---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
metrics:
- recall
model-index:
- name: segformer-b0-finetuned-segments-greenhousev7-oct-26
  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-finetuned-segments-greenhousev7-oct-26

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1879
- Mean Iou: 0.4686
- Mean Accuracy: 0.5106
- Overall Accuracy: 0.9535
- F1 Score: 0.9514
- Recall: 0.9535
- Accuracy Unlabeled: nan
- Accuracy Object: 0.0370
- Accuracy Road: nan
- Accuracy Plant: 0.9625
- Accuracy Iron: 0.6122
- Accuracy Wood: 0.0
- Accuracy Wall: 0.9814
- Accuracy Raw Road: 0.9913
- Accuracy Bottom Wall: 0.5912
- Accuracy Roof: 0.4666
- Accuracy Grass: 0.0
- Accuracy Mulch: 0.9145
- Accuracy Person: nan
- Accuracy Tomato: 0.0600
- Iou Unlabeled: nan
- Iou Object: 0.0369
- Iou Road: nan
- Iou Plant: 0.8832
- Iou Iron: 0.5054
- Iou Wood: 0.0
- Iou Wall: 0.8493
- Iou Raw Road: 0.9798
- Iou Bottom Wall: 0.5438
- Iou Roof: 0.4367
- Iou Grass: 0.0
- Iou Mulch: 0.8592
- Iou Person: nan
- Iou Tomato: 0.0600

## 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: 15

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | F1 Score | Recall | Accuracy Unlabeled | Accuracy Object | Accuracy Road | Accuracy Plant | Accuracy Iron | Accuracy Wood | Accuracy Wall | Accuracy Raw Road | Accuracy Bottom Wall | Accuracy Roof | Accuracy Grass | Accuracy Mulch | Accuracy Person | Accuracy Tomato | Iou Unlabeled | Iou Object | Iou Road | Iou Plant | Iou Iron | Iou Wood | Iou Wall | Iou Raw Road | Iou Bottom Wall | Iou Roof | Iou Grass | Iou Mulch | Iou Person | Iou Tomato |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------:|:------:|:------------------:|:---------------:|:-------------:|:--------------:|:-------------:|:-------------:|:-------------:|:-----------------:|:--------------------:|:-------------:|:--------------:|:--------------:|:---------------:|:---------------:|:-------------:|:----------:|:--------:|:---------:|:--------:|:--------:|:--------:|:------------:|:---------------:|:--------:|:---------:|:---------:|:----------:|:----------:|
| 1.6596        | 0.14  | 20   | 2.1525          | 0.1795   | 0.2802        | 0.8389           | 0.8370   | 0.8389 | nan                | 0.0             | nan           | 0.9392         | 0.0           | 0.0           | 0.3980        | 0.8889            | 0.0020               | 0.0           | 0.0000         | 0.8537         | nan             | 0.0             | 0.0           | 0.0        | 0.0      | 0.7704    | 0.0      | 0.0      | 0.3702   | 0.8789       | 0.0020          | 0.0      | 0.0000    | 0.4910    | 0.0        | 0.0        |
| 1.5293        | 0.29  | 40   | 1.0856          | 0.2790   | 0.3305        | 0.8923           | 0.8903   | 0.8923 | nan                | 0.0             | nan           | 0.9546         | 0.0           | 0.0           | 0.9061        | 0.9375            | 0.0010               | 0.0           | 0.0            | 0.8363         | nan             | 0.0             | nan           | 0.0        | nan      | 0.7978    | 0.0      | 0.0      | 0.7097   | 0.9286       | 0.0009          | 0.0      | 0.0       | 0.6315    | nan        | 0.0        |
| 0.8879        | 0.43  | 60   | 0.8185          | 0.2830   | 0.3343        | 0.9026           | 0.9006   | 0.9026 | nan                | 0.0             | nan           | 0.9482         | 0.0           | 0.0           | 0.9227        | 0.9534            | 0.0013               | 0.0           | 0.0            | 0.8522         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8152    | 0.0      | 0.0      | 0.6864   | 0.9443       | 0.0013          | 0.0      | 0.0       | 0.6661    | nan        | 0.0        |
| 0.8206        | 0.57  | 80   | 0.7521          | 0.2882   | 0.3423        | 0.9093           | 0.9072   | 0.9093 | nan                | 0.0             | nan           | 0.9177         | 0.0           | 0.0           | 0.9820        | 0.9594            | 0.0001               | 0.0           | 0.0            | 0.9062         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8245    | 0.0      | 0.0      | 0.6904   | 0.9503       | 0.0001          | 0.0      | 0.0       | 0.7047    | nan        | 0.0        |
| 0.7352        | 0.71  | 100  | 0.6401          | 0.2944   | 0.3436        | 0.9186           | 0.9166   | 0.9186 | nan                | 0.0             | nan           | 0.9468         | 0.0           | 0.0           | 0.9781        | 0.9698            | 0.0000               | 0.0           | 0.0            | 0.8853         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8433    | 0.0      | 0.0      | 0.6962   | 0.9582       | 0.0000          | 0.0      | 0.0       | 0.7403    | nan        | 0.0        |
| 0.7899        | 0.86  | 120  | 0.5717          | 0.2937   | 0.3443        | 0.9178           | 0.9157   | 0.9178 | nan                | 0.0             | nan           | 0.9282         | 0.0           | 0.0           | 0.9694        | 0.9678            | 0.0002               | 0.0           | 0.0            | 0.9217         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8488    | 0.0      | 0.0      | 0.6949   | 0.9590       | 0.0002          | 0.0      | 0.0       | 0.7273    | nan        | 0.0        |
| 2.0721        | 1.0   | 140  | 0.4866          | 0.3037   | 0.3518        | 0.9239           | 0.9218   | 0.9239 | nan                | 0.0             | nan           | 0.9398         | 0.0           | 0.0           | 0.9691        | 0.9723            | 0.0690               | 0.0           | 0.0            | 0.9199         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8553    | 0.0      | 0.0      | 0.6926   | 0.9632       | 0.0679          | 0.0      | 0.0       | 0.7612    | nan        | 0.0        |
| 0.6149        | 1.14  | 160  | 0.5076          | 0.3020   | 0.3476        | 0.9222           | 0.9202   | 0.9222 | nan                | 0.0             | nan           | 0.9772         | 0.0           | 0.0           | 0.9627        | 0.9694            | 0.0532               | 0.0           | 0.0            | 0.8612         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8406    | 0.0      | 0.0      | 0.7090   | 0.9621       | 0.0526          | 0.0      | 0.0       | 0.7578    | nan        | 0.0        |
| 0.4477        | 1.29  | 180  | 0.4217          | 0.3220   | 0.3651        | 0.9309           | 0.9288   | 0.9309 | nan                | 0.0             | nan           | 0.9503         | 0.0           | 0.0           | 0.9667        | 0.9779            | 0.2063               | 0.0           | 0.0            | 0.9145         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8612    | 0.0      | 0.0      | 0.7308   | 0.9667       | 0.1985          | 0.0      | 0.0       | 0.7848    | nan        | 0.0        |
| 0.3391        | 1.43  | 200  | 0.4049          | 0.3156   | 0.3608        | 0.9320           | 0.9300   | 0.9320 | nan                | 0.0             | nan           | 0.9527         | 0.0           | 0.0           | 0.9872        | 0.9797            | 0.1357               | 0.0           | 0.0            | 0.9131         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8696    | 0.0      | 0.0      | 0.7053   | 0.9697       | 0.1327          | 0.0      | 0.0       | 0.7949    | nan        | 0.0        |
