Downloads · 30 days
4
8% of all-time downloads
apisdn/segformer-b0-finetuned-segments-sidewalk-2
segformer-b0-finetuned-segments-sidewalk-2 is a image segmentation model from apisdn. 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. --
Downloads · 30 days
4
8% of all-time downloads
All-time downloads
52
Public
Repo size
44.9 MB
Likes
0
Public
Click a slice to open those files.
.bin15 MB · 98%
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:
More information needed
More information needed
More information needed
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2.7613 | 0.05 | 20 | 3.0868 | 0.0602 | 0.1106 | 0.5474 | nan | 0.0259 | 0.9212 | 0.0 | 0.0658 | 0.0072 | nan | 0.0002 | 0.0 | 0.0 | 0.0218 | 0.0 | 0.0 | nan | 0.0 | 0.0010 | 0.0 | 0.0 | 0.7944 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9543 | 0.0010 | 0.6321 | 0.0 | 0.0 | 0.0051 | 0.0 | 0.0 | 0.0252 | 0.6044 | 0.0 | 0.0576 | 0.0066 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.0214 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0009 | 0.0 | 0.0 | 0.3473 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4757 | 0.0010 | 0.5628 | 0.0 | 0.0 | 0.0042 | 0.0 |
| 2.7305 | 0.1 | 40 | 2.3324 | 0.0797 | 0.1332 | 0.5917 | nan | 0.3431 | 0.8926 | 0.0 | 0.0039 | 0.0002 | nan | 0.0001 | 0.0 | 0.0 | 0.2748 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8567 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9383 | 0.0402 | 0.7798 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.2348 | 0.6981 | 0.0 | 0.0039 | 0.0002 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.2395 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.3681 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5245 | 0.0354 | 0.4452 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.0568 | 0.15 | 60 | 1.8469 | 0.1094 | 0.1570 | 0.6532 | nan | 0.5455 | 0.9454 | 0.0 | 0.0019 | 0.0003 | nan | 0.0006 | 0.0 | 0.0 | 0.6624 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8557 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9423 | 0.0176 | 0.8932 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.3961 | 0.6954 | 0.0 | 0.0019 | 0.0003 | nan | 0.0006 | 0.0 | 0.0 | 0.4714 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4564 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5929 | 0.0172 | 0.7595 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.1332 | 0.2 | 80 | 1.6618 | 0.1131 | 0.1645 | 0.6598 | nan | 0.7639 | 0.8862 | 0.0 | 0.0041 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.6589 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9147 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9016 | 0.0497 | 0.9209 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4089 | 0.7503 | 0.0 | 0.0041 | 0.0000 | nan | 0.0 | 0.0 | 0.0 | 0.4850 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4606 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5990 | 0.0477 | 0.7493 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.7443 | 0.25 | 100 | 1.5016 | 0.1240 | 0.1751 | 0.6852 | nan | 0.7320 | 0.9302 | 0.0 | 0.0026 | 0.0000 | nan | 0.0000 | 0.0 | 0.0 | 0.7995 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8267 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9411 | 0.2347 | 0.9602 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4378 | 0.7466 | 0.0 | 0.0026 | 0.0000 | nan | 0.0000 | 0.0 | 0.0 | 0.5670 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5272 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6193 | 0.2130 | 0.7320 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.5469 | 0.3 | 120 | 1.4622 | 0.1251 | 0.1759 | 0.6853 | nan | 0.7861 | 0.9086 | 0.0 | 0.0132 | 0.0001 | nan | 0.0000 | 0.0 | 0.0 | 0.8150 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9092 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9155 | 0.2250 | 0.8810 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4372 | 0.7649 | 0.0 | 0.0132 | 0.0001 | nan | 0.0000 | 0.0 | 0.0 | 0.5459 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5111 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6301 | 0.2084 | 0.7685 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2.391 | 0.35 | 140 | 1.3546 | 0.1284 | 0.1752 | 0.6877 | nan | 0.7597 | 0.9316 | 0.0 | 0.0980 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.6860 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9039 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8969 | 0.2199 | 0.9348 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4500 | 0.7415 | 0.0 | 0.0963 | 0.0001 | nan | 0.0 | 0.0 | 0.0 | 0.5604 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4857 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6485 | 0.2129 | 0.7852 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3373 | 0.4 | 160 | 1.2827 | 0.1323 | 0.1749 | 0.6949 | nan | 0.7233 | 0.9491 | 0.0 | 0.0861 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.5863 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9085 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9354 | 0.3539 | 0.8788 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4679 | 0.7402 | 0.0 | 0.0855 | 0.0002 | nan | 0.0 | 0.0 | 0.0 | 0.5275 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.4963 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6405 | 0.3330 | 0.8102 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.814 | 0.45 | 180 | 1.2086 | 0.1544 | 0.2041 | 0.7313 | nan | 0.7627 | 0.9523 | 0.0 | 0.2621 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.9054 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8242 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8895 | 0.7793 | 0.9496 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4967 | 0.7517 | 0.0 | 0.2536 | 0.0019 | nan | 0.0 | 0.0 | 0.0 | 0.5732 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5687 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7275 | 0.6120 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0337 | 0.5 | 200 | 1.1426 | 0.1558 | 0.2040 | 0.7258 | nan | 0.8122 | 0.9030 | 0.0 | 0.4009 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.8114 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8964 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9169 | 0.6577 | 0.9259 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4576 | 0.7806 | 0.0 | 0.3591 | 0.0007 | nan | 0.0 | 0.0 | 0.0 | 0.6186 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5287 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7077 | 0.5754 | 0.8004 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9412 | 0.55 | 220 | 1.1058 | 0.1591 | 0.2085 | 0.7343 | nan | 0.8523 | 0.9132 | 0.0 | 0.3235 | 0.0025 | nan | 0.0 | 0.0 | 0.0 | 0.8658 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8340 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9034 | 0.8514 | 0.9175 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4732 | 0.7812 | 0.0 | 0.3108 | 0.0025 | nan | 0.0 | 0.0 | 0.0 | 0.6343 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5731 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7056 | 0.6467 | 0.8055 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.153 | 0.6 | 240 | 1.0892 | 0.1624 | 0.2075 | 0.7370 | nan | 0.6938 | 0.9608 | 0.0 | 0.4141 | 0.0014 | nan | 0.0 | 0.0 | 0.0 | 0.8492 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8864 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8867 | 0.8333 | 0.9066 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4919 | 0.7415 | 0.0 | 0.3653 | 0.0014 | nan | 0.0 | 0.0 | 0.0 | 0.6615 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5507 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7452 | 0.6554 | 0.8214 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.563 | 0.65 | 260 | 1.0588 | 0.1641 | 0.2147 | 0.7424 | nan | 0.7806 | 0.9269 | 0.0 | 0.5151 | 0.0068 | nan | 0.0000 | 0.0 | 0.0 | 0.8568 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8709 