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FASTTechnolagy21/segformer-b0-finetuned-segments-sidewalk-oct-22
segformer-b0-finetuned-segments-sidewalk-oct-22 is a image segmentation model from FASTTechnolagy21. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as other.
should probably proofread and complete it, then remove this comment. --
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From the Hugging Face model README
This model is a fine-tuned version of nvidia/mit-b0 on the segments/sidewalk-semantic dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Flat-road | Accuracy Flat-sidewalk | Accuracy Flat-crosswalk | Accuracy Flat-cyclinglane | Accuracy Flat-parkingdriveway | Accuracy Flat-railtrack | Accuracy Flat-curb | Accuracy Human-person | Accuracy Human-rider | Accuracy Vehicle-car | Accuracy Vehicle-truck | Accuracy Vehicle-bus | Accuracy Vehicle-tramtrain | Accuracy Vehicle-motorcycle | Accuracy Vehicle-bicycle | Accuracy Vehicle-caravan | Accuracy Vehicle-cartrailer | Accuracy Construction-building | Accuracy Construction-door | Accuracy Construction-wall | Accuracy Construction-fenceguardrail | Accuracy Construction-bridge | Accuracy Construction-tunnel | Accuracy Construction-stairs | Accuracy Object-pole | Accuracy Object-trafficsign | Accuracy Object-trafficlight | Accuracy Nature-vegetation | Accuracy Nature-terrain | Accuracy Sky | Accuracy Void-ground | Accuracy Void-dynamic | Accuracy Void-static | Accuracy Void-unclear | Iou Unlabeled | Iou Flat-road | Iou Flat-sidewalk | Iou Flat-crosswalk | Iou Flat-cyclinglane | Iou Flat-parkingdriveway | Iou Flat-railtrack | Iou Flat-curb | Iou Human-person | Iou Human-rider | Iou Vehicle-car | Iou Vehicle-truck | Iou Vehicle-bus | Iou Vehicle-tramtrain | Iou Vehicle-motorcycle | Iou Vehicle-bicycle | Iou Vehicle-caravan | Iou Vehicle-cartrailer | Iou Construction-building | Iou Construction-door | Iou Construction-wall | Iou Construction-fenceguardrail | Iou Construction-bridge | Iou Construction-tunnel | Iou Construction-stairs | Iou Object-pole | Iou Object-trafficsign | Iou Object-trafficlight | Iou Nature-vegetation | Iou Nature-terrain | Iou Sky | Iou Void-ground | Iou Void-dynamic | Iou Void-static | Iou Void-unclear |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3.1589 | 0.05 | 20 | 3.2555 | 0.0808 | 0.1366 | 0.5676 | nan | 0.0894 | 0.9475 | 0.0 | 0.0535 | 0.0471 | nan | 0.0058 | 0.0158 | 0.0 | 0.8346 | 0.0122 | 0.0007 | 0.0 | 0.0030 | 0.0 | 0.0 | 0.0 | 0.2502 | 0.0 | 0.0093 | 0.0 | 0.0142 | 0.0 | 0.0003 | 0.0019 | 0.0091 | 0.0 | 0.8382 | 0.1789 | 0.7835 | 0.0 | 0.4107 | 0.0029 | 0.0 | 0.0 | 0.0860 | 0.6144 | 0.0 | 0.0436 | 0.0236 | 0.0 | 0.0049 | 0.0156 | 0.0 | 0.4141 | 0.0017 | 0.0001 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.2244 | 0.0 | 0.0091 | 0.0 | 0.0004 | 0.0 | 0.0002 | 0.0018 | 0.0015 | 0.0 | 0.6606 | 0.1510 | 0.5593 | 0.0 | 0.0120 | 0.0025 | 0.0 |
| 2.8272 | 0.1 | 40 | 2.5988 | 0.0931 | 0.1466 | 0.6408 | nan | 0.4778 | 0.9158 | 0.0 | 0.0274 | 0.0453 | nan | 0.0045 | 0.0001 | 0.0 | 0.9189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5943 | 0.0 | 0.0173 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.9661 | 0.0382 | 0.7900 | 0.0 | 0.0378 | 0.0047 | 0.0 | 0.0 | 0.3290 | 0.6880 | 0.0 | 0.0257 | 0.0349 | 0.0 | 0.0043 | 0.0001 | 0.0 | 0.4562 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4456 | 0.0 | 0.0170 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0004 | 0.0 | 0.0 | 0.6088 | 0.0355 | 0.5967 | 0.0 | 0.0133 | 0.0042 | 0.0 |
| 2.7516 | 0.15 | 60 | 2.0579 | 0.1064 | 0.1570 | 0.6708 | nan | 0.5647 | 0.9382 | 0.0 | 0.0046 | 0.0055 | nan | 0.0023 | 0.0 | 0.0 | 0.9423 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6763 | 0.0 | 0.0218 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9494 | 0.2110 | 0.8658 | 0.0 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.3603 | 0.7115 | 0.0 | 0.0046 | 0.0053 | nan | 0.0023 | 0.0 | 0.0 | 0.4596 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4736 | 0.0 | 0.0216 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6733 | 0.1825 | 0.7238 | 0.0 | 0.0 | 0.0006 | 0.0 |