| 0.5233        | 1.57  | 220  | 0.3520          | 0.3221   | 0.3642        | 0.9322           | 0.9301   | 0.9322 | nan                | 0.0             | nan           | 0.9769         | 0.0           | 0.0           | 0.9762        | 0.9784            | 0.2008               | 0.0           | 0.0            | 0.8743         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8606    | 0.0      | 0.0      | 0.7283   | 0.9695       | 0.1948          | 0.0      | 0.0       | 0.7899    | nan        | 0.0        |
| 0.3887        | 1.71  | 240  | 0.3348          | 0.3353   | 0.3762        | 0.9370           | 0.9349   | 0.9370 | nan                | 0.0             | nan           | 0.9605         | 0.0           | 0.0           | 0.9721        | 0.9819            | 0.3135               | 0.0           | 0.0            | 0.9099         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8728    | 0.0      | 0.0      | 0.7449   | 0.9712       | 0.2939          | 0.0      | 0.0       | 0.8053    | nan        | 0.0        |
| 0.434         | 1.86  | 260  | 0.3334          | 0.3345   | 0.3778        | 0.9362           | 0.9341   | 0.9362 | nan                | 0.0             | nan           | 0.9579         | 0.0           | 0.0           | 0.9833        | 0.9774            | 0.3153               | 0.0           | 0.0            | 0.9219         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8736    | 0.0      | 0.0      | 0.7386   | 0.9703       | 0.2932          | 0.0      | 0.0       | 0.8036    | nan        | 0.0        |
| 0.2444        | 2.0   | 280  | 0.2902          | 0.3372   | 0.3865        | 0.9351           | 0.9330   | 0.9351 | nan                | 0.0             | nan           | 0.9626         | 0.0000        | 0.0           | 0.8230        | 0.9832            | 0.5756               | 0.0           | 0.0            | 0.9072         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8726    | 0.0000   | 0.0      | 0.6885   | 0.9728       | 0.3592          | 0.0      | 0.0       | 0.8163    | nan        | 0.0        |
| 0.2299        | 2.14  | 300  | 0.2840          | 0.3485   | 0.3890        | 0.9413           | 0.9392   | 0.9413 | nan                | 0.0             | nan           | 0.9652         | 0.0001        | 0.0           | 0.9747        | 0.9864            | 0.4574               | 0.0           | 0.0            | 0.8950         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8759    | 0.0001   | 0.0      | 0.7694   | 0.9737       | 0.3926          | 0.0      | 0.0       | 0.8223    | nan        | 0.0        |
| 0.5078        | 2.29  | 320  | 0.2695          | 0.3397   | 0.3863        | 0.9375           | 0.9354   | 0.9375 | nan                | 0.0             | nan           | 0.9638         | 0.0023        | 0.0           | 0.8613        | 0.9846            | 0.5280               | 0.0           | 0.0            | 0.9092         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8784    | 0.0023   | 0.0      | 0.7045   | 0.9743       | 0.3584          | 0.0      | 0.0       | 0.8183    | nan        | 0.0        |
| 0.1887        | 2.43  | 340  | 0.2525          | 0.3436   | 0.3937        | 0.9380           | 0.9359   | 0.9380 | nan                | 0.0             | nan           | 0.9628         | 0.0045        | 0.0           | 0.8164        | 0.9878            | 0.6577               | 0.0           | 0.0            | 0.9011         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8765    | 0.0045   | 0.0      | 0.6926   | 0.9746       | 0.4036          | 0.0      | 0.0       | 0.8277    | nan        | 0.0        |
| 0.1653        | 2.57  | 360  | 0.2561          | 0.3501   | 0.3911        | 0.9415           | 0.9394   | 0.9415 | nan                | 0.0             | nan           | 0.9573         | 0.0258        | 0.0           | 0.9854        | 0.9833            | 0.4292               | 0.0           | 0.0            | 0.9211         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8804    | 0.0258   | 0.0      | 0.7676   | 0.9740       | 0.3852          | 0.0      | 0.0       | 0.8178    | nan        | 0.0        |
| 0.2558        | 2.71  | 380  | 0.2528          | 0.3487   | 0.3958        | 0.9401           | 0.9380   | 0.9401 | nan                | 0.0             | nan           | 0.9705         | 0.0093        | 0.0           | 0.8740        | 0.9858            | 0.6182               | 0.0           | 0.0            | 0.8957         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8763    | 0.0093   | 0.0      | 0.7425   | 0.9751       | 0.4053          | 0.0      | 0.0       | 0.8275    | nan        | 0.0        |
| 0.2108        | 2.86  | 400  | 0.2392          | 0.3703   | 0.4126        | 0.9439           | 0.9418   | 0.9439 | nan                | 0.0             | nan           | 0.9434         | 0.1539        | 0.0           | 0.9547        | 0.9871            | 0.5663               | 0.0           | 0.0            | 0.9330         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8789    | 0.1497   | 0.0      | 0.7956   | 0.9753       | 0.4499          | 0.0      | 0.0       | 0.8241    | nan        | 0.0        |
| 0.4714        | 3.0   | 420  | 0.2356          | 0.3641   | 0.4033        | 0.9441           | 0.9420   | 0.9441 | nan                | 0.0             | nan           | 0.9616         | 0.1110        | 0.0           | 0.9616        | 0.9879            | 0.5059               | 0.0           | 0.0            | 0.9085         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8802    | 0.1094   | 0.0      | 0.7852   | 0.9752       | 0.4258          | 0.0      | 0.0       | 0.8288    | nan        | 0.0        |
| 0.1627        | 3.14  | 440  | 0.2308          | 0.3671   | 0.4071        | 0.9444           | 0.9423   | 0.9444 | nan                | 0.0             | nan           | 0.9407         | 0.0831        | 0.0           | 0.9837        | 0.9865            | 0.5436               | 0.0           | 0.0            | 0.9401         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8769    | 0.0823   | 0.0      | 0.8036   | 0.9757       | 0.4756          | 0.0      | 0.0       | 0.8240    | nan        | 0.0        |
| 0.2317        | 3.29  | 460  | 0.2275          | 0.3755   | 0.4143        | 0.9453           | 0.9432   | 0.9453 | nan                | 0.0             | nan           | 0.9430         | 0.1668        | 0.0           | 0.9794        | 0.9868            | 0.5427               | 0.0           | 0.0            | 0.9385         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8768    | 0.1622   | 0.0      | 0.8062   | 0.9759       | 0.4815          | 0.0      | 0.0       | 0.8275    | nan        | 0.0        |
| 0.1151        | 3.43  | 480  | 0.2173          | 0.3756   | 0.4161        | 0.9447           | 0.9426   | 0.9447 | nan                | 0.0             | nan           | 0.9685         | 0.2515        | 0.0           | 0.9411        | 0.9874            | 0.5281               | 0.0           | 0.0            | 0.9006         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8793    | 0.2358   | 0.0      | 0.7736   | 0.9765       | 0.4318          | 0.0      | 0.0       | 0.8344    | nan        | 0.0        |
