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nielsr/segformer-finetuned-sidewalk-10k-steps
segformer-finetuned-sidewalk-10k-steps is a image segmentation model from nielsr. 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 apache-2.0.
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.4745 | 1.85 | 100 | 1.7861 | 0.1056 | 0.1555 | 0.6397 | nan | 0.2287 | 0.9278 | 0.0 | 0.1406 | 0.0032 | nan | 0.0 | 0.0 | 0.0 | 0.7757 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8764 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8387 | 0.8794 | 0.3057 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.1931 | 0.6432 | 0.0 | 0.1380 | 0.0031 | nan | 0.0 | 0.0 | 0.0 | 0.5312 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4482 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6323 | 0.4860 | 0.3053 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7294 | 3.7 | 200 | 1.3129 | 0.1517 | 0.1996 | 0.7410 | nan | 0.7928 | 0.8830 | 0.0 | 0.6053 | 0.0089 | nan | 0.0 | 0.0 | 0.0 | 0.7837 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8530 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9138 | 0.7742 | 0.7740 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5519 | 0.7788 | 0.0 | 0.5131 | 0.0088 | nan | 0.0 | 0.0 | 0.0 | 0.5804 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5005 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6747 | 0.5247 | 0.7209 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4479 | 5.56 | 300 | 1.1309 | 0.1608 | 0.2113 | 0.7588 | nan | 0.7973 | 0.9008 | 0.0 | 0.7721 | 0.0269 | nan | 0.0 | 0.0 | 0.0 | 0.8744 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8581 | 0.0 | 0.0007 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8622 | 0.8707 | 0.7985 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5861 | 0.7816 | 0.0 | 0.5877 | 0.0261 | nan | 0.0 | 0.0 | 0.0 | 0.6119 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5582 | 0.0 | 0.0007 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7024 | 0.5206 | 0.7706 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2348 | 7.41 | 400 | 0.9644 | 0.1707 | 0.2170 | 0.7736 | nan | 0.8125 | 0.9218 | 0.0 | 0.7596 | 0.1081 | nan | 0.0000 | 0.0 | 0.0 | 0.9080 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8280 | 0.0 | 0.0334 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8856 | 0.8260 | 0.8612 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6003 | 0.7937 | 0.0 | 0.6538 | 0.0997 | nan | 0.0000 | 0.0 | 0.0 | 0.6189 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5731 | 0.0 | 0.0330 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7147 | 0.5601 | 0.8139 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0762 | 9.26 | 500 | 0.8819 | 0.1722 | 0.2159 | 0.7748 | nan | 0.7512 | 0.9353 | 0.0 | 0.7565 | 0.1204 | nan | 0.0016 | 0.0 | 0.0 | 0.9115 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8689 | 0.0 | 0.0565 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9098 | 0.7664 | 0.8303 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5993 | 0.7850 | 0.0 | 0.6536 | 0.1052 | nan | 0.0016 | 0.0 | 0.0 | 0.6377 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5767 | 0.0 | 0.0547 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7285 | 0.5709 | 0.7984 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9933 | 11.11 | 600 | 0.8347 | 0.1814 | 0.2263 | 0.7822 | nan | 0.8064 | 0.9111 | 0.0 | 0.7880 | 0.1443 | nan | 0.0436 | 0.0 | 0.0 | 0.8944 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8970 | 0.0 | 0.1914 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9053 | 0.8080 | 0.8526 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.6088 | 0.8045 | 0.0 | 0.6845 | 0.1255 | nan | 0.0419 | 0.0 | 0.0 | 0.6594 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5548 | 0.0 | 0.1585 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7440 | 0.6068 | 0.8176 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9424 | 12.96 | 700 | 0.8428 | 0.1824 | 0.2271 | 0.7704 | nan | 0.6767 | 0.9270 | 0.0475 | 0.7655 | 0.1322 | nan | 0.2020 | 0.0189 | 0.0 | 0.8410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9205 | 0.0 | 0.2568 | 0.0 | 0.0 | nan | 0.0 | 0.0023 | 0.0 | 0.0 | 0.8994 | 0.7347 | 0.8413 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5838 | 0.7914 | 0.0475 | 0.6091 | 0.1095 | nan | 0.1597 | 0.0185 | 0.0 | 0.6706 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5131 | 0.0 | 0.1872 | 0.0 | 0.0 | nan | 0.0 | 0.0023 | 0.0 | 0.0 | 0.7525 | 0.5837 | 0.8077 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8673 | 14.81 | 800 | 0.7934 | 0.2089 | 0.2509 | 0.7818 | nan | 0.6854 | 0.9394 | 0.7072 | 0.7240 | 0.1504 | nan | 0.2013 | 0.0186 | 0.0 | 0.9071 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9037 | 0.0 | 0.3110 | 0.0 | 0.0 | nan | 0.0 | 0.0108 | 0.0 | 0.0 | 0.8990 | 0.7171 | 0.8513 | 0.0 | 0.0 | 0.0013 | 0.0 | nan | 0.5914 | 0.7755 | 0.6900 | 0.6673 | 0.1340 | nan | 0.1542 | 0.0183 | 0.0 | 0.6792 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5639 | 0.0 | 0.2172 | 0.0 | 0.0 | nan | 0.0 | 0.0100 | 0.0 | 0.0 | 0.7615 | 0.6014 | 0.8192 | 0.0 | 0.0 | 0.0013 | 0.0 |
| 0.8126 | 16.67 | 900 | 0.7484 | 0.2268 | 0.2784 | 0.7940 | nan | 0.6791 | 0.9397 | 0.7812 | 0.8009 | 0.1532 | nan | 0.3244 | 0.2962 | 0.0 | 0.9018 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8567 | 0.0 | 0.4772 | 0.0002 | 0.0 | nan | 0.0 | 0.0834 | 0.0 | 0.0 | 0.8992 | 0.8280 | 0.8837 | 0.0 | 0.0 | 0.0032 | 0.0 | nan | 0.6303 | 0.7968 | 0.7079 | 0.6095 | 0.1396 | nan | 0.2196 | 0.2638 | 0.0 | 0.7100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6016 | 0.0 | 0.2860 | 0.0002 | 0.0 | nan | 0.0 | 0.0570 | 0.0 | 0.0 | 0.7678 | 0.6211 | 0.8416 | 0.0 | 0.0 | 0.0032 | 0.0 |
| 0.7989 | 18.52 | 1000 | 0.7241 | 0.2279 | 0.2803 | 0.8018 | nan | 0.7224 | 0.9402 | 0.7875 | 0.8234 | 0.1793 | nan | 0.3763 | 0.1974 | 0.0 | 0.9259 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8911 | 0.0 | 0.3994 | 0.0029 | 0.0 | nan | 0.0 | 0.0758 | 0.0 | 0.0 | 0.8619 | 0.8774 | 0.8854 | 0.0 | 0.0 | 0.0225 | 0.0 | nan | 0.6579 | 0.8292 | 0.7198 | 0.6924 | 0.1660 | nan | 0.2392 | 0.1794 | 0.0 | 0.6748 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5766 | 0.0 | 0.2654 | 0.0029 | 0.0 | nan | 0.0 | 0.0636 | 0.0 | 0.0 | 0.7582 | 0.5994 | 0.8455 | 0.0 | 0.0 | 0.0220 | 0.0 |
| 0.7429 | 20.37 | 1100 | 0.7321 | 0.2276 | 0.2862 | 0.7876 | nan | 0.8321 | 0.8491 | 0.7958 | 0.8572 | 0.2216 | nan | 0.3030 | 0.2864 | 0.0 | 0.9456 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8668 | 0.0 | 0.3757 | 0.0040 | 0.0 | nan | 0.0 | 0.1140 | 0.0 | 0.0 | 0.8839 | 0.8499 | 0.9228 | 0.0 | 0.0 | 0.0505 | 0.0 | nan | 0.6678 | 0.7848 | 0.7342 | 0.5048 | 0.1995 | nan | 0.2316 | 0.2463 | 0.0 | 0.6379 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5916 | 0.0 | 0.2668 | 0.0040 | 0.0 | nan | 0.0 | 0.0820 | 0.0 | 0.0 | 0.7827 | 0.6428 | 0.8583 | 0.0 | 0.0 | 0.0465 | 0.0 |
| 0.7131 | 22.22 | 1200 | 0.7231 | 0.2377 | 0.2995 | 0.7870 | nan | 0.8306 | 0.8458 | 0.7952 | 0.8505 | 0.2218 | nan | 0.3614 | 0.5001 | 0.0 | 0.9504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7598 | 0.0 | 0.5317 | 0.0405 | 0.0 | nan | 0.0 | 0.1381 | 0.0 | 0.0 | 0.9284 | 0.7938 | 0.9110 | 0.0 | 0.0 | 0.1262 | 0.0 | nan | 0.7038 | 0.7740 | 0.7537 | 0.4538 | 0.1996 | nan | 0.2521 | 0.3853 | 0.0 | 0.6576 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6157 | 0.0 | 0.3046 | 0.0404 | 0.0 | nan | 0.0 | 0.0921 | 0.0 | 0.0 | 0.7846 | 0.6383 | 0.8588 | 0.0 | 0.0 | 0.0911 | 0.0 |
| 0.6919 | 24.07 | 1300 | 0.6775 | 0.2361 | 0.2885 | 0.8013 | nan | 0.7728 | 0.9073 | 0.8010 | 0.8366 | 0.1547 | nan | 0.3070 | 0.3428 | 0.0 | 0.9272 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8568 | 0.0 | 0.5009 | 0.0736 | 0.0 | nan | 0.0 | 0.0975 | 0.0 | 0.0 | 0.9297 | 0.7567 | 0.8978 | 0.0 | 0.0 | 0.0682 | 0.0 | nan | 0.6564 | 0.7929 | 0.6932 | 0.6396 | 0.1438 | nan | 0.2385 | 0.2888 | 0.0 | 0.6807 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6085 | 0.0 | 0.3114 | 0.0729 | 0.0 | nan | 0.0 | 0.0803 | 0.0 | 0.0 | 0.7857 | 0.6403 | 0.8601 | 0.0 | 0.0 | 0.0610 | 0.0 |
