transformers pytorch tensorboard segformer vision image-segmentation generated_from_trainer license:other endpoints_compatible region:us
---
license: other
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: parking-terrain
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# parking-terrain

This model is a fine-tuned version of [nvidia/mit-b5](https://huggingface.co/nvidia/mit-b5) on the sam1120/parking-terrain dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0226
- Mean Iou: 0.9423
- Mean Accuracy: 0.9658
- Overall Accuracy: 0.9939
- Accuracy Unlabeled: nan
- Accuracy Sidewalk: 0.9057
- Accuracy Road: 0.9946
- Accuracy Else: 0.9971
- Iou Unlabeled: nan
- Iou Sidewalk: 0.8453
- Iou Road: 0.9880
- Iou Else: 0.9938

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 600

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Sidewalk | Accuracy Road | Accuracy Else | Iou Unlabeled | Iou Sidewalk | Iou Road | Iou Else |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------------:|:-------------:|:-------------:|:-------------:|:------------:|:--------:|:--------:|
| 1.0322        | 5.0   | 20   | 1.1061          | 0.4272   | 0.7323        | 0.7757           | nan                | 0.5362            | 0.9371        | 0.7236        | 0.0           | 0.4020       | 0.6015   | 0.7052   |
| 0.3821        | 10.0  | 40   | 0.3327          | 0.8052   | 0.8879        | 0.9543           | nan                | 0.7204            | 0.9958        | 0.9475        | nan           | 0.5966       | 0.8762   | 0.9429   |
| 0.1146        | 15.0  | 60   | 0.0906          | 0.8490   | 0.8945        | 0.9790           | nan                | 0.7050            | 0.9951        | 0.9833        | nan           | 0.6242       | 0.9436   | 0.9793   |
| 0.0668        | 20.0  | 80   | 0.0558          | 0.8717   | 0.8905        | 0.9852           | nan                | 0.6823            | 0.9966        | 0.9925        | nan           | 0.6637       | 0.9670   | 0.9844   |
| 0.0491        | 25.0  | 100  | 0.0474          | 0.8892   | 0.9372        | 0.9863           | nan                | 0.8296            | 0.9916        | 0.9903        | nan           | 0.7112       | 0.9708   | 0.9855   |
| 0.04          | 30.0  | 120  | 0.0366          | 0.9238   | 0.9542        | 0.9899           | nan                | 0.8776            | 0.9914        | 0.9937        | nan           | 0.8068       | 0.9755   | 0.9890   |
| 0.0339        | 35.0  | 140  | 0.0332          | 0.9263   | 0.9656        | 0.9906           | nan                | 0.9130            | 0.9901        | 0.9937        | nan           | 0.8096       | 0.9801   | 0.9891   |
| 0.0341        | 40.0  | 160  | 0.0310          | 0.9266   | 0.9653        | 0.9905           | nan                | 0.9130            | 0.9889        | 0.9941        | nan           | 0.8118       | 0.9782   | 0.9897   |
| 0.0295        | 45.0  | 180  | 0.0253          | 0.9407   | 0.9675        | 0.9923           | nan                | 0.9168            | 0.9893        | 0.9963        | nan           | 0.8486       | 0.9822   | 0.9913   |
| 0.058         | 50.0  | 200  | 0.0262          | 0.9312   | 0.9645        | 0.9918           | nan                | 0.9076            | 0.9902        | 0.9956        | nan           | 0.8211       | 0.9809   | 0.9916   |
| 0.0242        | 55.0  | 220  | 0.0248          | 0.9377   | 0.9645        | 0.9925           | nan                | 0.9051            | 0.9923        | 0.9960        | nan           | 0.8376       | 0.9838   | 0.9918   |
| 0.0217        | 60.0  | 240  | 0.0250          | 0.9324   | 0.9662        | 0.9920           | nan                | 0.9128            | 0.9897        | 0.9960        | nan           | 0.8229       | 0.9829   | 0.9915   |
| 0.0223        | 65.0  | 260  | 0.0248          | 0.9339   | 0.9598        | 0.9919           | nan                | 0.8920            | 0.9916        | 0.9959        | nan           | 0.8281       | 0.9826   | 0.9909   |