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8876 | 0.8832 | 0.9268 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4749 | 0.7966 | 0.0 | 0.3921 | 0.0068 | nan | 0.0000 | 0.0 | 0.0 | 0.6588 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5605 | 0.0 | 0.0006 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7293 | 0.6449 | 0.8232 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.9941 | 0.7 | 280 | 1.0610 | 0.1630 | 0.2093 | 0.7392 | nan | 0.7278 | 0.9517 | 0.0 | 0.3672 | 0.0082 | nan | 0.0 | 0.0 | 0.0 | 0.8699 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8867 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8936 | 0.8495 | 0.9318 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4707 | 0.7604 | 0.0 | 0.3468 | 0.0081 | nan | 0.0 | 0.0 | 0.0 | 0.6728 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5594 | 0.0 | 0.0008 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7455 | 0.6600 | 0.8277 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3406 | 0.75 | 300 | 1.0624 | 0.1657 | 0.2100 | 0.7426 | nan | 0.6512 | 0.9705 | 0.0 | 0.4415 | 0.0445 | nan | 0.0001 | 0.0 | 0.0 | 0.8883 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9094 | 0.0 | 0.0022 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9107 | 0.8010 | 0.8917 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4941 | 0.7481 | 0.0 | 0.3908 | 0.0414 | nan | 0.0001 | 0.0 | 0.0 | 0.6783 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5749 | 0.0 | 0.0022 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7400 | 0.6269 | 0.8404 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7236 | 0.8 | 320 | 1.0300 | 0.1636 | 0.2079 | 0.7422 | nan | 0.7688 | 0.9544 | 0.0 | 0.3767 | 0.0281 | nan | 0.0004 | 0.0 | 0.0 | 0.8168 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9440 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8761 | 0.8169 | 0.8611 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5043 | 0.7757 | 0.0 | 0.3555 | 0.0272 | nan | 0.0004 | 0.0 | 0.0 | 0.6533 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5372 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7411 | 0.6492 | 0.8271 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1755 | 0.85 | 340 | 0.9857 | 0.1685 | 0.2153 | 0.7522 | nan | 0.8118 | 0.9416 | 0.0 | 0.4490 | 0.0403 | nan | 0.0009 | 0.0 | 0.0 | 0.8770 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8443 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9363 | 0.8292 | 0.9430 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4974 | 0.8030 | 0.0 | 0.4005 | 0.0389 | nan | 0.0009 | 0.0 | 0.0 | 0.6780 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5794 | 0.0 | 0.0005 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7206 | 0.6654 | 0.8393 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.8277 | 0.9 | 360 | 0.9503 | 0.1700 | 0.2169 | 0.7553 | nan | 0.8139 | 0.9419 | 0.0 | 0.4585 | 0.0487 | nan | 0.0160 | 0.0 | 0.0 | 0.8913 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9150 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9121 | 0.8460 | 0.8773 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5102 | 0.8072 | 0.0 | 0.4119 | 0.0462 | nan | 0.0158 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5647 | 0.0 | 0.0017 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7548 | 0.6667 | 0.8349 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0964 | 0.95 | 380 | 0.9795 | 0.1673 | 0.2180 | 0.7480 | nan | 0.7389 | 0.9635 | 0.0 | 0.5082 | 0.0363 | nan | 0.0384 | 0.0 | 0.0 | 0.9231 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8434 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8410 | 0.9071 | 0.9566 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5140 | 0.7745 | 0.0 | 0.4370 | 0.0351 | nan | 0.0375 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5966 | 0.0 | 0.0004 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7123 | 0.6021 | 0.8360 