| 2.1716 | 0.2 | 80 | 1.8967 | 0.1111 | 0.1584 | 0.6761 | nan | 0.6400 | 0.9161 | 0.0 | 0.0038 | 0.0019 | nan | 0.0019 | 0.0 | 0.0 | 0.9137 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7743 | 0.0 | 0.0064 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9613 | 0.1430 | 0.8650 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.3665 | 0.7346 | 0.0 | 0.0038 | 0.0018 | nan | 0.0019 | 0.0 | 0.0 | 0.5048 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5011 | 0.0 | 0.0063 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6669 | 0.1264 | 0.7505 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 2.0337 | 0.25 | 100 | 1.7327 | 0.1278 | 0.1748 | 0.7052 | nan | 0.7184 | 0.9325 | 0.0 | 0.0003 | 0.0001 | nan | 0.0002 | 0.0 | 0.0 | 0.9096 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7799 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9142 | 0.6221 | 0.8874 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.3939 | 0.7475 | 0.0 | 0.0003 | 0.0001 | nan | 0.0002 | 0.0 | 0.0 | 0.5720 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5128 | 0.0 | 0.0020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7426 | 0.4596 | 0.7847 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 1.822 | 0.3 | 120 | 1.6091 | 0.1254 | 0.1690 | 0.7016 | nan | 0.6343 | 0.9514 | 0.0 | 0.0030 | 0.0021 | nan | 0.0000 | 0.0 | 0.0 | 0.8825 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8076 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9441 | 0.4522 | 0.8982 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3909 | 0.7269 | 0.0 | 0.0030 | 0.0021 | nan | 0.0000 | 0.0 | 0.0 | 0.6099 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5121 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7290 | 0.3679 | 0.7951 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6747 | 0.35 | 140 | 1.5569 | 0.1315 | 0.1798 | 0.7116 | nan | 0.7579 | 0.9252 | 0.0 | 0.0071 | 0.0007 | nan | 0.0002 | 0.0 | 0.0 | 0.9144 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8499 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8810 | 0.7137 | 0.8834 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4095 | 0.7537 | 0.0 | 0.0071 | 0.0007 | nan | 0.0002 | 0.0 | 0.0 | 0.5569 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5141 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7678 | 0.5290 | 0.8015 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6973 | 0.4 | 160 | 1.4707 | 0.1329 | 0.1806 | 0.7110 | nan | 0.8453 | 0.8829 | 0.0 | 0.0098 | 0.0005 | nan | 0.0001 | 0.0 | 0.0 | 0.8790 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8483 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9262 | 0.6670 | 0.9017 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4016 | 0.7623 | 0.0 | 0.0098 | 0.0005 | nan | 0.0001 | 0.0 | 0.0 | 0.5963 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5223 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7668 | 0.5316 | 0.7956 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.5665 | 0.45 | 180 | 1.3116 | 0.1361 | 0.1831 | 0.7200 | nan | 0.8072 | 0.9070 | 0.0 | 0.0463 | 0.0001 | nan | 0.0000 | 0.0 | 0.0 | 0.9047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8398 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9291 | 0.7051 | 0.9007 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4062 | 0.7721 | 0.0 | 0.0462 | 0.0001 | nan | 0.0000 | 0.0 | 0.0 | 0.6134 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5373 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7643 | 0.5449 | 0.8061 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.5414 | 0.5 | 200 | 1.2856 | 0.1375 | 0.1849 | 0.7252 | nan | 0.8500 | 0.9124 | 0.0 | 0.0347 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.8876 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8244 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9210 | 0.7567 | 0.9138 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4236 | 0.7838 | 0.0 | 0.0346 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.6320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5393 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7641 | 0.5579 | 0.8034 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4118 | 0.55 | 220 | 1.2256 | 0.1400 | 0.1861 | 0.7321 | nan | 0.7872 | 0.9368 | 0.0 | 0.1241 | 0.0010 | nan | 0.0001 | 0.0 | 0.0 | 0.8942 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8275 