Downloads · 30 days
3
8% of all-time downloads
hcdolm/segformer-b0-finetuned-segments-sidewalk-oct-22
segformer-b0-finetuned-segments-sidewalk-oct-22 is a image segmentation model from hcdolm. 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
3
8% of all-time downloads
All-time downloads
37
Public
Parameters
3.7M
29.8 MB on disk
Likes
0
Public
Click a slice to open those files.
.safetensors14.9 MB · 97%
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1.8799 | 0.2 | 20 | 1.5300 | 0.1382 | 0.1814 | 0.7072 | nan | 0.7788 | 0.9437 | 0.0 | 0.1378 | 0.0001 | nan | 0.0006 | 0.0 | 0.0 | 0.8049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8884 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9475 | 0.4312 | 0.8730 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.4916 | 0.7387 | 0.0 | 0.1375 | 0.0001 | nan | 0.0006 | 0.0 | 0.0 | 0.6198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4880 | 0.0 | 0.0 | 0.0001 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7316 | 0.3960 | 0.8178 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8326 | 0.4 | 40 | 1.4090 | 0.1469 | 0.1915 | 0.7259 | nan | 0.8096 | 0.9514 | 0.0 | 0.3031 | 0.0000 | nan | 0.0005 | 0.0 | 0.0 | 0.8685 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8697 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9471 | 0.4620 | 0.9145 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5338 | 0.7510 | 0.0 | 0.2999 | 0.0000 | nan | 0.0005 | 0.0 | 0.0 | 0.6020 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5188 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7450 | 0.4270 | 0.8236 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.6385 | 0.6 | 60 | 1.3235 | 0.1527 | 0.1974 | 0.7332 | nan | 0.8433 | 0.9447 | 0.0 | 0.3349 | 0.0002 | nan | 0.0001 | 0.0 | 0.0 | 0.8728 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8878 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9341 | 0.6193 | 0.8797 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5256 | 0.7694 | 0.0 | 0.3297 | 0.0002 | nan | 0.0001 | 0.0 | 0.0 | 0.6190 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5257 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7599 | 0.5233 | 0.8322 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.4929 | 0.8 | 80 | 1.2860 | 0.1582 | 0.2055 | 0.7431 | nan | 0.8700 | 0.9425 | 0.0 | 0.4093 | 0.0020 | nan | 0.0000 | 0.0 | 0.0 | 0.9093 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8643 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9240 | 0.7174 | 0.9358 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5376 | 0.7824 | 0.0 | 0.4015 | 0.0020 | nan | 0.0000 | 0.0 | 0.0 | 0.6012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5358 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7770 | 0.5902 | 0.8339 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.611 | 1.0 | 100 | 1.2357 | 0.1606 | 0.2084 | 0.7445 | nan | 0.8814 | 0.9273 | 0.0 | 0.4821 | 0.0065 | nan | 0.0001 | 0.0 | 0.0 | 0.9154 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8473 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9351 | 0.7537 | 0.9186 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5313 | 0.7858 | 0.0 | 0.4599 | 0.0065 | nan | 0.0001 | 0.0 | 0.0 | 0.6012 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5483 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7635 | 0.5986 | 0.8435 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.8268 | 1.2 | 120 | 1.1484 | 0.1602 | 0.2092 | 0.7464 | nan | 0.8819 | 0.9366 | 0.0 | 0.4357 | 0.0105 | nan | 0.0027 | 0.0 | 0.0 | 0.9180 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8642 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9192 | 0.7870 | 0.9371 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5421 | 0.7882 | 0.0 | 0.4216 | 0.0104 | nan | 0.0027 | 0.0 | 0.0 | 0.6090 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5598 | 0.0 | 0.0000 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7633 | 0.5827 | 0.8457 