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0782 | 1.0 | 400 | 0.9498 | 0.1701 | 0.2207 | 0.7541 | nan | 0.8392 | 0.9310 | 0.0 | 0.3950 | 0.0668 | nan | 0.0462 | 0.0 | 0.0 | 0.9183 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9110 | 0.0 | 0.0107 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.8825 | 0.8926 | 0.9477 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5075 | 0.8096 | 0.0 | 0.3669 | 0.0617 | nan | 0.0447 | 0.0 | 0.0 | 0.6404 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5702 | 0.0 | 0.0105 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7646 | 0.6548 | 0.8433 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7965 | 1.05 | 420 | 0.9255 | 0.1777 | 0.2218 | 0.7587 | nan | 0.7880 | 0.9475 | 0.0 | 0.4400 | 0.1968 | nan | 0.0562 | 0.0 | 0.0 | 0.8233 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9296 | 0.0 | 0.0237 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9219 | 0.8168 | 0.9317 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5343 | 0.7958 | 0.0 | 0.4042 | 0.1576 | nan | 0.0541 | 0.0 | 0.0 | 0.6891 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5549 | 0.0 | 0.0233 | 0.0 | 0.0 | nan | 0.0 | 0.0002 | 0.0 | 0.0 | 0.7537 | 0.6747 | 0.8671 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.922 | 1.1 | 440 | 0.9388 | 0.1807 | 0.2291 | 0.7606 | nan | 0.7224 | 0.9679 | 0.0 | 0.5214 | 0.1530 | nan | 0.1999 | 0.0 | 0.0 | 0.9419 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8134 | 0.0 | 0.0352 | 0.0 | 0.0 | nan | 0.0 | 0.0038 | 0.0 | 0.0 | 0.8962 | 0.8985 | 0.9484 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5477 | 0.7810 | 0.0 | 0.4555 | 0.1328 | nan | 0.1722 | 0.0 | 0.0 | 0.6491 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5896 | 0.0 | 0.0345 | 0.0 | 0.0 | nan | 0.0 | 0.0038 | 0.0 | 0.0 | 0.7285 | 0.6468 | 0.8595 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 0.9597 | 1.15 | 460 | 0.8921 | 0.1871 | 0.2313 | 0.7680 | nan | 0.7668 | 0.9610 | 0.0 | 0.4708 | 0.1648 | nan | 0.2614 | 0.0 | 0.0 | 0.8462 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9209 | 0.0 | 0.0645 | 0.0 | 0.0 | nan | 0.0 | 0.0045 | 0.0 | 0.0 | 0.9073 | 0.8795 | 0.9236 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.5479 | 0.8007 | 0.0 | 0.4173 | 0.1351 | nan | 0.2222 | 0.0 | 0.0 | 0.7046 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5693 | 0.0 | 0.0614 | 0.0 | 0.0 | nan | 0.0 | 0.0045 | 0.0 | 0.0 | 0.7710 | 0.6959 | 0.8697 | 0.0 | 0.0 | 0.0001 | 0.0 |
| 1.1612 | 1.2 | 480 | 0.9016 | 0.1862 | 0.2395 | 0.7663 | nan | 0.7936 | 0.9174 | 0.0 | 0.6213 | 0.2689 | nan | 0.2730 | 0.0 | 0.0 | 0.9463 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8782 | 0.0 | 0.0370 | 0.0 | 0.0 | nan | 0.0 | 0.0025 | 0.0 | 0.0 | 0.9261 | 0.8113 | 0.9482 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5339 | 0.8229 | 0.0 | 0.4730 | 0.1925 | nan | 0.2165 | 0.0 | 0.0 | 0.6488 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5951 | 0.0 | 0.0361 | 0.0 | 0.0 | nan | 0.0 | 0.0025 | 0.0 | 0.0 | 0.7526 | 0.6664 | 0.8309 | 0.0 | 0.0 | 0.0 | 0.0 |
| 0.7232 | 1.25 | 500 | 0.9214 | 0.1865 | 0.2339 | 0.7585 | nan | 0.7850 | 0.9326 | 0.0 | 0.5147 | 0.2372 | nan | 0.2890 | 0.0 | 0.0 | 0.7751 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9176 | 0.0 | 0.0962 | 0.0 | 0.0 | nan | 0.0 | 0.0034 | 0.0 | 0.0 | 0.8765 | 0.8715 | 0.9516 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5020 | 0.8084 | 0.0 | 0.4293 | 0.1808 | nan | 0.2329 | 0.0 | 0.0 | 0.6994 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5538 | 0.0 | 0.0881 | 0.0 | 0.0 | nan | 0.0 | 0.0034 | 0.0 | 0.0 | 0.7671 | 0.6708 | 0.8440 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 0.9287 | 1.3 | 520 | 0.8607 | 0.1905 | 0.2370 | 0.7733 | nan | 0.7871 | 0.9598 | 0.0 | 0.4933 | 0.1617 | nan | 0.3361 | 0.0054 | 0.0 | 0.9345 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8610 | 0.0 | 0.0878 | 0.0011 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.9270 | 0.8367 | 0.9516 | 0.0 | 0.0 | 0.0010 | 0.0 | nan | 0.5464 | 0.8032 | 0.0 | 0.4403 | 0.1437 | nan | 0.2679 | 0.0054 | 0.0 | 0.6850 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6180 | 0.0 | 0.0846 | 0.0011 | 0.0 | nan | 0.0 | 0.0016 | 0.0 | 0.0 | 0.7645 | 0.6727 | 0.8715 | 0.0 | 0.0 | 0.0010 | 0.0 |