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9226 | 0.7405 | 0.9073 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4435 | 0.7747 | 0.0 | 0.1231 | 0.0010 | nan | 0.0001 | 0.0 | 0.0 | 0.6098 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5493 | 0.0 | 0.0006 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7584 | 0.5483 | 0.8111 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.5277 | 0.6 | 240 | 1.2266 | 0.1383 | 0.1835 | 0.7240 | nan | 0.8023 | 0.9071 | 0.0 | 0.0616 | 0.0028 | nan | 0.0000 | 0.0 | 0.0 | 0.8577 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8632 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9492 | 0.7013 | 0.9097 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4175 | 0.7726 | 0.0 | 0.0600 | 0.0028 | nan | 0.0000 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5326 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7658 | 0.5442 | 0.8144 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.9934 | 0.65 | 260 | 1.1637 | 0.1482 | 0.1932 | 0.7454 | nan | 0.8066 | 0.9172 | 0.0 | 0.4036 | 0.0026 | nan | 0.0000 | 0.0 | 0.0 | 0.9292 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8225 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9539 | 0.6189 | 0.9197 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4651 | 0.7839 | 0.0 | 0.3853 | 0.0026 | nan | 0.0000 | 0.0 | 0.0 | 0.6101 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5517 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7529 | 0.5296 | 0.8102 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4308 | 0.7 | 280 | 1.1152 | 0.1568 | 0.2020 | 0.7610 | nan | 0.7817 | 0.9468 | 0.0 | 0.5506 | 0.0024 | nan | 0.0001 | 0.0 | 0.0 | 0.9127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8705 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8778 | 0.8303 | 0.8925 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5275 | 0.7812 | 0.0 | 0.5136 | 0.0024 | nan | 0.0001 | 0.0 | 0.0 | 0.6498 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5475 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7704 | 0.5582 | 0.8238 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.9415 | 0.75 | 300 | 1.1153 | 0.1562 | 0.2003 | 0.7628 | nan | 0.7121 | 0.9588 | 0.0 | 0.5657 | 0.0157 | nan | 0.0001 | 0.0 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8331 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9313 | 0.7456 | 0.9207 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5527 | 0.7701 | 0.0 | 0.5278 | 0.0155 | nan | 0.0001 | 0.0 | 0.0 | 0.5880 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5562 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7650 | 0.5635 | 0.8150 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6722 | 0.8 | 320 | 1.0419 | 0.1580 | 0.2000 | 0.7648 | nan | 0.8302 | 0.9301 | 0.0 | 0.5605 | 0.0084 | nan | 0.0001 | 0.0 | 0.0 | 0.8804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8825 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9485 | 0.6471 | 0.9129 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5121 | 0.8036 | 0.0 | 0.5337 | 0.0083 | nan | 0.0001 | 0.0 | 0.0 | 0.6760 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7672 | 0.5477 | 0.8212 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6299 | 0.85 | 340 | 1.0317 | 0.1596 | 0.2031 | 0.7650 | nan | 0.7268 | 0.9668 | 0.0 | 0.5589 | 0.0167 | nan | 0.0001 | 0.0 | 0.0 | 0.9263 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8687 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8775 | 0.8304 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5418 | 0.7642 | 0.0 | 0.5329 | 0.0165 | nan | 0.0001 | 0.0 | 0.0 | 0.6599 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5514 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7795 | 0.6005 | 0.8200 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4105 | 0.9 | 360 | 1.0209 | 0.1572 | 0.2038 | 0.7613 | nan | 0.7867 | 0.9597 | 0.0 | 0.5900 | 0.0045 | nan | 0.0000 | 0.0 | 0.0 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8622 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8223 | 0.8509 | 0.9264 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5499 | 0.7800 | 0.0 | 0.5614 | 0.0045 | nan | 0.0000 | 0.0 | 0.0 | 0.6418 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5648 