| 0.68 | 25.93 | 1400 | 0.6321 | 0.2575 | 0.3109 | 0.8181 | nan | 0.7851 | 0.9362 | 0.8041 | 0.8438 | 0.1694 | nan | 0.3956 | 0.5626 | 0.0 | 0.9306 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8313 | 0.0 | 0.5073 | 0.2728 | 0.0 | nan | 0.0 | 0.1741 | 0.0 | 0.0 | 0.9221 | 0.7899 | 0.9071 | 0.0 | 0.0 | 0.1157 | 0.0 | nan | 0.6781 | 0.8336 | 0.7386 | 0.7047 | 0.1564 | nan | 0.2789 | 0.4291 | 0.0 | 0.6934 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6062 | 0.0 | 0.3305 | 0.2579 | 0.0 | nan | 0.0 | 0.1228 | 0.0 | 0.0 | 0.7952 | 0.6651 | 0.8631 | 0.0 | 0.0 | 0.0865 | 0.0 |
| 0.6644 | 27.78 | 1500 | 0.6568 | 0.2555 | 0.3132 | 0.8074 | nan | 0.7687 | 0.9014 | 0.7631 | 0.8302 | 0.1869 | nan | 0.4841 | 0.4880 | 0.0 | 0.9294 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.8139 | 0.0 | 0.5482 | 0.3042 | 0.0 | nan | 0.0 | 0.1974 | 0.0 | 0.0 | 0.9225 | 0.8543 | 0.9042 | 0.0 | 0.0 | 0.1259 | 0.0 | nan | 0.6723 | 0.8030 | 0.7443 | 0.5873 | 0.1742 | nan | 0.3013 | 0.3813 | 0.0 | 0.7117 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6159 | 0.0 | 0.3289 | 0.2810 | 0.0 | nan | 0.0 | 0.1295 | 0.0 | 0.0 | 0.8015 | 0.6848 | 0.8665 | 0.0 | 0.0 | 0.0931 | 0.0 |
| 0.6153 | 29.63 | 1600 | 0.6157 | 0.2586 | 0.3131 | 0.8188 | nan | 0.8000 | 0.9242 | 0.7980 | 0.8445 | 0.1758 | nan | 0.4143 | 0.6256 | 0.0 | 0.9155 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.8792 | 0.0 | 0.4465 | 0.2182 | 0.0 | nan | 0.0 | 0.1970 | 0.0 | 0.0 | 0.9111 | 0.8171 | 0.9368 | 0.0 | 0.0 | 0.1136 | 0.0 | nan | 0.6844 | 0.8212 | 0.7565 | 0.6537 | 0.1636 | nan | 0.2857 | 0.4354 | 0.0 | 0.7222 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0007 | 0.0 | 0.0 | 0.6274 | 0.0 | 0.3217 | 0.2147 | 0.0 | nan | 0.0 | 0.1313 | 0.0 | 0.0 | 0.8082 | 0.6809 | 0.8737 | 0.0 | 0.0 | 0.0926 | 0.0 |
| 0.6154 | 31.48 | 1700 | 0.6397 | 0.2621 | 0.3204 | 0.8117 | nan | 0.8357 | 0.8840 | 0.7908 | 0.8465 | 0.2590 | nan | 0.4050 | 0.5401 | 0.0 | 0.9393 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0105 | 0.0 | 0.0 | 0.8169 | 0.0 | 0.4733 | 0.3188 | 0.0 | nan | 0.0 | 0.2505 | 0.0 | 0.0 | 0.9181 | 0.8473 | 0.9287 | 0.0 | 0.0 | 0.1890 | 0.0 | nan | 0.6774 | 0.8042 | 0.7524 | 0.5662 | 0.2300 | nan | 0.2971 | 0.4050 | 0.0 | 0.6970 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0105 | 0.0 | 0.0 | 0.6489 | 0.0 | 0.3454 | 0.3058 | 0.0 | nan | 0.0 | 0.1441 | 0.0 | 0.0 | 0.8074 | 0.6913 | 0.8820 | 0.0 | 0.0 | 0.1224 | 0.0 |
| 0.6305 | 33.33 | 1800 | 0.6131 | 0.2641 | 0.3212 | 0.8194 | nan | 0.8171 | 0.8984 | 0.8212 | 0.8462 | 0.2582 | nan | 0.5051 | 0.5504 | 0.0 | 0.9421 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0221 | 0.0 | 0.0 | 0.8777 | 0.0 | 0.3528 | 0.3169 | 0.0 | nan | 0.0 | 0.2249 | 0.0 | 0.0 | 0.9203 | 0.8499 | 0.9175 | 0.0 | 0.0 | 0.1587 | 0.0 | nan | 0.7209 | 0.8195 | 0.7546 | 0.6166 | 0.2267 | nan | 0.3408 | 0.4000 | 0.0 | 0.6906 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0221 | 0.0 | 0.0 | 0.6055 | 0.0 | 0.2823 | 0.3044 | 0.0 | nan | 0.0 | 0.1545 | 0.0 | 0.0 | 0.8124 | 0.6994 | 0.8799 | 0.0 | 0.0 | 0.1204 | 0.0 |
| 0.6083 | 35.19 | 1900 | 0.6224 | 0.2646 | 0.3182 | 0.8171 | nan | 0.7473 | 0.9297 | 0.7826 | 0.8269 | 0.2162 | nan | 0.4556 | 0.4982 | 0.0 | 0.9169 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0865 | 0.0 | 0.0 | 0.9031 | 0.0 | 0.3618 | 0.3583 | 0.0 | nan | 0.0 | 0.2603 | 0.0 | 0.0 | 0.8966 | 0.8828 | 0.9016 | 0.0 | 0.0 | 0.1587 | 0.0 | nan | 0.6824 | 0.8210 | 0.7645 | 0.5950 | 0.2019 | nan | 0.3166 | 0.3895 | 0.0 | 0.7307 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0853 | 0.0 | 0.0 | 0.6063 | 0.0 | 0.2860 | 0.3200 | 0.0 | nan | 0.0 | 0.1659 | 0.0 | 0.0 | 0.8188 | 0.7017 | 0.8695 | 0.0 | 0.0 | 0.1113 | 0.0 |
| 0.5847 | 37.04 | 2000 | 0.5906 | 0.2713 | 0.3209 | 0.8281 | nan | 0.7374 | 0.9612 | 0.7764 | 0.8195 | 0.2033 | nan | 0.4219 | 0.4950 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0960 | 0.0 | 0.0 | 0.8434 | 0.0 | 0.4552 | 0.4437 | 0.0 | nan | 0.0 | 0.2250 | 0.0 | 0.0 | 0.9315 | 0.8612 | 0.9071 | 0.0 | 0.0 | 0.1567 | 0.0 | nan | 0.6883 | 0.8311 | 0.7525 | 0.6838 | 0.1851 | nan | 0.3228 | 0.3780 | 0.0 | 0.7236 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0944 | 0.0 | 0.0 | 0.6338 | 0.0 | 0.3408 | 0.3853 | 0.0 | nan | 0.0 | 0.1586 | 0.0 | 0.0 | 0.8104 | 0.6978 | 0.8800 | 0.0 | 0.0 | 0.1162 | 0.0 |