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.2303 | 1.4 | 140 | 1.1846 | 0.1647 | 0.2119 | 0.7536 | nan | 0.8928 | 0.9375 | 0.0 | 0.4878 | 0.0195 | nan | 0.0014 | 0.0 | 0.0 | 0.8765 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8982 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9274 | 0.8070 | 0.9327 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5550 | 0.7996 | 0.0 | 0.4723 | 0.0192 | nan | 0.0014 | 0.0 | 0.0 | 0.6626 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5437 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7716 | 0.5946 | 0.8510 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.3754 | 1.6 | 160 | 1.0874 | 0.1659 | 0.2140 | 0.7547 | nan | 0.8935 | 0.9326 | 0.0 | 0.5321 | 0.0195 | nan | 0.0027 | 0.0 | 0.0 | 0.9133 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8829 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9248 | 0.8013 | 0.9447 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5505 | 0.7952 | 0.0 | 0.5106 | 0.0193 | nan | 0.0027 | 0.0 | 0.0 | 0.6441 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5497 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7849 | 0.6073 | 0.8450 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.5062 | 1.8 | 180 | 1.0693 | 0.1710 | 0.2182 | 0.7648 | nan | 0.8862 | 0.9485 | 0.0 | 0.6774 | 0.0278 | nan | 0.0027 | 0.0 | 0.0 | 0.9110 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8999 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9059 | 0.8104 | 0.9113 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5911 | 0.8042 | 0.0 | 0.6061 | 0.0270 | nan | 0.0027 | 0.0 | 0.0 | 0.6579 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5468 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7834 | 0.5952 | 0.8581 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.1767 | 2.0 | 200 | 1.0072 | 0.1708 | 0.2161 | 0.7634 | nan | 0.8771 | 0.9459 | 0.0 | 0.6307 | 0.0322 | nan | 0.0081 | 0.0 | 0.0 | 0.9111 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8849 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9418 | 0.7488 | 0.9350 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5966 | 0.7908 | 0.0 | 0.5981 | 0.0314 | nan | 0.0080 | 0.0 | 0.0 | 0.6415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5535 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7738 | 0.6187 | 0.8532 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.296 | 2.2 | 220 | 0.9950 | 0.1740 | 0.2187 | 0.7674 | nan | 0.8772 | 0.9534 | 0.0 | 0.6955 | 0.0494 | nan | 0.0138 | 0.0 | 0.0 | 0.8710 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9169 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9139 | 0.8233 | 0.8832 | 0.0 | 0.0 | 0.0000 | 0.0 | nan | 0.5975 | 0.7987 | 0.0 | 0.6432 | 0.0476 | nan | 0.0136 | 0.0 | 0.0 | 0.6905 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5370 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7949 | 0.6121 | 0.8340 | 0.0 | 0.0 | 0.0000 | 0.0 |
| 0.9493 | 2.4 | 240 | 0.9963 | 0.1664 | 0.2120 | 0.7545 | nan | 0.9024 | 0.9467 | 0.0 | 0.4394 | 0.0549 | nan | 0.0157 | 0.0 | 0.0 | 0.9166 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8716 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9194 | 0.7730 | 0.9431 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5491 | 0.7874 | 0.0 | 0.4318 | 0.0523 | nan | 0.0155 | 0.0 | 0.0 | 0.6607 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5659 | 0.0 | 0.0001 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7937 | 0.6116 | 0.8554 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0047 | 2.6 | 260 | 0.9605 | 0.1784 | 0.2302 | 0.7684 | nan | 0.8735 | 0.9182 | 0.0 | 0.7425 | 0.1512 | nan | 0.1497 | 0.0 | 0.0 | 0.9360 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8947 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9171 | 0.8304 | 0.9532 | 0.0 | 0.0 | 0.0 | 0.0 | nan | 0.5879 | 0.8154 | 0.0 | 0.5656 | 0.1352 | nan | 0.1337 | 0.0 | 0.0 | 0.6419 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5573 | 0.0 | 0.0003 