transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:peldrak/segformer-b4-ade-512-512-finetuned-coastTrain license:other endpoints_compatible region:us
---
license: other
base_model: peldrak/segformer-b4-ade-512-512-finetuned-coastTrain
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# segformer-b4-ade-512-512-finetuned-coastTrain-grCoastline

This model is a fine-tuned version of [peldrak/segformer-b4-ade-512-512-finetuned-coastTrain](https://huggingface.co/peldrak/segformer-b4-ade-512-512-finetuned-coastTrain) on the peldrak/grCoastline_512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1900
- Mean Iou: 0.8129
- Mean Accuracy: 0.8809
- Overall Accuracy: 0.9540
- Accuracy Water: 0.9875
- Accuracy Whitewater: 0.6312
- Accuracy Sediment: 0.9541
- Accuracy Other Natural Terrain: 0.8566
- Accuracy Vegetation: 0.8860
- Accuracy Development: 0.8526
- Accuracy Unknown: 0.9984
- Iou Water: 0.9631
- Iou Whitewater: 0.5490
- Iou Sediment: 0.8864
- Iou Other Natural Terrain: 0.7326
- Iou Vegetation: 0.8448
- Iou Development: 0.7176
- Iou Unknown: 0.9972

## 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: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 40

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 0.3829        | 0.24  | 20   | 0.4153          | 0.5484   | 0.6468        | 0.8693           | 0.9547         | 0.2281              | 0.9398            | 0.0617                         | 0.9459              | 0.4008               | 0.9963           | 0.9176    | 0.1120         | 0.7770       | 0.0612                    | 0.6193         | 0.3634          | 0.9882      |
| 2.0682        | 0.49  | 40   | 0.2991          | 0.6099   | 0.6956        | 0.8939           | 0.9735         | 0.1187              | 0.9464            | 0.3054                         | 0.8869              | 0.6447               | 0.9938           | 0.9316    | 0.1123         | 0.7992       | 0.2941                    | 0.6709         | 0.4733          | 0.9879      |
| 0.5418        | 0.73  | 60   | 0.2615          | 0.6607   | 0.7312        | 0.9192           | 0.9684         | 0.0686              | 0.9512            | 0.7257                         | 0.8597              | 0.5526               | 0.9920           | 0.9252    | 0.0665         | 0.7986       | 0.6036                    | 0.7632         | 0.4800          | 0.9881      |
| 0.4389        | 0.98  | 80   | 0.2421          | 0.6515   | 0.7159        | 0.9201           | 0.9756         | 0.0911              | 0.9662            | 0.6066                         | 0.9156              | 0.4593               | 0.9971           | 0.9426    | 0.0898         | 0.7943       | 0.5455                    | 0.7796         | 0.4163          | 0.9926      |
| 0.3756        | 1.22  | 100  | 0.2204          | 0.7025   | 0.7747        | 0.9295           | 0.9931         | 0.1656              | 0.9258            | 0.8460                         | 0.8142              | 0.6870               | 0.9912           | 0.9124    | 0.1560         | 0.8274       | 0.7147                    | 0.7806         | 0.5365          | 0.9896      |
| 0.7675        | 1.46  | 120  | 0.2169          | 0.7061   | 0.7876        | 0.9184           | 0.9774         | 0.4127              | 0.9614            | 0.8133                         | 0.7635              | 0.5874               | 0.9976           | 0.9489    | 0.3887         | 0.8088       | 0.5972                    | 0.7210         | 0.4855          | 0.9928      |
| 0.5434        | 1.71  | 140  | 0.2232          | 0.7104   | 0.7782        | 0.9308           | 0.9820         | 0.2467              | 0.9620            | 0.6425                         | 0.8970              | 0.7228               | 0.9943           | 0.9529    | 0.2410         | 0.8545       | 0.5718                    | 0.7752         | 0.5848          | 0.9925      |
| 0.8975        | 1.95  | 160  | 0.2187          | 0.7209   | 0.8231        | 0.9231           | 0.9757         | 0.3658              | 0.8885            | 0.8665                         | 0.7545              | 0.9165               | 0.9945           | 0.9473    | 0.3471         | 0.8241       | 0.6442                    | 0.7331         | 0.5589          | 0.9917      |
| 0.2799        | 2.2   | 180  | 0.1662          | 0.7404   | 0.8029        | 0.9418           | 0.9706         | 0.3506              | 0.9555            | 0.9022                         | 0.8947              | 0.5523               | 0.9946           | 0.9425    | 0.3293         | 0.8567       | 0.7286                    | 0.8378         | 0.4949          | 0.9928      |
| 0.2132        | 2.44  | 200  | 0.1616          | 0.7714   | 0.8442        | 0.9443           | 0.9777         | 0.4621              | 0.9536            | 0.7886                         | 0.8819              | 0.8492               | 0.9963           | 0.9435    | 0.4076         | 0.8578       | 0.7267                    | 0.8215         | 0.6498          | 0.9930      |
