---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-practice-7-11
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# segformer-b0-practice-7-11

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the chugz/SEM dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1941
- Mean Iou: 0.5755
- Mean Accuracy: 0.7536
- Overall Accuracy: 0.9340
- Accuracy Background: nan
- Accuracy Silver: 0.9537
- Accuracy Glass: 0.0749
- Accuracy Silicon: 0.9909
- Accuracy Void: 0.8095
- Accuracy Interfacial void: 0.9391
- Iou Background: 0.0
- Iou Silver: 0.8956
- Iou Glass: 0.0717
- Iou Silicon: 0.9803
- Iou Void: 0.6885
- Iou Interfacial void: 0.8168

## 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: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50

### Training results

| Training Loss | Epoch   | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Background | Accuracy Silver | Accuracy Glass | Accuracy Silicon | Accuracy Void | Accuracy Interfacial void | Iou Background | Iou Silver | Iou Glass | Iou Silicon | Iou Void | Iou Interfacial void |
|:-------------:|:-------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------:|:---------------:|:--------------:|:----------------:|:-------------:|:-------------------------:|:--------------:|:----------:|:---------:|:-----------:|:--------:|:--------------------:|
| 1.2415        | 0.6061  | 20   | 1.3040          | 0.2800   | 0.4306        | 0.7396           | nan                 | 0.9612          | 0.0069         | 0.9153           | 0.0           | 0.2698                    | 0.0            | 0.5882     | 0.0069    | 0.8301      | 0.0      | 0.2549               |
| 0.9185        | 1.2121  | 40   | 0.7957          | 0.3642   | 0.5203        | 0.8249           | nan                 | 0.9524          | 0.0            | 0.9539           | 0.0000        | 0.6951                    | 0.0            | 0.7181     | 0.0       | 0.8980      | 0.0000   | 0.5691               |
| 0.6451        | 1.8182  | 60   | 0.6017          | 0.3679   | 0.5206        | 0.8131           | nan                 | 0.8835          | 0.0            | 0.9456           | 0.0049        | 0.7688                    | 0.0            | 0.6888     | 0.0       | 0.9053      | 0.0049   | 0.6086               |
| 0.5145        | 2.4242  | 80   | 0.5779          | 0.4033   | 0.5635        | 0.8393           | nan                 | 0.9514          | 0.0            | 0.9371           | 0.1596        | 0.7693                    | 0.0            | 0.7321     | 0.0       | 0.9199      | 0.1516   | 0.6165               |
| 0.9509        | 3.0303  | 100  | 0.5006          | 0.4017   | 0.5540        | 0.8420           | nan                 | 0.9510          | 0.0            | 0.9548           | 0.1047        | 0.7592                    | 0.0            | 0.7312     | 0.0       | 0.9273      | 0.1010   | 0.6506               |
| 0.6075        | 3.6364  | 120  | 0.4274          | 0.4688   | 0.6372        | 0.8776           | nan                 | 0.9414          | 0.0            | 0.9613           | 0.4300        | 0.8535                    | 0.0            | 0.7953     | 0.0       | 0.9395      | 0.3709   | 0.7070               |
| 0.4155        | 4.2424  | 140  | 0.3949          | 0.4994   | 0.6781        | 0.8912           | nan                 | 0.9260          | 0.0            | 0.9560           | 0.5908        | 0.9177                    | 0.0            | 0.8258     | 0.0       | 0.9412      | 0.4981   | 0.7313               |
| 0.4072        | 4.8485  | 160  | 0.3538          | 0.5040   | 0.6794        | 0.8961           | nan                 | 0.9463          | 0.0            | 0.9668           | 0.6083        | 0.8758                    | 0.0            | 0.8231     | 0.0       | 0.9540      | 0.4978   | 0.7493               |