| 0.1437        | 3.57  | 500  | 0.2377          | 0.3661   | 0.4274        | 0.9385           | 0.9364   | 0.9385 | nan                | 0.0             | nan           | 0.9580         | 0.2904        | 0.0           | 0.6725        | 0.9898            | 0.8764               | 0.0           | 0.0            | 0.9146         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8843    | 0.2646   | 0.0      | 0.6361   | 0.9764       | 0.4310          | 0.0      | 0.0       | 0.8348    | nan        | 0.0        |
| 0.115         | 3.71  | 520  | 0.2251          | 0.3783   | 0.4162        | 0.9464           | 0.9443   | 0.9464 | nan                | 0.0             | nan           | 0.9622         | 0.2591        | 0.0           | 0.9871        | 0.9872            | 0.4676               | 0.0           | 0.0            | 0.9148         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8838    | 0.2425   | 0.0      | 0.7921   | 0.9767       | 0.4327          | 0.0      | 0.0       | 0.8332    | nan        | 0.0        |
| 0.1383        | 3.86  | 540  | 0.2172          | 0.3804   | 0.4264        | 0.9443           | 0.9422   | 0.9443 | nan                | 0.0             | nan           | 0.9647         | 0.3091        | 0.0           | 0.8735        | 0.9860            | 0.6394               | 0.0           | 0.0            | 0.9171         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8818    | 0.2793   | 0.0      | 0.7627   | 0.9767       | 0.4496          | 0.0      | 0.0       | 0.8341    | nan        | 0.0        |
| 0.1628        | 4.0   | 560  | 0.2143          | 0.3853   | 0.4221        | 0.9476           | 0.9454   | 0.9476 | nan                | 0.0             | nan           | 0.9668         | 0.2776        | 0.0           | 0.9774        | 0.9885            | 0.5282               | 0.0           | 0.0            | 0.9050         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8791    | 0.2619   | 0.0      | 0.8174   | 0.9772       | 0.4639          | 0.0      | 0.0       | 0.8390    | nan        | 0.0        |
| 1.2539        | 4.14  | 580  | 0.2137          | 0.3740   | 0.4272        | 0.9424           | 0.9403   | 0.9424 | nan                | 0.0             | nan           | 0.9591         | 0.2666        | 0.0           | 0.7834        | 0.9885            | 0.7826               | 0.0           | 0.0            | 0.9191         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8821    | 0.2444   | 0.0      | 0.7159   | 0.9767       | 0.4551          | 0.0      | 0.0       | 0.8397    | nan        | 0.0        |
| 0.0829        | 4.29  | 600  | 0.2101          | 0.3780   | 0.4309        | 0.9435           | 0.9414   | 0.9435 | nan                | 0.0             | nan           | 0.9527         | 0.2830        | 0.0           | 0.8213        | 0.9883            | 0.7694               | 0.0           | 0.0            | 0.9253         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8812    | 0.2626   | 0.0      | 0.7370   | 0.9770       | 0.4574          | 0.0      | 0.0       | 0.8430    | nan        | 0.0        |
| 0.1216        | 4.43  | 620  | 0.2116          | 0.3835   | 0.4213        | 0.9474           | 0.9453   | 0.9474 | nan                | 0.0             | nan           | 0.9504         | 0.2847        | 0.0           | 0.9899        | 0.9902            | 0.4947               | 0.0           | 0.0            | 0.9239         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8818    | 0.2644   | 0.0      | 0.8003   | 0.9769       | 0.4548          | 0.0      | 0.0       | 0.8404    | nan        | 0.0        |
| 0.1813        | 4.57  | 640  | 0.2029          | 0.3975   | 0.4370        | 0.9488           | 0.9467   | 0.9488 | nan                | 0.0             | nan           | 0.9569         | 0.3785        | 0.0           | 0.9660        | 0.9874            | 0.5928               | 0.0           | 0.0            | 0.9256         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8806    | 0.3376   | 0.0      | 0.8295   | 0.9767       | 0.5058          | 0.0      | 0.0       | 0.8429    | nan        | 0.0        |
| 0.1656        | 4.71  | 660  | 0.2056          | 0.3950   | 0.4300        | 0.9490           | 0.9469   | 0.9490 | nan                | 0.0             | nan           | 0.9688         | 0.3253        | 0.0           | 0.9777        | 0.9915            | 0.5754               | 0.0           | 0.0            | 0.8914         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8791    | 0.3031   | 0.0      | 0.8357   | 0.9767       | 0.5100          | 0.0      | 0.0       | 0.8410    | nan        | 0.0        |
| 0.1789        | 4.86  | 680  | 0.2065          | 0.4049   | 0.4435        | 0.9501           | 0.9479   | 0.9501 | nan                | 0.0             | nan           | 0.9597         | 0.4684        | 0.0           | 0.9809        | 0.9876            | 0.5583               | 0.0           | 0.0            | 0.9235         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8828    | 0.4007   | 0.0      | 0.8346   | 0.9778       | 0.5171          | 0.0      | 0.0       | 0.8414    | nan        | 0.0        |
| 0.1187        | 5.0   | 700  | 0.1991          | 0.3959   | 0.4413        | 0.9471           | 0.9450   | 0.9471 | nan                | 0.0             | nan           | 0.9592         | 0.4892        | 0.0           | 0.9071        | 0.9879            | 0.5860               | 0.0           | 0.0            | 0.9245         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8803    | 0.3982   | 0.0      | 0.7914   | 0.9774       | 0.4645          | 0.0      | 0.0       | 0.8436    | nan        | 0.0        |
| 0.626         | 5.14  | 720  | 0.2027          | 0.3920   | 0.4439        | 0.9456           | 0.9435   | 0.9456 | nan                | 0.0             | nan           | 0.9613         | 0.4342        | 0.0           | 0.8274        | 0.9899            | 0.7585               | 0.0           | 0.0            | 0.9112         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8839    | 0.3778   | 0.0      | 0.7492   | 0.9776       | 0.4791          | 0.0      | 0.0       | 0.8439    | nan        | 0.0        |
| 0.147         | 5.29  | 740  | 0.2082          | 0.3953   | 0.4347        | 0.9491           | 0.9470   | 0.9491 | nan                | 0.0             | nan           | 0.9595         | 0.4286        | 0.0           | 0.9903        | 0.9893            | 0.4975               | 0.0           | 0.0            | 0.9164         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8816    | 0.3728   | 0.0      | 0.8145   | 0.9778       | 0.4517          | 0.0      | 0.0       | 0.8497    | nan        | 0.0        |
| 0.1364        | 5.43  | 760  | 0.2021          | 0.4018   | 0.4409        | 0.9501           | 0.9480   | 0.9501 | nan                | 0.0             | nan           | 0.9563         | 0.4045        | 0.0           | 0.9703        | 0.9889            | 0.6049               | 0.0           | 0.0            | 0.9253         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8833    | 0.3563   | 0.0      | 0.8371   | 0.9778       | 0.5219          | 0.0      | 0.0       | 0.8439    | nan        | 0.0        |