| 0.8755 | 1.35 | 540 | 0.8452 | 0.1917 | 0.2400 | 0.7741 | nan | 0.8167 | 0.9424 | 0.0 | 0.4580 | 0.1835 | nan | 0.3927 | 0.0 | 0.0 | 0.9323 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9247 | 0.0 | 0.0795 | 0.0004 | 0.0 | nan | 0.0 | 0.0126 | 0.0 | 0.0 | 0.9129 | 0.8513 | 0.9330 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5535 | 0.8188 | 0.0 | 0.4175 | 0.1566 | nan | 0.2816 | 0.0 | 0.0 | 0.6914 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5890 | 0.0 | 0.0746 | 0.0004 | 0.0 | nan | 0.0 | 0.0125 | 0.0 | 0.0 | 0.7838 | 0.6826 | 0.8807 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.8307 | 1.4 | 560 | 0.8736 | 0.1969 | 0.2477 | 0.7701 | nan | 0.7960 | 0.9159 | 0.0 | 0.6137 | 0.2820 | nan | 0.3605 | 0.0040 | 0.0 | 0.8882 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8205 | 0.0 | 0.2042 | 0.0001 | 0.0 | nan | 0.0 | 0.0220 | 0.0 | 0.0 | 0.9564 | 0.8577 | 0.9562 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5390 | 0.8248 | 0.0 | 0.4989 | 0.2211 | nan | 0.2697 | 0.0040 | 0.0 | 0.7151 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5995 | 0.0 | 0.1784 | 0.0001 | 0.0 | nan | 0.0 | 0.0212 | 0.0 | 0.0 | 0.7036 | 0.6576 | 0.8718 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 1.402 | 1.45 | 580 | 0.8555 | 0.2004 | 0.2485 | 0.7757 | nan | 0.7734 | 0.9472 | 0.0 | 0.4870 | 0.2816 | nan | 0.3762 | 0.0425 | 0.0 | 0.9116 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8756 | 0.0 | 0.2250 | 0.0000 | 0.0 | nan | 0.0 | 0.0300 | 0.0 | 0.0 | 0.9312 | 0.8609 | 0.9604 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5412 | 0.8108 | 0.0 | 0.4282 | 0.2203 | nan | 0.2856 | 0.0420 | 0.0 | 0.7089 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6075 | 0.0 | 0.2018 | 0.0000 | 0.0 | nan | 0.0 | 0.0293 | 0.0 | 0.0 | 0.7660 | 0.7043 | 0.8656 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 0.5225 | 1.5 | 600 | 0.8549 | 0.2030 | 0.2554 | 0.7784 | nan | 0.7819 | 0.9345 | 0.0 | 0.4747 | 0.3873 | nan | 0.3925 | 0.0002 | 0.0 | 0.9286 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8833 | 0.0 | 0.3271 | 0.0003 | 0.0 | nan | 0.0 | 0.0200 | 0.0 | 0.0 | 0.9233 | 0.9065 | 0.9578 | 0.0 | 0.0 | 0.0003 | 0.0 | nan | 0.5434 | 0.8284 | 0.0 | 0.4261 | 0.2718 | nan | 0.2857 | 0.0002 | 0.0 | 0.7220 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6086 | 0.0 | 0.2643 | 0.0003 | 0.0 | nan | 0.0 | 0.0198 | 0.0 | 0.0 | 0.7647 | 0.6761 | 0.8826 | 0.0 | 0.0 | 0.0003 | 0.0 |
| 0.7842 | 1.55 | 620 | 0.8270 | 0.1988 | 0.2451 | 0.7764 | nan | 0.8065 | 0.9410 | 0.0 | 0.5719 | 0.2699 | nan | 0.3081 | 0.0169 | 0.0 | 0.8046 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9212 | 0.0 | 0.2539 | 0.0001 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.9267 | 0.8239 | 0.9468 | 0.0 | 0.0 | 0.0006 | 0.0 | nan | 0.5430 | 0.8323 | 0.0 | 0.4582 | 0.2285 | nan | 0.2238 | 0.0169 | 0.0 | 0.7203 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5823 | 0.0 | 0.2200 | 0.0001 | 0.0 | nan | 0.0 | 0.0069 | 0.0 | 0.0 | 0.7733 | 0.6741 | 0.8818 | 0.0 | 0.0 | 0.0006 | 0.0 |
| 1.2838 | 1.6 | 640 | 0.8154 | 0.1961 | 0.2442 | 0.7791 | nan | 0.8285 | 0.9424 | 0.0 | 0.4945 | 0.3133 | nan | 0.3188 | 0.0029 | 0.0 | 0.9346 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8954 | 0.0 | 0.1359 | 0.0007 | 0.0 | nan | 0.0 | 0.0097 | 0.0 | 0.0 | 0.9375 | 0.8022 | 0.9531 | 0.0 | 0.0 | 0.0007 | 0.0 | nan | 0.5634 | 0.8325 | 0.0 | 0.4374 | 0.2407 | nan | 0.2670 | 0.0029 | 0.0 | 0.6776 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5964 | 0.0 | 0.1276 | 0.0007 | 0.0 | nan | 0.0 | 0.0096 | 0.0 | 0.0 | 0.7607 | 0.6941 | 0.8684 | 0.0 | 0.0 | 0.0007 | 0.0 |