| 0.0206        | 70.0  | 280  | 0.0215          | 0.9411   | 0.9643        | 0.9929           | nan                | 0.9038            | 0.9926        | 0.9965        | nan           | 0.8466       | 0.9847   | 0.9921   |
| 0.0194        | 75.0  | 300  | 0.0226          | 0.9351   | 0.9669        | 0.9924           | nan                | 0.9126            | 0.9927        | 0.9954        | nan           | 0.8289       | 0.9849   | 0.9915   |
| 0.02          | 80.0  | 320  | 0.0216          | 0.9381   | 0.9626        | 0.9927           | nan                | 0.8993            | 0.9918        | 0.9967        | nan           | 0.8371       | 0.9854   | 0.9917   |
| 0.0181        | 85.0  | 340  | 0.0222          | 0.9333   | 0.9653        | 0.9923           | nan                | 0.9092            | 0.9907        | 0.9961        | nan           | 0.8239       | 0.9846   | 0.9915   |
| 0.018         | 90.0  | 360  | 0.0225          | 0.9340   | 0.9624        | 0.9924           | nan                | 0.8993            | 0.9914        | 0.9964        | nan           | 0.8256       | 0.9848   | 0.9916   |
| 0.0169        | 95.0  | 380  | 0.0207          | 0.9361   | 0.9663        | 0.9928           | nan                | 0.9099            | 0.9931        | 0.9958        | nan           | 0.8306       | 0.9855   | 0.9922   |
| 0.0157        | 100.0 | 400  | 0.0209          | 0.9337   | 0.9658        | 0.9926           | nan                | 0.9092            | 0.9923        | 0.9960        | nan           | 0.8234       | 0.9858   | 0.9921   |
| 0.0147        | 105.0 | 420  | 0.0229          | 0.9303   | 0.9663        | 0.9921           | nan                | 0.9120            | 0.9914        | 0.9954        | nan           | 0.8153       | 0.9836   | 0.9918   |
| 0.014         | 110.0 | 440  | 0.0205          | 0.9370   | 0.9658        | 0.9930           | nan                | 0.9082            | 0.9930        | 0.9962        | nan           | 0.8328       | 0.9857   | 0.9926   |
| 0.013         | 115.0 | 460  | 0.0213          | 0.9375   | 0.9613        | 0.9929           | nan                | 0.8944            | 0.9928        | 0.9968        | nan           | 0.8345       | 0.9857   | 0.9922   |
| 0.0146        | 120.0 | 480  | 0.0201          | 0.9409   | 0.9605        | 0.9935           | nan                | 0.8914            | 0.9922        | 0.9979        | nan           | 0.8432       | 0.9866   | 0.9930   |
| 0.0141        | 125.0 | 500  | 0.0206          | 0.9359   | 0.9669        | 0.9930           | nan                | 0.9110            | 0.9937        | 0.9959        | nan           | 0.8285       | 0.9864   | 0.9926   |
| 0.0146        | 130.0 | 520  | 0.0206          | 0.9378   | 0.9629        | 0.9931           | nan                | 0.8983            | 0.9942        | 0.9963        | nan           | 0.8346       | 0.9863   | 0.9925   |
| 0.0132        | 135.0 | 540  | 0.0206          | 0.9354   | 0.9614        | 0.9931           | nan                | 0.8931            | 0.9947        | 0.9963        | nan           | 0.8268       | 0.9868   | 0.9926   |
| 0.0116        | 140.0 | 560  | 0.0191          | 0.9387   | 0.9655        | 0.9934           | nan                | 0.9062            | 0.9937        | 0.9966        | nan           | 0.8358       | 0.9870   | 0.9931   |
| 0.012         | 145.0 | 580  | 0.0206          | 0.9384   | 0.9618        | 0.9933           | nan                | 0.8954            | 0.9927        | 0.9973        | nan           | 0.8357       | 0.9863   | 0.9930   |
| 0.0131        | 150.0 | 600  | 0.0206          | 0.9352   | 0.9666        | 0.9930           | nan                | 0.9103            | 0.9937        | 0.9959        | nan           | 0.8264       | 0.9866   | 0.9926   |
| 0.0126        | 155.0 | 620  | 0.0205          | 0.9371   | 0.9623        | 0.9931           | nan                | 0.8968            | 0.9936        | 0.9966        | nan           | 0.8327       | 0.9860   | 0.9927   |