| 0.3085        | 5.4545  | 180  | 0.3441          | 0.5033   | 0.6814        | 0.8919           | nan                 | 0.9506          | 0.0            | 0.9536           | 0.6344        | 0.8684                    | 0.0            | 0.8170     | 0.0       | 0.9417      | 0.5214   | 0.7398               |
| 0.2885        | 6.0606  | 200  | 0.3357          | 0.5136   | 0.6967        | 0.8989           | nan                 | 0.9082          | 0.0            | 0.9780           | 0.6987        | 0.8987                    | 0.0            | 0.8389     | 0.0       | 0.9476      | 0.5652   | 0.7302               |
| 0.2754        | 6.6667  | 220  | 0.3052          | 0.5253   | 0.7061        | 0.9094           | nan                 | 0.9355          | 0.0            | 0.9714           | 0.6918        | 0.9319                    | 0.0            | 0.8553     | 0.0       | 0.9577      | 0.5742   | 0.7643               |
| 0.2942        | 7.2727  | 240  | 0.2893          | 0.5226   | 0.6948        | 0.9087           | nan                 | 0.9388          | 0.0            | 0.9805           | 0.6373        | 0.9175                    | 0.0            | 0.8466     | 0.0       | 0.9618      | 0.5504   | 0.7766               |
| 0.2324        | 7.8788  | 260  | 0.3018          | 0.5221   | 0.7053        | 0.9053           | nan                 | 0.9031          | 0.0            | 0.9754           | 0.6931        | 0.9549                    | 0.0            | 0.8499     | 0.0       | 0.9659      | 0.5796   | 0.7370               |
| 0.2872        | 8.4848  | 280  | 0.2758          | 0.5339   | 0.7129        | 0.9139           | nan                 | 0.9160          | 0.0            | 0.9880           | 0.7207        | 0.9396                    | 0.0            | 0.8585     | 0.0       | 0.9739      | 0.6018   | 0.7694               |
| 0.2076        | 9.0909  | 300  | 0.2615          | 0.5317   | 0.7011        | 0.9168           | nan                 | 0.9431          | 0.0            | 0.9920           | 0.6451        | 0.9253                    | 0.0            | 0.8670     | 0.0       | 0.9715      | 0.5706   | 0.7811               |
| 0.2796        | 9.6970  | 320  | 0.2718          | 0.5226   | 0.6956        | 0.9078           | nan                 | 0.9573          | 0.0            | 0.9720           | 0.6536        | 0.8953                    | 0.0            | 0.8501     | 0.0       | 0.9577      | 0.5505   | 0.7771               |
| 0.3215        | 10.3030 | 340  | 0.2627          | 0.5414   | 0.7207        | 0.9193           | nan                 | 0.9303          | 0.0            | 0.9847           | 0.7407        | 0.9476                    | 0.0            | 0.8680     | 0.0       | 0.9735      | 0.6193   | 0.7878               |
| 0.209         | 10.9091 | 360  | 0.2516          | 0.5337   | 0.7073        | 0.9189           | nan                 | 0.9487          | 0.0            | 0.9898           | 0.6761        | 0.9221                    | 0.0            | 0.8733     | 0.0       | 0.9734      | 0.5741   | 0.7818               |
| 0.2928        | 11.5152 | 380  | 0.2606          | 0.5457   | 0.7354        | 0.9225           | nan                 | 0.9284          | 0.0            | 0.9831           | 0.8203        | 0.9452                    | 0.0            | 0.8774     | 0.0       | 0.9733      | 0.6401   | 0.7831               |
| 0.2246        | 12.1212 | 400  | 0.2519          | 0.5378   | 0.7107        | 0.9180           | nan                 | 0.9373          | 0.0            | 0.9906           | 0.6993        | 0.9263                    | 0.0            | 0.8686     | 0.0       | 0.9691      | 0.6136   | 0.7755               |
