---
license: other
base_model: nvidia/mit-b3
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b3-finetuned-drugs-in-bins-nov-23
  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-b3-finetuned-drugs-in-bins-nov-23

This model is a fine-tuned version of [nvidia/mit-b3](https://huggingface.co/nvidia/mit-b3) on the Aassemtkt/v0.1 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0494
- Mean Iou: 0.4900
- Mean Accuracy: 0.9799
- Overall Accuracy: 0.9799
- Accuracy Unlabeled: nan
- Accuracy Drug-blister: 0.9799
- Iou Unlabeled: 0.0
- Iou Drug-blister: 0.9799

## 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: 3e-05
- train_batch_size: 3
- eval_batch_size: 3
- 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 Unlabeled | Accuracy Drug-blister | Iou Unlabeled | Iou Drug-blister |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:---------------------:|:-------------:|:----------------:|
| 0.4816        | 0.14  | 20   | 0.2387          | 0.4744   | 0.9488        | 0.9488           | nan                | 0.9488                | 0.0           | 0.9488           |
| 0.1071        | 0.29  | 40   | 0.0969          | 0.4766   | 0.9532        | 0.9532           | nan                | 0.9532                | 0.0           | 0.9532           |
| 0.102         | 0.43  | 60   | 0.0701          | 0.4799   | 0.9599        | 0.9599           | nan                | 0.9599                | 0.0           | 0.9599           |
| 0.0828        | 0.58  | 80   | 0.0748          | 0.4865   | 0.9731        | 0.9731           | nan                | 0.9731                | 0.0           | 0.9731           |
| 0.2944        | 0.72  | 100  | 0.0517          | 0.4816   | 0.9633        | 0.9633           | nan                | 0.9633                | 0.0           | 0.9633           |
| 0.0308        | 0.86  | 120  | 0.0493          | 0.4854   | 0.9709        | 0.9709           | nan                | 0.9709                | 0.0           | 0.9709           |
| 0.0247        | 1.01  | 140  | 0.0488          | 0.4853   | 0.9706        | 0.9706           | nan                | 0.9706                | 0.0           | 0.9706           |
| 0.0194        | 1.15  | 160  | 0.0447          | 0.4864   | 0.9728        | 0.9728           | nan                | 0.9728                | 0.0           | 0.9728           |
| 0.1873        | 1.29  | 180  | 0.0496          | 0.4789   | 0.9579        | 0.9579           | nan                | 0.9579                | 0.0           | 0.9579           |
| 0.0984        | 1.44  | 200  | 0.0442          | 0.4838   | 0.9676        | 0.9676           | nan                | 0.9676                | 0.0           | 0.9676           |
| 0.4066        | 1.58  | 220  | 0.0384          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0197        | 1.73  | 240  | 0.0567          | 0.4809   | 0.9619        | 0.9619           | nan                | 0.9619                | 0.0           | 0.9619           |
| 0.068         | 1.87  | 260  | 0.0389          | 0.4849   | 0.9698        | 0.9698           | nan                | 0.9698                | 0.0           | 0.9698           |
| 0.029         | 2.01  | 280  | 0.0351          | 0.4853   | 0.9706        | 0.9706           | nan                | 0.9706                | 0.0           | 0.9706           |
| 0.016         | 2.16  | 300  | 0.0373          | 0.4821   | 0.9642        | 0.9642           | nan                | 0.9642                | 0.0           | 0.9642           |
| 0.0146        | 2.3   | 320  | 0.0367          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0123        | 2.45  | 340  | 0.0388          | 0.4872   | 0.9745        | 0.9745           | nan                | 0.9745                | 0.0           | 0.9745           |
| 0.1359        | 2.59  | 360  | 0.0360          | 0.4858   | 0.9715        | 0.9715           | nan                | 0.9715                | 0.0           | 0.9715           |
| 0.0142        | 2.73  | 380  | 0.0337          | 0.4882   | 0.9765        | 0.9765           | nan                | 0.9765                | 0.0           | 0.9765           |
| 0.012         | 2.88  | 400  | 0.0357          | 0.4865   | 0.9731        | 0.9731           | nan                | 0.9731                | 0.0           | 0.9731           |
| 0.0101        | 3.02  | 420  | 0.0370          | 0.4864   | 0.9728        | 0.9728           | nan                | 0.9728                | 0.0           | 0.9728           |
| 0.0098        | 3.17  | 440  | 0.0361          | 0.4870   | 0.9740        | 0.9740           | nan                | 0.9740                | 0.0           | 0.9740           |
| 0.0226        | 3.31  | 460  | 0.0349          | 0.4895   | 0.9791        | 0.9791           | nan                | 0.9791                | 0.0           | 0.9791           |
| 0.0157        | 3.45  | 480  | 0.0362          | 0.4856   | 0.9712        | 0.9712           | nan                | 0.9712                | 0.0           | 0.9712           |
| 0.0145        | 3.6   | 500  | 0.0468          | 0.4816   | 0.9632        | 0.9632           | nan                | 0.9632                | 0.0           | 0.9632           |
| 0.1801        | 3.74  | 520  | 0.0324          | 0.4906   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0129        | 3.88  | 540  | 0.0314          | 0.4910   | 0.9820        | 0.9820           | nan                | 0.9820                | 0.0           | 0.9820           |
| 0.0159        | 4.03  | 560  | 0.0310          | 0.4904   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0132        | 4.17  | 580  | 0.0321          | 0.4901   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0126        | 4.32  | 600  | 0.0329          | 0.4874   | 0.9747        | 0.9747           | nan                | 0.9747                | 0.0           | 0.9747           |
| 0.0156        | 4.46  | 620  | 0.0381          | 0.4876   | 0.9751        | 0.9751           | nan                | 0.9751                | 0.0           | 0.9751           |
| 0.0147        | 4.6   | 640  | 0.0322          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0174        | 4.75  | 660  | 0.0344          | 0.4886   | 0.9772        | 0.9772           | nan                | 0.9772                | 0.0           | 0.9772           |
| 0.1191        | 4.89  | 680  | 0.0378          | 0.4863   | 0.9726        | 0.9726           | nan                | 0.9726                | 0.0           | 0.9726           |