| 0.011         | 160.0 | 640  | 0.0197          | 0.9389   | 0.9624        | 0.9935           | nan                | 0.8958            | 0.9945        | 0.9968        | nan           | 0.8367       | 0.9868   | 0.9933   |
| 0.0124        | 165.0 | 660  | 0.0198          | 0.9378   | 0.9629        | 0.9934           | nan                | 0.8982            | 0.9937        | 0.9970        | nan           | 0.8331       | 0.9872   | 0.9931   |
| 0.0119        | 170.0 | 680  | 0.0206          | 0.9362   | 0.9648        | 0.9932           | nan                | 0.9037            | 0.9943        | 0.9962        | nan           | 0.8284       | 0.9872   | 0.9929   |
| 0.0121        | 175.0 | 700  | 0.0210          | 0.9360   | 0.9653        | 0.9931           | nan                | 0.9064            | 0.9930        | 0.9965        | nan           | 0.8285       | 0.9866   | 0.9929   |
| 0.0123        | 180.0 | 720  | 0.0213          | 0.9340   | 0.9657        | 0.9930           | nan                | 0.9069            | 0.9943        | 0.9958        | nan           | 0.8229       | 0.9861   | 0.9929   |
| 0.0098        | 185.0 | 740  | 0.0205          | 0.9386   | 0.9644        | 0.9935           | nan                | 0.9026            | 0.9936        | 0.9969        | nan           | 0.8353       | 0.9872   | 0.9933   |
| 0.0112        | 190.0 | 760  | 0.0204          | 0.9385   | 0.9628        | 0.9935           | nan                | 0.8974            | 0.9943        | 0.9969        | nan           | 0.8350       | 0.9874   | 0.9932   |
| 0.0104        | 195.0 | 780  | 0.0206          | 0.9368   | 0.9642        | 0.9932           | nan                | 0.9021            | 0.9942        | 0.9963        | nan           | 0.8310       | 0.9865   | 0.9930   |
| 0.0112        | 200.0 | 800  | 0.0202          | 0.9397   | 0.9647        | 0.9934           | nan                | 0.9044            | 0.9926        | 0.9971        | nan           | 0.8394       | 0.9867   | 0.9931   |
| 0.0109        | 205.0 | 820  | 0.0201          | 0.9389   | 0.9668        | 0.9935           | nan                | 0.9099            | 0.9937        | 0.9967        | nan           | 0.8361       | 0.9874   | 0.9933   |
| 0.0104        | 210.0 | 840  | 0.0204          | 0.9394   | 0.9648        | 0.9934           | nan                | 0.9041            | 0.9936        | 0.9968        | nan           | 0.8383       | 0.9867   | 0.9932   |
| 0.011         | 215.0 | 860  | 0.0204          | 0.9392   | 0.9640        | 0.9935           | nan                | 0.9006            | 0.9946        | 0.9967        | nan           | 0.8371       | 0.9871   | 0.9934   |
| 0.0103        | 220.0 | 880  | 0.0210          | 0.9388   | 0.9642        | 0.9933           | nan                | 0.9027            | 0.9929        | 0.9970        | nan           | 0.8366       | 0.9867   | 0.9930   |
| 0.0091        | 225.0 | 900  | 0.0220          | 0.9364   | 0.9646        | 0.9931           | nan                | 0.9044            | 0.9927        | 0.9967        | nan           | 0.8300       | 0.9865   | 0.9927   |
| 0.0091        | 230.0 | 920  | 0.0194          | 0.9423   | 0.9656        | 0.9938           | nan                | 0.9058            | 0.9940        | 0.9971        | nan           | 0.8457       | 0.9874   | 0.9937   |
| 0.0089        | 235.0 | 940  | 0.0212          | 0.9378   | 0.9646        | 0.9933           | nan                | 0.9034            | 0.9937        | 0.9966        | nan           | 0.8337       | 0.9868   | 0.9930   |
| 0.008         | 240.0 | 960  | 0.0201          | 0.9406   | 0.9665        | 0.9936           | nan                | 0.9090            | 0.9933        | 0.9970        | nan           | 0.8413       | 0.9869   | 0.9936   |
| 0.0094        | 245.0 | 980  | 0.0211          | 0.9374   | 0.9671        | 0.9932           | nan                | 0.9124            | 0.9923        | 0.9966        | nan           | 0.8325       | 0.9867   | 0.9929   |