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.8000 | 0.6185 | 0.8532 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1.0766 | 2.8 | 280 | 0.9365 | 0.1791 | 0.2244 | 0.7714 | nan | 0.8684 | 0.9571 | 0.0 | 0.5460 | 0.1133 | nan | 0.1979 | 0.0 | 0.0 | 0.9238 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9034 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.9359 | 0.8060 | 0.9273 | 0.0 | 0.0 | 0.0002 | 0.0 | nan | 0.6089 | 0.8036 | 0.0 | 0.5322 | 0.1028 | nan | 0.1751 | 0.0 | 0.0 | 0.6554 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5630 | 0.0 | 0.0002 | 0.0 | 0.0 | nan | 0.0 | 0.0 | 0.0 | 0.0 | 0.7990 | 0.6231 | 0.8662 | 0.0 | 0.0 | 0.0002 | 0.0 |
| 1.3337 | 3.0 | 300 | 0.8935 | 0.1850 | 0.2293 | 0.7772 | nan | 0.8133 | 0.9560 | 0.0 | 0.7660 | 0.1561 | nan | 0.2527 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8957 | 0.0 | 0.0023 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.9604 | 0.6985 | 0.9426 | 0.0 | 0.0 | 0.0005 | 0.0 | nan | 0.6093 | 0.8148 | 0.0 | 0.6230 | 0.1403 | nan | 0.2103 | 0.0 | 0.0 | 0.6999 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5542 | 0.0 | 0.0023 | 0.0 | 0.0 | nan | 0.0 | 0.0000 | 0.0 | 0.0 | 0.7824 | 0.6156 | 0.8681 | 0.0 | 0.0 | 0.0005 | 0.0 |
| 1.0744 | 3.2 | 320 | 0.8695 | 0.1844 | 0.2310 | 0.7777 | nan | 0.9055 | 0.9452 | 0.0 | 0.6364 | 0.1505 | nan | 0.2400 | 0.0 | 0.0 | 0.9322 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8795 | 0.0 | 0.0109 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9316 | 0.7978 | 0.9602 | 0.0 | 0.0 | 0.0004 | 0.0 | nan | 0.6067 | 0.8214 | 0.0 | 0.6028 | 0.1336 | nan | 0.2058 | 0.0 | 0.0 | 0.6662 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5659 | 0.0 | 0.0107 | 0.0 | 0.0 | nan | 0.0 | 0.0001 | 0.0 | 0.0 | 0.7976 | 0.6309 | 0.8596 | 0.0 | 0.0 | 0.0004 | 0.0 |
| 1.0612 | 3.4 | 340 | 0.8719 | 0.1838 | 0.2304 | 0.7764 | nan | 0.9142 | 0.9451 | 0.0 | 0.6186 | 0.1507 | nan | 0.2335 | 0.0 | 0.0 | 0.9347 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8687 | 0.0 | 0.0241 | 0.0002 | 0.0 | nan | 0.0 | 0.0009 | 0.0 | 0.0 | 0.9289 | 0.8030 | 0.9475 | 0.0 | 0.0 | 0.0017 | 0.0 | nan | 0.6043 | 0.8155 | 0.0 | 0.5849 | 0.1343 | nan | 0.2048 | 0.0 | 0.0 | 0.6435 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5827 | 0.0 | 0.0237 | 0.0002 | 0.0 | nan | 0.0 | 0.0009 | 0.0 | 0.0 | 0.7982 | 0.6200 | 0.8673 | 0.0 | 0.0 | 0.0017 | 0.0 |
| 1.0999 | 3.6 | 360 | 0.8474 | 0.1929 | 0.2414 | 0.7839 | nan | 0.8855 | 0.9347 | 0.0 | 0.6642 | 0.3808 | nan | 0.3074 | 0.0 | 0.0 | 0.9337 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8936 | 0.0 | 0.0268 | 0.0002 | 0.0 | nan | 0.0 | 0.0004 | 0.0 | 0.0 | 0.9290 | 0.8220 | 0.9447 | 0.0 | 0.0 | 0.0024 | 0.0 | nan | 0.6384 | 0.8318 | 0.0 | 0.6311 | 0.2329 | nan | 0.2537 | 0.0 | 0.0 | 0.6656 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5779 | 0.0 | 0.0258 | 0.0002 | 0.0 | nan | 0.0 | 0.0004 | 0.0 | 0.0 | 0.8047 | 0.6379 | 0.8714 | 0.0 | 0.0 | 0.0024 | 0.0 |
| 0.816 | 3.8 | 380 | 0.8442 | 0.1917 | 0.2366 | 0.7831 | nan | 0.9172 | 0.9295 | 0.0015 | 0.7493 | 0.2377 | nan | 0.2120 | 0.0 | 0.0 | 0.9061 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9053 | 0.0 | 0.0378 | 0.0003 | 0.0 | nan | 0.0 | 0.0009 | 0.0 | 0.0 | 0.9321 | 0.7829 | 0.9548 | 0.0 | 0.0 | 0.0026 | 0.0 | nan | 0.5939 | 0.8257 | 0.0015 | 0.6699 | 0.1996 | nan | 0.1907 | 0.0 | 0.0 | 0.7177 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5648 | 0.0 | 0.0360 | 0.0003 | 0.0 | nan | 0.0 | 0.0009 | 0.0 | 0.0 | 0.8150 | 0.6483 | 0.8674 | 0.0 | 0.0 | 0.0025 | 0.0 |
| 0.9003 | 4.0 | 400 | 0.8233 | 0.1919 | 0.2370 | 0.7848 | nan | 0.8892 | 0.9518 | 0.0 | 0.6647 | 0.1693 | nan | 0.3036 | 0.0 | 0.0 | 0.9404 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9003 | 0.0 | 0.0910 | 0.0000 | 0.0 | nan | 0.0 | 0.0013 | 0.0 | 0.0 | 0.9331 | 0.7968 | 0.9397 | 0.0 | 0.0 | 0.0022 | 0.0 | nan | 0.6287 | 0.8128 | 0.0 | 0.6271 | 0.1557 | nan | 0.2609 | 0.0 | 0.0 | 0.6628 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5880 | 0.0 | 0.0818 | 0.0000 | 0.0 | nan | 0.0 | 0.0013 | 0.0 | 0.0 | 0.8126 | 0.6325 | 0.8758 | 0.0 | 0.0 | 0.0022 | 0.0 |