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7398 | 0.5210 | 0.8236 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2816 | 0.95 | 380 | 1.0113 | 0.1601 | 0.2012 | 0.7696 | nan | 0.7413 | 0.9621 | 0.0 | 0.6216 | 0.0094 | nan | 0.0001 | 0.0 | 0.0 | 0.9310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8392 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9458 | 0.6796 | 0.9083 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5405 | 0.7776 | 0.0 | 0.5808 | 0.0093 | nan | 0.0001 | 0.0 | 0.0 | 0.6432 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5669 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7696 | 0.5776 | 0.8183 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8438 | 1.0 | 400 | 0.9901 | 0.1637 | 0.2096 | 0.7671 | nan | 0.8702 | 0.8827 | 0.0 | 0.7250 | 0.0047 | nan | 0.0 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8524 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9308 | 0.8244 | 0.9217 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4907 | 0.7931 | 0.0 | 0.5975 | 0.0047 | nan | 0.0 | 0.0 | 0.0 | 0.6885 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5704 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7795 | 0.6494 | 0.8274 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.983 | 1.05 | 420 | 0.9516 | 0.1636 | 0.2061 | 0.7757 | nan | 0.7493 | 0.9623 | 0.0 | 0.6002 | 0.0196 | nan | 0.0002 | 0.0 | 0.0 | 0.9293 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8481 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9308 | 0.8424 | 0.9191 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5649 | 0.7805 | 0.0 | 0.5729 | 0.0194 | nan | 0.0002 | 0.0 | 0.0 | 0.6354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5724 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7791 | 0.6406 | 0.8331 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1643 | 1.1 | 440 | 0.9224 | 0.1655 | 0.2093 | 0.7758 | nan | 0.8617 | 0.9280 | 0.0 | 0.6357 | 0.0110 | nan | 0.0017 | 0.0 | 0.0 | 0.8881 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8762 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9063 | 0.8680 | 0.9295 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5218 | 0.8046 | 0.0 | 0.5893 | 0.0109 | nan | 0.0017 | 0.0 | 0.0 | 0.7066 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5776 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7867 | 0.6206 | 0.8416 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7071 | 1.15 | 460 | 0.9178 | 0.1654 | 0.2096 | 0.7778 | nan | 0.8103 | 0.9283 | 0.0 | 0.6934 | 0.0199 | nan | 0.0022 | 0.0 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8870 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9359 | 0.7908 | 0.9124 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5305 | 0.8075 | 0.0 | 0.5979 | 0.0196 | nan | 0.0022 | 0.0 | 0.0 | 0.6345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5705 | 0.0 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7926 | 0.6467 | 0.8547 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7805 | 1.2 | 480 | 0.9013 | 0.1640 | 0.2083 | 0.7728 | nan | 0.8079 | 0.9204 | 0.0 | 0.6844 | 0.0226 | nan | 0.0043 | 0.0 | 0.0 | 0.9098 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8542 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9431 | 0.7878 | 0.9374 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5165 | 0.7999 | 0.0 | 0.5560 | 0.0222 | nan | 0.0043 | 0.0 | 0.0 | 0.6719 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5675 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7816 | 0.6599 | 0.8307 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7668 | 1.25 | 500 | 0.8771 | 0.1703 | 0.2085 | 0.7832 | nan | 0.7403 | 0.9724 | 0.0 | 0.6173 | 0.0594 | nan | 0.0135 | 0.0 | 0.0 | 0.8945 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9033 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9343 | 0.8188 | 0.9244 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5838 | 0.7778 | 0.0 | 0.5781 | 0.0564 | nan | 0.0132 | 0.0 | 0.0 | 0.7127 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5693 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8017 | 0.6640 | 0.8616 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1596 | 1.3 | 520 | 0.8913 | 0.1675 | 0.2132 | 0.7793 | nan | 0.8208 | 0.9332 | 0.0 | 0.6530 | 0.0684 | nan | 0.0158 | 0.0 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8462 | 0.0 | 0.0032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9156 | 0.8938 | 0.9384 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5306 | 0.8052 | 0.0 | 0.6096 | 0.0636 | nan | 0.0153 | 0.0 | 0.0 | 0.6058 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5920 | 0.0 | 0.0032 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7974 | 0.6442 | 0.8614 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8224 | 1.35 | 540 | 0.8646 | 0.1715 | 0.2133 | 0.7855 | nan | 0.7927 | 0.9516 | 0.0 | 0.6681 | 0.0613 | nan | 0.0570 | 0.0 | 0.0 | 0.9184 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9007 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9260 | 0.8152 | 0.9427 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5584 | 0.8034 | 0.0 | 0.6125 | 0.0582 | nan | 0.0549 | 0.0 | 0.0 | 0.6887 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5699 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8056 | 0.6444 | 0.8581 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9383 | 1.4 | 560 | 0.8686 | 0.1708 | 0.2082 | 0.7815 | nan | 0.7490 | 0.9591 | 0.0 | 0.6825 | 0.0884 | nan | 0.0542 | 0.0 | 0.0 | 0.8533 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8755 | 0.0 | 0.0039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9660 | 0.7040 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5805 | 0.7925 | 0.0 | 0.6199 | 0.0831 | nan | 0.0517 | 0.0 | 0.0 | 0.7207 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5730 | 0.0 | 0.0039 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7507 | 0.5987 | 0.8629 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9585 | 1.45 | 580 | 0.8521 | 0.1739 | 0.2190 | 0.7837 | nan | 0.7843 | 0.9460 | 0.0 | 0.6983 | 0.1312 | nan | 0.0794 | 0.0 | 0.0 | 0.9278 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.0334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.8720 | 0.9212 | 0.9241 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5698 | 0.8086 | 0.0 | 0.6435 | 0.1163 | nan | 0.0758 | 0.0 | 0.0 | 0.6859 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5842 | 0.0 | 0.0328 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0011 | 0.0 | 0.0 | 0.7739 | 0.5806 | 0.8654 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3313 | 1.5 | 600 | 0.8305 | 0.1802 | 0.2214 | 0.7908 | nan | 0.7522 | 0.9380 | 0.0 | 0.7997 | 0.1591 | nan | 0.1201 | 0.0 | 0.0 | 0.8768 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8670 | 0.0 | 0.0806 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0047 | 0.0 | 0.0 | 0.9606 | 0.8110 | 0.9378 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5678 | 0.8130 | 0.0 | 0.6251 | 0.1413 | nan | 0.1121 | 0.0 | 0.0 | 0.7334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5962 | 0.0 | 0.0767 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0047 | 0.0 | 0.0 | 0.7681 | 0.6483 | 0.8598 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2136 | 1.55 | 620 | 0.8080 | 0.1777 | 0.2219 | 0.7894 | nan | 0.7226 | 0.9489 | 0.0 | 0.7813 | 0.2001 | nan | 0.1185 | 0.0 | 0.0 | 0.9245 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8665 | 0.0 | 0.0303 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.9292 | 0.8517 | 0.9476 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5485 | 0.8137 | 0.0 | 0.6160 | 0.1630 | nan | 0.1092 | 0.0 | 0.0 | 0.7047 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5850 | 0.0 | 0.0297 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0008 | 0.0 | 0.0 | 0.7991 | 0.6566 | 0.8364 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.5653 | 1.6 | 640 | 0.8095 | 0.1784 | 0.2191 | 0.7907 | nan | 0.8048 | 0.9436 | 0.0 | 0.7009 | 0.1279 | nan | 0.1427 | 0.0 | 0.0 | 0.9227 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9241 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.9289 | 0.8126 | 0.9180 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5681 | 0.8084 | 0.0 | 0.6385 | 0.1144 | nan | 0.1292 | 0.0 | 0.0 | 0.6862 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5651 | 0.0 | 0.0021 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0010 | 0.0 | 0.0 | 0.8143 | 0.6870 | 0.8732 