| 0.0117        | 5.04  | 700  | 0.0386          | 0.4873   | 0.9745        | 0.9745           | nan                | 0.9745                | 0.0           | 0.9745           |
| 0.0193        | 5.18  | 720  | 0.0361          | 0.4909   | 0.9818        | 0.9818           | nan                | 0.9818                | 0.0           | 0.9818           |
| 0.0214        | 5.32  | 740  | 0.0360          | 0.4886   | 0.9772        | 0.9772           | nan                | 0.9772                | 0.0           | 0.9772           |
| 0.0184        | 5.47  | 760  | 0.0322          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0262        | 5.61  | 780  | 0.0357          | 0.4907   | 0.9813        | 0.9813           | nan                | 0.9813                | 0.0           | 0.9813           |
| 0.0115        | 5.76  | 800  | 0.0386          | 0.4887   | 0.9774        | 0.9774           | nan                | 0.9774                | 0.0           | 0.9774           |
| 0.0145        | 5.9   | 820  | 0.0394          | 0.4879   | 0.9759        | 0.9759           | nan                | 0.9759                | 0.0           | 0.9759           |
| 0.0097        | 6.04  | 840  | 0.0322          | 0.4889   | 0.9777        | 0.9777           | nan                | 0.9777                | 0.0           | 0.9777           |
| 0.0101        | 6.19  | 860  | 0.0313          | 0.4895   | 0.9790        | 0.9790           | nan                | 0.9790                | 0.0           | 0.9790           |
| 0.0099        | 6.33  | 880  | 0.0336          | 0.4876   | 0.9751        | 0.9751           | nan                | 0.9751                | 0.0           | 0.9751           |
| 0.0092        | 6.47  | 900  | 0.0342          | 0.4894   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0087        | 6.62  | 920  | 0.0352          | 0.4913   | 0.9825        | 0.9825           | nan                | 0.9825                | 0.0           | 0.9825           |
| 0.019         | 6.76  | 940  | 0.0516          | 0.4871   | 0.9742        | 0.9742           | nan                | 0.9742                | 0.0           | 0.9742           |
| 0.0104        | 6.91  | 960  | 0.0364          | 0.4877   | 0.9754        | 0.9754           | nan                | 0.9754                | 0.0           | 0.9754           |
| 0.0079        | 7.05  | 980  | 0.0300          | 0.4912   | 0.9824        | 0.9824           | nan                | 0.9824                | 0.0           | 0.9824           |
| 0.0107        | 7.19  | 1000 | 0.0327          | 0.4939   | 0.9878        | 0.9878           | nan                | 0.9878                | 0.0           | 0.9878           |
| 0.0097        | 7.34  | 1020 | 0.0294          | 0.4896   | 0.9793        | 0.9793           | nan                | 0.9793                | 0.0           | 0.9793           |
| 0.0359        | 7.48  | 1040 | 0.0321          | 0.4908   | 0.9817        | 0.9817           | nan                | 0.9817                | 0.0           | 0.9817           |
| 0.0674        | 7.63  | 1060 | 0.0321          | 0.4916   | 0.9832        | 0.9832           | nan                | 0.9832                | 0.0           | 0.9832           |
| 0.1484        | 7.77  | 1080 | 0.0428          | 0.4868   | 0.9737        | 0.9737           | nan                | 0.9737                | 0.0           | 0.9737           |
| 0.188         | 7.91  | 1100 | 0.0338          | 0.4945   | 0.9890        | 0.9890           | nan                | 0.9890                | 0.0           | 0.9890           |
| 0.0124        | 8.06  | 1120 | 0.0345          | 0.4873   | 0.9746        | 0.9746           | nan                | 0.9746                | 0.0           | 0.9746           |
| 0.011         | 8.2   | 1140 | 0.0350          | 0.4913   | 0.9827        | 0.9827           | nan                | 0.9827                | 0.0           | 0.9827           |
| 0.0076        | 8.35  | 1160 | 0.0373          | 0.4884   | 0.9767        | 0.9767           | nan                | 0.9767                | 0.0           | 0.9767           |
| 0.0074        | 8.49  | 1180 | 0.0378          | 0.4931   | 0.9862        | 0.9862           | nan                | 0.9862                | 0.0           | 0.9862           |
| 0.0757        | 8.63  | 1200 | 0.0364          | 0.4880   | 0.9761        | 0.9761           | nan                | 0.9761                | 0.0           | 0.9761           |
| 0.0276        | 8.78  | 1220 | 0.0297          | 0.4906   | 0.9813        | 0.9813           | nan                | 0.9813                | 0.0           | 0.9813           |
| 0.0072        | 8.92  | 1240 | 0.0308          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0061        | 9.06  | 1260 | 0.0308          | 0.4912   | 0.9825        | 0.9825           | nan                | 0.9825                | 0.0           | 0.9825           |
| 0.0063        | 9.21  | 1280 | 0.0323          | 0.4894   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0088        | 9.35  | 1300 | 0.0308          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0129        | 9.5   | 1320 | 0.0295          | 0.4911   | 0.9823        | 0.9823           | nan                | 0.9823                | 0.0           | 0.9823           |
| 0.0277        | 9.64  | 1340 | 0.0388          | 0.4876   | 0.9751        | 0.9751           | nan                | 0.9751                | 0.0           | 0.9751           |
| 0.0115        | 9.78  | 1360 | 0.0345          | 0.4894   | 0.9787        | 0.9787           | nan                | 0.9787                | 0.0           | 0.9787           |
| 0.0129        | 9.93  | 1380 | 0.0394          | 0.4879   | 0.9758        | 0.9758           | nan                | 0.9758                | 0.0           | 0.9758           |
| 0.0092        | 10.07 | 1400 | 0.0335          | 0.4916   | 0.9832        | 0.9832           | nan                | 0.9832                | 0.0           | 0.9832           |
| 0.0107        | 10.22 | 1420 | 0.0348          | 0.4898   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0072        | 10.36 | 1440 | 0.0334          | 0.4898   | 0.9796        | 0.9796           | nan                | 0.9796                | 0.0           | 0.9796           |
| 0.0081        | 10.5  | 1460 | 0.0409          | 0.4886   | 0.9772        | 0.9772           | nan                | 0.9772                | 0.0           | 0.9772           |