| 0.7778 | 4.2 | 420 | 0.7925 | 0.1972 | 0.2454 | 0.7892 | nan | 0.9090 | 0.9347 | 0.0001 | 0.7361 | 0.2301 | nan | 0.3810 | 0.0 | 0.0 | 0.9340 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8904 | 0.0 | 0.1266 | 0.0 | 0.0 | nan | 0.0 | 0.0012 | 0.0 | 0.0 | 0.9272 | 0.8235 | 0.9520 | 0.0 | 0.0 | 0.0076 | 0.0 | nan | 0.6246 | 0.8376 | 0.0001 | 0.6689 | 0.1986 | nan | 0.3035 | 0.0 | 0.0 | 0.6892 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5862 | 0.0 | 0.1070 | 0.0 | 0.0 | nan | 0.0 | 0.0012 | 0.0 | 0.0 | 0.7986 | 0.6204 | 0.8685 | 0.0 | 0.0 | 0.0075 | 0.0 |
| 0.899 | 4.4 | 440 | 0.7606 | 0.2060 | 0.2531 | 0.7973 | nan | 0.8648 | 0.9434 | 0.1829 | 0.8042 | 0.2714 | nan | 0.3663 | 0.0 | 0.0 | 0.9308 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.8921 | 0.0 | 0.1161 | 0.0003 | 0.0 | nan | 0.0 | 0.0027 | 0.0 | 0.0 | 0.9508 | 0.8108 | 0.9477 | 0.0 | 0.0 | 0.0137 | 0.0 | nan | 0.6480 | 0.8419 | 0.1826 | 0.6841 | 0.2257 | nan | 0.3034 | 0.0 | 0.0 | 0.6903 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6016 | 0.0 | 0.1035 | 0.0003 | 0.0 | nan | 0.0 | 0.0027 | 0.0 | 0.0 | 0.7878 | 0.6293 | 0.8779 | 0.0 | 0.0 | 0.0132 | 0.0 |
| 0.6841 | 4.6 | 460 | 0.7973 | 0.2014 | 0.2483 | 0.7873 | nan | 0.9204 | 0.9272 | 0.1547 | 0.6196 | 0.3628 | nan | 0.2988 | 0.0 | 0.0 | 0.9301 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.9242 | 0.0 | 0.1209 | 0.0002 | 0.0 | nan | 0.0 | 0.0029 | 0.0 | 0.0 | 0.9145 | 0.8211 | 0.9346 | 0.0 | 0.0 | 0.0120 | 0.0 | nan | 0.6063 | 0.8454 | 0.1545 | 0.6009 | 0.2465 | nan | 0.2563 | 0.0 | 0.0 | 0.7049 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0001 | 0.0 | 0.0 | 0.5786 | 0.0 | 0.1054 | 0.0002 | 0.0 | nan | 0.0 | 0.0029 | 0.0 | 0.0 | 0.8180 | 0.6326 | 0.8801 | 0.0 | 0.0 | 0.0117 | 0.0 |
| 1.2605 | 4.8 | 480 | 0.7424 | 0.2123 | 0.2568 | 0.8034 | nan | 0.9291 | 0.9391 | 0.1931 | 0.7621 | 0.3437 | nan | 0.3891 | 0.0 | 0.0 | 0.8815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9208 | 0.0 | 0.1542 | 0.0001 | 0.0 | nan | 0.0 | 0.0048 | 0.0 | 0.0 | 0.9384 | 0.7947 | 0.9571 | 0.0 | 0.0 | 0.0105 | 0.0 | nan | 0.6587 | 0.8549 | 0.1928 | 0.6922 | 0.2696 | nan | 0.3224 | 0.0 | 0.0 | 0.7415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5842 | 0.0 | 0.1243 | 0.0001 | 0.0 | nan | 0.0 | 0.0048 | 0.0 | 0.0 | 0.8124 | 0.6504 | 0.8750 | 0.0 | 0.0 | 0.0101 | 0.0 |
| 0.994 | 5.0 | 500 | 0.7333 | 0.2170 | 0.2643 | 0.8052 | nan | 0.8760 | 0.9535 | 0.3456 | 0.7921 | 0.2858 | nan | 0.4148 | 0.0 | 0.0 | 0.9352 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.9037 | 0.0 | 0.2191 | 0.0003 | 0.0 | nan | 0.0 | 0.0100 | 0.0 | 0.0 | 0.9152 | 0.8444 | 0.9473 | 0.0 | 0.0 | 0.0153 | 0.0 | nan | 0.6761 | 0.8452 | 0.3432 | 0.6936 | 0.2347 | nan | 0.3366 | 0.0 | 0.0 | 0.7100 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0002 | 0.0 | 0.0 | 0.6097 | 0.0 | 0.1733 | 0.0003 | 0.0 | nan | 0.0 | 0.0099 | 0.0 | 0.0 | 0.8032 | 0.6107 | 0.8816 | 0.0 | 0.0 | 0.0147 | 0.0 |
| 0.7321 | 5.2 | 520 | 0.7160 | 0.2263 | 0.2736 | 0.8111 | nan | 0.9443 | 0.9291 | 0.6147 | 0.7516 | 0.3484 | nan | 0.3060 | 0.0 | 0.0 | 0.9343 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.8990 | 0.0 | 0.2796 | 0.0000 | 0.0 | nan | 0.0 | 0.0136 | 0.0 | 0.0 | 0.9349 | 0.8179 | 0.9613 | 0.0 | 0.0 | 0.0189 | 0.0 | nan | 0.6707 | 0.8587 | 0.5867 | 0.6890 | 0.2695 | nan | 0.2547 | 0.0 | 0.0 | 0.6997 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0005 | 0.0 | 0.0 | 0.6224 | 0.0 | 0.2093 | 0.0000 | 0.0 | nan | 0.0 | 0.0134 | 0.0 | 0.0 | 0.8189 | 0.6546 | 0.8752 | 0.0 | 0.0 | 0.0179 | 0.0 |