| 0.3068        | 2.68  | 220  | 0.2055          | 0.7345   | 0.8090        | 0.9318           | 0.9870         | 0.4136              | 0.9517            | 0.8730                         | 0.8080              | 0.6367               | 0.9931           | 0.9370    | 0.3753         | 0.8034       | 0.7027                    | 0.7935         | 0.5387          | 0.9909      |
| 0.1822        | 2.93  | 240  | 0.1367          | 0.7984   | 0.8640        | 0.9531           | 0.9886         | 0.5028              | 0.9106            | 0.8899                         | 0.8992              | 0.8593               | 0.9977           | 0.9499    | 0.4617         | 0.8667       | 0.7874                    | 0.8617         | 0.6675          | 0.9937      |
| 0.1504        | 3.17  | 260  | 0.1548          | 0.7794   | 0.8446        | 0.9471           | 0.9830         | 0.4763              | 0.9544            | 0.8496                         | 0.8731              | 0.7774               | 0.9983           | 0.9482    | 0.4416         | 0.8516       | 0.7572                    | 0.8427         | 0.6226          | 0.9917      |
| 0.2699        | 3.41  | 280  | 0.1543          | 0.7508   | 0.8024        | 0.9475           | 0.9889         | 0.2791              | 0.9421            | 0.8336                         | 0.9211              | 0.6552               | 0.9967           | 0.9484    | 0.2719         | 0.8647       | 0.7216                    | 0.8500         | 0.6056          | 0.9938      |
| 0.2272        | 3.66  | 300  | 0.1547          | 0.7618   | 0.8232        | 0.9490           | 0.9868         | 0.2820              | 0.9403            | 0.7567                         | 0.9193              | 0.8808               | 0.9963           | 0.9565    | 0.2766         | 0.8735       | 0.7173                    | 0.8339         | 0.6810          | 0.9938      |
| 0.0938        | 3.9   | 320  | 0.1776          | 0.7615   | 0.8290        | 0.9415           | 0.9889         | 0.4229              | 0.9468            | 0.7605                         | 0.8807              | 0.8081               | 0.9953           | 0.9545    | 0.3961         | 0.8519       | 0.6753                    | 0.8080         | 0.6522          | 0.9929      |
| 0.129         | 4.15  | 340  | 0.1708          | 0.7606   | 0.8281        | 0.9404           | 0.9839         | 0.5055              | 0.9591            | 0.8675                         | 0.8540              | 0.6292               | 0.9977           | 0.9548    | 0.4638         | 0.8605       | 0.6874                    | 0.8105         | 0.5533          | 0.9935      |
| 0.1929        | 4.39  | 360  | 0.1504          | 0.7864   | 0.8456        | 0.9493           | 0.9832         | 0.4961              | 0.9428            | 0.8054                         | 0.9216              | 0.7725               | 0.9976           | 0.9551    | 0.4630         | 0.8737       | 0.7149                    | 0.8442         | 0.6605          | 0.9936      |
| 0.1933        | 4.63  | 380  | 0.1572          | 0.7887   | 0.8610        | 0.9475           | 0.9875         | 0.4972              | 0.9328            | 0.8885                         | 0.8523              | 0.8746               | 0.9939           | 0.9520    | 0.4646         | 0.8696       | 0.7369                    | 0.8259         | 0.6796          | 0.9925      |
| 0.0642        | 4.88  | 400  | 0.1759          | 0.7988   | 0.8631        | 0.9504           | 0.9839         | 0.5690              | 0.9449            | 0.7954                         | 0.9159              | 0.8352               | 0.9971           | 0.9585    | 0.5125         | 0.8850       | 0.7171                    | 0.8326         | 0.6917          | 0.9943      |
| 0.1118        | 5.12  | 420  | 0.1461          | 0.8027   | 0.8728        | 0.9524           | 0.9854         | 0.5667              | 0.9487            | 0.8658                         | 0.8783              | 0.8670               | 0.9973           | 0.9592    | 0.4847         | 0.8653       | 0.7586                    | 0.8420         | 0.7145          | 0.9944      |
| 0.1145        | 5.37  | 440  | 0.1437          | 0.7884   | 0.8471        | 0.9517           | 0.9806         | 0.4749              | 0.9560            | 0.9182                         | 0.8870              | 0.7163               | 0.9969           | 0.9578    | 0.4510         | 0.8813       | 0.7459                    | 0.8526         | 0.6354          | 0.9947      |
| 0.2373        | 5.61  | 460  | 0.1429          | 0.8081   | 0.8807        | 0.9539           | 0.9875         | 0.6424              | 0.9413            | 0.8411                         | 0.9063              | 0.8488               | 0.9976           | 0.9526    | 0.5048         | 0.8671       | 0.7674                    | 0.8562         | 0.7140          | 0.9950      |
| 0.0863        | 5.85  | 480  | 0.1620          | 0.7747   | 0.8317        | 0.9497           | 0.9872         | 0.3768              | 0.9531            | 0.8926                         | 0.8780              | 0.7383               | 0.9957           | 0.9520    | 0.3645         | 0.8553       | 0.7583                    | 0.8462         | 0.6527          | 0.9942      |