| 0.5899 | 1.65 | 660 | 0.7866 | 0.2102 | 0.2614 | 0.7878 | nan | 0.8118 | 0.9516 | 0.0 | 0.5615 | 0.3453 | nan | 0.4403 | 0.0394 | 0.0 | 0.9261 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8854 | 0.0 | 0.4125 | 0.0026 | 0.0 | nan | 0.0 | 0.0156 | 0.0 | 0.0 | 0.8996 | 0.8460 | 0.9625 | 0.0 | 0.0 | 0.0028 | 0.0 | nan | 0.5686 | 0.8279 | 0.0 | 0.4973 | 0.2537 | nan | 0.3117 | 0.0392 | 0.0 | 0.7022 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6196 | 0.0 | 0.2871 | 0.0026 | 0.0 | nan | 0.0 | 0.0155 | 0.0 | 0.0 | 0.8039 | 0.7211 | 0.8638 | 0.0 | 0.0 | 0.0026 | 0.0 |
| 0.3365 | 1.7 | 680 | 0.7968 | 0.2035 | 0.2514 | 0.7783 | nan | 0.8256 | 0.9462 | 0.0 | 0.4814 | 0.2454 | nan | 0.3610 | 0.0391 | 0.0 | 0.8841 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9000 | 0.0 | 0.3938 | 0.0005 | 0.0 | nan | 0.0 | 0.0202 | 0.0 | 0.0 | 0.9049 | 0.8311 | 0.9584 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.5482 | 0.8148 | 0.0 | 0.4367 | 0.2035 | nan | 0.2775 | 0.0389 | 0.0 | 0.7375 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5966 | 0.0 | 0.2763 | 0.0005 | 0.0 | nan | 0.0 | 0.0199 | 0.0 | 0.0 | 0.7964 | 0.6989 | 0.8619 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 0.8643 | 1.75 | 700 | 0.8389 | 0.2030 | 0.2565 | 0.7685 | nan | 0.6074 | 0.9702 | 0.0 | 0.6285 | 0.2132 | nan | 0.4179 | 0.0942 | 0.0 | 0.8898 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8600 | 0.0 | 0.4551 | 0.0006 | 0.0 | nan | 0.0 | 0.0525 | 0.0 | 0.0 | 0.8914 | 0.8952 | 0.9680 | 0.0 | 0.0 | 0.0060 | 0.0 | nan | 0.5010 | 0.7981 | 0.0 | 0.4048 | 0.1829 | nan | 0.3156 | 0.0928 | 0.0 | 0.7511 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5995 | 0.0 | 0.2861 | 0.0006 | 0.0 | nan | 0.0 | 0.0508 | 0.0 | 0.0 | 0.7834 | 0.6712 | 0.8493 | 0.0 | 0.0 | 0.0058 | 0.0 |
| 0.6571 | 1.8 | 720 | 0.8190 | 0.2006 | 0.2499 | 0.7779 | nan | 0.8853 | 0.9355 | 0.0 | 0.5150 | 0.1614 | nan | 0.2138 | 0.0436 | 0.0 | 0.9182 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8259 | 0.0 | 0.3797 | 0.0009 | 0.0 | nan | 0.0 | 0.0864 | 0.0 | 0.0 | 0.9185 | 0.8900 | 0.9619 | 0.0 | 0.0 | 0.0100 | 0.0 | nan | 0.5303 | 0.8389 | 0.0 | 0.4602 | 0.1470 | nan | 0.1917 | 0.0433 | 0.0 | 0.7166 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6156 | 0.0 | 0.2741 | 0.0009 | 0.0 | nan | 0.0 | 0.0811 | 0.0 | 0.0 | 0.7654 | 0.6754 | 0.8694 | 0.0 | 0.0 | 0.0098 | 0.0 |
| 0.5954 | 1.85 | 740 | 0.8031 | 0.1996 | 0.2487 | 0.7804 | nan | 0.8086 | 0.9397 | 0.0 | 0.4842 | 0.3210 | nan | 0.4392 | 0.0001 | 0.0 | 0.9424 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9317 | 0.0 | 0.0724 | 0.0008 | 0.0 | nan | 0.0 | 0.0456 | 0.0 | 0.0 | 0.9138 | 0.8667 | 0.9368 | 0.0 | 0.0 | 0.0078 | 0.0 | nan | 0.5686 | 0.8255 | 0.0 | 0.4335 | 0.2459 | nan | 0.3208 | 0.0001 | 0.0 | 0.7003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.5781 | 0.0 | 0.0661 | 0.0008 | 0.0 | nan | 0.0 | 0.0433 | 0.0 | 0.0 | 0.7948 | 0.7174 | 0.8842 | 0.0 | 0.0 | 0.0076 | 0.0 |
| 0.9125 | 1.9 | 760 | 0.8012 | 0.2102 | 0.2593 | 0.7829 | nan | 0.8647 | 0.9201 | 0.0 | 0.5287 | 0.4671 | nan | 0.3677 | 0.0158 | 0.0 | 0.8576 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9063 | 0.0 | 0.2083 | 0.0194 | 0.0 | nan | 0.0 | 0.1107 | 0.0 | 0.0 | 0.9331 | 0.7981 | 0.9669 | 0.0 | 0.0 | 0.0752 | 0.0 | nan | 0.5650 | 0.8365 | 0.0 | 0.4572 | 0.2745 | nan | 0.2991 | 0.0158 | 0.0 | 0.7351 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6018 | 0.0 | 0.1772 | 0.0194 | 0.0 | nan | 0.0 | 0.0985 | 0.0 | 0.0 | 0.7915 | 0.7035 | 0.8749 | 0.0 | 0.0 | 0.0655 | 0.0 |
| 0.6386 | 1.95 | 780 | 0.7901 | 0.2072 | 0.2609 | 0.7804 | nan | 0.7345 | 0.9524 | 0.0 | 0.5187 | 0.3809 | nan | 0.4065 | 0.0009 | 0.0 | 0.9506 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8772 | 0.0 | 0.3611 | 0.0108 | 0.0 | nan | 0.0 | 0.0780 | 0.0 | 0.0 | 0.8944 | 0.9249 | 0.9548 | 0.0 | 0.0 | 0.0425 | 0.0 | nan | 0.5520 | 0.8184 | 0.0 | 0.4449 | 0.2717 | nan | 0.3105 | 0.0009 | 0.0 | 0.6957 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6343 | 0.0 | 0.2740 | 0.0108 | 0.0 | nan | 0.0 | 0.0724 | 0.0 | 0.0 | 0.7695 | 0.6606 | 0.8697 | 0.0 | 0.0 | 0.0388 | 0.0 |
