142 GPS err loss: 0.011 Time: 12.549416303634644