| 0.0106        | 250.0 | 1000 | 0.0208          | 0.9387   | 0.9669        | 0.9933           | nan                | 0.9117            | 0.9921        | 0.9969        | nan           | 0.8366       | 0.9864   | 0.9931   |
| 0.0088        | 255.0 | 1020 | 0.0220          | 0.9354   | 0.9653        | 0.9929           | nan                | 0.9062            | 0.9936        | 0.9960        | nan           | 0.8271       | 0.9865   | 0.9925   |
| 0.0091        | 260.0 | 1040 | 0.0205          | 0.9419   | 0.9663        | 0.9937           | nan                | 0.9089            | 0.9929        | 0.9972        | nan           | 0.8453       | 0.9871   | 0.9934   |
| 0.0098        | 265.0 | 1060 | 0.0206          | 0.9403   | 0.9647        | 0.9935           | nan                | 0.9033            | 0.9943        | 0.9967        | nan           | 0.8408       | 0.9870   | 0.9932   |
| 0.0105        | 270.0 | 1080 | 0.0203          | 0.9398   | 0.9662        | 0.9935           | nan                | 0.9083            | 0.9934        | 0.9968        | nan           | 0.8392       | 0.9868   | 0.9933   |
| 0.0088        | 275.0 | 1100 | 0.0209          | 0.9392   | 0.9655        | 0.9935           | nan                | 0.9057            | 0.9941        | 0.9966        | nan           | 0.8373       | 0.9872   | 0.9932   |
| 0.0089        | 280.0 | 1120 | 0.0216          | 0.9407   | 0.9659        | 0.9935           | nan                | 0.9078            | 0.9928        | 0.9971        | nan           | 0.8421       | 0.9867   | 0.9932   |
| 0.0088        | 285.0 | 1140 | 0.0204          | 0.9390   | 0.9682        | 0.9934           | nan                | 0.9150            | 0.9933        | 0.9964        | nan           | 0.8370       | 0.9868   | 0.9931   |
| 0.0088        | 290.0 | 1160 | 0.0215          | 0.9373   | 0.9642        | 0.9934           | nan                | 0.9013            | 0.9951        | 0.9963        | nan           | 0.8311       | 0.9876   | 0.9931   |
| 0.0086        | 295.0 | 1180 | 0.0216          | 0.9414   | 0.9648        | 0.9936           | nan                | 0.9040            | 0.9933        | 0.9972        | nan           | 0.8438       | 0.9869   | 0.9933   |
| 0.0081        | 300.0 | 1200 | 0.0207          | 0.9404   | 0.9669        | 0.9935           | nan                | 0.9106            | 0.9934        | 0.9968        | nan           | 0.8410       | 0.9871   | 0.9933   |
| 0.009         | 305.0 | 1220 | 0.0208          | 0.9407   | 0.9660        | 0.9936           | nan                | 0.9072            | 0.9939        | 0.9968        | nan           | 0.8418       | 0.9872   | 0.9933   |
| 0.0083        | 310.0 | 1240 | 0.0210          | 0.9416   | 0.9658        | 0.9936           | nan                | 0.9069            | 0.9933        | 0.9971        | nan           | 0.8444       | 0.9870   | 0.9934   |
| 0.0094        | 315.0 | 1260 | 0.0206          | 0.9417   | 0.9649        | 0.9938           | nan                | 0.9031            | 0.9946        | 0.9969        | nan           | 0.8441       | 0.9873   | 0.9936   |
| 0.0084        | 320.0 | 1280 | 0.0205          | 0.9428   | 0.9645        | 0.9939           | nan                | 0.9017            | 0.9946        | 0.9972        | nan           | 0.8471       | 0.9875   | 0.9938   |
| 0.0085        | 325.0 | 1300 | 0.0218          | 0.9384   | 0.9666        | 0.9934           | nan                | 0.9093            | 0.9940        | 0.9964        | nan           | 0.8348       | 0.9872   | 0.9931   |
| 0.0089        | 330.0 | 1320 | 0.0207          | 0.9419   | 0.9663        | 0.9937           | nan                | 0.9079            | 0.9943        | 0.9968        | nan           | 0.8444       | 0.9878   | 0.9934   |
| 0.008         | 335.0 | 1340 | 0.0212          | 0.9420   | 0.9653        | 0.9938           | nan                | 0.9045            | 0.9942        | 0.9971        | nan           | 0.8446       | 0.9877   | 0.9936   |