| 0.2386        | 12.7273 | 420  | 0.2477          | 0.5443   | 0.7290        | 0.9212           | nan                 | 0.9407          | 0.0001         | 0.9828           | 0.7968        | 0.9245                    | 0.0            | 0.8733     | 0.0001    | 0.9703      | 0.6294   | 0.7929               |
| 0.1734        | 13.3333 | 440  | 0.2285          | 0.5466   | 0.7234        | 0.9234           | nan                 | 0.9479          | 0.0005         | 0.9879           | 0.7531        | 0.9274                    | 0.0            | 0.8791     | 0.0005    | 0.9747      | 0.6310   | 0.7940               |
| 0.1809        | 13.9394 | 460  | 0.2304          | 0.5501   | 0.7254        | 0.9259           | nan                 | 0.9451          | 0.0002         | 0.9923           | 0.7544        | 0.9349                    | 0.0            | 0.8799     | 0.0002    | 0.9774      | 0.6386   | 0.8047               |
| 0.2162        | 14.5455 | 480  | 0.2431          | 0.5514   | 0.7364        | 0.9257           | nan                 | 0.9451          | 0.0022         | 0.9792           | 0.8061        | 0.9493                    | 0.0            | 0.8825     | 0.0022    | 0.9714      | 0.6526   | 0.7996               |
| 0.1973        | 15.1515 | 500  | 0.2519          | 0.5480   | 0.7321        | 0.9188           | nan                 | 0.9306          | 0.0002         | 0.9773           | 0.8158        | 0.9364                    | 0.0            | 0.8645     | 0.0002    | 0.9631      | 0.6636   | 0.7967               |
| 0.1218        | 15.7576 | 520  | 0.2275          | 0.5513   | 0.7291        | 0.9245           | nan                 | 0.9463          | 0.0027         | 0.9827           | 0.7704        | 0.9436                    | 0.0            | 0.8842     | 0.0027    | 0.9712      | 0.6524   | 0.7972               |
| 0.1809        | 16.3636 | 540  | 0.2323          | 0.5540   | 0.7339        | 0.9271           | nan                 | 0.9406          | 0.0014         | 0.9876           | 0.7905        | 0.9495                    | 0.0            | 0.8827     | 0.0014    | 0.9744      | 0.6583   | 0.8071               |
| 0.1484        | 16.9697 | 560  | 0.2364          | 0.5527   | 0.7374        | 0.9223           | nan                 | 0.9343          | 0.0027         | 0.9759           | 0.8231        | 0.9509                    | 0.0            | 0.8694     | 0.0027    | 0.9657      | 0.6680   | 0.8105               |
| 0.1464        | 17.5758 | 580  | 0.2338          | 0.5519   | 0.7376        | 0.9254           | nan                 | 0.9397          | 0.0030         | 0.9849           | 0.8248        | 0.9354                    | 0.0            | 0.8782     | 0.0030    | 0.9752      | 0.6523   | 0.8029               |
| 0.1389        | 18.1818 | 600  | 0.2355          | 0.5541   | 0.7350        | 0.9227           | nan                 | 0.9281          | 0.0044         | 0.9822           | 0.8067        | 0.9537                    | 0.0            | 0.8759     | 0.0044    | 0.9722      | 0.6756   | 0.7967               |
| 0.115         | 18.7879 | 620  | 0.2175          | 0.5478   | 0.7175        | 0.9242           | nan                 | 0.9554          | 0.0080         | 0.9932           | 0.7125        | 0.9180                    | 0.0            | 0.8806     | 0.0079    | 0.9735      | 0.6302   | 0.7947               |
| 0.1704        | 19.3939 | 640  | 0.2246          | 0.5552   | 0.7320        | 0.9283           | nan                 | 0.9413          | 0.0079         | 0.9919           | 0.7671        | 0.9517                    | 0.0            | 0.8883     | 0.0078    | 0.9815      | 0.6585   | 0.7951               |
| 0.1537        | 20.0    | 660  | 0.2222          | 0.5590   | 0.7370        | 0.9299           | nan                 | 0.9461          | 0.0193         | 0.9919           | 0.7830        | 0.9445                    | 0.0            | 0.8923     | 0.0189    | 0.9803      | 0.6620   | 0.8002               |