| 0.9296 | 5.4 | 540 | 0.7147 | 0.2204 | 0.2647 | 0.8066 | nan | 0.9196 | 0.9432 | 0.4123 | 0.7239 | 0.3169 | nan | 0.3739 | 0.0 | 0.0 | 0.9316 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.8809 | 0.0 | 0.2266 | 0.0001 | 0.0 | nan | 0.0 | 0.0165 | 0.0 | 0.0 | 0.9516 | 0.7844 | 0.9520 | 0.0 | 0.0 | 0.0347 | 0.0 | nan | 0.6619 | 0.8529 | 0.4076 | 0.6882 | 0.2496 | nan | 0.3105 | 0.0 | 0.0 | 0.7040 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0012 | 0.0 | 0.0 | 0.6195 | 0.0 | 0.1740 | 0.0001 | 0.0 | nan | 0.0 | 0.0163 | 0.0 | 0.0 | 0.7996 | 0.6519 | 0.8824 | 0.0 | 0.0 | 0.0318 | 0.0 |
| 0.9382 | 5.6 | 560 | 0.7137 | 0.2204 | 0.2637 | 0.8095 | nan | 0.9066 | 0.9550 | 0.3288 | 0.7654 | 0.2762 | nan | 0.3545 | 0.0000 | 0.0 | 0.9185 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.8888 | 0.0 | 0.3129 | 0.0006 | 0.0 | nan | 0.0 | 0.0216 | 0.0 | 0.0 | 0.9551 | 0.7446 | 0.9564 | 0.0 | 0.0 | 0.0509 | 0.0 | nan | 0.6831 | 0.8469 | 0.3263 | 0.6973 | 0.2386 | nan | 0.3021 | 0.0000 | 0.0 | 0.7270 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0013 | 0.0 | 0.0 | 0.6265 | 0.0 | 0.2280 | 0.0006 | 0.0 | nan | 0.0 | 0.0212 | 0.0 | 0.0 | 0.7953 | 0.6342 | 0.8766 | 0.0 | 0.0 | 0.0471 | 0.0 |
| 0.6986 | 5.8 | 580 | 0.6882 | 0.2345 | 0.2822 | 0.8170 | nan | 0.8645 | 0.9527 | 0.7182 | 0.7709 | 0.3762 | nan | 0.4519 | 0.0 | 0.0 | 0.9442 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.8869 | 0.0 | 0.3314 | 0.0015 | 0.0 | nan | 0.0 | 0.0172 | 0.0 | 0.0 | 0.9455 | 0.7779 | 0.9483 | 0.0 | 0.0 | 0.0392 | 0.0 | nan | 0.7165 | 0.8569 | 0.6653 | 0.6990 | 0.2755 | nan | 0.3416 | 0.0 | 0.0 | 0.6888 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0023 | 0.0 | 0.0 | 0.6298 | 0.0 | 0.2303 | 0.0015 | 0.0 | nan | 0.0 | 0.0171 | 0.0 | 0.0 | 0.8159 | 0.6428 | 0.8860 | 0.0 | 0.0 | 0.0351 | 0.0 |
| 0.8972 | 6.0 | 600 | 0.6787 | 0.2443 | 0.2940 | 0.8236 | nan | 0.8802 | 0.9427 | 0.8767 | 0.8092 | 0.3877 | nan | 0.4968 | 0.0150 | 0.0 | 0.9157 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.8847 | 0.0 | 0.3532 | 0.0032 | 0.0 | nan | 0.0 | 0.0320 | 0.0 | 0.0 | 0.9481 | 0.8204 | 0.9580 | 0.0 | 0.0 | 0.0800 | 0.0 | nan | 0.7281 | 0.8594 | 0.7577 | 0.7131 | 0.2961 | nan | 0.3790 | 0.0150 | 0.0 | 0.7459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0035 | 0.0 | 0.0 | 0.6331 | 0.0 | 0.2472 | 0.0032 | 0.0 | nan | 0.0 | 0.0312 | 0.0 | 0.0 | 0.8075 | 0.6465 | 0.8810 | 0.0 | 0.0 | 0.0708 | 0.0 |
| 0.75 | 6.2 | 620 | 0.6978 | 0.2311 | 0.2768 | 0.8138 | nan | 0.9277 | 0.9356 | 0.4812 | 0.7453 | 0.3771 | nan | 0.3586 | 0.0109 | 0.0 | 0.9178 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.9106 | 0.0 | 0.3588 | 0.0139 | 0.0 | nan | 0.0 | 0.0577 | 0.0 | 0.0 | 0.9386 | 0.8142 | 0.9568 | 0.0 | 0.0 | 0.0455 | 0.0 | nan | 0.6669 | 0.8588 | 0.4726 | 0.7026 | 0.2905 | nan | 0.3022 | 0.0108 | 0.0 | 0.7412 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0070 | 0.0 | 0.0 | 0.6253 | 0.0 | 0.2459 | 0.0138 | 0.0 | nan | 0.0 | 0.0554 | 0.0 | 0.0 | 0.8239 | 0.6538 | 0.8827 | 0.0 | 0.0 | 0.0416 | 0.0 |
| 0.7238 | 6.4 | 640 | 0.6921 | 0.2331 | 0.2800 | 0.8147 | nan | 0.9216 | 0.9352 | 0.4890 | 0.7484 | 0.4188 | nan | 0.4427 | 0.0266 | 0.0 | 0.9355 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0106 | 0.0 | 0.0 | 0.8999 | 0.0 | 0.3275 | 0.0267 | 0.0 | nan | 0.0 | 0.0543 | 0.0 | 0.0 | 0.9387 | 0.7734 | 0.9589 | 0.0 | 0.0 | 0.0513 | 0.0 | nan | 0.6714 | 0.8640 | 0.4757 | 0.6803 | 0.3131 | nan | 0.3628 | 0.0265 | 0.0 | 0.7130 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0106 | 0.0 | 0.0 | 0.6219 | 0.0 | 0.2316 | 0.0263 | 0.0 | nan | 0.0 | 0.0523 | 0.0 | 0.0 | 0.8257 | 0.6586 | 0.8795 | 0.0 | 0.0 | 0.0466 | 0.0 |
| 0.5833 | 6.6 | 660 | 0.6680 | 0.2434 | 0.2907 | 0.8209 | nan | 0.9182 | 0.9398 | 0.7576 | 0.7565 | 0.3848 | nan | 0.3953 | 0.0343 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0134 | 0.0 | 0.0 | 0.8750 | 0.0 | 0.4709 | 0.0278 | 0.0 | nan | 0.0 | 0.0491 | 0.0 | 0.0 | 0.9433 | 0.8060 | 0.9492 | 0.0 | 0.0 | 0.0546 | 0.0 | nan | 0.6967 | 0.8553 | 0.6921 | 0.7087 | 0.3081 | nan | 0.3278 | 0.0342 | 0.0 | 0.7304 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0134 | 0.0 | 0.0 | 0.6424 | 0.0 | 0.2905 | 0.0273 | 0.0 | nan | 0.0 | 0.0473 | 0.0 | 0.0 | 0.8193 | 0.6601 | 0.8867 | 0.0 | 0.0 | 0.0487 | 0.0 |