| 0.1686        | 5.57  | 780  | 0.2020          | 0.3860   | 0.4271        | 0.9477           | 0.9456   | 0.9477 | nan                | 0.0             | nan           | 0.9637         | 0.3000        | 0.0           | 0.9403        | 0.9886            | 0.5903               | 0.0           | 0.0            | 0.9155         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8833    | 0.2749   | 0.0      | 0.8023   | 0.9782       | 0.4641          | 0.0      | 0.0       | 0.8429    | nan        | 0.0        |
| 0.2067        | 5.71  | 800  | 0.2008          | 0.4073   | 0.4496        | 0.9500           | 0.9479   | 0.9500 | nan                | 0.0             | nan           | 0.9606         | 0.5183        | 0.0           | 0.9766        | 0.9863            | 0.5805               | 0.0           | 0.0            | 0.9228         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8802    | 0.4203   | 0.0      | 0.8381   | 0.9778       | 0.5183          | 0.0      | 0.0       | 0.8456    | nan        | 0.0        |
| 0.1006        | 5.86  | 820  | 0.2021          | 0.4044   | 0.4472        | 0.9502           | 0.9480   | 0.9502 | nan                | 0.0025          | nan           | 0.9496         | 0.4994        | 0.0           | 0.9867        | 0.9903            | 0.5657               | 0.0           | 0.0            | 0.9255         | nan             | 0.0             | nan           | 0.0025     | nan      | 0.8818    | 0.3916   | 0.0      | 0.8342   | 0.9774       | 0.5109          | 0.0      | 0.0       | 0.8502    | nan        | 0.0        |
| 0.1727        | 6.0   | 840  | 0.1984          | 0.4085   | 0.4468        | 0.9507           | 0.9486   | 0.9507 | nan                | 0.0             | nan           | 0.9633         | 0.5097        | 0.0           | 0.9782        | 0.9914            | 0.5673               | 0.0           | 0.0            | 0.9047         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8799    | 0.4267   | 0.0      | 0.8398   | 0.9773       | 0.5179          | 0.0      | 0.0       | 0.8515    | nan        | 0.0        |
| 0.1328        | 6.14  | 860  | 0.2080          | 0.4022   | 0.4401        | 0.9497           | 0.9475   | 0.9497 | nan                | 0.0             | nan           | 0.9710         | 0.4251        | 0.0           | 0.9881        | 0.9901            | 0.5779               | 0.0           | 0.0            | 0.8883         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8763    | 0.3703   | 0.0      | 0.8333   | 0.9782       | 0.5187          | 0.0      | 0.0       | 0.8468    | nan        | 0.0        |
| 0.1334        | 6.29  | 880  | 0.1971          | 0.4090   | 0.4497        | 0.9506           | 0.9485   | 0.9506 | nan                | 0.0             | nan           | 0.9484         | 0.4975        | 0.0           | 0.9731        | 0.9897            | 0.6049               | 0.0           | 0.0            | 0.9334         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8801    | 0.4214   | 0.0      | 0.8412   | 0.9784       | 0.5298          | 0.0      | 0.0       | 0.8478    | nan        | 0.0        |
| 0.083         | 6.43  | 900  | 0.1972          | 0.4108   | 0.4501        | 0.9512           | 0.9491   | 0.9512 | nan                | 0.0             | nan           | 0.9655         | 0.5234        | 0.0           | 0.9760        | 0.9905            | 0.5903               | 0.0           | 0.0            | 0.9053         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8798    | 0.4349   | 0.0      | 0.8442   | 0.9784       | 0.5298          | 0.0      | 0.0       | 0.8521    | nan        | 0.0        |
| 0.0972        | 6.57  | 920  | 0.2056          | 0.4044   | 0.4450        | 0.9505           | 0.9483   | 0.9505 | nan                | 0.0004          | nan           | 0.9539         | 0.4516        | 0.0           | 0.9836        | 0.9900            | 0.5937               | 0.0           | 0.0            | 0.9218         | nan             | 0.0             | nan           | 0.0004     | nan      | 0.8785    | 0.3783   | 0.0      | 0.8393   | 0.9786       | 0.5213          | 0.0      | 0.0       | 0.8518    | nan        | 0.0        |
| 0.0756        | 6.71  | 940  | 0.1953          | 0.3957   | 0.4428        | 0.9470           | 0.9449   | 0.9470 | nan                | 0.0             | nan           | 0.9667         | 0.5082        | 0.0           | 0.8953        | 0.9867            | 0.5958               | 0.0           | 0.0            | 0.9177         | nan             | 0.0000          | nan           | 0.0        | nan      | 0.8799    | 0.4170   | 0.0      | 0.7797   | 0.9782       | 0.4495          | 0.0      | 0.0       | 0.8485    | nan        | 0.0000     |
| 0.0803        | 6.86  | 960  | 0.1937          | 0.4026   | 0.4457        | 0.9495           | 0.9474   | 0.9495 | nan                | 0.0             | nan           | 0.9576         | 0.5142        | 0.0           | 0.9401        | 0.9909            | 0.5809               | 0.0           | 0.0            | 0.9194         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8855    | 0.4325   | 0.0      | 0.8091   | 0.9784       | 0.4761          | 0.0      | 0.0       | 0.8474    | nan        | 0.0        |
| 0.1149        | 7.0   | 980  | 0.1990          | 0.4045   | 0.4458        | 0.9505           | 0.9484   | 0.9505 | nan                | 0.0             | nan           | 0.9595         | 0.4988        | 0.0           | 0.9785        | 0.9881            | 0.5541               | 0.0           | 0.0            | 0.9250         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8853    | 0.4225   | 0.0      | 0.8276   | 0.9786       | 0.4878          | 0.0      | 0.0       | 0.8482    | nan        | 0.0        |
| 0.0725        | 7.14  | 1000 | 0.2013          | 0.4107   | 0.4505        | 0.9514           | 0.9493   | 0.9514 | nan                | 0.0             | nan           | 0.9646         | 0.5347        | 0.0           | 0.9790        | 0.9896            | 0.5747               | 0.0           | 0.0            | 0.9125         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8815    | 0.4412   | 0.0      | 0.8425   | 0.9789       | 0.5226          | 0.0      | 0.0       | 0.8515    | nan        | 0.0        |
| 0.1287        | 7.29  | 1020 | 0.1942          | 0.4087   | 0.4465        | 0.9515           | 0.9494   | 0.9515 | nan                | 0.0             | nan           | 0.9596         | 0.4760        | 0.0           | 0.9782        | 0.9901            | 0.5861               | 0.0           | 0.0            | 0.9212         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8818    | 0.4178   | 0.0      | 0.8416   | 0.9789       | 0.5221          | 0.0      | 0.0       | 0.8532    | nan        | 0.0        |
| 0.1374        | 7.43  | 1040 | 0.1975          | 0.4049   | 0.4424        | 0.9512           | 0.9491   | 0.9512 | nan                | 0.0             | nan           | 0.9661         | 0.4277        | 0.0           | 0.9841        | 0.9904            | 0.5908               | 0.0           | 0.0            | 0.9064         | nan             | 0.0007          | nan           | 0.0        | nan      | 0.8814    | 0.3834   | 0.0      | 0.8367   | 0.9789       | 0.5194          | 0.0      | 0.0       | 0.8537    | nan        | 0.0007     |