| 0.5764 | 38.89 | 2100 | 0.6088 | 0.2752 | 0.3225 | 0.8255 | nan | 0.7525 | 0.9472 | 0.7709 | 0.8441 | 0.2134 | nan | 0.3932 | 0.5383 | 0.0 | 0.9030 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3470 | 0.0 | 0.0 | 0.9195 | 0.0 | 0.3310 | 0.3215 | 0.0 | nan | 0.0 | 0.2234 | 0.0 | 0.0 | 0.9289 | 0.7964 | 0.9280 | 0.0 | 0.0 | 0.1604 | 0.0 | nan | 0.6993 | 0.8276 | 0.7546 | 0.7234 | 0.1997 | nan | 0.3005 | 0.4222 | 0.0 | 0.7348 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3123 | 0.0 | 0.0 | 0.5918 | 0.0 | 0.2787 | 0.3037 | 0.0 | nan | 0.0 | 0.1585 | 0.0 | 0.0 | 0.8124 | 0.6781 | 0.8844 | 0.0 | 0.0 | 0.1247 | 0.0 |
| 0.5787 | 40.74 | 2200 | 0.5706 | 0.2824 | 0.3351 | 0.8347 | nan | 0.8178 | 0.9369 | 0.8003 | 0.8511 | 0.2352 | nan | 0.4838 | 0.5417 | 0.0 | 0.9025 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3689 | 0.0 | 0.0 | 0.8739 | 0.0 | 0.4493 | 0.4040 | 0.0 | nan | 0.0 | 0.2524 | 0.0 | 0.0 | 0.9422 | 0.8182 | 0.9183 | 0.0 | 0.0 | 0.1276 | 0.0 | nan | 0.7292 | 0.8432 | 0.7669 | 0.6897 | 0.2161 | nan | 0.3484 | 0.4230 | 0.0 | 0.7519 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3045 | 0.0 | 0.0 | 0.6407 | 0.0 | 0.3373 | 0.3491 | 0.0 | nan | 0.0 | 0.1557 | 0.0 | 0.0 | 0.8080 | 0.6803 | 0.8850 | 0.0 | 0.0 | 0.1068 | 0.0 |
| 0.5724 | 42.59 | 2300 | 0.7562 | 0.2740 | 0.3479 | 0.7662 | nan | 0.8734 | 0.7169 | 0.7809 | 0.8847 | 0.2838 | nan | 0.3742 | 0.6758 | 0.0 | 0.9339 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6048 | 0.0 | 0.0 | 0.8535 | 0.0 | 0.4435 | 0.4729 | 0.0 | nan | 0.0 | 0.2817 | 0.0 | 0.0 | 0.9149 | 0.8765 | 0.9329 | 0.0 | 0.0 | 0.2292 | 0.0 | nan | 0.7041 | 0.6683 | 0.7628 | 0.3371 | 0.2575 | nan | 0.2878 | 0.4639 | 0.0 | 0.7454 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4190 | 0.0 | 0.0 | 0.6387 | 0.0 | 0.3357 | 0.3997 | 0.0 | nan | 0.0 | 0.1776 | 0.0 | 0.0 | 0.8183 | 0.7106 | 0.8911 | 0.0 | 0.0 | 0.1516 | 0.0 |
| 0.556 | 44.44 | 2400 | 0.7350 | 0.2665 | 0.3366 | 0.7813 | nan | 0.7897 | 0.7888 | 0.8022 | 0.8878 | 0.2389 | nan | 0.4270 | 0.4859 | 0.0 | 0.9401 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4618 | 0.0 | 0.0 | 0.8866 | 0.0 | 0.3979 | 0.5050 | 0.0 | nan | 0.0 | 0.2580 | 0.0 | 0.0 | 0.9097 | 0.8627 | 0.9337 | 0.0 | 0.0 | 0.1948 | 0.0 | nan | 0.6902 | 0.7286 | 0.7779 | 0.3964 | 0.2231 | nan | 0.3011 | 0.3626 | 0.0 | 0.7078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3485 | 0.0 | 0.0 | 0.6171 | 0.0 | 0.3044 | 0.3372 | 0.0 | nan | 0.0 | 0.1812 | 0.0 | 0.0 | 0.8195 | 0.7011 | 0.8947 | 0.0 | 0.0 | 0.1378 | 0.0 |
| 0.5599 | 46.3 | 2500 | 0.5949 | 0.2846 | 0.3464 | 0.8215 | nan | 0.7919 | 0.9145 | 0.7935 | 0.8679 | 0.2189 | nan | 0.3795 | 0.5589 | 0.0 | 0.9334 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5627 | 0.0 | 0.0 | 0.8536 | 0.0 | 0.4394 | 0.4730 | 0.0 | nan | 0.0 | 0.3260 | 0.0 | 0.0 | 0.9098 | 0.8344 | 0.9487 | 0.0 | 0.0 | 0.2801 | 0.0 | nan | 0.6901 | 0.8199 | 0.7749 | 0.5729 | 0.2084 | nan | 0.3034 | 0.4321 | 0.0 | 0.7422 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4230 | 0.0 | 0.0 | 0.6491 | 0.0 | 0.3237 | 0.3989 | 0.0 | nan | 0.0 | 0.1963 | 0.0 | 0.0 | 0.8232 | 0.7048 | 0.8949 | 0.0 | 0.0 | 0.1489 | 0.0 |
| 0.5368 | 48.15 | 2600 | 0.6125 | 0.2829 | 0.3502 | 0.8211 | nan | 0.7798 | 0.9034 | 0.7913 | 0.9079 | 0.2587 | nan | 0.3407 | 0.6423 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6794 | 0.0 | 0.0 | 0.8554 | 0.0 | 0.3996 | 0.4884 | 0.0 | nan | 0.0 | 0.2870 | 0.0 | 0.0 | 0.9271 | 0.8698 | 0.9424 | 0.0 | 0.0 | 0.1992 | 0.0 | nan | 0.6878 | 0.8122 | 0.7578 | 0.5597 | 0.2427 | nan | 0.2680 | 0.4737 | 0.0 | 0.7517 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3649 | 0.0 | 0.0 | 0.6557 | 0.0 | 0.3130 | 0.4117 | 0.0 | nan | 0.0 | 0.1847 | 0.0 | 0.0 | 0.8236 | 0.7137 | 0.8969 | 0.0 | 0.0 | 0.1361 | 0.0 |