| 0.0158        | 10.65 | 1480 | 0.0337          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0058        | 10.79 | 1500 | 0.0364          | 0.4892   | 0.9784        | 0.9784           | nan                | 0.9784                | 0.0           | 0.9784           |
| 0.0102        | 10.94 | 1520 | 0.0354          | 0.4916   | 0.9832        | 0.9832           | nan                | 0.9832                | 0.0           | 0.9832           |
| 0.0098        | 11.08 | 1540 | 0.0515          | 0.4863   | 0.9726        | 0.9726           | nan                | 0.9726                | 0.0           | 0.9726           |
| 0.0063        | 11.22 | 1560 | 0.0337          | 0.4882   | 0.9763        | 0.9763           | nan                | 0.9763                | 0.0           | 0.9763           |
| 0.0151        | 11.37 | 1580 | 0.0313          | 0.4905   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0197        | 11.51 | 1600 | 0.0384          | 0.4893   | 0.9786        | 0.9786           | nan                | 0.9786                | 0.0           | 0.9786           |
| 0.0093        | 11.65 | 1620 | 0.0328          | 0.4910   | 0.9821        | 0.9821           | nan                | 0.9821                | 0.0           | 0.9821           |
| 0.2493        | 11.8  | 1640 | 0.0413          | 0.4880   | 0.9759        | 0.9759           | nan                | 0.9759                | 0.0           | 0.9759           |
| 0.0133        | 11.94 | 1660 | 0.0385          | 0.4877   | 0.9754        | 0.9754           | nan                | 0.9754                | 0.0           | 0.9754           |
| 0.0484        | 12.09 | 1680 | 0.0364          | 0.4896   | 0.9792        | 0.9792           | nan                | 0.9792                | 0.0           | 0.9792           |
| 0.0074        | 12.23 | 1700 | 0.0334          | 0.4912   | 0.9824        | 0.9824           | nan                | 0.9824                | 0.0           | 0.9824           |
| 0.0202        | 12.37 | 1720 | 0.0409          | 0.4876   | 0.9752        | 0.9752           | nan                | 0.9752                | 0.0           | 0.9752           |
| 0.006         | 12.52 | 1740 | 0.0540          | 0.4860   | 0.9719        | 0.9719           | nan                | 0.9719                | 0.0           | 0.9719           |
| 0.0059        | 12.66 | 1760 | 0.0601          | 0.4857   | 0.9714        | 0.9714           | nan                | 0.9714                | 0.0           | 0.9714           |
| 0.0083        | 12.81 | 1780 | 0.0348          | 0.4903   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.011         | 12.95 | 1800 | 0.0402          | 0.4885   | 0.9770        | 0.9770           | nan                | 0.9770                | 0.0           | 0.9770           |
| 0.045         | 13.09 | 1820 | 0.0322          | 0.4911   | 0.9822        | 0.9822           | nan                | 0.9822                | 0.0           | 0.9822           |
| 0.043         | 13.24 | 1840 | 0.0331          | 0.4904   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0061        | 13.38 | 1860 | 0.0314          | 0.4913   | 0.9826        | 0.9826           | nan                | 0.9826                | 0.0           | 0.9826           |
| 0.0062        | 13.53 | 1880 | 0.0358          | 0.4890   | 0.9781        | 0.9781           | nan                | 0.9781                | 0.0           | 0.9781           |
| 0.0087        | 13.67 | 1900 | 0.0334          | 0.4895   | 0.9790        | 0.9790           | nan                | 0.9790                | 0.0           | 0.9790           |
| 0.0106        | 13.81 | 1920 | 0.0341          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0554        | 13.96 | 1940 | 0.0359          | 0.4881   | 0.9762        | 0.9762           | nan                | 0.9762                | 0.0           | 0.9762           |
| 0.009         | 14.1  | 1960 | 0.0424          | 0.4865   | 0.9731        | 0.9731           | nan                | 0.9731                | 0.0           | 0.9731           |
| 0.0078        | 14.24 | 1980 | 0.0329          | 0.4885   | 0.9770        | 0.9770           | nan                | 0.9770                | 0.0           | 0.9770           |
| 0.012         | 14.39 | 2000 | 0.0346          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0064        | 14.53 | 2020 | 0.0362          | 0.4896   | 0.9792        | 0.9792           | nan                | 0.9792                | 0.0           | 0.9792           |
| 0.0345        | 14.68 | 2040 | 0.0309          | 0.4919   | 0.9838        | 0.9838           | nan                | 0.9838                | 0.0           | 0.9838           |
| 0.0075        | 14.82 | 2060 | 0.0389          | 0.4884   | 0.9768        | 0.9768           | nan                | 0.9768                | 0.0           | 0.9768           |
| 0.0066        | 14.96 | 2080 | 0.0337          | 0.4892   | 0.9784        | 0.9784           | nan                | 0.9784                | 0.0           | 0.9784           |
| 0.0081        | 15.11 | 2100 | 0.0365          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0071        | 15.25 | 2120 | 0.0349          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0054        | 15.4  | 2140 | 0.0388          | 0.4885   | 0.9769        | 0.9769           | nan                | 0.9769                | 0.0           | 0.9769           |
| 0.4004        | 15.54 | 2160 | 0.0339          | 0.4909   | 0.9819        | 0.9819           | nan                | 0.9819                | 0.0           | 0.9819           |
| 0.008         | 15.68 | 2180 | 0.0422          | 0.4896   | 0.9791        | 0.9791           | nan                | 0.9791                | 0.0           | 0.9791           |
| 0.0365        | 15.83 | 2200 | 0.0468          | 0.4887   | 0.9774        | 0.9774           | nan                | 0.9774                | 0.0           | 0.9774           |
| 0.0067        | 15.97 | 2220 | 0.0416          | 0.4890   | 0.9780        | 0.9780           | nan                | 0.9780                | 0.0           | 0.9780           |
| 0.0079        | 16.12 | 2240 | 0.0377          | 0.4908   | 0.9817        | 0.9817           | nan                | 0.9817                | 0.0           | 0.9817           |
| 0.0075        | 16.26 | 2260 | 0.0420          | 0.4889   | 0.9779        | 0.9779           | nan                | 0.9779                | 0.0           | 0.9779           |