| 0.5218 | 6.8 | 680 | 0.6726 | 0.2413 | 0.2860 | 0.8175 | nan | 0.8930 | 0.9496 | 0.6173 | 0.7536 | 0.3542 | nan | 0.4279 | 0.1277 | 0.0 | 0.9206 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0246 | 0.0 | 0.0 | 0.9026 | 0.0 | 0.3169 | 0.0265 | 0.0 | nan | 0.0 | 0.0621 | 0.0 | 0.0 | 0.9440 | 0.8055 | 0.9424 | 0.0 | 0.0 | 0.0839 | 0.0 | nan | 0.6802 | 0.8508 | 0.5782 | 0.6998 | 0.2820 | nan | 0.3461 | 0.1228 | 0.0 | 0.7390 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0246 | 0.0 | 0.0 | 0.6346 | 0.0 | 0.2385 | 0.0264 | 0.0 | nan | 0.0 | 0.0593 | 0.0 | 0.0 | 0.8214 | 0.6545 | 0.8884 | 0.0 | 0.0 | 0.0741 | 0.0 |
| 0.5955 | 7.0 | 700 | 0.6468 | 0.2564 | 0.3087 | 0.8262 | nan | 0.8771 | 0.9432 | 0.8264 | 0.8013 | 0.4458 | nan | 0.4818 | 0.1418 | 0.0 | 0.9521 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0656 | 0.0 | 0.0 | 0.8580 | 0.0 | 0.4580 | 0.0650 | 0.0 | nan | 0.0 | 0.0640 | 0.0 | 0.0 | 0.9304 | 0.8343 | 0.9563 | 0.0 | 0.0 | 0.1774 | 0.0 | nan | 0.7212 | 0.8625 | 0.7193 | 0.7127 | 0.3183 | nan | 0.3855 | 0.1368 | 0.0 | 0.7055 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0648 | 0.0 | 0.0 | 0.6549 | 0.0 | 0.3069 | 0.0633 | 0.0 | nan | 0.0 | 0.0613 | 0.0 | 0.0 | 0.8251 | 0.6505 | 0.8825 | 0.0 | 0.0 | 0.1340 | 0.0 |
| 0.5739 | 7.2 | 720 | 0.6434 | 0.2587 | 0.3113 | 0.8291 | nan | 0.8944 | 0.9434 | 0.9029 | 0.7922 | 0.3975 | nan | 0.4644 | 0.1910 | 0.0 | 0.9402 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0626 | 0.0 | 0.0 | 0.8690 | 0.0 | 0.4932 | 0.0647 | 0.0 | nan | 0.0 | 0.0688 | 0.0 | 0.0 | 0.9346 | 0.8511 | 0.9603 | 0.0 | 0.0 | 0.1304 | 0.0 | nan | 0.7325 | 0.8656 | 0.7542 | 0.7109 | 0.3125 | nan | 0.3797 | 0.1839 | 0.0 | 0.7246 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0619 | 0.0 | 0.0 | 0.6469 | 0.0 | 0.3013 | 0.0613 | 0.0 | nan | 0.0 | 0.0656 | 0.0 | 0.0 | 0.8326 | 0.6516 | 0.8848 | 0.0 | 0.0 | 0.1093 | 0.0 |
| 0.6027 | 7.4 | 740 | 0.6557 | 0.2556 | 0.2999 | 0.8262 | nan | 0.8995 | 0.9631 | 0.7892 | 0.7427 | 0.3508 | nan | 0.3713 | 0.2315 | 0.0 | 0.9317 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0584 | 0.0 | 0.0 | 0.8991 | 0.0 | 0.3681 | 0.0825 | 0.0 | nan | 0.0 | 0.0979 | 0.0 | 0.0 | 0.9371 | 0.7934 | 0.9561 | 0.0 | 0.0 | 0.1230 | 0.0 | nan | 0.7203 | 0.8467 | 0.7120 | 0.7129 | 0.2943 | nan | 0.3196 | 0.2146 | 0.0 | 0.7289 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0578 | 0.0 | 0.0 | 0.6533 | 0.0 | 0.2772 | 0.0802 | 0.0 | nan | 0.0 | 0.0905 | 0.0 | 0.0 | 0.8306 | 0.6513 | 0.8871 | 0.0 | 0.0 | 0.1006 | 0.0 |
| 0.8635 | 7.6 | 760 | 0.6398 | 0.2613 | 0.3157 | 0.8290 | nan | 0.9072 | 0.9301 | 0.9185 | 0.8533 | 0.3920 | nan | 0.4355 | 0.3284 | 0.0 | 0.9269 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0599 | 0.0 | 0.0 | 0.8617 | 0.0 | 0.4597 | 0.0480 | 0.0 | nan | 0.0 | 0.0968 | 0.0 | 0.0 | 0.9496 | 0.8371 | 0.9551 | 0.0 | 0.0 | 0.1431 | 0.0 | nan | 0.7332 | 0.8639 | 0.7654 | 0.6976 | 0.3201 | nan | 0.3539 | 0.2469 | 0.0 | 0.7554 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0592 | 0.0 | 0.0 | 0.6527 | 0.0 | 0.2922 | 0.0473 | 0.0 | nan | 0.0 | 0.0884 | 0.0 | 0.0 | 0.8129 | 0.6549 | 0.8908 | 0.0 | 0.0 | 0.1266 | 0.0 |
| 0.6496 | 7.8 | 780 | 0.6365 | 0.2629 | 0.3127 | 0.8290 | nan | 0.8686 | 0.9465 | 0.7677 | 0.8536 | 0.4537 | nan | 0.4583 | 0.3666 | 0.0 | 0.9369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1020 | 0.0 | 0.0 | 0.8909 | 0.0 | 0.3822 | 0.0318 | 0.0 | nan | 0.0 | 0.1149 | 0.0 | 0.0 | 0.9481 | 0.7742 | 0.9603 | 0.0 | 0.0 | 0.1502 | 0.0 | nan | 0.7294 | 0.8625 | 0.7022 | 0.7239 | 0.3302 | nan | 0.3684 | 0.3024 | 0.0 | 0.7376 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0990 | 0.0 | 0.0 | 0.6554 | 0.0 | 0.2685 | 0.0316 | 0.0 | nan | 0.0 | 0.1029 | 0.0 | 0.0 | 0.8192 | 0.6604 | 0.8895 | 0.0 | 0.0 | 0.1284 | 0.0 |