| 0.5391 | 50.0 | 2700 | 0.5993 | 0.2877 | 0.3507 | 0.8242 | nan | 0.8174 | 0.8948 | 0.8094 | 0.8896 | 0.2730 | nan | 0.4105 | 0.5570 | 0.0 | 0.9164 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5439 | 0.0 | 0.0 | 0.8772 | 0.0 | 0.5070 | 0.5443 | 0.0 | nan | 0.0 | 0.2691 | 0.0 | 0.0 | 0.9205 | 0.8660 | 0.8975 | 0.0 | 0.0 | 0.2294 | 0.0 | nan | 0.7059 | 0.8214 | 0.7578 | 0.5803 | 0.2537 | nan | 0.2892 | 0.4308 | 0.0 | 0.7548 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4363 | 0.0 | 0.0 | 0.6490 | 0.0 | 0.3579 | 0.4224 | 0.0 | nan | 0.0 | 0.1927 | 0.0 | 0.0 | 0.8239 | 0.7040 | 0.8748 | 0.0 | 0.0 | 0.1516 | 0.0 |
| 0.5041 | 51.85 | 2800 | 0.5912 | 0.2859 | 0.3493 | 0.8264 | nan | 0.7593 | 0.9248 | 0.8029 | 0.8780 | 0.2945 | nan | 0.3718 | 0.6308 | 0.0 | 0.9078 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6667 | 0.0 | 0.0 | 0.8945 | 0.0 | 0.3362 | 0.4834 | 0.0 | nan | 0.0 | 0.3167 | 0.0 | 0.0 | 0.9255 | 0.8641 | 0.9382 | 0.0 | 0.0 | 0.1836 | 0.0 | nan | 0.6993 | 0.8205 | 0.7232 | 0.5789 | 0.2712 | nan | 0.2852 | 0.4872 | 0.0 | 0.7747 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3825 | 0.0 | 0.0 | 0.6382 | 0.0 | 0.2862 | 0.4138 | 0.0 | nan | 0.0 | 0.2019 | 0.0 | 0.0 | 0.8284 | 0.7271 | 0.8984 | 0.0 | 0.0 | 0.1316 | 0.0 |
| 0.5007 | 53.7 | 2900 | 0.6220 | 0.2839 | 0.3577 | 0.8134 | nan | 0.7302 | 0.8903 | 0.8180 | 0.9098 | 0.3134 | nan | 0.3521 | 0.6870 | 0.0 | 0.9429 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7288 | 0.0 | 0.0 | 0.8340 | 0.0 | 0.5169 | 0.4700 | 0.0 | nan | 0.0 | 0.3105 | 0.0 | 0.0 | 0.9356 | 0.8318 | 0.9437 | 0.0 | 0.0003 | 0.2298 | 0.0 | nan | 0.6722 | 0.8034 | 0.7257 | 0.4922 | 0.2900 | nan | 0.2639 | 0.4741 | 0.0 | 0.7434 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4082 | 0.0 | 0.0 | 0.6635 | 0.0 | 0.3690 | 0.4172 | 0.0 | nan | 0.0 | 0.1981 | 0.0 | 0.0 | 0.8205 | 0.6936 | 0.9015 | 0.0 | 0.0003 | 0.1483 | 0.0 |
| 0.4992 | 55.56 | 3000 | 0.5669 | 0.2928 | 0.3647 | 0.8317 | nan | 0.7826 | 0.9171 | 0.8018 | 0.9165 | 0.2758 | nan | 0.5273 | 0.6986 | 0.0 | 0.9410 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6836 | 0.0 | 0.0 | 0.8296 | 0.0 | 0.4717 | 0.4595 | 0.0 | nan | 0.0 | 0.3613 | 0.0 | 0.0 | 0.9272 | 0.8671 | 0.9424 | 0.0 | 0.0017 | 0.2669 | 0.0 | nan | 0.7196 | 0.8377 | 0.7464 | 0.6016 | 0.2573 | nan | 0.3367 | 0.4767 | 0.0 | 0.7565 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4237 | 0.0 | 0.0 | 0.6653 | 0.0 | 0.3438 | 0.4034 | 0.0 | nan | 0.0 | 0.1974 | 0.0 | 0.0 | 0.8287 | 0.7120 | 0.9031 | 0.0 | 0.0017 | 0.1565 | 0.0 |
| 0.5151 | 57.41 | 3100 | 0.6131 | 0.2864 | 0.3598 | 0.8169 | nan | 0.7793 | 0.9005 | 0.7894 | 0.8762 | 0.2508 | nan | 0.3852 | 0.6197 | 0.0 | 0.9316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6506 | 0.0 | 0.0 | 0.7819 | 0.0 | 0.5348 | 0.5782 | 0.0 | nan | 0.0 | 0.3853 | 0.0 | 0.0 | 0.9211 | 0.8624 | 0.9390 | 0.0 | 0.0 | 0.3278 | 0.0 | nan | 0.6967 | 0.8145 | 0.7436 | 0.5453 | 0.2362 | nan | 0.2992 | 0.4656 | 0.0 | 0.7549 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4221 | 0.0 | 0.0 | 0.6246 | 0.0 | 0.3873 | 0.3923 | 0.0 | nan | 0.0 | 0.1937 | 0.0 | 0.0 | 0.8257 | 0.7204 | 0.8994 | 0.0 | 0.0 | 0.1417 | 0.0 |
| 0.4688 | 59.26 | 3200 | 0.7342 | 0.2674 | 0.3425 | 0.7758 | nan | 0.6724 | 0.8138 | 0.8211 | 0.8881 | 0.2106 | nan | 0.3435 | 0.4240 | 0.0 | 0.9345 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6881 | 0.0 | 0.0 | 0.8684 | 0.0 | 0.4808 | 0.5494 | 0.0 | nan | 0.0 | 0.2968 | 0.0 | 0.0 | 0.9269 | 0.8322 | 0.9291 | 0.0 | 0.0 | 0.2817 | 0.0 | nan | 0.6227 | 0.7395 | 0.7654 | 0.4008 | 0.1990 | nan | 0.2434 | 0.3473 | 0.0 | 0.7526 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3733 | 0.0 | 0.0 | 0.5567 | 0.0 | 0.3425 | 0.4056 | 0.0 | nan | 0.0 | 0.2033 | 0.0 | 0.0 | 0.8238 | 0.7088 | 0.8978 | 0.0 | 0.0 | 0.1748 | 0.0 |
| 0.4657 | 61.11 | 3300 | 0.7162 | 0.2737 | 0.3487 | 0.7884 | nan | 0.6859 | 0.8395 | 0.7919 | 0.8974 | 0.2306 | nan | 0.4086 | 0.6012 | 0.0 | 0.9212 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7186 | 0.0 | 0.0 | 0.8738 | 0.0 | 0.4323 | 0.5271 | 0.0 | nan | 0.0 | 0.3163 | 0.0 | 0.0 | 0.9373 | 0.8107 | 0.9381 | 0.0 | 0.0 | 0.2280 | 0.0 | nan | 0.6253 | 0.7668 | 0.7584 | 0.4350 | 0.2180 | nan | 0.2835 | 0.4646 | 0.0 | 0.7649 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3505 | 0.0 | 0.0 | 0.5817 | 0.0 | 0.3184 | 0.4275 | 0.0 | nan | 0.0 | 0.1989 | 0.0 | 0.0 | 0.8181 | 0.6916 | 0.9021 | 0.0 | 0.0 | 0.1529 | 0.0 |