| 0.1391        | 6.1   | 500  | 0.1639          | 0.7719   | 0.8332        | 0.9476           | 0.9856         | 0.3736              | 0.9277            | 0.7736                         | 0.9158              | 0.8580               | 0.9980           | 0.9536    | 0.3623         | 0.8647       | 0.7044                    | 0.8334         | 0.6903          | 0.9945      |
| 0.0976        | 6.34  | 520  | 0.1893          | 0.7449   | 0.8043        | 0.9405           | 0.9883         | 0.3225              | 0.9467            | 0.8313                         | 0.8733              | 0.6724               | 0.9955           | 0.9496    | 0.3151         | 0.8619       | 0.6690                    | 0.8097         | 0.6149          | 0.9938      |
| 0.1592        | 6.59  | 540  | 0.1842          | 0.7557   | 0.8210        | 0.9436           | 0.9888         | 0.3033              | 0.9475            | 0.8408                         | 0.8482              | 0.8224               | 0.9958           | 0.9522    | 0.2846         | 0.8585       | 0.7011                    | 0.8012         | 0.6982          | 0.9940      |
| 0.2569        | 6.83  | 560  | 0.1531          | 0.7984   | 0.8686        | 0.9495           | 0.9863         | 0.5709              | 0.9457            | 0.8419                         | 0.8783              | 0.8619               | 0.9955           | 0.9554    | 0.5058         | 0.8757       | 0.7338                    | 0.8258         | 0.6986          | 0.9940      |
| 0.1064        | 7.07  | 580  | 0.1944          | 0.7784   | 0.8474        | 0.9420           | 0.9895         | 0.5455              | 0.9459            | 0.7592                         | 0.8764              | 0.8178               | 0.9975           | 0.9534    | 0.5047         | 0.8475       | 0.6847                    | 0.8063         | 0.6572          | 0.9949      |
| 0.0979        | 7.32  | 600  | 0.1581          | 0.7959   | 0.8574        | 0.9508           | 0.9869         | 0.5223              | 0.9399            | 0.8773                         | 0.8874              | 0.7912               | 0.9968           | 0.9522    | 0.4766         | 0.8740       | 0.7516                    | 0.8359         | 0.6865          | 0.9945      |
| 0.045         | 7.56  | 620  | 0.1962          | 0.7990   | 0.8655        | 0.9479           | 0.9801         | 0.5896              | 0.9347            | 0.7952                         | 0.9054              | 0.8546               | 0.9988           | 0.9485    | 0.5253         | 0.8764       | 0.7167                    | 0.8204         | 0.7117          | 0.9938      |
| 0.0495        | 7.8   | 640  | 0.2135          | 0.7824   | 0.8541        | 0.9428           | 0.9834         | 0.5986              | 0.9555            | 0.8005                         | 0.8692              | 0.7725               | 0.9987           | 0.9550    | 0.5221         | 0.8447       | 0.7026                    | 0.8075         | 0.6500          | 0.9949      |
| 0.0389        | 8.05  | 660  | 0.1860          | 0.7856   | 0.8503        | 0.9469           | 0.9809         | 0.4908              | 0.9358            | 0.7910                         | 0.9012              | 0.8538               | 0.9985           | 0.9547    | 0.4522         | 0.8837       | 0.6847                    | 0.8158         | 0.7134          | 0.9946      |
| 0.177         | 8.29  | 680  | 0.2002          | 0.7719   | 0.8338        | 0.9478           | 0.9871         | 0.3745              | 0.9462            | 0.7507                         | 0.9147              | 0.8683               | 0.9951           | 0.9535    | 0.3584         | 0.8738       | 0.7041                    | 0.8278         | 0.6920          | 0.9937      |
| 0.0522        | 8.54  | 700  | 0.1619          | 0.7917   | 0.8564        | 0.9481           | 0.9875         | 0.5765              | 0.9388            | 0.8643                         | 0.8908              | 0.7403               | 0.9963           | 0.9568    | 0.5202         | 0.8813       | 0.7152                    | 0.8297         | 0.6440          | 0.9945      |
| 0.066         | 8.78  | 720  | 0.1800          | 0.7782   | 0.8539        | 0.9451           | 0.9850         | 0.4766              | 0.9503            | 0.8770                         | 0.8304              | 0.8615               | 0.9963           | 0.9597    | 0.4398         | 0.8674       | 0.7291                    | 0.7992         | 0.6581          | 0.9945      |
| 0.1114        | 9.02  | 740  | 0.1692          | 0.7867   | 0.8517        | 0.9476           | 0.9880         | 0.5068              | 0.9485            | 0.8157                         | 0.8789              | 0.8257               | 0.9982           | 0.9569    | 0.4758         | 0.8787       | 0.7079                    | 0.8205         | 0.6723          | 0.9951      |