| 0.6602        | 7.57  | 1060 | 0.1964          | 0.4121   | 0.4517        | 0.9516           | 0.9495   | 0.9516 | nan                | 0.0             | nan           | 0.9659         | 0.5234        | 0.0           | 0.9699        | 0.9892            | 0.5943               | 0.0113        | 0.0            | 0.9147         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8835    | 0.4346   | 0.0      | 0.8437   | 0.9791       | 0.5321          | 0.0112   | 0.0       | 0.8491    | nan        | 0.0        |
| 0.1374        | 7.71  | 1080 | 0.1966          | 0.4120   | 0.4546        | 0.9516           | 0.9494   | 0.9516 | nan                | 0.0             | nan           | 0.9674         | 0.5673        | 0.0           | 0.9818        | 0.9875            | 0.5830               | 0.0           | 0.0            | 0.9135         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8833    | 0.4637   | 0.0      | 0.8418   | 0.9793       | 0.5120          | 0.0      | 0.0       | 0.8520    | nan        | 0.0        |
| 0.12          | 7.86  | 1100 | 0.1934          | 0.4121   | 0.4520        | 0.9518           | 0.9496   | 0.9518 | nan                | 0.0             | nan           | 0.9600         | 0.5588        | 0.0           | 0.9805        | 0.9907            | 0.5638               | 0.0           | 0.0            | 0.9178         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8842    | 0.4594   | 0.0      | 0.8433   | 0.9790       | 0.5181          | 0.0      | 0.0       | 0.8495    | nan        | 0.0        |
| 0.1576        | 8.0   | 1120 | 0.1897          | 0.4064   | 0.4470        | 0.9509           | 0.9488   | 0.9509 | nan                | 0.0             | nan           | 0.9590         | 0.4736        | 0.0           | 0.9833        | 0.9868            | 0.5844               | 0.0           | 0.0            | 0.9297         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8831    | 0.4011   | 0.0      | 0.8433   | 0.9786       | 0.5154          | 0.0      | 0.0       | 0.8487    | nan        | 0.0        |
| 0.103         | 8.14  | 1140 | 0.1879          | 0.4141   | 0.4557        | 0.9518           | 0.9496   | 0.9518 | nan                | 0.0003          | nan           | 0.9658         | 0.5692        | 0.0           | 0.9782        | 0.9907            | 0.5863               | 0.0142        | 0.0            | 0.9052         | nan             | 0.0031          | nan           | 0.0003     | nan      | 0.8825    | 0.4567   | 0.0      | 0.8437   | 0.9788       | 0.5212          | 0.0142   | 0.0       | 0.8540    | nan        | 0.0031     |
| 0.2327        | 8.29  | 1160 | 0.1949          | 0.4068   | 0.4455        | 0.9512           | 0.9491   | 0.9512 | nan                | 0.0             | nan           | 0.9513         | 0.4529        | 0.0           | 0.9850        | 0.9909            | 0.5929               | 0.0           | 0.0            | 0.9280         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8817    | 0.3999   | 0.0      | 0.8400   | 0.9785       | 0.5205          | 0.0      | 0.0       | 0.8538    | nan        | 0.0        |
| 0.1801        | 8.43  | 1180 | 0.1934          | 0.4083   | 0.4477        | 0.9516           | 0.9495   | 0.9516 | nan                | 0.0             | nan           | 0.9529         | 0.4636        | 0.0           | 0.9837        | 0.9904            | 0.6056               | 0.0           | 0.0            | 0.9282         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8816    | 0.4099   | 0.0      | 0.8434   | 0.9794       | 0.5219          | 0.0      | 0.0       | 0.8546    | nan        | 0.0        |
| 0.0761        | 8.57  | 1200 | 0.1918          | 0.4147   | 0.4551        | 0.9523           | 0.9501   | 0.9523 | nan                | 0.0             | nan           | 0.9587         | 0.5620        | 0.0           | 0.9762        | 0.9910            | 0.5987               | 0.0           | 0.0            | 0.9190         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8831    | 0.4655   | 0.0      | 0.8438   | 0.9792       | 0.5345          | 0.0      | 0.0       | 0.8552    | nan        | 0.0        |
| 0.0763        | 8.71  | 1220 | 0.1997          | 0.4147   | 0.4541        | 0.9524           | 0.9502   | 0.9524 | nan                | 0.0             | nan           | 0.9623         | 0.5586        | 0.0           | 0.9798        | 0.9907            | 0.5883               | 0.0           | 0.0            | 0.9151         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8835    | 0.4664   | 0.0      | 0.8439   | 0.9793       | 0.5343          | 0.0      | 0.0       | 0.8542    | nan        | 0.0        |
| 0.0955        | 8.86  | 1240 | 0.1978          | 0.4118   | 0.4512        | 0.9520           | 0.9499   | 0.9520 | nan                | 0.0             | nan           | 0.9616         | 0.5352        | 0.0           | 0.9867        | 0.9897            | 0.5705               | 0.0003        | 0.0            | 0.9192         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8822    | 0.4494   | 0.0      | 0.8416   | 0.9796       | 0.5209          | 0.0003   | 0.0       | 0.8555    | nan        | 0.0        |
| 0.0936        | 9.0   | 1260 | 0.1962          | 0.4116   | 0.4498        | 0.9520           | 0.9498   | 0.9520 | nan                | 0.0             | nan           | 0.9676         | 0.5162        | 0.0           | 0.9837        | 0.9898            | 0.5801               | 0.0012        | 0.0            | 0.9090         | nan             | 0.0             | nan           | 0.0        | nan      | 0.8801    | 0.4370   | 0.0      | 0.8423   | 0.9797       | 0.5314          | 0.0012   | 0.0       | 0.8557    | nan        | 0.0        |
| 0.0674        | 9.14  | 1280 | 0.1934          | 0.4474   | 0.4892        | 0.9524           | 0.9503   | 0.9524 | nan                | 0.0             | nan           | 0.9631         | 0.5763        | 0.0           | 0.9721        | 0.9905            | 0.5994               | 0.3652        | 0.0            | 0.9147         | nan             | 0.0003          | nan           | 0.0        | nan      | 0.8808    | 0.4701   | 0.0      | 0.8461   | 0.9795       | 0.5379          | 0.3494   | 0.0       | 0.8578    | nan        | 0.0003     |
| 0.0866        | 9.29  | 1300 | 0.1983          | 0.4227   | 0.4641        | 0.9510           | 0.9489   | 0.9510 | nan                | 0.0             | nan           | 0.9450         | 0.5336        | 0.0           | 0.9867        | 0.9895            | 0.5851               | 0.1251        | 0.0            | 0.9383         | nan             | 0.0013          | nan           | 0.0        | nan      | 0.8784    | 0.4470   | 0.0      | 0.8409   | 0.9791       | 0.5296          | 0.1228   | 0.0       | 0.8508    | nan        | 0.0013     |