| 0.6041 | 8.0 | 800 | 0.6289 | 0.2690 | 0.3187 | 0.8306 | nan | 0.8860 | 0.9554 | 0.7871 | 0.7839 | 0.4422 | nan | 0.5050 | 0.3687 | 0.0 | 0.9286 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1653 | 0.0 | 0.0 | 0.9036 | 0.0 | 0.4388 | 0.1136 | 0.0 | nan | 0.0 | 0.1061 | 0.0 | 0.0 | 0.9162 | 0.8208 | 0.9398 | 0.0 | 0.0 | 0.1389 | 0.0 | nan | 0.7384 | 0.8597 | 0.7174 | 0.7281 | 0.3427 | nan | 0.3879 | 0.3043 | 0.0 | 0.7494 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1608 | 0.0 | 0.0 | 0.6435 | 0.0 | 0.2856 | 0.1065 | 0.0 | nan | 0.0 | 0.0981 | 0.0 | 0.0 | 0.8360 | 0.6405 | 0.8932 | 0.0 | 0.0 | 0.1161 | 0.0 |
| 0.6099 | 8.2 | 820 | 0.6338 | 0.2653 | 0.3147 | 0.8302 | nan | 0.9012 | 0.9499 | 0.8518 | 0.7988 | 0.4303 | nan | 0.4579 | 0.3921 | 0.0 | 0.9365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1505 | 0.0 | 0.0 | 0.9113 | 0.0 | 0.3259 | 0.0905 | 0.0 | nan | 0.0 | 0.1020 | 0.0 | 0.0 | 0.9264 | 0.8126 | 0.9546 | 0.0 | 0.0 | 0.0767 | 0.0 | nan | 0.7325 | 0.8630 | 0.7540 | 0.7230 | 0.3324 | nan | 0.3795 | 0.3205 | 0.0 | 0.7310 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1447 | 0.0 | 0.0 | 0.6351 | 0.0 | 0.2476 | 0.0880 | 0.0 | nan | 0.0 | 0.0946 | 0.0 | 0.0 | 0.8309 | 0.6540 | 0.8918 | 0.0 | 0.0 | 0.0685 | 0.0 |
| 0.6858 | 8.4 | 840 | 0.6176 | 0.2727 | 0.3272 | 0.8315 | nan | 0.8970 | 0.9361 | 0.6210 | 0.8360 | 0.5020 | nan | 0.4828 | 0.5011 | 0.0 | 0.9481 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2708 | 0.0 | 0.0 | 0.8869 | 0.0 | 0.4442 | 0.1712 | 0.0 | nan | 0.0 | 0.1149 | 0.0 | 0.0 | 0.9375 | 0.8185 | 0.9484 | 0.0 | 0.0 | 0.1527 | 0.0 | nan | 0.7263 | 0.8637 | 0.5873 | 0.7529 | 0.3376 | nan | 0.3895 | 0.3386 | 0.0 | 0.7353 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2448 | 0.0 | 0.0 | 0.6696 | 0.0 | 0.3168 | 0.1550 | 0.0 | nan | 0.0 | 0.1039 | 0.0 | 0.0 | 0.8367 | 0.6538 | 0.8927 | 0.0 | 0.0 | 0.1232 | 0.0 |
| 0.6531 | 8.6 | 860 | 0.6370 | 0.2644 | 0.3128 | 0.8258 | nan | 0.9324 | 0.9343 | 0.5194 | 0.7938 | 0.3908 | nan | 0.4002 | 0.4282 | 0.0 | 0.9271 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2175 | 0.0 | 0.0 | 0.9178 | 0.0 | 0.3614 | 0.2248 | 0.0 | nan | 0.0 | 0.1156 | 0.0 | 0.0 | 0.9408 | 0.8006 | 0.9496 | 0.0 | 0.0 | 0.1566 | 0.0 | nan | 0.6934 | 0.8602 | 0.5038 | 0.7359 | 0.3133 | nan | 0.3111 | 0.3246 | 0.0 | 0.7598 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2058 | 0.0 | 0.0 | 0.6486 | 0.0 | 0.2861 | 0.2026 | 0.0 | nan | 0.0 | 0.1050 | 0.0 | 0.0 | 0.8320 | 0.6571 | 0.8937 | 0.0 | 0.0 | 0.1294 | 0.0 |
| 0.5632 | 8.8 | 880 | 0.6063 | 0.2706 | 0.3212 | 0.8333 | nan | 0.8873 | 0.9528 | 0.6705 | 0.8456 | 0.3799 | nan | 0.4931 | 0.4676 | 0.0 | 0.9319 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1946 | 0.0 | 0.0 | 0.9060 | 0.0 | 0.4150 | 0.1442 | 0.0 | nan | 0.0 | 0.1152 | 0.0 | 0.0 | 0.9369 | 0.8201 | 0.9555 | 0.0 | 0.0 | 0.1624 | 0.0 | nan | 0.7309 | 0.8593 | 0.6114 | 0.7686 | 0.3150 | nan | 0.3780 | 0.3287 | 0.0 | 0.7604 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1880 | 0.0 | 0.0 | 0.6545 | 0.0 | 0.3036 | 0.1366 | 0.0 | nan | 0.0 | 0.1053 | 0.0 | 0.0 | 0.8320 | 0.6560 | 0.8926 | 0.0 | 0.0 | 0.1392 | 0.0 |
| 0.4938 | 9.0 | 900 | 0.5913 | 0.2811 | 0.3380 | 0.8400 | nan | 0.9149 | 0.9453 | 0.8592 | 0.8568 | 0.4296 | nan | 0.5092 | 0.5560 | 0.0 | 0.9324 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1780 | 0.0 | 0.0 | 0.8727 | 0.0 | 0.5077 | 0.1659 | 0.0 | nan | 0.0 | 0.1450 | 0.0 | 0.0 | 0.9255 | 0.8496 | 0.9553 | 0.0 | 0.0 | 0.2134 | 0.0 | nan | 0.7534 | 0.8710 | 0.7813 | 0.7691 | 0.3445 | nan | 0.4054 | 0.3232 | 0.0 | 0.7709 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1689 | 0.0 | 0.0 | 0.6761 | 0.0 | 0.3299 | 0.1513 | 0.0 | nan | 0.0 | 0.1275 | 0.0 | 0.0 | 0.8278 | 0.6306 | 0.8937 | 0.0 | 0.0 | 0.1716 | 0.0 |
| 0.6084 | 9.2 | 920 | 0.6219 | 0.2720 | 0.3252 | 0.8306 | nan | 0.9198 | 0.9455 | 0.5757 | 0.8045 | 0.4044 | nan | 0.4738 | 0.4906 | 0.0 | 0.9459 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2000 | 0.0 | 0.0 | 0.8611 | 0.0 | 0.5321 | 0.1744 | 0.0 | nan | 0.0 | 0.1593 | 0.0 | 0.0 | 0.9196 | 0.8566 | 0.9539 | 0.0 | 0.0 | 0.1906 | 0.0 | nan | 0.7067 | 0.8681 | 0.5550 | 0.7480 | 0.3208 | nan | 0.3844 | 0.3881 | 0.0 | 0.7384 | 0.0 | 0.0 | 0.0 | 0.0 | 0.1840 | 0.0 | 0.0 | 0.6832 | 0.0 | 0.3374 | 0.1623 | 0.0 | nan | 0.0 | 0.1378 | 0.0 | 0.0 | 0.8286 | 0.6204 | 0.8947 | 0.0 | 0.0 | 0.1474 | 0.0 |