| 0.1906        | 9.27  | 760  | 0.1724          | 0.7929   | 0.8617        | 0.9490           | 0.9820         | 0.5359              | 0.9464            | 0.8073                         | 0.8928              | 0.8697               | 0.9978           | 0.9572    | 0.4821         | 0.8714       | 0.7178                    | 0.8284         | 0.6980          | 0.9956      |
| 0.0562        | 9.51  | 780  | 0.1984          | 0.7811   | 0.8494        | 0.9449           | 0.9807         | 0.5865              | 0.9549            | 0.8392                         | 0.8888              | 0.6984               | 0.9969           | 0.9569    | 0.5050         | 0.8750       | 0.6786                    | 0.8232         | 0.6337          | 0.9952      |
| 0.1104        | 9.76  | 800  | 0.1972          | 0.7978   | 0.8687        | 0.9469           | 0.9855         | 0.5906              | 0.9419            | 0.7758                         | 0.8914              | 0.9000               | 0.9955           | 0.9556    | 0.5334         | 0.8733       | 0.6863                    | 0.8178         | 0.7237          | 0.9945      |
| 0.0451        | 10.0  | 820  | 0.2123          | 0.7769   | 0.8455        | 0.9415           | 0.9821         | 0.5810              | 0.9500            | 0.8132                         | 0.8747              | 0.7191               | 0.9984           | 0.9537    | 0.5241         | 0.8658       | 0.6691                    | 0.8074         | 0.6231          | 0.9949      |
| 0.1426        | 10.24 | 840  | 0.2210          | 0.7989   | 0.8745        | 0.9465           | 0.9800         | 0.6316              | 0.9435            | 0.7712                         | 0.8897              | 0.9072               | 0.9983           | 0.9562    | 0.5525         | 0.8783       | 0.6823                    | 0.8131         | 0.7147          | 0.9951      |
| 0.0683        | 10.49 | 860  | 0.2162          | 0.7964   | 0.8677        | 0.9473           | 0.9802         | 0.5774              | 0.9515            | 0.7715                         | 0.8902              | 0.9058               | 0.9974           | 0.9549    | 0.5202         | 0.8777       | 0.6901                    | 0.8156         | 0.7210          | 0.9954      |
| 0.0758        | 10.73 | 880  | 0.1898          | 0.8005   | 0.8774        | 0.9468           | 0.9863         | 0.6471              | 0.9326            | 0.8057                         | 0.8757              | 0.8960               | 0.9984           | 0.9595    | 0.5466         | 0.8796       | 0.6810                    | 0.8067         | 0.7347          | 0.9957      |
| 0.0496        | 10.98 | 900  | 0.1919          | 0.8019   | 0.8738        | 0.9469           | 0.9794         | 0.6404              | 0.9636            | 0.8149                         | 0.8670              | 0.8526               | 0.9984           | 0.9598    | 0.5598         | 0.8726       | 0.6949                    | 0.8065         | 0.7236          | 0.9959      |
| 0.0329        | 11.22 | 920  | 0.1862          | 0.8004   | 0.8689        | 0.9469           | 0.9891         | 0.5888              | 0.9460            | 0.8303                         | 0.8556              | 0.8746               | 0.9977           | 0.9594    | 0.5378         | 0.8816       | 0.6882                    | 0.8003         | 0.7395          | 0.9957      |
| 0.0808        | 11.46 | 940  | 0.2000          | 0.8016   | 0.8730        | 0.9485           | 0.9868         | 0.6599              | 0.9461            | 0.7912                         | 0.8998              | 0.8292               | 0.9977           | 0.9617    | 0.5578         | 0.8811       | 0.6872                    | 0.8208         | 0.7070          | 0.9960      |
| 0.0492        | 11.71 | 960  | 0.2148          | 0.7983   | 0.8672        | 0.9466           | 0.9895         | 0.6154              | 0.9459            | 0.8051                         | 0.8765              | 0.8410               | 0.9968           | 0.9589    | 0.5439         | 0.8735       | 0.6870                    | 0.8079         | 0.7210          | 0.9959      |
| 0.0629        | 11.95 | 980  | 0.2277          | 0.7941   | 0.8637        | 0.9456           | 0.9842         | 0.5803              | 0.9556            | 0.7909                         | 0.8695              | 0.8680               | 0.9973           | 0.9604    | 0.5260         | 0.8744       | 0.6751                    | 0.8009         | 0.7260          | 0.9958      |
| 0.1419        | 12.2  | 1000 | 0.2076          | 0.7977   | 0.8623        | 0.9483           | 0.9868         | 0.5485              | 0.9413            | 0.8046                         | 0.8865              | 0.8710               | 0.9977           | 0.9584    | 0.5079         | 0.8817       | 0.6928                    | 0.8139         | 0.7335          | 0.9957      |
| 0.153         | 12.44 | 1020 | 0.1835          | 0.7986   | 0.8608        | 0.9494           | 0.9833         | 0.5284              | 0.9457            | 0.8415                         | 0.8814              | 0.8475               | 0.9979           | 0.9600    | 0.4923         | 0.8840       | 0.6992                    | 0.8185         | 0.7404          | 0.9957      |