| 0.0063        | 16.4  | 2280 | 0.0422          | 0.4889   | 0.9777        | 0.9777           | nan                | 0.9777                | 0.0           | 0.9777           |
| 0.0062        | 16.55 | 2300 | 0.0338          | 0.4912   | 0.9825        | 0.9825           | nan                | 0.9825                | 0.0           | 0.9825           |
| 0.0413        | 16.69 | 2320 | 0.0345          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0411        | 16.83 | 2340 | 0.0387          | 0.4891   | 0.9781        | 0.9781           | nan                | 0.9781                | 0.0           | 0.9781           |
| 0.0548        | 16.98 | 2360 | 0.0333          | 0.4936   | 0.9872        | 0.9872           | nan                | 0.9872                | 0.0           | 0.9872           |
| 0.0431        | 17.12 | 2380 | 0.0352          | 0.4887   | 0.9773        | 0.9773           | nan                | 0.9773                | 0.0           | 0.9773           |
| 0.0069        | 17.27 | 2400 | 0.0327          | 0.4907   | 0.9814        | 0.9814           | nan                | 0.9814                | 0.0           | 0.9814           |
| 0.0059        | 17.41 | 2420 | 0.0406          | 0.4881   | 0.9763        | 0.9763           | nan                | 0.9763                | 0.0           | 0.9763           |
| 0.0062        | 17.55 | 2440 | 0.0434          | 0.4875   | 0.9750        | 0.9750           | nan                | 0.9750                | 0.0           | 0.9750           |
| 0.0064        | 17.7  | 2460 | 0.0350          | 0.4910   | 0.9821        | 0.9821           | nan                | 0.9821                | 0.0           | 0.9821           |
| 0.0077        | 17.84 | 2480 | 0.0390          | 0.4894   | 0.9788        | 0.9788           | nan                | 0.9788                | 0.0           | 0.9788           |
| 0.0061        | 17.99 | 2500 | 0.0395          | 0.4906   | 0.9813        | 0.9813           | nan                | 0.9813                | 0.0           | 0.9813           |
| 0.0073        | 18.13 | 2520 | 0.0370          | 0.4911   | 0.9822        | 0.9822           | nan                | 0.9822                | 0.0           | 0.9822           |
| 0.0038        | 18.27 | 2540 | 0.0383          | 0.4893   | 0.9786        | 0.9786           | nan                | 0.9786                | 0.0           | 0.9786           |
| 0.0066        | 18.42 | 2560 | 0.0394          | 0.4888   | 0.9776        | 0.9776           | nan                | 0.9776                | 0.0           | 0.9776           |
| 0.0232        | 18.56 | 2580 | 0.0384          | 0.4891   | 0.9781        | 0.9781           | nan                | 0.9781                | 0.0           | 0.9781           |
| 0.0066        | 18.71 | 2600 | 0.0408          | 0.4887   | 0.9773        | 0.9773           | nan                | 0.9773                | 0.0           | 0.9773           |
| 0.0355        | 18.85 | 2620 | 0.0367          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0048        | 18.99 | 2640 | 0.0366          | 0.4909   | 0.9818        | 0.9818           | nan                | 0.9818                | 0.0           | 0.9818           |
| 0.0083        | 19.14 | 2660 | 0.0422          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0215        | 19.28 | 2680 | 0.0376          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0315        | 19.42 | 2700 | 0.0370          | 0.4905   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0061        | 19.57 | 2720 | 0.0380          | 0.4909   | 0.9817        | 0.9817           | nan                | 0.9817                | 0.0           | 0.9817           |
| 0.0048        | 19.71 | 2740 | 0.0371          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0058        | 19.86 | 2760 | 0.0389          | 0.4892   | 0.9785        | 0.9785           | nan                | 0.9785                | 0.0           | 0.9785           |
| 0.01          | 20.0  | 2780 | 0.0354          | 0.4912   | 0.9824        | 0.9824           | nan                | 0.9824                | 0.0           | 0.9824           |
| 0.0051        | 20.14 | 2800 | 0.0380          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0053        | 20.29 | 2820 | 0.0426          | 0.4889   | 0.9779        | 0.9779           | nan                | 0.9779                | 0.0           | 0.9779           |
| 0.0062        | 20.43 | 2840 | 0.0359          | 0.4913   | 0.9827        | 0.9827           | nan                | 0.9827                | 0.0           | 0.9827           |
| 0.0573        | 20.58 | 2860 | 0.0370          | 0.4909   | 0.9819        | 0.9819           | nan                | 0.9819                | 0.0           | 0.9819           |
| 0.0087        | 20.72 | 2880 | 0.0418          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0144        | 20.86 | 2900 | 0.0398          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0157        | 21.01 | 2920 | 0.0463          | 0.4895   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0063        | 21.15 | 2940 | 0.0357          | 0.4905   | 0.9809        | 0.9809           | nan                | 0.9809                | 0.0           | 0.9809           |
| 0.0079        | 21.29 | 2960 | 0.0339          | 0.4928   | 0.9856        | 0.9856           | nan                | 0.9856                | 0.0           | 0.9856           |
| 0.0052        | 21.44 | 2980 | 0.0419          | 0.4888   | 0.9775        | 0.9775           | nan                | 0.9775                | 0.0           | 0.9775           |
| 0.0068        | 21.58 | 3000 | 0.0370          | 0.4896   | 0.9793        | 0.9793           | nan                | 0.9793                | 0.0           | 0.9793           |
| 0.0109        | 21.73 | 3020 | 0.0350          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0048        | 21.87 | 3040 | 0.0353          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0053        | 22.01 | 3060 | 0.0369          | 0.4911   | 0.9823        | 0.9823           | nan                | 0.9823                | 0.0           | 0.9823           |
| 0.006         | 22.16 | 3080 | 0.0339          | 0.4911   | 0.9821        | 0.9821           | nan                | 0.9821                | 0.0           | 0.9821           |
| 0.0336        | 22.3  | 3100 | 0.0339          | 0.4914   | 0.9828        | 0.9828           | nan                | 0.9828                | 0.0           | 0.9828           |