| 0.4789 | 62.96 | 3400 | 0.6510 | 0.2824 | 0.3535 | 0.8065 | nan | 0.7245 | 0.8835 | 0.7760 | 0.8886 | 0.2720 | nan | 0.3709 | 0.6675 | 0.0 | 0.9351 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6668 | 0.0 | 0.0 | 0.8450 | 0.0 | 0.4917 | 0.5508 | 0.0 | nan | 0.0 | 0.3585 | 0.0 | 0.0 | 0.9367 | 0.7684 | 0.9321 | 0.0 | 0.0022 | 0.2404 | 0.0 | nan | 0.6754 | 0.7938 | 0.7682 | 0.4856 | 0.2514 | nan | 0.2841 | 0.4779 | 0.0 | 0.7566 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3801 | 0.0 | 0.0 | 0.6118 | 0.0 | 0.3623 | 0.4464 | 0.0 | nan | 0.0 | 0.1990 | 0.0 | 0.0 | 0.8150 | 0.6727 | 0.9029 | 0.0 | 0.0022 | 0.1516 | 0.0 |
| 0.4718 | 64.81 | 3500 | 0.7369 | 0.2741 | 0.3491 | 0.7687 | nan | 0.7886 | 0.7455 | 0.8159 | 0.8865 | 0.2585 | nan | 0.3583 | 0.6014 | 0.0 | 0.9362 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6741 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.4488 | 0.5138 | 0.0 | nan | 0.0 | 0.3533 | 0.0 | 0.0 | 0.9343 | 0.8363 | 0.9345 | 0.0 | 0.0002 | 0.2111 | 0.0 | nan | 0.6800 | 0.6730 | 0.7173 | 0.3412 | 0.2406 | nan | 0.2736 | 0.4651 | 0.0 | 0.7688 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3688 | 0.0 | 0.0 | 0.6494 | 0.0 | 0.3507 | 0.4403 | 0.0 | nan | 0.0 | 0.1950 | 0.0 | 0.0 | 0.8287 | 0.7216 | 0.9039 | 0.0 | 0.0002 | 0.1536 | 0.0 |
| 0.4586 | 66.67 | 3600 | 0.7463 | 0.2799 | 0.3515 | 0.7620 | nan | 0.8497 | 0.6965 | 0.7931 | 0.9041 | 0.2737 | nan | 0.3983 | 0.5616 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5892 | 0.0 | 0.0 | 0.8439 | 0.0 | 0.5213 | 0.4720 | 0.0 | nan | 0.0 | 0.3429 | 0.0 | 0.0 | 0.9332 | 0.8690 | 0.9431 | 0.0 | 0.0 | 0.3213 | 0.0 | nan | 0.7435 | 0.6450 | 0.7808 | 0.3120 | 0.2517 | nan | 0.3134 | 0.4378 | 0.0 | 0.7305 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4349 | 0.0 | 0.0 | 0.6399 | 0.0 | 0.3813 | 0.4243 | 0.0 | nan | 0.0 | 0.2097 | 0.0 | 0.0 | 0.8287 | 0.7225 | 0.9085 | 0.0 | 0.0 | 0.1926 | 0.0 |
| 0.4506 | 68.52 | 3700 | 0.6409 | 0.2859 | 0.3587 | 0.8030 | nan | 0.7887 | 0.8394 | 0.8054 | 0.8912 | 0.2518 | nan | 0.3799 | 0.6292 | 0.0 | 0.9273 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7090 | 0.0 | 0.0 | 0.8655 | 0.0 | 0.4989 | 0.5447 | 0.0 | nan | 0.0 | 0.3519 | 0.0 | 0.0 | 0.9335 | 0.8362 | 0.9278 | 0.0 | 0.0 | 0.2975 | 0.0 | nan | 0.7248 | 0.7574 | 0.7649 | 0.4118 | 0.2326 | nan | 0.2996 | 0.4840 | 0.0 | 0.7856 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3424 | 0.0 | 0.0 | 0.6639 | 0.0 | 0.3766 | 0.4576 | 0.0 | nan | 0.0 | 0.2055 | 0.0 | 0.0 | 0.8284 | 0.7274 | 0.9032 | 0.0 | 0.0 | 0.1823 | 0.0 |
| 0.4659 | 70.37 | 3800 | 0.6466 | 0.2884 | 0.3577 | 0.8081 | nan | 0.8256 | 0.8420 | 0.7982 | 0.8692 | 0.3484 | nan | 0.4035 | 0.4964 | 0.0 | 0.9489 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6461 | 0.0 | 0.0 | 0.8281 | 0.0 | 0.5593 | 0.5404 | 0.0 | nan | 0.0 | 0.3533 | 0.0 | 0.0 | 0.9345 | 0.7861 | 0.9426 | 0.0 | 0.0 | 0.3225 | 0.0 | nan | 0.7403 | 0.7665 | 0.7649 | 0.4456 | 0.2991 | nan | 0.3198 | 0.3976 | 0.0 | 0.7512 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4217 | 0.0 | 0.0 | 0.6537 | 0.0 | 0.3859 | 0.4470 | 0.0 | nan | 0.0 | 0.2219 | 0.0 | 0.0 | 0.8223 | 0.6908 | 0.9109 | 0.0 | 0.0 | 0.1898 | 0.0 |
| 0.4416 | 72.22 | 3900 | 0.6944 | 0.2824 | 0.3648 | 0.7953 | nan | 0.8073 | 0.8044 | 0.8200 | 0.9039 | 0.2713 | nan | 0.4385 | 0.6632 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7130 | 0.0 | 0.0 | 0.8448 | 0.0 | 0.5050 | 0.5552 | 0.0 | nan | 0.0 | 0.3791 | 0.0 | 0.0 | 0.9316 | 0.8332 | 0.9378 | 0.0 | 0.0047 | 0.3183 | 0.0 | nan | 0.7045 | 0.7445 | 0.6571 | 0.4107 | 0.2536 | nan | 0.3089 | 0.4711 | 0.0 | 0.7504 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3814 | 0.0 | 0.0 | 0.6468 | 0.0 | 0.3800 | 0.4413 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8294 | 0.7257 | 0.9078 | 0.0 | 0.0047 | 0.1964 | 0.0 |