| 0.0076        | 340.0 | 1360 | 0.0211          | 0.9428   | 0.9652        | 0.9939           | nan                | 0.9041            | 0.9945        | 0.9972        | nan           | 0.8470       | 0.9877   | 0.9938   |
| 0.0088        | 345.0 | 1380 | 0.0210          | 0.9428   | 0.9654        | 0.9939           | nan                | 0.9044            | 0.9948        | 0.9971        | nan           | 0.8468       | 0.9880   | 0.9937   |
| 0.0084        | 350.0 | 1400 | 0.0213          | 0.9412   | 0.9660        | 0.9937           | nan                | 0.9068            | 0.9943        | 0.9968        | nan           | 0.8425       | 0.9877   | 0.9934   |
| 0.0077        | 355.0 | 1420 | 0.0215          | 0.9400   | 0.9645        | 0.9937           | nan                | 0.9017            | 0.9952        | 0.9966        | nan           | 0.8389       | 0.9877   | 0.9935   |
| 0.0069        | 360.0 | 1440 | 0.0210          | 0.9414   | 0.9664        | 0.9937           | nan                | 0.9086            | 0.9936        | 0.9971        | nan           | 0.8432       | 0.9874   | 0.9936   |
| 0.0071        | 365.0 | 1460 | 0.0204          | 0.9436   | 0.9663        | 0.9939           | nan                | 0.9083            | 0.9930        | 0.9975        | nan           | 0.8496       | 0.9874   | 0.9937   |
| 0.0079        | 370.0 | 1480 | 0.0208          | 0.9425   | 0.9660        | 0.9939           | nan                | 0.9072            | 0.9935        | 0.9974        | nan           | 0.8462       | 0.9876   | 0.9937   |
| 0.0085        | 375.0 | 1500 | 0.0210          | 0.9421   | 0.9661        | 0.9938           | nan                | 0.9078            | 0.9934        | 0.9973        | nan           | 0.8452       | 0.9875   | 0.9936   |
| 0.0086        | 380.0 | 1520 | 0.0208          | 0.9425   | 0.9662        | 0.9939           | nan                | 0.9078            | 0.9936        | 0.9973        | nan           | 0.8462       | 0.9878   | 0.9936   |
| 0.0076        | 385.0 | 1540 | 0.0218          | 0.9409   | 0.9655        | 0.9936           | nan                | 0.9062            | 0.9933        | 0.9971        | nan           | 0.8420       | 0.9875   | 0.9933   |
| 0.0077        | 390.0 | 1560 | 0.0214          | 0.9419   | 0.9656        | 0.9938           | nan                | 0.9052            | 0.9945        | 0.9969        | nan           | 0.8443       | 0.9879   | 0.9935   |
| 0.0077        | 395.0 | 1580 | 0.0216          | 0.9405   | 0.9663        | 0.9937           | nan                | 0.9075            | 0.9948        | 0.9966        | nan           | 0.8400       | 0.9879   | 0.9935   |
| 0.008         | 400.0 | 1600 | 0.0212          | 0.9424   | 0.9658        | 0.9939           | nan                | 0.9059            | 0.9945        | 0.9970        | nan           | 0.8458       | 0.9879   | 0.9937   |
| 0.0071        | 405.0 | 1620 | 0.0213          | 0.9412   | 0.9664        | 0.9938           | nan                | 0.9078            | 0.9945        | 0.9968        | nan           | 0.8423       | 0.9877   | 0.9936   |
| 0.0082        | 410.0 | 1640 | 0.0218          | 0.9419   | 0.9659        | 0.9938           | nan                | 0.9064            | 0.9944        | 0.9970        | nan           | 0.8444       | 0.9876   | 0.9936   |
| 0.0077        | 415.0 | 1660 | 0.0219          | 0.9406   | 0.9664        | 0.9937           | nan                | 0.9085            | 0.9937        | 0.9970        | nan           | 0.8408       | 0.9875   | 0.9936   |
| 0.0065        | 420.0 | 1680 | 0.0216          | 0.9413   | 0.9656        | 0.9938           | nan                | 0.9052            | 0.9947        | 0.9969        | nan           | 0.8424       | 0.9877   | 0.9937   |
| 0.0075        | 425.0 | 1700 | 0.0216          | 0.9417   | 0.9650        | 0.9939           | nan                | 0.9028            | 0.9952        | 0.9969        | nan           | 0.8434       | 0.9881   | 0.9938   |