| 0.0377        | 12.68 | 1040 | 0.2033          | 0.7894   | 0.8567        | 0.9476           | 0.9826         | 0.4861              | 0.9596            | 0.8731                         | 0.8436              | 0.8548               | 0.9971           | 0.9603    | 0.4626         | 0.8669       | 0.7198                    | 0.8113         | 0.7089          | 0.9957      |
| 0.0474        | 12.93 | 1060 | 0.2220          | 0.7935   | 0.8586        | 0.9464           | 0.9890         | 0.5751              | 0.9476            | 0.7947                         | 0.8835              | 0.8229               | 0.9974           | 0.9577    | 0.5129         | 0.8731       | 0.6790                    | 0.8098         | 0.7261          | 0.9959      |
| 1.1161        | 13.17 | 1080 | 0.2110          | 0.7992   | 0.8716        | 0.9463           | 0.9821         | 0.6330              | 0.9614            | 0.8127                         | 0.8632              | 0.8502               | 0.9983           | 0.9585    | 0.5585         | 0.8827       | 0.6897                    | 0.8012         | 0.7076          | 0.9962      |
| 0.099         | 13.41 | 1100 | 0.2123          | 0.7984   | 0.8743        | 0.9472           | 0.9868         | 0.6128              | 0.9379            | 0.8127                         | 0.8678              | 0.9040               | 0.9983           | 0.9570    | 0.5382         | 0.8878       | 0.6926                    | 0.8075         | 0.7095          | 0.9962      |
| 0.0588        | 13.66 | 1120 | 0.1905          | 0.8032   | 0.8784        | 0.9485           | 0.9814         | 0.6312              | 0.9540            | 0.8039                         | 0.8745              | 0.9050               | 0.9984           | 0.9603    | 0.5530         | 0.8902       | 0.6977                    | 0.8097         | 0.7157          | 0.9961      |
| 0.0769        | 13.9  | 1140 | 0.1758          | 0.8017   | 0.8647        | 0.9500           | 0.9864         | 0.5469              | 0.9429            | 0.8562                         | 0.8735              | 0.8484               | 0.9985           | 0.9568    | 0.5034         | 0.8897       | 0.7119                    | 0.8164         | 0.7372          | 0.9962      |
| 0.121         | 14.15 | 1160 | 0.1858          | 0.8027   | 0.8701        | 0.9499           | 0.9816         | 0.5560              | 0.9518            | 0.8267                         | 0.8789              | 0.8986               | 0.9969           | 0.9578    | 0.5182         | 0.8862       | 0.7072                    | 0.8231         | 0.7310          | 0.9956      |
| 0.0663        | 14.39 | 1180 | 0.2045          | 0.7889   | 0.8640        | 0.9451           | 0.9897         | 0.5519              | 0.9317            | 0.8208                         | 0.8533              | 0.9023               | 0.9981           | 0.9563    | 0.4946         | 0.8742       | 0.6857                    | 0.8016         | 0.7136          | 0.9960      |
| 0.0254        | 14.63 | 1200 | 0.2105          | 0.8003   | 0.8676        | 0.9474           | 0.9816         | 0.6103              | 0.9605            | 0.8074                         | 0.8776              | 0.8377               | 0.9982           | 0.9611    | 0.5442         | 0.8794       | 0.6838                    | 0.8091         | 0.7281          | 0.9962      |
| 0.1533        | 14.88 | 1220 | 0.2133          | 0.7973   | 0.8680        | 0.9470           | 0.9870         | 0.6039              | 0.9465            | 0.8942                         | 0.8418              | 0.8046               | 0.9985           | 0.9606    | 0.5294         | 0.8828       | 0.6974                    | 0.8046         | 0.7100          | 0.9962      |
| 0.0389        | 15.12 | 1240 | 0.1854          | 0.8032   | 0.8722        | 0.9489           | 0.9893         | 0.6311              | 0.9484            | 0.8297                         | 0.8745              | 0.8342               | 0.9984           | 0.9600    | 0.5509         | 0.8777       | 0.7049                    | 0.8183         | 0.7145          | 0.9962      |
| 0.0361        | 15.37 | 1260 | 0.1864          | 0.7939   | 0.8565        | 0.9493           | 0.9896         | 0.5175              | 0.9430            | 0.8092                         | 0.8878              | 0.8494               | 0.9990           | 0.9588    | 0.4678         | 0.8842       | 0.6940                    | 0.8197         | 0.7371          | 0.9958      |
| 0.0211        | 15.61 | 1280 | 0.2172          | 0.7962   | 0.8720        | 0.9454           | 0.9853         | 0.5900              | 0.9531            | 0.8542                         | 0.8295              | 0.8943               | 0.9973           | 0.9621    | 0.5328         | 0.8799       | 0.6886                    | 0.7885         | 0.7253          | 0.9963      |