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.6801 | 1.65 | 660 | 0.8226 | 0.1771 | 0.2191 | 0.7850 | nan | 0.6634 | 0.9625 | 0.0 | 0.7618 | 0.1164 | nan | 0.1620 | 0.0 | 0.0 | 0.9124 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8596 | 0.0 | 0.0222 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.9228 | 0.8965 | 0.9474 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5514 | 0.7857 | 0.0 | 0.6426 | 0.0991 | nan | 0.1404 | 0.0 | 0.0 | 0.7108 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5957 | 0.0 | 0.0219 | 0.0002 | 0.0 | 0.0 | 0.0 | 0.0025 | 0.0 | 0.0 | 0.7804 | 0.6461 | 0.8668 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 0.8248 | 1.7 | 680 | 0.7985 | 0.1797 | 0.2198 | 0.7905 | nan | 0.7276 | 0.9634 | 0.0 | 0.6898 | 0.1545 | nan | 0.1265 | 0.0 | 0.0 | 0.9296 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8965 | 0.0 | 0.0378 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0037 | 0.0 | 0.0 | 0.9262 | 0.8465 | 0.9528 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.5653 | 0.7908 | 0.0 | 0.6307 | 0.1308 | nan | 0.1127 | 0.0 | 0.0 | 0.6946 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5893 | 0.0 | 0.0369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0037 | 0.0 | 0.0 | 0.8117 | 0.6928 | 0.8718 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.6291 | 1.75 | 700 | 0.8113 | 0.1813 | 0.2236 | 0.7883 | nan | 0.8262 | 0.9221 | 0.0 | 0.6736 | 0.2317 | nan | 0.1824 | 0.0 | 0.0 | 0.9256 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8798 | 0.0 | 0.0415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.9450 | 0.8209 | 0.9296 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5439 | 0.8142 | 0.0 | 0.6158 | 0.1859 | nan | 0.1519 | 0.0 | 0.0 | 0.6878 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5919 | 0.0 | 0.0399 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.7928 | 0.6901 | 0.8662 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.7576 | 1.8 | 720 | 0.7753 | 0.1899 | 0.2289 | 0.7958 | nan | 0.7058 | 0.9606 | 0.0 | 0.7198 | 0.2304 | nan | 0.2835 | 0.0 | 0.0 | 0.8993 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8665 | 0.0 | 0.1986 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0061 | 0.0 | 0.0 | 0.9631 | 0.7793 | 0.9411 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5996 | 0.8008 | 0.0 | 0.6377 | 0.1754 | nan | 0.2327 | 0.0 | 0.0 | 0.7320 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6134 | 0.0 | 0.1776 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0061 | 0.0 | 0.0 | 0.7719 | 0.6475 | 0.8712 | 0.0 | 0.0 | 0.0006 | 0.0 |
| 0.7558 | 1.85 | 740 | 0.7689 | 0.1884 | 0.2326 | 0.7973 | nan | 0.8312 | 0.9290 | 0.0 | 0.7210 | 0.2131 | nan | 0.1723 | 0.0 | 0.0 | 0.9080 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8920 | 0.0 | 0.2298 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0096 | 0.0 | 0.0 | 0.9173 | 0.9095 | 0.9423 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5768 | 0.8208 | 0.0 | 0.6263 | 0.1821 | nan | 0.1570 | 0.0 | 0.0 | 0.7228 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5980 | 0.0 | 0.2003 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0096 | 0.0 | 0.0 | 0.8074 | 0.6571 | 0.8567 | 0.0 | 0.0 | 0.0006 | 0.0 |
| 1.0619 | 1.9 | 760 | 0.7500 | 0.1892 | 0.2312 | 0.7985 | nan | 0.7649 | 0.9530 | 0.0 | 0.6726 | 0.2168 | nan | 0.2626 | 0.0 | 0.0 | 0.9321 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9097 | 0.0 | 0.2095 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0036 | 0.0 | 0.0 | 0.9351 | 0.8485 | 0.9207 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5973 | 0.8137 | 0.0 | 0.6263 | 0.1784 | nan | 0.2031 | 0.0 | 0.0 | 0.6918 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5843 | 0.0 | 0.1773 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.8200 | 0.6860 | 0.8607 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4248 | 1.95 | 780 | 0.7383 | 0.1930 | 0.2363 | 0.8031 | nan | 0.7929 | 0.9488 | 0.0 | 0.7303 | 0.2523 | nan | 0.3569 | 0.0 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8623 | 0.0 | 0.2284 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.9450 | 0.8139 | 0.9381 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.6109 | 0.8267 | 0.0 | 0.6423 | 0.1936 | nan | 0.2753 | 0.0 | 0.0 | 0.7016 