| 0.0065        | 430.0 | 1720 | 0.0222          | 0.9404   | 0.9662        | 0.9937           | nan                | 0.9076            | 0.9941        | 0.9969        | nan           | 0.8401       | 0.9877   | 0.9935   |
| 0.008         | 435.0 | 1740 | 0.0226          | 0.9396   | 0.9662        | 0.9936           | nan                | 0.9076            | 0.9945        | 0.9966        | nan           | 0.8374       | 0.9879   | 0.9934   |
| 0.0083        | 440.0 | 1760 | 0.0219          | 0.9421   | 0.9659        | 0.9939           | nan                | 0.9058            | 0.9949        | 0.9969        | nan           | 0.8446       | 0.9879   | 0.9938   |
| 0.0072        | 445.0 | 1780 | 0.0220          | 0.9412   | 0.9666        | 0.9938           | nan                | 0.9088            | 0.9942        | 0.9969        | nan           | 0.8424       | 0.9875   | 0.9937   |
| 0.0074        | 450.0 | 1800 | 0.0224          | 0.9411   | 0.9647        | 0.9939           | nan                | 0.9021            | 0.9952        | 0.9969        | nan           | 0.8418       | 0.9878   | 0.9938   |
| 0.0069        | 455.0 | 1820 | 0.0219          | 0.9431   | 0.9662        | 0.9940           | nan                | 0.9072            | 0.9944        | 0.9971        | nan           | 0.8477       | 0.9877   | 0.9939   |
| 0.0072        | 460.0 | 1840 | 0.0221          | 0.9419   | 0.9665        | 0.9938           | nan                | 0.9086            | 0.9939        | 0.9970        | nan           | 0.8443       | 0.9877   | 0.9936   |
| 0.0078        | 465.0 | 1860 | 0.0222          | 0.9429   | 0.9646        | 0.9940           | nan                | 0.9019            | 0.9945        | 0.9973        | nan           | 0.8472       | 0.9877   | 0.9939   |
| 0.0072        | 470.0 | 1880 | 0.0230          | 0.9411   | 0.9655        | 0.9938           | nan                | 0.9050            | 0.9946        | 0.9969        | nan           | 0.8421       | 0.9876   | 0.9937   |
| 0.0076        | 475.0 | 1900 | 0.0223          | 0.9413   | 0.9657        | 0.9938           | nan                | 0.9055            | 0.9946        | 0.9968        | nan           | 0.8426       | 0.9877   | 0.9936   |
| 0.0072        | 480.0 | 1920 | 0.0221          | 0.9413   | 0.9665        | 0.9938           | nan                | 0.9081            | 0.9947        | 0.9968        | nan           | 0.8425       | 0.9879   | 0.9936   |
| 0.0073        | 485.0 | 1940 | 0.0225          | 0.9420   | 0.9664        | 0.9938           | nan                | 0.9083            | 0.9936        | 0.9972        | nan           | 0.8449       | 0.9875   | 0.9936   |
| 0.0079        | 490.0 | 1960 | 0.0226          | 0.9415   | 0.9664        | 0.9937           | nan                | 0.9083            | 0.9939        | 0.9969        | nan           | 0.8437       | 0.9875   | 0.9934   |
| 0.007         | 495.0 | 1980 | 0.0225          | 0.9415   | 0.9657        | 0.9937           | nan                | 0.9059            | 0.9941        | 0.9970        | nan           | 0.8434       | 0.9875   | 0.9935   |
| 0.0072        | 500.0 | 2000 | 0.0224          | 0.9416   | 0.9656        | 0.9938           | nan                | 0.9055            | 0.9945        | 0.9969        | nan           | 0.8435       | 0.9878   | 0.9935   |
| 0.0068        | 505.0 | 2020 | 0.0225          | 0.9413   | 0.9664        | 0.9938           | nan                | 0.9081            | 0.9942        | 0.9969        | nan           | 0.8428       | 0.9876   | 0.9936   |
| 0.0061        | 510.0 | 2040 | 0.0226          | 0.9431   | 0.9658        | 0.9939           | nan                | 0.9065            | 0.9937        | 0.9973        | nan           | 0.8481       | 0.9874   | 0.9937   |
| 0.0066        | 515.0 | 2060 | 0.0225          | 0.9419   | 0.9648        | 0.9939           | nan                | 0.9021            | 0.9952        | 0.9969        | nan           | 0.8441       | 0.9877   | 0.9937   |