| 0.1093        | 15.85 | 1300 | 0.1688          | 0.8111   | 0.8728        | 0.9531           | 0.9880         | 0.5895              | 0.9482            | 0.8217                         | 0.9014              | 0.8627               | 0.9979           | 0.9620    | 0.5364         | 0.8934       | 0.7190                    | 0.8316         | 0.7392          | 0.9965      |
| 0.0733        | 16.1  | 1320 | 0.1827          | 0.8126   | 0.8845        | 0.9515           | 0.9869         | 0.6553              | 0.9503            | 0.8784                         | 0.8587              | 0.8627               | 0.9990           | 0.9608    | 0.5654         | 0.8826       | 0.7278                    | 0.8258         | 0.7300          | 0.9960      |
| 0.0708        | 16.34 | 1340 | 0.1822          | 0.8101   | 0.8783        | 0.9527           | 0.9896         | 0.6199              | 0.9476            | 0.8128                         | 0.8992              | 0.8827               | 0.9967           | 0.9598    | 0.5407         | 0.8858       | 0.7244                    | 0.8394         | 0.7250          | 0.9955      |
| 0.0522        | 16.59 | 1360 | 0.1780          | 0.8087   | 0.8748        | 0.9518           | 0.9864         | 0.5917              | 0.9509            | 0.8650                         | 0.8725              | 0.8599               | 0.9974           | 0.9615    | 0.5372         | 0.8861       | 0.7247                    | 0.8282         | 0.7270          | 0.9959      |
| 0.0453        | 16.83 | 1380 | 0.1880          | 0.8020   | 0.8735        | 0.9486           | 0.9891         | 0.5987              | 0.9476            | 0.8654                         | 0.8475              | 0.8680               | 0.9983           | 0.9611    | 0.5376         | 0.8809       | 0.7100                    | 0.8114         | 0.7165          | 0.9962      |
| 0.0351        | 17.07 | 1400 | 0.1885          | 0.8045   | 0.8758        | 0.9502           | 0.9880         | 0.5929              | 0.9435            | 0.8644                         | 0.8591              | 0.8846               | 0.9982           | 0.9608    | 0.5261         | 0.8841       | 0.7161                    | 0.8189         | 0.7295          | 0.9962      |
| 0.0629        | 17.32 | 1420 | 0.1721          | 0.8132   | 0.8780        | 0.9536           | 0.9840         | 0.6104              | 0.9586            | 0.8472                         | 0.8888              | 0.8590               | 0.9982           | 0.9627    | 0.5470         | 0.8839       | 0.7381                    | 0.8383         | 0.7260          | 0.9962      |
| 0.0547        | 17.56 | 1440 | 0.1993          | 0.8025   | 0.8734        | 0.9478           | 0.9877         | 0.6203              | 0.9555            | 0.8655                         | 0.8430              | 0.8431               | 0.9987           | 0.9599    | 0.5544         | 0.8666       | 0.7186                    | 0.8101         | 0.7115          | 0.9963      |
| 0.081         | 17.8  | 1460 | 0.2054          | 0.8034   | 0.8702        | 0.9493           | 0.9892         | 0.6097              | 0.9505            | 0.8118                         | 0.8823              | 0.8502               | 0.9976           | 0.9603    | 0.5416         | 0.8769       | 0.6996                    | 0.8204         | 0.7283          | 0.9964      |
| 0.04          | 18.05 | 1480 | 0.2196          | 0.7915   | 0.8572        | 0.9459           | 0.9893         | 0.5738              | 0.9500            | 0.8183                         | 0.8706              | 0.8003               | 0.9979           | 0.9586    | 0.5216         | 0.8679       | 0.6870                    | 0.8109         | 0.6976          | 0.9966      |
| 0.1213        | 18.29 | 1500 | 0.2320          | 0.7920   | 0.8620        | 0.9461           | 0.9850         | 0.5770              | 0.9594            | 0.8126                         | 0.8628              | 0.8395               | 0.9980           | 0.9609    | 0.5168         | 0.8688       | 0.6891                    | 0.8062         | 0.7053          | 0.9966      |
| 0.0496        | 18.54 | 1520 | 0.1928          | 0.8065   | 0.8745        | 0.9503           | 0.9842         | 0.6020              | 0.9449            | 0.8562                         | 0.8736              | 0.8619               | 0.9984           | 0.9612    | 0.5367         | 0.8886       | 0.7098                    | 0.8177         | 0.7348          | 0.9966      |
| 0.045         | 18.78 | 1540 | 0.2075          | 0.7988   | 0.8787        | 0.9460           | 0.9839         | 0.6246              | 0.9374            | 0.8428                         | 0.8457              | 0.9183               | 0.9984           | 0.9607    | 0.5522         | 0.8790       | 0.6941                    | 0.7982         | 0.7107          | 0.9968      |
| 0.0317        | 19.02 | 1560 | 0.1938          | 0.8051   | 0.8715        | 0.9505           | 0.9892         | 0.5835              | 0.9426            | 0.8278                         | 0.8810              | 0.8782               | 0.9980           | 0.9598    | 0.5248         | 0.8878       | 0.7125                    | 0.8174         | 0.7364          | 0.9967      |