| 0.4347 | 74.07 | 4000 | 0.5742 | 0.2960 | 0.3615 | 0.8319 | nan | 0.8135 | 0.9088 | 0.8067 | 0.8959 | 0.3006 | nan | 0.3611 | 0.6055 | 0.0 | 0.9354 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6851 | 0.0 | 0.0 | 0.8692 | 0.0 | 0.4956 | 0.5065 | 0.0 | nan | 0.0 | 0.3493 | 0.0 | 0.0 | 0.9264 | 0.8500 | 0.9368 | 0.0 | 0.0018 | 0.3210 | 0.0 | nan | 0.7436 | 0.8254 | 0.7615 | 0.5609 | 0.2797 | nan | 0.3045 | 0.4733 | 0.0 | 0.7745 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4006 | 0.0 | 0.0 | 0.6424 | 0.0 | 0.3800 | 0.4600 | 0.0 | nan | 0.0 | 0.2126 | 0.0 | 0.0 | 0.8296 | 0.7251 | 0.9085 | 0.0 | 0.0018 | 0.1876 | 0.0 |
| 0.4191 | 75.93 | 4100 | 0.6454 | 0.2879 | 0.3671 | 0.8068 | nan | 0.7757 | 0.8432 | 0.8171 | 0.8803 | 0.3169 | nan | 0.4971 | 0.6474 | 0.0 | 0.9274 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7272 | 0.0 | 0.0 | 0.8520 | 0.0 | 0.4847 | 0.5414 | 0.0 | nan | 0.0 | 0.4113 | 0.0 | 0.0 | 0.9400 | 0.8335 | 0.9348 | 0.0 | 0.0167 | 0.3000 | 0.0 | nan | 0.7112 | 0.7615 | 0.6876 | 0.4533 | 0.2904 | nan | 0.3375 | 0.4768 | 0.0 | 0.7857 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3483 | 0.0 | 0.0 | 0.6544 | 0.0 | 0.3636 | 0.4546 | 0.0 | nan | 0.0 | 0.2086 | 0.0 | 0.0 | 0.8293 | 0.7293 | 0.9093 | 0.0 | 0.0165 | 0.1938 | 0.0 |
| 0.4355 | 77.78 | 4200 | 0.5871 | 0.2915 | 0.3601 | 0.8236 | nan | 0.6673 | 0.9324 | 0.8063 | 0.8730 | 0.2988 | nan | 0.5014 | 0.5734 | 0.0 | 0.9480 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6629 | 0.0 | 0.0 | 0.8653 | 0.0 | 0.4649 | 0.5559 | 0.0 | nan | 0.0 | 0.3890 | 0.0 | 0.0 | 0.9183 | 0.8681 | 0.9537 | 0.0 | 0.0088 | 0.2359 | 0.0 | nan | 0.6266 | 0.8175 | 0.7309 | 0.5730 | 0.2746 | nan | 0.3471 | 0.4465 | 0.0 | 0.7567 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4103 | 0.0 | 0.0 | 0.6684 | 0.0 | 0.3482 | 0.4615 | 0.0 | nan | 0.0 | 0.2062 | 0.0 | 0.0 | 0.8356 | 0.7347 | 0.9131 | 0.0 | 0.0088 | 0.1686 | 0.0 |
| 0.431 | 79.63 | 4300 | 0.5778 | 0.2902 | 0.3540 | 0.8266 | nan | 0.8325 | 0.9042 | 0.7971 | 0.8575 | 0.2707 | nan | 0.4318 | 0.5731 | 0.0 | 0.9428 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6701 | 0.0 | 0.0 | 0.8781 | 0.0 | 0.4081 | 0.5480 | 0.0 | nan | 0.0 | 0.3573 | 0.0 | 0.0 | 0.9299 | 0.7480 | 0.9397 | 0.0 | 0.0343 | 0.2046 | 0.0 | nan | 0.7428 | 0.8112 | 0.7719 | 0.5907 | 0.2545 | nan | 0.3259 | 0.4272 | 0.0 | 0.7505 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4255 | 0.0 | 0.0 | 0.6496 | 0.0 | 0.3209 | 0.4384 | 0.0 | nan | 0.0 | 0.2061 | 0.0 | 0.0 | 0.8142 | 0.6646 | 0.9118 | 0.0 | 0.0338 | 0.1477 | 0.0 |
| 0.4105 | 81.48 | 4400 | 0.7355 | 0.2837 | 0.3547 | 0.7802 | nan | 0.8194 | 0.7548 | 0.8125 | 0.9004 | 0.2421 | nan | 0.4411 | 0.5260 | 0.0 | 0.9344 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6628 | 0.0 | 0.0 | 0.9003 | 0.0 | 0.4114 | 0.5457 | 0.0 | nan | 0.0 | 0.3720 | 0.0 | 0.0 | 0.9386 | 0.8336 | 0.9269 | 0.0 | 0.0905 | 0.2364 | 0.0 | nan | 0.7295 | 0.6964 | 0.7754 | 0.3477 | 0.2325 | nan | 0.3336 | 0.4069 | 0.0 | 0.7641 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4284 | 0.0 | 0.0 | 0.6483 | 0.0 | 0.3512 | 0.4444 | 0.0 | nan | 0.0 | 0.2140 | 0.0 | 0.0 | 0.8260 | 0.7200 | 0.9047 | 0.0 | 0.0883 | 0.1667 | 0.0 |
| 0.4102 | 83.33 | 4500 | 0.6431 | 0.2832 | 0.3550 | 0.8023 | nan | 0.6173 | 0.8926 | 0.8233 | 0.8684 | 0.3015 | nan | 0.4774 | 0.5853 | 0.0 | 0.9435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7118 | 0.0 | 0.0 | 0.8678 | 0.0 | 0.4544 | 0.5288 | 0.0 | nan | 0.0 | 0.3435 | 0.0 | 0.0 | 0.9438 | 0.7934 | 0.9323 | 0.0 | 0.0264 | 0.2495 | 0.0 | nan | 0.5793 | 0.7784 | 0.7849 | 0.5220 | 0.2750 | nan | 0.3433 | 0.4263 | 0.0 | 0.7478 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3651 | 0.0 | 0.0 | 0.6236 | 0.0 | 0.3489 | 0.4347 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8184 | 0.6879 | 0.9082 | 0.0 | 0.0258 | 0.1674 | 0.0 |
| 0.4172 | 85.19 | 4600 | 0.6988 | 0.2875 | 0.3537 | 0.7940 | nan | 0.7505 | 0.8194 | 0.8168 | 0.9128 | 0.2640 | nan | 0.4022 | 0.4961 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6453 | 0.0 | 0.0 | 0.8769 | 0.0 | 0.4600 | 0.5182 | 0.0 | nan | 0.0 | 0.3740 | 0.0 | 0.0 | 0.9378 | 0.8263 | 0.9455 | 0.0 | 0.0900 | 0.2436 | 0.0 | nan | 0.7048 | 0.7401 | 0.7654 | 0.3938 | 0.2454 | nan | 0.2874 | 0.3973 | 0.0 | 0.7572 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4779 | 0.0 | 0.0 | 0.6427 | 0.0 | 0.3531 | 0.4565 | 0.0 | nan | 0.0 | 0.2402 | 0.0 | 0.0 | 0.8333 | 0.7320 | 0.9149 | 0.0 | 0.0880 | 0.1706 | 0.0 |