| 0.4395        | 9.43  | 1320 | 0.1919          | 0.4144   | 0.4535        | 0.9521           | 0.9499   | 0.9521 | nan                | 0.0             | nan           | 0.9658         | 0.5528        | 0.0           | 0.9819        | 0.9900            | 0.5838               | 0.0039        | 0.0            | 0.9102         | nan             | 0.0000          | nan           | 0.0        | nan      | 0.8808    | 0.4649   | 0.0      | 0.8435   | 0.9794       | 0.5310          | 0.0039   | 0.0       | 0.8554    | nan        | 0.0000     |
| 0.122         | 9.57  | 1340 | 0.1878          | 0.4188   | 0.4613        | 0.9526           | 0.9505   | 0.9526 | nan                | 0.0             | nan           | 0.9609         | 0.6431        | 0.0           | 0.9809        | 0.9892            | 0.5756               | 0.0011        | 0.0            | 0.9226         | nan             | 0.0014          | nan           | 0.0        | nan      | 0.8832    | 0.5068   | 0.0      | 0.8456   | 0.9795       | 0.5334          | 0.0011   | 0.0       | 0.8559    | nan        | 0.0014     |
| 0.1842        | 9.71  | 1360 | 0.1863          | 0.4158   | 0.4573        | 0.9524           | 0.9503   | 0.9524 | nan                | 0.0             | nan           | 0.9608         | 0.5828        | 0.0           | 0.9767        | 0.9906            | 0.5989               | 0.0003        | 0.0            | 0.9171         | nan             | 0.0030          | nan           | 0.0        | nan      | 0.8826    | 0.4726   | 0.0      | 0.8464   | 0.9795       | 0.5332          | 0.0003   | 0.0       | 0.8566    | nan        | 0.0030     |
| 0.1078        | 9.86  | 1380 | 0.1859          | 0.4544   | 0.4956        | 0.9526           | 0.9504   | 0.9526 | nan                | 0.0             | nan           | 0.9645         | 0.5626        | 0.0           | 0.9735        | 0.9909            | 0.5857               | 0.4593        | 0.0            | 0.9132         | nan             | 0.0021          | nan           | 0.0        | nan      | 0.8826    | 0.4697   | 0.0      | 0.8479   | 0.9794       | 0.5340          | 0.4286   | 0.0       | 0.8547    | nan        | 0.0021     |
| 0.069         | 10.0  | 1400 | 0.1992          | 0.4204   | 0.4600        | 0.9523           | 0.9502   | 0.9523 | nan                | 0.0             | nan           | 0.9640         | 0.5418        | 0.0           | 0.9837        | 0.9891            | 0.5909               | 0.0681        | 0.0            | 0.9173         | nan             | 0.0048          | nan           | 0.0        | nan      | 0.8832    | 0.4593   | 0.0      | 0.8445   | 0.9796       | 0.5314          | 0.0676   | 0.0       | 0.8543    | nan        | 0.0048     |
| 0.6167        | 10.14 | 1420 | 0.1929          | 0.4350   | 0.4748        | 0.9523           | 0.9501   | 0.9523 | nan                | 0.0             | nan           | 0.9660         | 0.5536        | 0.0           | 0.9749        | 0.9906            | 0.5981               | 0.2257        | 0.0            | 0.9088         | nan             | 0.0046          | nan           | 0.0        | nan      | 0.8828    | 0.4609   | 0.0      | 0.8472   | 0.9792       | 0.5383          | 0.2194   | 0.0       | 0.8526    | nan        | 0.0046     |
| 0.1718        | 10.29 | 1440 | 0.1937          | 0.4262   | 0.4660        | 0.9525           | 0.9503   | 0.9525 | nan                | 0.0018          | nan           | 0.9583         | 0.5641        | 0.0           | 0.9828        | 0.9890            | 0.5823               | 0.0945        | 0.0            | 0.9280         | nan             | 0.0245          | nan           | 0.0018     | nan      | 0.8844    | 0.4732   | 0.0      | 0.8452   | 0.9795       | 0.5332          | 0.0937   | 0.0       | 0.8528    | nan        | 0.0245     |
| 0.0591        | 10.43 | 1460 | 0.1905          | 0.4618   | 0.5049        | 0.9531           | 0.9509   | 0.9531 | nan                | 0.0111          | nan           | 0.9595         | 0.6058        | 0.0           | 0.9747        | 0.9904            | 0.5958               | 0.4581        | 0.0            | 0.9225         | nan             | 0.0362          | nan           | 0.0111     | nan      | 0.8845    | 0.4949   | 0.0      | 0.8477   | 0.9795       | 0.5415          | 0.4289   | 0.0       | 0.8555    | nan        | 0.0362     |
| 0.0898        | 10.57 | 1480 | 0.1936          | 0.4453   | 0.4864        | 0.9530           | 0.9508   | 0.9530 | nan                | 0.0083          | nan           | 0.9577         | 0.6045        | 0.0           | 0.9809        | 0.9909            | 0.5869               | 0.2657        | 0.0            | 0.9221         | nan             | 0.0334          | nan           | 0.0083     | nan      | 0.8846    | 0.4942   | 0.0      | 0.8469   | 0.9791       | 0.5391          | 0.2570   | 0.0       | 0.8561    | nan        | 0.0334     |
| 1.2356        | 10.71 | 1500 | 0.1905          | 0.4615   | 0.5018        | 0.9531           | 0.9510   | 0.9531 | nan                | 0.0594          | nan           | 0.9609         | 0.5897        | 0.0           | 0.9817        | 0.9915            | 0.5791               | 0.3882        | 0.0            | 0.9159         | nan             | 0.0529          | nan           | 0.0594     | nan      | 0.8847    | 0.4864   | 0.0      | 0.8476   | 0.9789       | 0.5378          | 0.3722   | 0.0       | 0.8564    | nan        | 0.0529     |
| 0.0924        | 10.86 | 1520 | 0.1895          | 0.4727   | 0.5180        | 0.9533           | 0.9512   | 0.9533 | nan                | 0.0524          | nan           | 0.9602         | 0.6394        | 0.0           | 0.9747        | 0.9904            | 0.5846               | 0.4932        | 0.0            | 0.9213         | nan             | 0.0813          | nan           | 0.0523     | nan      | 0.8833    | 0.5010   | 0.0      | 0.8488   | 0.9796       | 0.5419          | 0.4533   | 0.0       | 0.8580    | nan        | 0.0811     |
| 0.5731        | 11.0  | 1540 | 0.1881          | 0.4626   | 0.5037        | 0.9529           | 0.9508   | 0.9529 | nan                | 0.0324          | nan           | 0.9573         | 0.5813        | 0.0           | 0.9799        | 0.9912            | 0.5884               | 0.4334        | 0.0            | 0.9218         | nan             | 0.0550          | nan           | 0.0324     | nan      | 0.8832    | 0.4799   | 0.0      | 0.8492   | 0.9791       | 0.5409          | 0.4122   | 0.0       | 0.8563    | nan        | 0.0549     |
| 0.1971        | 11.14 | 1560 | 0.1881          | 0.4517   | 0.4921        | 0.9526           | 0.9504   | 0.9526 | nan                | 0.0024          | nan           | 0.9684         | 0.5571        | 0.0           | 0.9741        | 0.9903            | 0.6048               | 0.3904        | 0.0            | 0.9064         | nan             | 0.0190          | nan           | 0.0024     | nan      | 0.8822    | 0.4657   | 0.0      | 0.8484   | 0.9795       | 0.5422          | 0.3746   | 0.0       | 0.8544    | nan        | 0.0190     |
| 0.099         | 11.29 | 1580 | 0.1878          | 0.4357   | 0.4752        | 0.9528           | 0.9507   | 0.9528 | nan                | 0.0012          | nan           | 0.9616         | 0.5706        | 0.0           | 0.9790        | 0.9899            | 0.5925               | 0.1940        | 0.0            | 0.9212         | nan             | 0.0176          | nan           | 0.0012     | nan      | 0.8834    | 0.4779   | 0.0      | 0.8471   | 0.9795       | 0.5402          | 0.1898   | 0.0       | 0.8561    | nan        | 0.0176     |