| 0.1605        | 20.6061 | 680  | 0.2174          | 0.5578   | 0.7417        | 0.9273           | nan                 | 0.9388          | 0.0084         | 0.9865           | 0.8359        | 0.9390                    | 0.0            | 0.8833     | 0.0083    | 0.9749      | 0.6706   | 0.8096               |
| 0.1237        | 21.2121 | 700  | 0.2154          | 0.5639   | 0.7384        | 0.9312           | nan                 | 0.9496          | 0.0219         | 0.9935           | 0.7867        | 0.9404                    | 0.0            | 0.8913     | 0.0214    | 0.9812      | 0.6799   | 0.8096               |
| 0.1288        | 21.8182 | 720  | 0.2214          | 0.5627   | 0.7430        | 0.9303           | nan                 | 0.9406          | 0.0237         | 0.9907           | 0.8101        | 0.9497                    | 0.0            | 0.8926     | 0.0233    | 0.9799      | 0.6771   | 0.8034               |
| 0.122         | 22.4242 | 740  | 0.2160          | 0.5675   | 0.7469        | 0.9309           | nan                 | 0.9367          | 0.0376         | 0.9922           | 0.8161        | 0.9519                    | 0.0            | 0.8921     | 0.0361    | 0.9816      | 0.6884   | 0.8067               |
| 0.1608        | 23.0303 | 760  | 0.2112          | 0.5613   | 0.7412        | 0.9304           | nan                 | 0.9417          | 0.0160         | 0.9934           | 0.8137        | 0.9410                    | 0.0            | 0.8907     | 0.0157    | 0.9802      | 0.6695   | 0.8116               |
| 0.1258        | 23.6364 | 780  | 0.2230          | 0.5611   | 0.7425        | 0.9293           | nan                 | 0.9367          | 0.0196         | 0.9898           | 0.8148        | 0.9518                    | 0.0            | 0.8894     | 0.0192    | 0.9808      | 0.6733   | 0.8036               |
| 0.1333        | 24.2424 | 800  | 0.2171          | 0.5606   | 0.7377        | 0.9280           | nan                 | 0.9420          | 0.0207         | 0.9871           | 0.7868        | 0.9520                    | 0.0            | 0.8865     | 0.0203    | 0.9773      | 0.6734   | 0.8063               |
| 0.1562        | 24.8485 | 820  | 0.2183          | 0.5644   | 0.7477        | 0.9302           | nan                 | 0.9301          | 0.0299         | 0.9929           | 0.8333        | 0.9523                    | 0.0            | 0.8882     | 0.0291    | 0.9813      | 0.6798   | 0.8081               |
| 0.1039        | 25.4545 | 840  | 0.2106          | 0.5648   | 0.7389        | 0.9302           | nan                 | 0.9506          | 0.0412         | 0.9920           | 0.7729        | 0.9379                    | 0.0            | 0.8890     | 0.0392    | 0.9804      | 0.6668   | 0.8136               |
| 0.1079        | 26.0606 | 860  | 0.2099          | 0.5625   | 0.7449        | 0.9299           | nan                 | 0.9385          | 0.0233         | 0.9896           | 0.8246        | 0.9486                    | 0.0            | 0.8917     | 0.0227    | 0.9796      | 0.6752   | 0.8056               |
| 0.0995        | 26.6667 | 880  | 0.2122          | 0.5620   | 0.7403        | 0.9310           | nan                 | 0.9464          | 0.0210         | 0.9913           | 0.7954        | 0.9474                    | 0.0            | 0.8916     | 0.0207    | 0.9793      | 0.6690   | 0.8115               |
| 0.1326        | 27.2727 | 900  | 0.2150          | 0.5611   | 0.7428        | 0.9291           | nan                 | 0.9412          | 0.0198         | 0.9879           | 0.8193        | 0.9459                    | 0.0            | 0.8868     | 0.0195    | 0.9785      | 0.6684   | 0.8130               |