| 0.0222        | 22.45 | 3120 | 0.0513          | 0.4882   | 0.9764        | 0.9764           | nan                | 0.9764                | 0.0           | 0.9764           |
| 0.0072        | 22.59 | 3140 | 0.0328          | 0.4920   | 0.9840        | 0.9840           | nan                | 0.9840                | 0.0           | 0.9840           |
| 0.0046        | 22.73 | 3160 | 0.0334          | 0.4907   | 0.9815        | 0.9815           | nan                | 0.9815                | 0.0           | 0.9815           |
| 0.0039        | 22.88 | 3180 | 0.0352          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0059        | 23.02 | 3200 | 0.0359          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0049        | 23.17 | 3220 | 0.0425          | 0.4881   | 0.9762        | 0.9762           | nan                | 0.9762                | 0.0           | 0.9762           |
| 0.0244        | 23.31 | 3240 | 0.0351          | 0.4898   | 0.9796        | 0.9796           | nan                | 0.9796                | 0.0           | 0.9796           |
| 0.0047        | 23.45 | 3260 | 0.0339          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0074        | 23.6  | 3280 | 0.0382          | 0.4900   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0062        | 23.74 | 3300 | 0.0366          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0339        | 23.88 | 3320 | 0.0378          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.005         | 24.03 | 3340 | 0.0395          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0038        | 24.17 | 3360 | 0.0455          | 0.4887   | 0.9773        | 0.9773           | nan                | 0.9773                | 0.0           | 0.9773           |
| 0.008         | 24.32 | 3380 | 0.0389          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0071        | 24.46 | 3400 | 0.0367          | 0.4909   | 0.9818        | 0.9818           | nan                | 0.9818                | 0.0           | 0.9818           |
| 0.0308        | 24.6  | 3420 | 0.0390          | 0.4901   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0062        | 24.75 | 3440 | 0.0368          | 0.4918   | 0.9837        | 0.9837           | nan                | 0.9837                | 0.0           | 0.9837           |
| 0.0062        | 24.89 | 3460 | 0.0378          | 0.4911   | 0.9821        | 0.9821           | nan                | 0.9821                | 0.0           | 0.9821           |
| 0.006         | 25.04 | 3480 | 0.0413          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0057        | 25.18 | 3500 | 0.0383          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0149        | 25.32 | 3520 | 0.0367          | 0.4911   | 0.9822        | 0.9822           | nan                | 0.9822                | 0.0           | 0.9822           |
| 0.0185        | 25.47 | 3540 | 0.0409          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0057        | 25.61 | 3560 | 0.0390          | 0.4897   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.005         | 25.76 | 3580 | 0.0383          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0109        | 25.9  | 3600 | 0.0379          | 0.4909   | 0.9819        | 0.9819           | nan                | 0.9819                | 0.0           | 0.9819           |
| 0.0055        | 26.04 | 3620 | 0.0471          | 0.4883   | 0.9767        | 0.9767           | nan                | 0.9767                | 0.0           | 0.9767           |
| 0.042         | 26.19 | 3640 | 0.0481          | 0.4877   | 0.9755        | 0.9755           | nan                | 0.9755                | 0.0           | 0.9755           |
| 0.0226        | 26.33 | 3660 | 0.0383          | 0.4905   | 0.9809        | 0.9809           | nan                | 0.9809                | 0.0           | 0.9809           |
| 0.0143        | 26.47 | 3680 | 0.0402          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.008         | 26.62 | 3700 | 0.0381          | 0.4908   | 0.9817        | 0.9817           | nan                | 0.9817                | 0.0           | 0.9817           |
| 0.0241        | 26.76 | 3720 | 0.0411          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0055        | 26.91 | 3740 | 0.0386          | 0.4910   | 0.9820        | 0.9820           | nan                | 0.9820                | 0.0           | 0.9820           |
| 0.0109        | 27.05 | 3760 | 0.0376          | 0.4913   | 0.9826        | 0.9826           | nan                | 0.9826                | 0.0           | 0.9826           |
| 0.0072        | 27.19 | 3780 | 0.0457          | 0.4890   | 0.9781        | 0.9781           | nan                | 0.9781                | 0.0           | 0.9781           |
| 0.0048        | 27.34 | 3800 | 0.0512          | 0.4882   | 0.9764        | 0.9764           | nan                | 0.9764                | 0.0           | 0.9764           |
| 0.006         | 27.48 | 3820 | 0.0430          | 0.4891   | 0.9783        | 0.9783           | nan                | 0.9783                | 0.0           | 0.9783           |
| 0.0161        | 27.63 | 3840 | 0.0404          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0169        | 27.77 | 3860 | 0.0386          | 0.4903   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0041        | 27.91 | 3880 | 0.0375          | 0.4917   | 0.9835        | 0.9835           | nan                | 0.9835                | 0.0           | 0.9835           |
| 0.0068        | 28.06 | 3900 | 0.0381          | 0.4917   | 0.9834        | 0.9834           | nan                | 0.9834                | 0.0           | 0.9834           |
| 0.0122        | 28.2  | 3920 | 0.0463          | 0.4893   | 0.9786        | 0.9786           | nan                | 0.9786                | 0.0           | 0.9786           |
| 0.0055        | 28.35 | 3940 | 0.0456          | 0.4887   | 0.9774        | 0.9774           | nan                | 0.9774                | 0.0           | 0.9774           |
| 0.0048        | 28.49 | 3960 | 0.0398          | 0.4901   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0126        | 28.63 | 3980 | 0.0401          | 0.4917   | 0.9834        | 0.9834           | nan                | 0.9834                | 0.0           | 0.9834           |