| 0.1088        | 11.43 | 1600 | 0.1907          | 0.4598   | 0.5025        | 0.9528           | 0.9506   | 0.9528 | nan                | 0.0065          | nan           | 0.9600         | 0.5936        | 0.0           | 0.9790        | 0.9897            | 0.5928               | 0.4592        | 0.0            | 0.9219         | nan             | 0.0254          | nan           | 0.0065     | nan      | 0.8810    | 0.4899   | 0.0      | 0.8485   | 0.9796       | 0.5394          | 0.4295   | 0.0       | 0.8576    | nan        | 0.0254     |
| 0.0818        | 11.57 | 1620 | 0.1982          | 0.4301   | 0.4709        | 0.9523           | 0.9502   | 0.9523 | nan                | 0.0017          | nan           | 0.9526         | 0.6068        | 0.0           | 0.9829        | 0.9909            | 0.5894               | 0.1184        | 0.0            | 0.9262         | nan             | 0.0106          | nan           | 0.0017     | nan      | 0.8791    | 0.4999   | 0.0      | 0.8473   | 0.9795       | 0.5390          | 0.1171   | 0.0       | 0.8566    | nan        | 0.0106     |
| 0.1446        | 11.71 | 1640 | 0.1944          | 0.4587   | 0.5020        | 0.9528           | 0.9507   | 0.9528 | nan                | 0.0             | nan           | 0.9576         | 0.6376        | 0.0           | 0.9815        | 0.9893            | 0.5706               | 0.4518        | 0.0            | 0.9280         | nan             | 0.0056          | nan           | 0.0        | nan      | 0.8801    | 0.5116   | 0.0      | 0.8487   | 0.9798       | 0.5365          | 0.4262   | 0.0       | 0.8578    | nan        | 0.0056     |
| 0.0779        | 11.86 | 1660 | 0.1911          | 0.4576   | 0.5000        | 0.9528           | 0.9506   | 0.9528 | nan                | 0.0             | nan           | 0.9655         | 0.6090        | 0.0           | 0.9778        | 0.9899            | 0.5948               | 0.4487        | 0.0            | 0.9118         | nan             | 0.0025          | nan           | 0.0        | nan      | 0.8796    | 0.4976   | 0.0      | 0.8498   | 0.9797       | 0.5427          | 0.4237   | 0.0       | 0.8585    | nan        | 0.0025     |
| 0.1273        | 12.0  | 1680 | 0.1858          | 0.4532   | 0.4933        | 0.9530           | 0.9509   | 0.9530 | nan                | 0.0023          | nan           | 0.9600         | 0.5991        | 0.0           | 0.9804        | 0.9913            | 0.5861               | 0.3671        | 0.0            | 0.9179         | nan             | 0.0222          | nan           | 0.0023     | nan      | 0.8818    | 0.4960   | 0.0      | 0.8492   | 0.9794       | 0.5434          | 0.3531   | 0.0       | 0.8580    | nan        | 0.0222     |
| 0.1587        | 12.14 | 1700 | 0.1839          | 0.4631   | 0.5058        | 0.9532           | 0.9511   | 0.9532 | nan                | 0.0058          | nan           | 0.9601         | 0.5974        | 0.0           | 0.9786        | 0.9903            | 0.5890               | 0.4913        | 0.0            | 0.9229         | nan             | 0.0283          | nan           | 0.0058     | nan      | 0.8820    | 0.4909   | 0.0      | 0.8499   | 0.9798       | 0.5455          | 0.4531   | 0.0       | 0.8584    | nan        | 0.0283     |
| 0.0974        | 12.29 | 1720 | 0.1859          | 0.4485   | 0.4888        | 0.9530           | 0.9509   | 0.9530 | nan                | 0.0002          | nan           | 0.9627         | 0.5865        | 0.0           | 0.9807        | 0.9901            | 0.5933               | 0.3284        | 0.0            | 0.9181         | nan             | 0.0171          | nan           | 0.0002     | nan      | 0.8820    | 0.4856   | 0.0      | 0.8489   | 0.9798       | 0.5451          | 0.3175   | 0.0       | 0.8576    | nan        | 0.0171     |
| 0.8994        | 12.43 | 1740 | 0.1905          | 0.4432   | 0.4839        | 0.9529           | 0.9507   | 0.9529 | nan                | 0.0073          | nan           | 0.9596         | 0.6066        | 0.0           | 0.9795        | 0.9911            | 0.5948               | 0.2446        | 0.0            | 0.9173         | nan             | 0.0223          | nan           | 0.0073     | nan      | 0.8814    | 0.4967   | 0.0      | 0.8482   | 0.9795       | 0.5438          | 0.2378   | 0.0       | 0.8579    | nan        | 0.0223     |
| 0.0636        | 12.57 | 1760 | 0.1947          | 0.4347   | 0.4759        | 0.9530           | 0.9509   | 0.9530 | nan                | 0.0071          | nan           | 0.9588         | 0.6464        | 0.0           | 0.9831        | 0.9899            | 0.5734               | 0.1289        | 0.0            | 0.9244         | nan             | 0.0225          | nan           | 0.0071     | nan      | 0.8819    | 0.5231   | 0.0      | 0.8460   | 0.9799       | 0.5363          | 0.1272   | 0.0       | 0.8579    | nan        | 0.0225     |
| 0.2394        | 12.71 | 1780 | 0.1899          | 0.4448   | 0.4848        | 0.9532           | 0.9510   | 0.9532 | nan                | 0.0018          | nan           | 0.9634         | 0.6072        | 0.0           | 0.9778        | 0.9897            | 0.5858               | 0.2651        | 0.0            | 0.9206         | nan             | 0.0216          | nan           | 0.0018     | nan      | 0.8826    | 0.5025   | 0.0      | 0.8475   | 0.9800       | 0.5416          | 0.2572   | 0.0       | 0.8576    | nan        | 0.0216     |
| 0.074         | 12.86 | 1800 | 0.1946          | 0.4358   | 0.4762        | 0.9533           | 0.9512   | 0.9533 | nan                | 0.0025          | nan           | 0.9614         | 0.6409        | 0.0           | 0.9849        | 0.9904            | 0.5682               | 0.1401        | 0.0            | 0.9202         | nan             | 0.0297          | nan           | 0.0025     | nan      | 0.8834    | 0.5192   | 0.0      | 0.8452   | 0.9800       | 0.5365          | 0.1383   | 0.0       | 0.8585    | nan        | 0.0297     |
| 0.0917        | 13.0  | 1820 | 0.1937          | 0.4659   | 0.5112        | 0.9533           | 0.9512   | 0.9533 | nan                | 0.0088          | nan           | 0.9647         | 0.6202        | 0.0           | 0.9840        | 0.9901            | 0.5807               | 0.5290        | 0.0            | 0.9146         | nan             | 0.0316          | nan           | 0.0088     | nan      | 0.8822    | 0.5067   | 0.0      | 0.8469   | 0.9801       | 0.5378          | 0.4710   | 0.0       | 0.8595    | nan        | 0.0316     |
| 0.5223        | 13.14 | 1840 | 0.1920          | 0.4678   | 0.5120        | 0.9536           | 0.9514   | 0.9536 | nan                | 0.0119          | nan           | 0.9607         | 0.6219        | 0.0           | 0.9841        | 0.9905            | 0.5822               | 0.5047        | 0.0            | 0.9210         | nan             | 0.0556          | nan           | 0.0119     | nan      | 0.8840    | 0.5081   | 0.0      | 0.8475   | 0.9801       | 0.5392          | 0.4603   | 0.0       | 0.8594    | nan        | 0.0556     |