| 0.0089        | 520.0 | 2080 | 0.0222          | 0.9433   | 0.9658        | 0.9939           | nan                | 0.9059            | 0.9942        | 0.9972        | nan           | 0.8486       | 0.9876   | 0.9937   |
| 0.0066        | 525.0 | 2100 | 0.0229          | 0.9415   | 0.9662        | 0.9938           | nan                | 0.9075            | 0.9940        | 0.9970        | nan           | 0.8434       | 0.9875   | 0.9936   |
| 0.0075        | 530.0 | 2120 | 0.0233          | 0.9402   | 0.9659        | 0.9937           | nan                | 0.9068            | 0.9940        | 0.9969        | nan           | 0.8396       | 0.9875   | 0.9935   |
| 0.0075        | 535.0 | 2140 | 0.0232          | 0.9407   | 0.9656        | 0.9938           | nan                | 0.9054            | 0.9944        | 0.9969        | nan           | 0.8409       | 0.9877   | 0.9936   |
| 0.007         | 540.0 | 2160 | 0.0229          | 0.9415   | 0.9662        | 0.9938           | nan                | 0.9071            | 0.9946        | 0.9969        | nan           | 0.8429       | 0.9880   | 0.9936   |
| 0.0071        | 545.0 | 2180 | 0.0224          | 0.9424   | 0.9658        | 0.9940           | nan                | 0.9055            | 0.9949        | 0.9970        | nan           | 0.8451       | 0.9883   | 0.9938   |
| 0.0069        | 550.0 | 2200 | 0.0225          | 0.9422   | 0.9663        | 0.9939           | nan                | 0.9076            | 0.9941        | 0.9971        | nan           | 0.8452       | 0.9878   | 0.9937   |
| 0.0067        | 555.0 | 2220 | 0.0223          | 0.9414   | 0.9661        | 0.9938           | nan                | 0.9069            | 0.9946        | 0.9969        | nan           | 0.8427       | 0.9880   | 0.9936   |
| 0.0066        | 560.0 | 2240 | 0.0227          | 0.9420   | 0.9659        | 0.9939           | nan                | 0.9058            | 0.9948        | 0.9969        | nan           | 0.8441       | 0.9880   | 0.9937   |
| 0.0069        | 565.0 | 2260 | 0.0230          | 0.9410   | 0.9660        | 0.9938           | nan                | 0.9066            | 0.9945        | 0.9968        | nan           | 0.8416       | 0.9878   | 0.9936   |
| 0.0065        | 570.0 | 2280 | 0.0227          | 0.9417   | 0.9661        | 0.9939           | nan                | 0.9065            | 0.9949        | 0.9969        | nan           | 0.8433       | 0.9881   | 0.9937   |
| 0.0069        | 575.0 | 2300 | 0.0226          | 0.9424   | 0.9664        | 0.9939           | nan                | 0.9076            | 0.9944        | 0.9970        | nan           | 0.8455       | 0.9879   | 0.9937   |
| 0.0065        | 580.0 | 2320 | 0.0227          | 0.9423   | 0.9661        | 0.9939           | nan                | 0.9069            | 0.9945        | 0.9970        | nan           | 0.8453       | 0.9880   | 0.9937   |
| 0.0069        | 585.0 | 2340 | 0.0226          | 0.9422   | 0.9661        | 0.9939           | nan                | 0.9066            | 0.9947        | 0.9970        | nan           | 0.8449       | 0.9880   | 0.9937   |
| 0.0062        | 590.0 | 2360 | 0.0226          | 0.9422   | 0.9661        | 0.9939           | nan                | 0.9066            | 0.9945        | 0.9970        | nan           | 0.8449       | 0.9879   | 0.9937   |
| 0.0068        | 595.0 | 2380 | 0.0227          | 0.9418   | 0.9660        | 0.9939           | nan                | 0.9066            | 0.9944        | 0.9970        | nan           | 0.8439       | 0.9879   | 0.9937   |
| 0.0073        | 600.0 | 2400 | 0.0226          | 0.9423   | 0.9658        | 0.9939           | nan                | 0.9057            | 0.9946        | 0.9971        | nan           | 0.8453       | 0.9880   | 0.9938   |


### Framework versions

- Transformers 4.30.2
- Pytorch 2.0.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3