| 0.0489        | 19.27 | 1580 | 0.1844          | 0.8074   | 0.8792        | 0.9500           | 0.9847         | 0.6251              | 0.9529            | 0.8445                         | 0.8628              | 0.8855               | 0.9991           | 0.9613    | 0.5493         | 0.8817       | 0.7121                    | 0.8174         | 0.7331          | 0.9966      |
| 0.091         | 19.51 | 1600 | 0.1976          | 0.7907   | 0.8478        | 0.9495           | 0.9910         | 0.5186              | 0.9449            | 0.8258                         | 0.9006              | 0.7553               | 0.9986           | 0.9563    | 0.4818         | 0.8703       | 0.7123                    | 0.8358         | 0.6818          | 0.9967      |
| 0.0308        | 19.76 | 1620 | 0.1722          | 0.8076   | 0.8722        | 0.9518           | 0.9861         | 0.5906              | 0.9516            | 0.8461                         | 0.8820              | 0.8503               | 0.9987           | 0.9612    | 0.5347         | 0.8842       | 0.7192                    | 0.8309         | 0.7259          | 0.9968      |
| 0.231         | 20.0  | 1640 | 0.1774          | 0.8073   | 0.8726        | 0.9523           | 0.9912         | 0.5837              | 0.9329            | 0.8215                         | 0.8979              | 0.8822               | 0.9988           | 0.9554    | 0.5183         | 0.8759       | 0.7299                    | 0.8404         | 0.7343          | 0.9966      |
| 0.0407        | 20.24 | 1660 | 0.2232          | 0.7988   | 0.8750        | 0.9464           | 0.9844         | 0.6060              | 0.9575            | 0.8624                         | 0.8267              | 0.8891               | 0.9989           | 0.9609    | 0.5377         | 0.8691       | 0.7052                    | 0.7968         | 0.7252          | 0.9964      |
| 0.0303        | 20.49 | 1680 | 0.2146          | 0.8002   | 0.8709        | 0.9479           | 0.9872         | 0.5865              | 0.9498            | 0.8449                         | 0.8528              | 0.8774               | 0.9979           | 0.9612    | 0.5307         | 0.8760       | 0.7040                    | 0.8067         | 0.7260          | 0.9965      |
| 0.0398        | 20.73 | 1700 | 0.2119          | 0.7977   | 0.8754        | 0.9465           | 0.9858         | 0.6453              | 0.9460            | 0.8314                         | 0.8575              | 0.8631               | 0.9989           | 0.9632    | 0.5460         | 0.8824       | 0.6865                    | 0.8007         | 0.7087          | 0.9967      |
| 0.6198        | 20.98 | 1720 | 0.2056          | 0.7992   | 0.8731        | 0.9472           | 0.9852         | 0.6495              | 0.9462            | 0.8761                         | 0.8560              | 0.8006               | 0.9982           | 0.9628    | 0.5610         | 0.8854       | 0.6941                    | 0.8091         | 0.6852          | 0.9969      |
| 0.0428        | 21.22 | 1740 | 0.1978          | 0.7970   | 0.8670        | 0.9483           | 0.9843         | 0.6512              | 0.9546            | 0.8829                         | 0.8734              | 0.7246               | 0.9979           | 0.9629    | 0.5622         | 0.8830       | 0.7036                    | 0.8269         | 0.6435          | 0.9967      |
| 0.04          | 21.46 | 1760 | 0.1939          | 0.7945   | 0.8675        | 0.9469           | 0.9860         | 0.6371              | 0.9491            | 0.8376                         | 0.8718              | 0.7922               | 0.9988           | 0.9619    | 0.5536         | 0.8799       | 0.6914                    | 0.8183         | 0.6592          | 0.9968      |
| 0.0279        | 21.71 | 1780 | 0.2210          | 0.7852   | 0.8516        | 0.9464           | 0.9866         | 0.5663              | 0.9519            | 0.8814                         | 0.8654              | 0.7116               | 0.9979           | 0.9611    | 0.5143         | 0.8860       | 0.6954                    | 0.8175         | 0.6253          | 0.9966      |
| 0.0619        | 21.95 | 1800 | 0.1971          | 0.7930   | 0.8654        | 0.9484           | 0.9867         | 0.6116              | 0.9498            | 0.8739                         | 0.8676              | 0.7698               | 0.9981           | 0.9627    | 0.5353         | 0.8885       | 0.7080                    | 0.8258         | 0.6342          | 0.9967      |
| 0.0203        | 22.2  | 1820 | 0.1964          | 0.7926   | 0.8679        | 0.9464           | 0.9832         | 0.6733              | 0.9576            | 0.8433                         | 0.8750              | 0.7447               | 0.9984           | 0.9631    | 0.5685         | 0.8830       | 0.6827                    | 0.8230         | 0.6308          | 0.9969      |