| 0.0134        | 28.78 | 4000 | 0.0404          | 0.4910   | 0.9820        | 0.9820           | nan                | 0.9820                | 0.0           | 0.9820           |
| 0.0109        | 28.92 | 4020 | 0.0414          | 0.4894   | 0.9787        | 0.9787           | nan                | 0.9787                | 0.0           | 0.9787           |
| 0.0479        | 29.06 | 4040 | 0.0409          | 0.4897   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0061        | 29.21 | 4060 | 0.0422          | 0.4895   | 0.9790        | 0.9790           | nan                | 0.9790                | 0.0           | 0.9790           |
| 0.0278        | 29.35 | 4080 | 0.0416          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0049        | 29.5  | 4100 | 0.0400          | 0.4910   | 0.9820        | 0.9820           | nan                | 0.9820                | 0.0           | 0.9820           |
| 0.0438        | 29.64 | 4120 | 0.0390          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0041        | 29.78 | 4140 | 0.0425          | 0.4897   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0078        | 29.93 | 4160 | 0.0411          | 0.4907   | 0.9813        | 0.9813           | nan                | 0.9813                | 0.0           | 0.9813           |
| 0.0057        | 30.07 | 4180 | 0.0375          | 0.4916   | 0.9832        | 0.9832           | nan                | 0.9832                | 0.0           | 0.9832           |
| 0.0053        | 30.22 | 4200 | 0.0423          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0133        | 30.36 | 4220 | 0.0429          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0045        | 30.5  | 4240 | 0.0454          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0044        | 30.65 | 4260 | 0.0415          | 0.4901   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.006         | 30.79 | 4280 | 0.0420          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0043        | 30.94 | 4300 | 0.0428          | 0.4899   | 0.9797        | 0.9797           | nan                | 0.9797                | 0.0           | 0.9797           |
| 0.017         | 31.08 | 4320 | 0.0421          | 0.4901   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0043        | 31.22 | 4340 | 0.0400          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0061        | 31.37 | 4360 | 0.0383          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0378        | 31.51 | 4380 | 0.0371          | 0.4913   | 0.9826        | 0.9826           | nan                | 0.9826                | 0.0           | 0.9826           |
| 0.0052        | 31.65 | 4400 | 0.0382          | 0.4903   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0046        | 31.8  | 4420 | 0.0398          | 0.4905   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0076        | 31.94 | 4440 | 0.0400          | 0.4904   | 0.9809        | 0.9809           | nan                | 0.9809                | 0.0           | 0.9809           |
| 0.0062        | 32.09 | 4460 | 0.0396          | 0.4900   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0152        | 32.23 | 4480 | 0.0399          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0044        | 32.37 | 4500 | 0.0426          | 0.4902   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0104        | 32.52 | 4520 | 0.0431          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0041        | 32.66 | 4540 | 0.0458          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0084        | 32.81 | 4560 | 0.0457          | 0.4896   | 0.9793        | 0.9793           | nan                | 0.9793                | 0.0           | 0.9793           |
| 0.0046        | 32.95 | 4580 | 0.0465          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0038        | 33.09 | 4600 | 0.0422          | 0.4907   | 0.9815        | 0.9815           | nan                | 0.9815                | 0.0           | 0.9815           |
| 0.0039        | 33.24 | 4620 | 0.0410          | 0.4912   | 0.9824        | 0.9824           | nan                | 0.9824                | 0.0           | 0.9824           |
| 0.004         | 33.38 | 4640 | 0.0427          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.006         | 33.53 | 4660 | 0.0458          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0039        | 33.67 | 4680 | 0.0484          | 0.4896   | 0.9792        | 0.9792           | nan                | 0.9792                | 0.0           | 0.9792           |
| 0.0065        | 33.81 | 4700 | 0.0516          | 0.4894   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0065        | 33.96 | 4720 | 0.0525          | 0.4893   | 0.9786        | 0.9786           | nan                | 0.9786                | 0.0           | 0.9786           |
| 0.0041        | 34.1  | 4740 | 0.0462          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0031        | 34.24 | 4760 | 0.0458          | 0.4909   | 0.9817        | 0.9817           | nan                | 0.9817                | 0.0           | 0.9817           |
| 0.0039        | 34.39 | 4780 | 0.0493          | 0.4895   | 0.9791        | 0.9791           | nan                | 0.9791                | 0.0           | 0.9791           |
| 0.0125        | 34.53 | 4800 | 0.0467          | 0.4902   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0038        | 34.68 | 4820 | 0.0456          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0043        | 34.82 | 4840 | 0.0484          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0098        | 34.96 | 4860 | 0.0460          | 0.4905   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.004         | 35.11 | 4880 | 0.0475          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0087        | 35.25 | 4900 | 0.0460          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0093        | 35.4  | 4920 | 0.0455          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0052        | 35.54 | 4940 | 0.0500          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0045        | 35.68 | 4960 | 0.0482          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0036        | 35.83 | 4980 | 0.0443          | 0.4906   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0034        | 35.97 | 5000 | 0.0426          | 0.4911   | 0.9821        | 0.9821           | nan                | 0.9821                | 0.0           | 0.9821           |