| 0.1602        | 27.8788 | 920  | 0.2108          | 0.5645   | 0.7438        | 0.9312           | nan                 | 0.9388          | 0.0249         | 0.9925           | 0.8091        | 0.9537                    | 0.0            | 0.8935     | 0.0243    | 0.9812      | 0.6835   | 0.8044               |
| 0.1758        | 28.4848 | 940  | 0.2116          | 0.5682   | 0.7461        | 0.9326           | nan                 | 0.9520          | 0.0347         | 0.9891           | 0.8089        | 0.9459                    | 0.0            | 0.9004     | 0.0336    | 0.9775      | 0.6888   | 0.8089               |
| 0.3986        | 29.0909 | 960  | 0.1990          | 0.5783   | 0.7581        | 0.9314           | nan                 | 0.9414          | 0.1021         | 0.9878           | 0.8095        | 0.9496                    | 0.0            | 0.8923     | 0.0941    | 0.9785      | 0.6951   | 0.8099               |
| 0.1477        | 29.6970 | 980  | 0.2202          | 0.5627   | 0.7442        | 0.9290           | nan                 | 0.9450          | 0.0213         | 0.9847           | 0.8258        | 0.9442                    | 0.0            | 0.8857     | 0.0210    | 0.9749      | 0.6807   | 0.8142               |
| 0.1221        | 30.3030 | 1000 | 0.2288          | 0.5621   | 0.7452        | 0.9292           | nan                 | 0.9340          | 0.0226         | 0.9869           | 0.8218        | 0.9606                    | 0.0            | 0.8922     | 0.0224    | 0.9775      | 0.6855   | 0.7950               |
| 0.1092        | 30.9091 | 1020 | 0.2079          | 0.5696   | 0.7507        | 0.9297           | nan                 | 0.9404          | 0.0511         | 0.9902           | 0.8393        | 0.9322                    | 0.0            | 0.8880     | 0.0478    | 0.9802      | 0.6916   | 0.8100               |
| 0.1488        | 31.5152 | 1040 | 0.2147          | 0.5675   | 0.7501        | 0.9306           | nan                 | 0.9439          | 0.0550         | 0.9867           | 0.8164        | 0.9484                    | 0.0            | 0.8939     | 0.0528    | 0.9773      | 0.6731   | 0.8078               |
| 0.1177        | 32.1212 | 1060 | 0.2240          | 0.5688   | 0.7470        | 0.9311           | nan                 | 0.9409          | 0.0466         | 0.9899           | 0.8028        | 0.9550                    | 0.0            | 0.8952     | 0.0444    | 0.9801      | 0.6910   | 0.8022               |
| 0.1121        | 32.7273 | 1080 | 0.2043          | 0.5700   | 0.7471        | 0.9327           | nan                 | 0.9542          | 0.0467         | 0.9895           | 0.8043        | 0.9409                    | 0.0            | 0.8949     | 0.0449    | 0.9791      | 0.6885   | 0.8129               |
| 0.1263        | 33.3333 | 1100 | 0.2120          | 0.5679   | 0.7516        | 0.9299           | nan                 | 0.9341          | 0.0447         | 0.9888           | 0.8415        | 0.9489                    | 0.0            | 0.8896     | 0.0434    | 0.9785      | 0.6851   | 0.8110               |
| 0.0922        | 33.9394 | 1120 | 0.2104          | 0.5721   | 0.7507        | 0.9331           | nan                 | 0.9512          | 0.0605         | 0.9902           | 0.8086        | 0.9427                    | 0.0            | 0.8984     | 0.0574    | 0.9797      | 0.6855   | 0.8118               |
| 0.1549        | 34.5455 | 1140 | 0.2276          | 0.5624   | 0.7428        | 0.9296           | nan                 | 0.9371          | 0.0369         | 0.9895           | 0.7912        | 0.9593                    | 0.0            | 0.8951     | 0.0359    | 0.9800      | 0.6682   | 0.7951               |
| 0.1493        | 35.1515 | 1160 | 0.1981          | 0.5739   | 0.7532        | 0.9336           | nan                 | 0.9495          | 0.0723         | 0.9915           | 0.8094        | 0.9431                    | 0.0            | 0.8946     | 0.0698    | 0.9817      | 0.6780   | 0.8197               |