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6049 | 0.0 | 0.1927 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.8034 | 0.6624 | 0.8520 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 1.1386 | 2.0 | 800 | 0.7390 | 0.1952 | 0.2406 | 0.8017 | nan | 0.6887 | 0.9460 | 0.0 | 0.8083 | 0.3035 | nan | 0.2694 | 0.0 | 0.0 | 0.9002 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8985 | 0.0 | 0.4202 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0032 | 0.0 | 0.0 | 0.9452 | 0.8259 | 0.9292 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5698 | 0.8267 | 0.0 | 0.5922 | 0.2294 | nan | 0.2151 | 0.0 | 0.0 | 0.7392 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6281 | 0.0 | 0.2988 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0032 | 0.0 | 0.0 | 0.8129 | 0.6559 | 0.8716 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.8335 | 2.05 | 820 | 0.7637 | 0.1940 | 0.2406 | 0.7966 | nan | 0.8665 | 0.9202 | 0.0 | 0.6069 | 0.2773 | nan | 0.2613 | 0.0 | 0.0 | 0.9420 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8801 | 0.0 | 0.4344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0024 | 0.0 | 0.0 | 0.9080 | 0.8945 | 0.9456 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5603 | 0.8169 | 0.0 | 0.5758 | 0.2213 | nan | 0.2142 | 0.0 | 0.0 | 0.6919 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6478 | 0.0 | 0.3277 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0024 | 0.0 | 0.0 | 0.8073 | 0.6566 | 0.8801 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7438 | 2.1 | 840 | 0.7378 | 0.1951 | 0.2365 | 0.8025 | nan | 0.7099 | 0.9560 | 0.0 | 0.7590 | 0.2549 | nan | 0.2752 | 0.0 | 0.0 | 0.9279 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8921 | 0.0 | 0.3359 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0098 | 0.0 | 0.0 | 0.9557 | 0.7777 | 0.9519 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5861 | 0.8127 | 0.0 | 0.6458 | 0.1998 | nan | 0.2274 | 0.0 | 0.0 | 0.7253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6212 | 0.0 | 0.2829 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0098 | 0.0 | 0.0 | 0.8023 | 0.6484 | 0.8770 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9965 | 2.15 | 860 | 0.7445 | 0.1995 | 0.2438 | 0.8021 | nan | 0.6712 | 0.9503 | 0.0 | 0.7876 | 0.3123 | nan | 0.3769 | 0.0 | 0.0 | 0.9011 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8800 | 0.0 | 0.3730 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0197 | 0.0 | 0.0 | 0.9363 | 0.8832 | 0.9520 | 0.0 | 0.0 | 0.0016 | 0.0 | nan | 0.5644 | 0.8108 | 0.0 | 0.6516 | 0.2135 | nan | 0.2840 | 0.0 | 0.0 | 0.7563 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6311 | 0.0 | 0.2964 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0193 | 0.0 | 0.0 | 0.8051 | 0.6768 | 0.8723 | 0.0 | 0.0 | 0.0015 | 0.0 |
| 0.6549 | 2.2 | 880 | 0.7228 | 0.1961 | 0.2352 | 0.8042 | nan | 0.7771 | 0.9541 | 0.0 | 0.7106 | 0.2183 | nan | 0.2920 | 0.0 | 0.0 | 0.9198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8898 | 0.0 | 0.3004 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0173 | 0.0 | 0.0 | 0.9566 | 0.8001 | 0.9250 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.5790 | 0.8149 | 0.0 | 0.6522 | 0.1794 | nan | 0.2434 | 0.0 | 0.0 | 0.7408 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6355 | 0.0 | 0.2509 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0171 | 0.0 | 0.0 | 0.8037 | 0.6748 | 0.8795 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 0.7356 | 2.25 | 900 | 0.7195 | 0.1973 | 0.2430 | 0.8049 | nan | 0.7813 | 0.9387 | 0.0 | 0.6950 | 0.3456 | nan | 0.3705 | 0.0 | 0.0 | 0.9462 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8750 | 0.0 | 0.2802 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0179 | 0.0 | 0.0 | 0.9419 | 0.8806 | 0.9436 | 0.0 | 0.0 | 0.0013 | 0.0 | nan | 0.5944 | 0.8282 | 0.0 | 0.6523 | 0.2461 | nan | 0.2908 | 0.0 | 0.0 | 0.6693 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6264 | 0.0 | 0.2297 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0177 | 0.0 | 0.0 | 0.8109 | 0.6605 | 0.8847 | 0.0 | 0.0 | 0.0013 | 0.0 |