| 0.3176 | 2.0 | 800 | 0.7634 | 0.2183 | 0.2676 | 0.7910 | nan | 0.8532 | 0.9308 | 0.0 | 0.6330 | 0.2618 | nan | 0.3674 | 0.1974 | 0.0 | 0.9196 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8899 | 0.0 | 0.2984 | 0.0118 | 0.0 | nan | 0.0 | 0.0899 | 0.0 | 0.0 | 0.9253 | 0.9016 | 0.9591 | 0.0 | 0.0 | 0.0575 | 0.0 | nan | 0.5576 | 0.8435 | 0.0 | 0.5225 | 0.2100 | nan | 0.3028 | 0.1901 | 0.0 | 0.7342 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6270 | 0.0 | 0.2481 | 0.0117 | 0.0 | nan | 0.0 | 0.0821 | 0.0 | 0.0 | 0.7903 | 0.7089 | 0.8835 | 0.0 | 0.0 | 0.0536 | 0.0 |
| 0.7566 | 2.05 | 820 | 0.7654 | 0.2206 | 0.2716 | 0.7893 | nan | 0.7937 | 0.9466 | 0.0 | 0.5917 | 0.3145 | nan | 0.4509 | 0.4391 | 0.0 | 0.9226 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9171 | 0.0 | 0.1885 | 0.0015 | 0.0 | nan | 0.0 | 0.0714 | 0.0 | 0.0 | 0.9195 | 0.8734 | 0.9564 | 0.0 | 0.0 | 0.0337 | 0.0 | nan | 0.5744 | 0.8346 | 0.0 | 0.4831 | 0.2478 | nan | 0.3384 | 0.3780 | 0.0 | 0.7203 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6003 | 0.0 | 0.1549 | 0.0015 | 0.0 | nan | 0.0 | 0.0681 | 0.0 | 0.0 | 0.7959 | 0.7238 | 0.8849 | 0.0 | 0.0 | 0.0328 | 0.0 |
| 0.6973 | 2.1 | 840 | 0.7914 | 0.2307 | 0.2962 | 0.7853 | nan | 0.8625 | 0.9106 | 0.0 | 0.5789 | 0.4898 | nan | 0.4095 | 0.6680 | 0.0 | 0.9001 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.8451 | 0.0 | 0.4735 | 0.0092 | 0.0 | nan | 0.0 | 0.1260 | 0.0 | 0.0 | 0.8844 | 0.9244 | 0.9642 | 0.0 | 0.0 | 0.1273 | 0.0 | nan | 0.5754 | 0.8320 | 0.0 | 0.4924 | 0.2650 | nan | 0.3076 | 0.4208 | 0.0 | 0.7530 | 0.0 | 0.0 | nan | 0.0 | 0.0076 | 0.0 | 0.0 | 0.6574 | 0.0 | 0.2890 | 0.0092 | 0.0 | nan | 0.0 | 0.1148 | 0.0 | 0.0 | 0.7836 | 0.6669 | 0.8648 | 0.0 | 0.0 | 0.1111 | 0.0 |
| 0.6372 | 2.15 | 860 | 0.7352 | 0.2278 | 0.2783 | 0.7952 | nan | 0.8073 | 0.9560 | 0.0 | 0.5443 | 0.3967 | nan | 0.4493 | 0.4180 | 0.0 | 0.9145 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9200 | 0.0 | 0.4095 | 0.0434 | 0.0 | nan | 0.0 | 0.0880 | 0.0 | 0.0 | 0.9358 | 0.7749 | 0.9506 | 0.0 | 0.0 | 0.0207 | 0.0 | nan | 0.6060 | 0.8353 | 0.0 | 0.4929 | 0.2740 | nan | 0.3301 | 0.3471 | 0.0 | 0.7383 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6297 | 0.0 | 0.2989 | 0.0426 | 0.0 | nan | 0.0 | 0.0825 | 0.0 | 0.0 | 0.7804 | 0.6953 | 0.8882 | 0.0 | 0.0 | 0.0200 | 0.0 |
| 0.4261 | 2.2 | 880 | 0.7658 | 0.2249 | 0.2814 | 0.7863 | nan | 0.8467 | 0.9297 | 0.0 | 0.5260 | 0.4671 | nan | 0.3961 | 0.5450 | 0.0 | 0.8252 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.9310 | 0.0 | 0.3836 | 0.0140 | 0.0 | nan | 0.0 | 0.0839 | 0.0 | 0.0 | 0.8837 | 0.9131 | 0.9430 | 0.0 | 0.0 | 0.0364 | 0.0 | nan | 0.5704 | 0.8411 | 0.0 | 0.4678 | 0.2774 | nan | 0.3140 | 0.3858 | 0.0 | 0.7268 | 0.0 | 0.0 | nan | 0.0 | 0.0003 | 0.0 | 0.0 | 0.6142 | 0.0 | 0.2781 | 0.0140 | 0.0 | nan | 0.0 | 0.0787 | 0.0 | 0.0 | 0.7873 | 0.6885 | 0.8935 | 0.0 | 0.0 | 0.0345 | 0.0 |
| 0.8689 | 2.25 | 900 | 0.7387 | 0.2327 | 0.2937 | 0.7955 | nan | 0.8181 | 0.9439 | 0.0 | 0.6526 | 0.4306 | nan | 0.4216 | 0.7438 | 0.0 | 0.9072 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.8277 | 0.0 | 0.3589 | 0.0379 | 0.0 | nan | 0.0 | 0.1510 | 0.0 | 0.0 | 0.9514 | 0.8186 | 0.9763 | 0.0 | 0.0 | 0.0641 | 0.0 | nan | 0.6028 | 0.8464 | 0.0 | 0.5317 | 0.2707 | nan | 0.3384 | 0.4162 | 0.0 | 0.7211 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.6261 | 0.0 | 0.3004 | 0.0377 | 0.0 | nan | 0.0 | 0.1316 | 0.0 | 0.0 | 0.7583 | 0.7095 | 0.8614 | 0.0 | 0.0 | 0.0601 | 0.0 |