| 0.1176        | 35.7576 | 1180 | 0.2030          | 0.5757   | 0.7552        | 0.9351           | nan                 | 0.9506          | 0.0684         | 0.9925           | 0.8196        | 0.9447                    | 0.0            | 0.9026     | 0.0648    | 0.9820      | 0.6921   | 0.8129               |
| 0.229         | 36.3636 | 1200 | 0.2046          | 0.5730   | 0.7524        | 0.9337           | nan                 | 0.9468          | 0.0560         | 0.9917           | 0.8208        | 0.9466                    | 0.0            | 0.8978     | 0.0539    | 0.9816      | 0.6888   | 0.8158               |
| 0.1419        | 36.9697 | 1220 | 0.2069          | 0.5695   | 0.7491        | 0.9322           | nan                 | 0.9410          | 0.0449         | 0.9909           | 0.8142        | 0.9546                    | 0.0            | 0.8945     | 0.0439    | 0.9812      | 0.6880   | 0.8093               |
| 0.0725        | 37.5758 | 1240 | 0.2001          | 0.5724   | 0.7554        | 0.9322           | nan                 | 0.9400          | 0.0641         | 0.9916           | 0.8397        | 0.9418                    | 0.0            | 0.8937     | 0.0612    | 0.9806      | 0.6830   | 0.8157               |
| 0.0653        | 38.1818 | 1260 | 0.2039          | 0.5729   | 0.7530        | 0.9344           | nan                 | 0.9474          | 0.0577         | 0.9916           | 0.8173        | 0.9510                    | 0.0            | 0.8999     | 0.0561    | 0.9823      | 0.6843   | 0.8151               |
| 0.1446        | 38.7879 | 1280 | 0.2051          | 0.5729   | 0.7554        | 0.9325           | nan                 | 0.9349          | 0.0637         | 0.9926           | 0.8325        | 0.9531                    | 0.0            | 0.8944     | 0.0619    | 0.9823      | 0.6853   | 0.8138               |
| 0.1172        | 39.3939 | 1300 | 0.2099          | 0.5719   | 0.7498        | 0.9320           | nan                 | 0.9499          | 0.0707         | 0.9881           | 0.7914        | 0.9486                    | 0.0            | 0.8959     | 0.0674    | 0.9797      | 0.6778   | 0.8108               |
| 0.0907        | 40.0    | 1320 | 0.2099          | 0.5691   | 0.7500        | 0.9323           | nan                 | 0.9445          | 0.0536         | 0.9894           | 0.8095        | 0.9528                    | 0.0            | 0.8966     | 0.0520    | 0.9803      | 0.6778   | 0.8078               |
| 0.1174        | 40.6061 | 1340 | 0.2221          | 0.5677   | 0.7461        | 0.9332           | nan                 | 0.9491          | 0.0481         | 0.9913           | 0.7887        | 0.9535                    | 0.0            | 0.9008     | 0.0464    | 0.9819      | 0.6707   | 0.8064               |
| 0.1053        | 41.2121 | 1360 | 0.2092          | 0.5699   | 0.7493        | 0.9320           | nan                 | 0.9447          | 0.0571         | 0.9904           | 0.8045        | 0.9496                    | 0.0            | 0.8970     | 0.0545    | 0.9810      | 0.6814   | 0.8056               |
| 0.1026        | 41.8182 | 1380 | 0.2012          | 0.5752   | 0.7541        | 0.9338           | nan                 | 0.9489          | 0.0759         | 0.9926           | 0.8129        | 0.9404                    | 0.0            | 0.8954     | 0.0720    | 0.9819      | 0.6856   | 0.8164               |
| 0.1371        | 42.4242 | 1400 | 0.1945          | 0.5783   | 0.7575        | 0.9336           | nan                 | 0.9466          | 0.0953         | 0.9927           | 0.8133        | 0.9399                    | 0.0            | 0.8959     | 0.0889    | 0.9823      | 0.6863   | 0.8162               |