| 0.5805 | 9.4 | 940 | 0.6033 | 0.2867 | 0.3480 | 0.8397 | nan | 0.8840 | 0.9532 | 0.8587 | 0.8534 | 0.4369 | nan | 0.5326 | 0.5907 | 0.0 | 0.9450 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2965 | 0.0 | 0.0 | 0.8207 | 0.0 | 0.5159 | 0.3006 | 0.0 | nan | 0.0 | 0.2309 | 0.0 | 0.0 | 0.9335 | 0.8432 | 0.9674 | 0.0 | 0.0 | 0.1719 | 0.0 | nan | 0.7478 | 0.8640 | 0.7454 | 0.7692 | 0.3472 | nan | 0.4128 | 0.3069 | 0.0 | 0.7446 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2557 | 0.0 | 0.0 | 0.6807 | 0.0 | 0.3544 | 0.2698 | 0.0 | nan | 0.0 | 0.1808 | 0.0 | 0.0 | 0.8311 | 0.6403 | 0.8859 | 0.0 | 0.0 | 0.1388 | 0.0 |
| 0.4958 | 9.6 | 960 | 0.5846 | 0.2840 | 0.3419 | 0.8392 | nan | 0.8722 | 0.9386 | 0.7446 | 0.9280 | 0.4916 | nan | 0.5107 | 0.5636 | 0.0 | 0.9397 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2787 | 0.0 | 0.0 | 0.8970 | 0.0 | 0.4487 | 0.2418 | 0.0 | nan | 0.0 | 0.1890 | 0.0 | 0.0 | 0.9323 | 0.8306 | 0.9605 | 0.0 | 0.0 | 0.1744 | 0.0 | nan | 0.7488 | 0.8719 | 0.6737 | 0.7609 | 0.3558 | nan | 0.4104 | 0.3626 | 0.0 | 0.7518 | 0.0 | 0.0 | 0.0 | 0.0 | 0.25 | 0.0 | 0.0 | 0.6659 | 0.0 | 0.3196 | 0.2210 | 0.0 | nan | 0.0 | 0.1581 | 0.0 | 0.0 | 0.8361 | 0.6639 | 0.8925 | 0.0 | 0.0 | 0.1459 | 0.0 |
| 0.416 | 9.8 | 980 | 0.5922 | 0.2879 | 0.3410 | 0.8405 | nan | 0.9014 | 0.9449 | 0.7773 | 0.8275 | 0.5238 | nan | 0.4849 | 0.5017 | 0.0 | 0.9515 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2970 | 0.0 | 0.0 | 0.8585 | 0.0 | 0.4794 | 0.2724 | 0.0 | nan | 0.0 | 0.1701 | 0.0 | 0.0 | 0.9464 | 0.8089 | 0.9515 | 0.0 | 0.0 | 0.2160 | 0.0 | nan | 0.7563 | 0.8703 | 0.6971 | 0.7671 | 0.3722 | nan | 0.3951 | 0.4059 | 0.0 | 0.7363 | 0.0 | 0.0 | 0.0 | 0.0 | 0.2624 | 0.0 | 0.0 | 0.6771 | 0.0 | 0.3319 | 0.2444 | 0.0 | nan | 0.0 | 0.1450 | 0.0 | 0.0 | 0.8332 | 0.6615 | 0.8961 | 0.0 | 0.0 | 0.1610 | 0.0 |
| 0.6568 | 10.0 | 1000 | 0.6196 | 0.2829 | 0.3402 | 0.8339 | nan | 0.9294 | 0.9465 | 0.5724 | 0.7751 | 0.3923 | nan | 0.4631 | 0.5738 | 0.0 | 0.9311 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3993 | 0.0 | 0.0 | 0.8545 | 0.0 | 0.5548 | 0.3041 | 0.0 | nan | 0.0 | 0.1759 | 0.0 | 0.0 | 0.9261 | 0.8513 | 0.9579 | 0.0 | 0.0 | 0.2784 | 0.0 | nan | 0.6917 | 0.8729 | 0.5430 | 0.7282 | 0.3262 | nan | 0.3755 | 0.3570 | 0.0 | 0.7781 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3427 | 0.0 | 0.0 | 0.6869 | 0.0 | 0.3621 | 0.2653 | 0.0 | nan | 0.0 | 0.1499 | 0.0 | 0.0 | 0.8342 | 0.6394 | 0.8956 | 0.0 | 0.0 | 0.2050 | 0.0 |
| 0.9212 | 10.2 | 1020 | 0.5826 | 0.2895 | 0.3511 | 0.8386 | nan | 0.8980 | 0.9412 | 0.7761 | 0.8219 | 0.5323 | nan | 0.5409 | 0.5867 | 0.0 | 0.9415 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3908 | 0.0 | 0.0 | 0.8639 | 0.0 | 0.5240 | 0.2341 | 0.0 | nan | 0.0 | 0.1964 | 0.0 | 0.0 | 0.9138 | 0.8470 | 0.9613 | 0.0 | 0.0 | 0.2644 | 0.0 | nan | 0.7342 | 0.8731 | 0.7084 | 0.7225 | 0.3868 | nan | 0.4194 | 0.3600 | 0.0 | 0.7585 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3250 | 0.0 | 0.0 | 0.6847 | 0.0 | 0.3390 | 0.2138 | 0.0 | nan | 0.0 | 0.1674 | 0.0 | 0.0 | 0.8369 | 0.6443 | 0.8959 | 0.0 | 0.0 | 0.1930 | 0.0 |
| 0.7189 | 10.4 | 1040 | 0.5878 | 0.2942 | 0.3532 | 0.8435 | nan | 0.8554 | 0.9567 | 0.8247 | 0.9302 | 0.4438 | nan | 0.5043 | 0.5802 | 0.0 | 0.9436 | 0.0 | 0.0 | 0.0 | 0.0 | 0.4169 | 0.0 | 0.0 | 0.8659 | 0.0 | 0.4856 | 0.3351 | 0.0 | nan | 0.0 | 0.2105 | 0.0 | 0.0 | 0.9270 | 0.8323 | 0.9661 | 0.0 | 0.0 | 0.2226 | 0.0 | nan | 0.7523 | 0.8647 | 0.7360 | 0.7761 | 0.3501 | nan | 0.3984 | 0.3679 | 0.0 | 0.7655 | 0.0 | 0.0 | 0.0 | 0.0 | 0.3453 | 0.0 | 0.0 | 0.6895 | 0.0 | 0.3496 | 0.2909 | 0.0 | nan | 0.0 | 0.1737 | 0.0 | 0.0 | 0.8411 | 0.6511 | 0.8906 | 0.0 | 0.0 | 0.1714 | 0.0 |
The model card is truncated. Read the rest on Hugging Face.