| 0.0632        | 13.29 | 1860 | 0.1857          | 0.4676   | 0.5119        | 0.9536           | 0.9514   | 0.9536 | nan                | 0.0101          | nan           | 0.9599         | 0.6178        | 0.0           | 0.9779        | 0.9903            | 0.5975               | 0.4939        | 0.0            | 0.9235         | nan             | 0.0596          | nan           | 0.0101     | nan      | 0.8839    | 0.5041   | 0.0      | 0.8494   | 0.9800       | 0.5429          | 0.4544   | 0.0       | 0.8595    | nan        | 0.0596     |
| 0.0981        | 13.43 | 1880 | 0.1854          | 0.4674   | 0.5093        | 0.9536           | 0.9514   | 0.9536 | nan                | 0.0532          | nan           | 0.9588         | 0.5977        | 0.0           | 0.9804        | 0.9909            | 0.5968               | 0.4329        | 0.0            | 0.9226         | nan             | 0.0694          | nan           | 0.0528     | nan      | 0.8845    | 0.4945   | 0.0      | 0.8491   | 0.9798       | 0.5405          | 0.4116   | 0.0       | 0.8594    | nan        | 0.0694     |
| 0.1169        | 13.57 | 1900 | 0.1840          | 0.4690   | 0.5143        | 0.9534           | 0.9513   | 0.9534 | nan                | 0.0220          | nan           | 0.9641         | 0.6310        | 0.0           | 0.9736        | 0.9908            | 0.5919               | 0.5205        | 0.0            | 0.9147         | nan             | 0.0491          | nan           | 0.0220     | nan      | 0.8827    | 0.5082   | 0.0      | 0.8493   | 0.9799       | 0.5442          | 0.4641   | 0.0       | 0.8592    | nan        | 0.0491     |
| 0.5573        | 13.71 | 1920 | 0.1854          | 0.4669   | 0.5102        | 0.9534           | 0.9513   | 0.9534 | nan                | 0.0190          | nan           | 0.9618         | 0.6220        | 0.0           | 0.9775        | 0.9911            | 0.5880               | 0.4948        | 0.0            | 0.9173         | nan             | 0.0403          | nan           | 0.0190     | nan      | 0.8825    | 0.5066   | 0.0      | 0.8498   | 0.9798       | 0.5450          | 0.4535   | 0.0       | 0.8594    | nan        | 0.0403     |
| 0.0812        | 13.86 | 1940 | 0.1901          | 0.4669   | 0.5110        | 0.9532           | 0.9511   | 0.9532 | nan                | 0.0217          | nan           | 0.9572         | 0.6002        | 0.0           | 0.9815        | 0.9894            | 0.5976               | 0.4875        | 0.0            | 0.9286         | nan             | 0.0567          | nan           | 0.0217     | nan      | 0.8822    | 0.4966   | 0.0      | 0.8492   | 0.9799       | 0.5420          | 0.4485   | 0.0       | 0.8590    | nan        | 0.0567     |
| 0.1213        | 14.0  | 1960 | 0.1890          | 0.4689   | 0.5121        | 0.9534           | 0.9513   | 0.9534 | nan                | 0.0274          | nan           | 0.9640         | 0.6233        | 0.0           | 0.9825        | 0.9907            | 0.5886               | 0.4799        | 0.0            | 0.9127         | nan             | 0.0642          | nan           | 0.0273     | nan      | 0.8821    | 0.5096   | 0.0      | 0.8489   | 0.9800       | 0.5422          | 0.4441   | 0.0       | 0.8594    | nan        | 0.0642     |
| 0.0881        | 14.14 | 1980 | 0.1920          | 0.4637   | 0.5059        | 0.9533           | 0.9512   | 0.9533 | nan                | 0.0232          | nan           | 0.9605         | 0.6157        | 0.0           | 0.9843        | 0.9897            | 0.5896               | 0.4243        | 0.0            | 0.9221         | nan             | 0.0560          | nan           | 0.0232     | nan      | 0.8819    | 0.5062   | 0.0      | 0.8481   | 0.9802       | 0.5403          | 0.4048   | 0.0       | 0.8600    | nan        | 0.0560     |
| 0.1365        | 14.29 | 2000 | 0.1878          | 0.4714   | 0.5152        | 0.9535           | 0.9514   | 0.9535 | nan                | 0.0443          | nan           | 0.9573         | 0.6123        | 0.0           | 0.9821        | 0.9908            | 0.5963               | 0.4836        | 0.0            | 0.9233         | nan             | 0.0771          | nan           | 0.0440     | nan      | 0.8825    | 0.5036   | 0.0      | 0.8490   | 0.9800       | 0.5423          | 0.4466   | 0.0       | 0.8603    | nan        | 0.0771     |
| 0.1377        | 14.43 | 2020 | 0.1831          | 0.4680   | 0.5140        | 0.9535           | 0.9513   | 0.9535 | nan                | 0.0180          | nan           | 0.9631         | 0.6188        | 0.0           | 0.9774        | 0.9909            | 0.5863               | 0.5278        | 0.0            | 0.9162         | nan             | 0.0555          | nan           | 0.0180     | nan      | 0.8822    | 0.5064   | 0.0      | 0.8499   | 0.9800       | 0.5438          | 0.4523   | 0.0       | 0.8594    | nan        | 0.0555     |
| 0.1029        | 14.57 | 2040 | 0.1845          | 0.4677   | 0.5109        | 0.9535           | 0.9514   | 0.9535 | nan                | 0.0228          | nan           | 0.9596         | 0.5981        | 0.0           | 0.9786        | 0.9902            | 0.5964               | 0.4924        | 0.0            | 0.9248         | nan             | 0.0567          | nan           | 0.0227     | nan      | 0.8833    | 0.4963   | 0.0      | 0.8497   | 0.9801       | 0.5437          | 0.4527   | 0.0       | 0.8591    | nan        | 0.0567     |
| 0.0932        | 14.71 | 2060 | 0.1851          | 0.4691   | 0.5133        | 0.9536           | 0.9514   | 0.9536 | nan                | 0.0228          | nan           | 0.9598         | 0.6171        | 0.0           | 0.9793        | 0.9913            | 0.5872               | 0.5130        | 0.0            | 0.9203         | nan             | 0.0560          | nan           | 0.0227     | nan      | 0.8832    | 0.5070   | 0.0      | 0.8498   | 0.9798       | 0.5449          | 0.4580   | 0.0       | 0.8591    | nan        | 0.0560     |
| 0.1257        | 14.86 | 2080 | 0.1885          | 0.4687   | 0.5113        | 0.9536           | 0.9514   | 0.9536 | nan                | 0.0207          | nan           | 0.9585         | 0.6043        | 0.0           | 0.9835        | 0.9908            | 0.5851               | 0.4871        | 0.0            | 0.9235         | nan             | 0.0708          | nan           | 0.0207     | nan      | 0.8836    | 0.5018   | 0.0      | 0.8485   | 0.9799       | 0.5429          | 0.4481   | 0.0       | 0.8591    | nan        | 0.0708     |
| 0.0858        | 15.0  | 2100 | 0.1879          | 0.4686   | 0.5106        | 0.9535           | 0.9514   | 0.9535 | nan                | 0.0370          | nan           | 0.9625         | 0.6122        | 0.0           | 0.9814        | 0.9913            | 0.5912               | 0.4666        | 0.0            | 0.9145         | nan             | 0.0600          | nan           | 0.0369     | nan      | 0.8832    | 0.5054   | 0.0      | 0.8493   | 0.9798       | 0.5438          | 0.4367   | 0.0       | 0.8592    | nan        | 0.0600     |


### Framework versions

- Transformers 4.33.2
- Pytorch 2.0.1
- Datasets 3.0.0
- Tokenizers 0.13.3