| 0.3885 | 87.04 | 4700 | 0.5978 | 0.2953 | 0.3647 | 0.8175 | nan | 0.8142 | 0.8718 | 0.8027 | 0.8554 | 0.3059 | nan | 0.3787 | 0.5867 | 0.0 | 0.9403 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6845 | 0.0 | 0.0 | 0.8471 | 0.0 | 0.5315 | 0.5788 | 0.0 | nan | 0.0 | 0.3874 | 0.0 | 0.0 | 0.9354 | 0.8156 | 0.9494 | 0.0 | 0.1221 | 0.2636 | 0.0 | nan | 0.7263 | 0.7825 | 0.7874 | 0.4784 | 0.2859 | nan | 0.2981 | 0.4480 | 0.0 | 0.7604 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3820 | 0.0 | 0.0 | 0.6694 | 0.0 | 0.3781 | 0.4545 | 0.0 | nan | 0.0 | 0.2385 | 0.0 | 0.0 | 0.8301 | 0.7216 | 0.9144 | 0.0 | 0.1131 | 0.1798 | 0.0 |
| 0.3949 | 88.89 | 4800 | 0.5747 | 0.2961 | 0.3643 | 0.8282 | nan | 0.8129 | 0.8976 | 0.8121 | 0.8713 | 0.2894 | nan | 0.4694 | 0.5562 | 0.0 | 0.9391 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6947 | 0.0 | 0.0 | 0.8395 | 0.0 | 0.5260 | 0.5481 | 0.0 | nan | 0.0 | 0.3852 | 0.0 | 0.0 | 0.9428 | 0.8221 | 0.9365 | 0.0 | 0.0559 | 0.2580 | 0.0 | nan | 0.7394 | 0.8130 | 0.7924 | 0.5533 | 0.2658 | nan | 0.3447 | 0.4378 | 0.0 | 0.7620 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3851 | 0.0 | 0.0 | 0.6633 | 0.0 | 0.3722 | 0.4533 | 0.0 | nan | 0.0 | 0.2184 | 0.0 | 0.0 | 0.8217 | 0.7122 | 0.9124 | 0.0 | 0.0534 | 0.1742 | 0.0 |
| 0.4158 | 90.74 | 4900 | 0.6449 | 0.2916 | 0.3657 | 0.8070 | nan | 0.8043 | 0.8271 | 0.8157 | 0.9192 | 0.3073 | nan | 0.4380 | 0.6344 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7171 | 0.0 | 0.0 | 0.8572 | 0.0 | 0.5188 | 0.5406 | 0.0 | nan | 0.0 | 0.3852 | 0.0 | 0.0 | 0.9420 | 0.8552 | 0.9459 | 0.0 | 0.0450 | 0.2148 | 0.0 | nan | 0.6975 | 0.7564 | 0.7902 | 0.4563 | 0.2853 | nan | 0.3171 | 0.4654 | 0.0 | 0.7879 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3571 | 0.0 | 0.0 | 0.6623 | 0.0 | 0.3819 | 0.4583 | 0.0 | nan | 0.0 | 0.2243 | 0.0 | 0.0 | 0.8302 | 0.7431 | 0.9150 | 0.0 | 0.0421 | 0.1602 | 0.0 |
| 0.3856 | 92.59 | 5000 | 0.7492 | 0.2796 | 0.3559 | 0.7680 | nan | 0.8020 | 0.7250 | 0.8248 | 0.9139 | 0.2500 | nan | 0.3621 | 0.5930 | 0.0 | 0.9411 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6964 | 0.0 | 0.0 | 0.9036 | 0.0 | 0.3460 | 0.5234 | 0.0 | nan | 0.0 | 0.4271 | 0.0 | 0.0 | 0.9255 | 0.8871 | 0.9524 | 0.0 | 0.0666 | 0.2471 | 0.0 | nan | 0.6954 | 0.6697 | 0.7878 | 0.3256 | 0.2365 | nan | 0.2864 | 0.4452 | 0.0 | 0.7724 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3838 | 0.0 | 0.0 | 0.6413 | 0.0 | 0.2968 | 0.4239 | 0.0 | nan | 0.0 | 0.2271 | 0.0 | 0.0 | 0.8382 | 0.7554 | 0.9171 | 0.0 | 0.0624 | 0.1808 | 0.0 |
| 0.3915 | 94.44 | 5100 | 0.6402 | 0.2893 | 0.3608 | 0.8012 | nan | 0.7614 | 0.8406 | 0.7898 | 0.9029 | 0.3080 | nan | 0.3857 | 0.6328 | 0.0 | 0.9373 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7010 | 0.0 | 0.0 | 0.8626 | 0.0 | 0.5045 | 0.5235 | 0.0 | nan | 0.0 | 0.3802 | 0.0 | 0.0 | 0.9442 | 0.7561 | 0.9401 | 0.0 | 0.1133 | 0.2603 | 0.0 | nan | 0.6850 | 0.7546 | 0.7750 | 0.4451 | 0.2827 | nan | 0.3049 | 0.4715 | 0.0 | 0.7694 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3810 | 0.0 | 0.0 | 0.6626 | 0.0 | 0.3832 | 0.4394 | 0.0 | nan | 0.0 | 0.2214 | 0.0 | 0.0 | 0.8125 | 0.6725 | 0.9138 | 0.0 | 0.1034 | 0.1797 | 0.0 |
| 0.3732 | 96.3 | 5200 | 0.7308 | 0.2840 | 0.3598 | 0.7795 | nan | 0.7534 | 0.7741 | 0.8137 | 0.9035 | 0.2614 | nan | 0.4308 | 0.6431 | 0.0 | 0.9315 | 0.0 | 0.0 | 0.0 | 0.0 | 0.7293 | 0.0 | 0.0 | 0.8884 | 0.0 | 0.4166 | 0.5225 | 0.0 | nan | 0.0 | 0.3992 | 0.0 | 0.0 | 0.9329 | 0.8517 | 0.9519 | 0.0 | 0.0756 | 0.2354 | 0.0 | nan | 0.6723 | 0.6942 | 0.7836 | 0.3665 | 0.2474 | nan | 0.3333 | 0.4669 | 0.0 | 0.7857 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3545 | 0.0 | 0.0 | 0.6375 | 0.0 | 0.3443 | 0.4311 | 0.0 | nan | 0.0 | 0.2377 | 0.0 | 0.0 | 0.8346 | 0.7428 | 0.9173 | 0.0 | 0.0659 | 0.1722 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.