| 0.0041        | 36.12 | 5020 | 0.0415          | 0.4909   | 0.9818        | 0.9818           | nan                | 0.9818                | 0.0           | 0.9818           |
| 0.0043        | 36.26 | 5040 | 0.0450          | 0.4903   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.007         | 36.4  | 5060 | 0.0467          | 0.4902   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.006         | 36.55 | 5080 | 0.0463          | 0.4901   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.006         | 36.69 | 5100 | 0.0468          | 0.4898   | 0.9796        | 0.9796           | nan                | 0.9796                | 0.0           | 0.9796           |
| 0.0043        | 36.83 | 5120 | 0.0428          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0073        | 36.98 | 5140 | 0.0417          | 0.4905   | 0.9809        | 0.9809           | nan                | 0.9809                | 0.0           | 0.9809           |
| 0.0188        | 37.12 | 5160 | 0.0418          | 0.4908   | 0.9815        | 0.9815           | nan                | 0.9815                | 0.0           | 0.9815           |
| 0.0052        | 37.27 | 5180 | 0.0450          | 0.4907   | 0.9813        | 0.9813           | nan                | 0.9813                | 0.0           | 0.9813           |
| 0.0089        | 37.41 | 5200 | 0.0476          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0041        | 37.55 | 5220 | 0.0505          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0062        | 37.7  | 5240 | 0.0478          | 0.4895   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0035        | 37.84 | 5260 | 0.0463          | 0.4903   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0163        | 37.99 | 5280 | 0.0453          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0054        | 38.13 | 5300 | 0.0462          | 0.4895   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0132        | 38.27 | 5320 | 0.0481          | 0.4892   | 0.9784        | 0.9784           | nan                | 0.9784                | 0.0           | 0.9784           |
| 0.0056        | 38.42 | 5340 | 0.0460          | 0.4896   | 0.9792        | 0.9792           | nan                | 0.9792                | 0.0           | 0.9792           |
| 0.0054        | 38.56 | 5360 | 0.0449          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0037        | 38.71 | 5380 | 0.0432          | 0.4911   | 0.9821        | 0.9821           | nan                | 0.9821                | 0.0           | 0.9821           |
| 0.0049        | 38.85 | 5400 | 0.0449          | 0.4909   | 0.9818        | 0.9818           | nan                | 0.9818                | 0.0           | 0.9818           |
| 0.0044        | 38.99 | 5420 | 0.0448          | 0.4907   | 0.9814        | 0.9814           | nan                | 0.9814                | 0.0           | 0.9814           |
| 0.0037        | 39.14 | 5440 | 0.0462          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0079        | 39.28 | 5460 | 0.0490          | 0.4895   | 0.9789        | 0.9789           | nan                | 0.9789                | 0.0           | 0.9789           |
| 0.0033        | 39.42 | 5480 | 0.0494          | 0.4895   | 0.9790        | 0.9790           | nan                | 0.9790                | 0.0           | 0.9790           |
| 0.0066        | 39.57 | 5500 | 0.0458          | 0.4897   | 0.9794        | 0.9794           | nan                | 0.9794                | 0.0           | 0.9794           |
| 0.0053        | 39.71 | 5520 | 0.0482          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0044        | 39.86 | 5540 | 0.0483          | 0.4896   | 0.9792        | 0.9792           | nan                | 0.9792                | 0.0           | 0.9792           |
| 0.0044        | 40.0  | 5560 | 0.0497          | 0.4897   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0062        | 40.14 | 5580 | 0.0476          | 0.4894   | 0.9788        | 0.9788           | nan                | 0.9788                | 0.0           | 0.9788           |
| 0.0047        | 40.29 | 5600 | 0.0467          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.006         | 40.43 | 5620 | 0.0444          | 0.4898   | 0.9796        | 0.9796           | nan                | 0.9796                | 0.0           | 0.9796           |
| 0.0041        | 40.58 | 5640 | 0.0459          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0098        | 40.72 | 5660 | 0.0447          | 0.4903   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0026        | 40.86 | 5680 | 0.0439          | 0.4907   | 0.9814        | 0.9814           | nan                | 0.9814                | 0.0           | 0.9814           |
| 0.0043        | 41.01 | 5700 | 0.0466          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0044        | 41.15 | 5720 | 0.0444          | 0.4901   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0041        | 41.29 | 5740 | 0.0452          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0043        | 41.44 | 5760 | 0.0468          | 0.4900   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0071        | 41.58 | 5780 | 0.0482          | 0.4897   | 0.9793        | 0.9793           | nan                | 0.9793                | 0.0           | 0.9793           |
| 0.0187        | 41.73 | 5800 | 0.0463          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0034        | 41.87 | 5820 | 0.0456          | 0.4901   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0238        | 42.01 | 5840 | 0.0450          | 0.4907   | 0.9814        | 0.9814           | nan                | 0.9814                | 0.0           | 0.9814           |
| 0.0048        | 42.16 | 5860 | 0.0464          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0116        | 42.3  | 5880 | 0.0475          | 0.4902   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0039        | 42.45 | 5900 | 0.0475          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0042        | 42.59 | 5920 | 0.0446          | 0.4905   | 0.9809        | 0.9809           | nan                | 0.9809                | 0.0           | 0.9809           |
| 0.0069        | 42.73 | 5940 | 0.0441          | 0.4905   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0045        | 42.88 | 5960 | 0.0460          | 0.4905   | 0.9811        | 0.9811           | nan                | 0.9811                | 0.0           | 0.9811           |