| 0.5583 | 2.3 | 920 | 0.7309 | 0.1982 | 0.2401 | 0.8032 | nan | 0.8398 | 0.9271 | 0.0 | 0.6914 | 0.2786 | nan | 0.3168 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8977 | 0.0 | 0.3485 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0318 | 0.0 | 0.0 | 0.9526 | 0.7872 | 0.9387 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5701 | 0.8232 | 0.0 | 0.6425 | 0.2159 | nan | 0.2485 | 0.0 | 0.0 | 0.7229 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6346 | 0.0 | 0.2852 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0311 | 0.0 | 0.0 | 0.8088 | 0.6737 | 0.8845 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.5408 | 2.35 | 940 | 0.7232 | 0.2030 | 0.2485 | 0.8084 | nan | 0.7720 | 0.9608 | 0.0 | 0.7029 | 0.2474 | nan | 0.3902 | 0.0 | 0.0 | 0.9341 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8646 | 0.0 | 0.5282 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0351 | 0.0 | 0.0 | 0.9039 | 0.9030 | 0.9581 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6115 | 0.8171 | 0.0 | 0.6492 | 0.2043 | nan | 0.3080 | 0.0 | 0.0 | 0.7312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6391 | 0.0 | 0.3651 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0340 | 0.0 | 0.0 | 0.8098 | 0.6466 | 0.8812 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 1.1523 | 2.4 | 960 | 0.6908 | 0.2064 | 0.2507 | 0.8158 | nan | 0.7778 | 0.9469 | 0.0 | 0.7897 | 0.3831 | nan | 0.4508 | 0.0 | 0.0 | 0.9233 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9244 | 0.0 | 0.3321 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0290 | 0.0 | 0.0 | 0.9316 | 0.8326 | 0.9506 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6314 | 0.8411 | 0.0 | 0.6907 | 0.2703 | nan | 0.3396 | 0.0 | 0.0 | 0.7371 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5962 | 0.0 | 0.2698 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0283 | 0.0 | 0.0 | 0.8287 | 0.6909 | 0.8855 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 0.9741 | 2.45 | 980 | 0.6927 | 0.2039 | 0.2488 | 0.8121 | nan | 0.7481 | 0.9608 | 0.0 | 0.8036 | 0.2805 | nan | 0.3795 | 0.0 | 0.0 | 0.9276 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8902 | 0.0 | 0.4291 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0437 | 0.0 | 0.0 | 0.9060 | 0.8926 | 0.9455 | 0.0 | 0.0 | 0.0027 | 0.0 | nan | 0.6171 | 0.8268 | 0.0 | 0.6720 | 0.2265 | nan | 0.3068 | 0.0 | 0.0 | 0.7145 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6403 | 0.0 | 0.3232 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0421 | 0.0 | 0.0 | 0.8103 | 0.6568 | 0.8885 | 0.0 | 0.0 | 0.0027 | 0.0 |
| 0.9522 | 2.5 | 1000 | 0.6949 | 0.2004 | 0.2418 | 0.8087 | nan | 0.7143 | 0.9647 | 0.0 | 0.7791 | 0.1700 | nan | 0.3291 | 0.0 | 0.0 | 0.9307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8956 | 0.0 | 0.4150 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0457 | 0.0 | 0.0 | 0.9427 | 0.8407 | 0.9510 | 0.0 | 0.0 | 0.0017 | 0.0 | nan | 0.6013 | 0.8084 | 0.0 | 0.6657 | 0.1482 | nan | 0.2681 | 0.0 | 0.0 | 0.7199 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6305 | 0.0 | 0.3166 | 0.0000 | 0.0 | 0.0 | 0.0 | 0.0434 | 0.0 | 0.0 | 0.8248 | 0.6918 | 0.8932 | 0.0 | 0.0 | 0.0017 | 0.0 |
| 0.7795 | 2.55 | 1020 | 0.6743 | 0.2055 | 0.2532 | 0.8168 | nan | 0.8782 | 0.9299 | 0.0 | 0.7853 | 0.2819 | nan | 0.3655 | 0.0 | 0.0 | 0.9596 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8752 | 0.0 | 0.4110 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0806 | 0.0 | 0.0 | 0.9190 | 0.8912 | 0.9644 | 0.0 | 0.0 | 0.0140 | 0.0 | nan | 0.6286 | 0.8513 | 0.0 | 0.6805 | 0.2191 | nan | 0.2970 | 0.0 | 0.0 | 0.6633 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6428 | 0.0 | 0.3237 | 0.0003 | 0.0 | 0.0 | 0.0 | 0.0728 | 0.0 | 0.0 | 0.8281 | 0.6762 | 0.8841 | 0.0 | 0.0 | 0.0139 | 0.0 |
| 0.9984 | 2.6 | 1040 | 0.6655 | 0.2076 | 0.2510 | 0.8164 | nan | 0.7700 | 0.9578 | 0.0 | 0.7489 | 0.3231 | nan | 0.4115 | 0.0 | 0.0 | 0.9065 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8919 | 0.0 | 0.4451 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0538 | 0.0 | 0.0 | 0.9433 | 0.8506 | 0.9626 | 0.0 | 0.0 | 0.0165 | 0.0 | nan | 0.6246 | 0.8322 | 0.0 | 0.6843 | 0.2528 | nan | 0.3187 | 0.0 | 0.0 | 0.7470 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6382 | 0.0 | 0.3288 | 0.0001 | 0.0 | 0.0 | 0.0 | 0.0503 | 0.0 | 0.0 | 0.8195 | 0.6607 | 0.8784 | 0.0 | 0.0 | 0.0163 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.