| 0.0799        | 43.0303 | 1420 | 0.2107          | 0.5712   | 0.7508        | 0.9332           | nan                 | 0.9492          | 0.0619         | 0.9902           | 0.8045        | 0.9483                    | 0.0            | 0.8972     | 0.0595    | 0.9816      | 0.6766   | 0.8124               |
| 0.1458        | 43.6364 | 1440 | 0.1906          | 0.5788   | 0.7577        | 0.9339           | nan                 | 0.9489          | 0.0892         | 0.9909           | 0.8185        | 0.9410                    | 0.0            | 0.8943     | 0.0843    | 0.9805      | 0.6925   | 0.8213               |
| 0.112         | 44.2424 | 1460 | 0.2091          | 0.5726   | 0.7541        | 0.9329           | nan                 | 0.9418          | 0.0579         | 0.9901           | 0.8288        | 0.9518                    | 0.0            | 0.8953     | 0.0560    | 0.9802      | 0.6893   | 0.8149               |
| 0.1311        | 44.8485 | 1480 | 0.2022          | 0.5730   | 0.7519        | 0.9326           | nan                 | 0.9512          | 0.0656         | 0.9888           | 0.8131        | 0.9408                    | 0.0            | 0.8959     | 0.0622    | 0.9791      | 0.6862   | 0.8146               |
| 0.1474        | 45.4545 | 1500 | 0.2001          | 0.5743   | 0.7578        | 0.9328           | nan                 | 0.9410          | 0.0698         | 0.9908           | 0.8441        | 0.9436                    | 0.0            | 0.8939     | 0.0671    | 0.9805      | 0.6887   | 0.8157               |
| 0.0953        | 46.0606 | 1520 | 0.2072          | 0.5764   | 0.7568        | 0.9338           | nan                 | 0.9420          | 0.0672         | 0.9906           | 0.8310        | 0.9530                    | 0.0            | 0.8954     | 0.0651    | 0.9815      | 0.7000   | 0.8167               |
| 0.1038        | 46.6667 | 1540 | 0.2003          | 0.5760   | 0.7544        | 0.9339           | nan                 | 0.9465          | 0.0760         | 0.9921           | 0.8092        | 0.9480                    | 0.0            | 0.8963     | 0.0728    | 0.9824      | 0.6886   | 0.8157               |
| 0.1362        | 47.2727 | 1560 | 0.1978          | 0.5755   | 0.7533        | 0.9327           | nan                 | 0.9482          | 0.0793         | 0.9908           | 0.8065        | 0.9416                    | 0.0            | 0.8950     | 0.0751    | 0.9804      | 0.6895   | 0.8130               |
| 0.1052        | 47.8788 | 1580 | 0.2080          | 0.5750   | 0.7526        | 0.9336           | nan                 | 0.9484          | 0.0676         | 0.9896           | 0.8045        | 0.9528                    | 0.0            | 0.8969     | 0.0653    | 0.9802      | 0.6947   | 0.8129               |
| 0.0813        | 48.4848 | 1600 | 0.2054          | 0.5744   | 0.7548        | 0.9338           | nan                 | 0.9439          | 0.0579         | 0.9919           | 0.8332        | 0.9471                    | 0.0            | 0.8961     | 0.0559    | 0.9819      | 0.6965   | 0.8163               |
| 0.0992        | 49.0909 | 1620 | 0.2016          | 0.5765   | 0.7563        | 0.9344           | nan                 | 0.9467          | 0.0730         | 0.9922           | 0.8243        | 0.9455                    | 0.0            | 0.8952     | 0.0702    | 0.9826      | 0.6912   | 0.8200               |
| 0.1604        | 49.6970 | 1640 | 0.1941          | 0.5755   | 0.7536        | 0.9340           | nan                 | 0.9537          | 0.0749         | 0.9909           | 0.8095        | 0.9391                    | 0.0            | 0.8956     | 0.0717    | 0.9803      | 0.6885   | 0.8168               |


### Framework versions

- Transformers 4.42.4
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1