| 0.5214 | 2.3 | 920 | 0.7337 | 0.2243 | 0.2753 | 0.7977 | nan | 0.8933 | 0.9406 | 0.0 | 0.5067 | 0.2624 | nan | 0.4666 | 0.2798 | 0.0 | 0.9468 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9058 | 0.0 | 0.4086 | 0.0139 | 0.0 | nan | 0.0 | 0.1140 | 0.0 | 0.0 | 0.9218 | 0.8674 | 0.9611 | 0.0 | 0.0 | 0.0439 | 0.0 | nan | 0.5863 | 0.8514 | 0.0 | 0.4646 | 0.2249 | nan | 0.3358 | 0.2535 | 0.0 | 0.7001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6470 | 0.0 | 0.2953 | 0.0139 | 0.0 | nan | 0.0 | 0.1031 | 0.0 | 0.0 | 0.8052 | 0.7375 | 0.8945 | 0.0 | 0.0 | 0.0403 | 0.0 |
| 0.5208 | 2.35 | 940 | 0.7267 | 0.2328 | 0.2877 | 0.7944 | nan | 0.8149 | 0.9260 | 0.0 | 0.6306 | 0.5415 | nan | 0.4704 | 0.3438 | 0.0 | 0.8691 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9233 | 0.0 | 0.3991 | 0.0276 | 0.0 | nan | 0.0 | 0.1909 | 0.0 | 0.0 | 0.9505 | 0.7492 | 0.9305 | 0.0 | 0.0 | 0.1518 | 0.0 | nan | 0.6006 | 0.8577 | 0.0 | 0.5069 | 0.3083 | nan | 0.3449 | 0.2962 | 0.0 | 0.7478 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6286 | 0.0 | 0.2942 | 0.0275 | 0.0 | nan | 0.0 | 0.1547 | 0.0 | 0.0 | 0.7654 | 0.6693 | 0.8903 | 0.0 | 0.0 | 0.1255 | 0.0 |
| 0.4238 | 2.4 | 960 | 0.7309 | 0.2366 | 0.2926 | 0.8005 | nan | 0.7982 | 0.9567 | 0.0 | 0.6051 | 0.4682 | nan | 0.3919 | 0.3990 | 0.0 | 0.9027 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8916 | 0.0 | 0.5417 | 0.0353 | 0.0 | nan | 0.0 | 0.1755 | 0.0 | 0.0 | 0.9047 | 0.8810 | 0.9623 | 0.0 | 0.0 | 0.1564 | 0.0 | nan | 0.5918 | 0.8473 | 0.0 | 0.5152 | 0.3068 | nan | 0.3195 | 0.3256 | 0.0 | 0.7681 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6564 | 0.0 | 0.3014 | 0.0351 | 0.0 | nan | 0.0 | 0.1468 | 0.0 | 0.0 | 0.8048 | 0.6933 | 0.8908 | 0.0 | 0.0 | 0.1322 | 0.0 |
| 0.8412 | 2.45 | 980 | 0.7161 | 0.2377 | 0.2973 | 0.8011 | nan | 0.7932 | 0.9429 | 0.0 | 0.6902 | 0.4637 | nan | 0.4717 | 0.4468 | 0.0 | 0.9455 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8412 | 0.0 | 0.4509 | 0.0503 | 0.0 | nan | 0.0 | 0.2405 | 0.0 | 0.0 | 0.9278 | 0.9010 | 0.9642 | 0.0 | 0.0 | 0.0868 | 0.0 | nan | 0.6052 | 0.8543 | 0.0 | 0.5610 | 0.3038 | nan | 0.3439 | 0.3773 | 0.0 | 0.7258 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6534 | 0.0 | 0.2925 | 0.0500 | 0.0 | nan | 0.0 | 0.1878 | 0.0 | 0.0 | 0.7845 | 0.6631 | 0.8865 | 0.0 | 0.0 | 0.0812 | 0.0 |
| 0.5655 | 2.5 | 1000 | 0.7348 | 0.2298 | 0.2781 | 0.7957 | nan | 0.7909 | 0.9648 | 0.0 | 0.5791 | 0.3012 | nan | 0.3884 | 0.3717 | 0.0 | 0.8679 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.9401 | 0.0 | 0.4082 | 0.0555 | 0.0 | nan | 0.0 | 0.1984 | 0.0 | 0.0 | 0.9071 | 0.8846 | 0.9387 | 0.0 | 0.0 | 0.0223 | 0.0 | nan | 0.5959 | 0.8299 | 0.0 | 0.4782 | 0.2517 | nan | 0.3231 | 0.3125 | 0.0 | 0.7599 | 0.0 | 0.0 | nan | 0.0 | 0.0022 | 0.0 | 0.0 | 0.6033 | 0.0 | 0.3076 | 0.0551 | 0.0 | nan | 0.0 | 0.1594 | 0.0 | 0.0 | 0.8094 | 0.7249 | 0.8907 | 0.0 | 0.0 | 0.0214 | 0.0 |
| 0.7384 | 2.55 | 1020 | 0.7513 | 0.2378 | 0.2971 | 0.7978 | nan | 0.8575 | 0.9361 | 0.0 | 0.6079 | 0.3507 | nan | 0.4339 | 0.6078 | 0.0 | 0.9337 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8237 | 0.0 | 0.4384 | 0.0862 | 0.0 | nan | 0.0 | 0.2071 | 0.0 | 0.0 | 0.9175 | 0.9434 | 0.9726 | 0.0 | 0.0 | 0.0933 | 0.0 | nan | 0.5855 | 0.8541 | 0.0 | 0.5126 | 0.2705 | nan | 0.3202 | 0.4578 | 0.0 | 0.7333 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6607 | 0.0 | 0.3288 | 0.0849 | 0.0 | nan | 0.0 | 0.1632 | 0.0 | 0.0 | 0.7833 | 0.6521 | 0.8803 | 0.0 | 0.0 | 0.0829 | 0.0 |
| 0.4505 | 2.6 | 1040 | 0.6991 | 0.2419 | 0.2946 | 0.8065 | nan | 0.8519 | 0.9496 | 0.0 | 0.5998 | 0.4032 | nan | 0.4200 | 0.6174 | 0.0 | 0.9215 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9099 | 0.0 | 0.3669 | 0.0730 | 0.0 | nan | 0.0 | 0.1828 | 0.0 | 0.0 | 0.9343 | 0.8852 | 0.9646 | 0.0 | 0.0 | 0.0513 | 0.0 | nan | 0.6016 | 0.8521 | 0.0 | 0.5216 | 0.3007 | nan | 0.3368 | 0.4736 | 0.0 | 0.7485 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.6427 | 0.0 | 0.3000 | 0.0723 | 0.0 | nan | 0.0 | 0.1543 | 0.0 | 0.0 | 0.8127 | 0.7390 | 0.8936 | 0.0 | 0.0 | 0.0483 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.