| 0.0038        | 43.02 | 5980 | 0.0501          | 0.4896   | 0.9791        | 0.9791           | nan                | 0.9791                | 0.0           | 0.9791           |
| 0.0123        | 43.17 | 6000 | 0.0490          | 0.4898   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0079        | 43.31 | 6020 | 0.0471          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.004         | 43.45 | 6040 | 0.0453          | 0.4906   | 0.9812        | 0.9812           | nan                | 0.9812                | 0.0           | 0.9812           |
| 0.0145        | 43.6  | 6060 | 0.0439          | 0.4910   | 0.9820        | 0.9820           | nan                | 0.9820                | 0.0           | 0.9820           |
| 0.0038        | 43.74 | 6080 | 0.0466          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.004         | 43.88 | 6100 | 0.0467          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0044        | 44.03 | 6120 | 0.0480          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0193        | 44.17 | 6140 | 0.0458          | 0.4902   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0036        | 44.32 | 6160 | 0.0470          | 0.4904   | 0.9808        | 0.9808           | nan                | 0.9808                | 0.0           | 0.9808           |
| 0.0042        | 44.46 | 6180 | 0.0456          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0031        | 44.6  | 6200 | 0.0454          | 0.4904   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0117        | 44.75 | 6220 | 0.0478          | 0.4901   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0036        | 44.89 | 6240 | 0.0482          | 0.4900   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0036        | 45.04 | 6260 | 0.0506          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0052        | 45.18 | 6280 | 0.0485          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0035        | 45.32 | 6300 | 0.0496          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0056        | 45.47 | 6320 | 0.0494          | 0.4902   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0172        | 45.61 | 6340 | 0.0482          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0041        | 45.76 | 6360 | 0.0484          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0034        | 45.9  | 6380 | 0.0492          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0108        | 46.04 | 6400 | 0.0481          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0054        | 46.19 | 6420 | 0.0474          | 0.4905   | 0.9810        | 0.9810           | nan                | 0.9810                | 0.0           | 0.9810           |
| 0.0102        | 46.33 | 6440 | 0.0483          | 0.4902   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0036        | 46.47 | 6460 | 0.0493          | 0.4903   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0057        | 46.62 | 6480 | 0.0496          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.003         | 46.76 | 6500 | 0.0504          | 0.4900   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0057        | 46.91 | 6520 | 0.0492          | 0.4901   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0048        | 47.05 | 6540 | 0.0524          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.004         | 47.19 | 6560 | 0.0500          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0218        | 47.34 | 6580 | 0.0502          | 0.4899   | 0.9798        | 0.9798           | nan                | 0.9798                | 0.0           | 0.9798           |
| 0.0038        | 47.48 | 6600 | 0.0532          | 0.4896   | 0.9792        | 0.9792           | nan                | 0.9792                | 0.0           | 0.9792           |
| 0.0029        | 47.63 | 6620 | 0.0496          | 0.4898   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0035        | 47.77 | 6640 | 0.0508          | 0.4898   | 0.9795        | 0.9795           | nan                | 0.9795                | 0.0           | 0.9795           |
| 0.0049        | 47.91 | 6660 | 0.0501          | 0.4900   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0056        | 48.06 | 6680 | 0.0488          | 0.4907   | 0.9814        | 0.9814           | nan                | 0.9814                | 0.0           | 0.9814           |
| 0.0182        | 48.2  | 6700 | 0.0482          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0056        | 48.35 | 6720 | 0.0494          | 0.4903   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0029        | 48.49 | 6740 | 0.0501          | 0.4902   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0076        | 48.63 | 6760 | 0.0480          | 0.4901   | 0.9802        | 0.9802           | nan                | 0.9802                | 0.0           | 0.9802           |
| 0.0042        | 48.78 | 6780 | 0.0514          | 0.4902   | 0.9803        | 0.9803           | nan                | 0.9803                | 0.0           | 0.9803           |
| 0.0069        | 48.92 | 6800 | 0.0483          | 0.4901   | 0.9801        | 0.9801           | nan                | 0.9801                | 0.0           | 0.9801           |
| 0.0144        | 49.06 | 6820 | 0.0472          | 0.4903   | 0.9806        | 0.9806           | nan                | 0.9806                | 0.0           | 0.9806           |
| 0.0041        | 49.21 | 6840 | 0.0491          | 0.4900   | 0.9800        | 0.9800           | nan                | 0.9800                | 0.0           | 0.9800           |
| 0.0034        | 49.35 | 6860 | 0.0481          | 0.4902   | 0.9804        | 0.9804           | nan                | 0.9804                | 0.0           | 0.9804           |
| 0.0117        | 49.5  | 6880 | 0.0482          | 0.4904   | 0.9807        | 0.9807           | nan                | 0.9807                | 0.0           | 0.9807           |
| 0.0042        | 49.64 | 6900 | 0.0499          | 0.4899   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |
| 0.0057        | 49.78 | 6920 | 0.0507          | 0.4902   | 0.9805        | 0.9805           | nan                | 0.9805                | 0.0           | 0.9805           |
| 0.0183        | 49.93 | 6940 | 0.0494          | 0.4900   | 0.9799        | 0.9799           | nan                | 0.9799                | 0.0           | 0.9799           |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.1.0+cu118
- Datasets 2.14.6
- Tokenizers 0.14.1