| 0.0907        | 22.44 | 1840 | 0.2107          | 0.7875   | 0.8587        | 0.9458           | 0.9896         | 0.5721              | 0.9506            | 0.8118                         | 0.8643              | 0.8239               | 0.9988           | 0.9596    | 0.5017         | 0.8729       | 0.6816                    | 0.8105         | 0.6896          | 0.9969      |
| 0.0378        | 22.68 | 1860 | 0.2036          | 0.8053   | 0.8807        | 0.9492           | 0.9850         | 0.6530              | 0.9489            | 0.8037                         | 0.8791              | 0.8962               | 0.9989           | 0.9615    | 0.5578         | 0.8828       | 0.6954                    | 0.8183         | 0.7247          | 0.9967      |
| 0.081         | 22.93 | 1880 | 0.2039          | 0.7989   | 0.8683        | 0.9488           | 0.9908         | 0.5842              | 0.9388            | 0.8415                         | 0.8693              | 0.8548               | 0.9982           | 0.9593    | 0.5193         | 0.8801       | 0.7000                    | 0.8198         | 0.7170          | 0.9969      |
| 0.0237        | 23.17 | 1900 | 0.2002          | 0.7899   | 0.8571        | 0.9471           | 0.9876         | 0.5706              | 0.9510            | 0.8307                         | 0.8760              | 0.7854               | 0.9982           | 0.9612    | 0.5203         | 0.8814       | 0.6841                    | 0.8224         | 0.6634          | 0.9968      |
| 0.0528        | 23.41 | 1920 | 0.2114          | 0.7850   | 0.8538        | 0.9461           | 0.9886         | 0.5398              | 0.9524            | 0.8423                         | 0.8587              | 0.7965               | 0.9982           | 0.9603    | 0.4920         | 0.8728       | 0.6905                    | 0.8156         | 0.6667          | 0.9970      |
| 0.0793        | 23.66 | 1940 | 0.1825          | 0.8003   | 0.8694        | 0.9498           | 0.9888         | 0.6138              | 0.9454            | 0.8474                         | 0.8786              | 0.8130               | 0.9990           | 0.9604    | 0.5439         | 0.8800       | 0.7102                    | 0.8346         | 0.6757          | 0.9969      |
| 0.0288        | 23.9  | 1960 | 0.1854          | 0.8051   | 0.8705        | 0.9520           | 0.9893         | 0.6176              | 0.9509            | 0.8519                         | 0.8913              | 0.7944               | 0.9979           | 0.9608    | 0.5530         | 0.8781       | 0.7302                    | 0.8473         | 0.6693          | 0.9968      |
| 0.0525        | 24.15 | 1980 | 0.1603          | 0.8141   | 0.8846        | 0.9550           | 0.9864         | 0.6848              | 0.9472            | 0.8581                         | 0.9083              | 0.8084               | 0.9990           | 0.9620    | 0.5691         | 0.8876       | 0.7440                    | 0.8616         | 0.6776          | 0.9966      |
| 0.026         | 24.39 | 2000 | 0.1684          | 0.8068   | 0.8752        | 0.9532           | 0.9877         | 0.6538              | 0.9479            | 0.8936                         | 0.8893              | 0.7554               | 0.9989           | 0.9616    | 0.5547         | 0.8856       | 0.7362                    | 0.8538         | 0.6586          | 0.9969      |
| 0.0397        | 24.63 | 2020 | 0.1692          | 0.8121   | 0.8760        | 0.9542           | 0.9870         | 0.5916              | 0.9529            | 0.8621                         | 0.8871              | 0.8535               | 0.9979           | 0.9616    | 0.5381         | 0.8834       | 0.7400                    | 0.8478         | 0.7173          | 0.9968      |
| 0.4272        | 24.88 | 2040 | 0.1785          | 0.8101   | 0.8749        | 0.9535           | 0.9868         | 0.5751              | 0.9539            | 0.8895                         | 0.8697              | 0.8520               | 0.9975           | 0.9633    | 0.5204         | 0.8832       | 0.7380                    | 0.8374         | 0.7316          | 0.9966      |
| 0.0399        | 25.12 | 2060 | 0.1765          | 0.8070   | 0.8682        | 0.9532           | 0.9885         | 0.5755              | 0.9559            | 0.8543                         | 0.8893              | 0.8154               | 0.9983           | 0.9615    | 0.5252         | 0.8758       | 0.7359                    | 0.8473         | 0.7064          | 0.9968      |
| 0.0456        | 25.37 | 2080 | 0.1777          | 0.8060   | 0.8668        | 0.9535           | 0.9900         | 0.5873              | 0.9487            | 0.8418                         | 0.9061              | 0.7955               | 0.9983           | 0.9605    | 0.5270         | 0.8821       | 0.7299                    | 0.8526         | 0.6928          | 0.9969      |
| 0.0414        | 25.61 | 2100 | 0.1844          | 0.8132   | 0.8847        | 0.9531           | 0.9864         | 0.6789              | 0.9515            | 0.8486                         | 0.8916              | 0.8373               | 0.9984           | 0.9623    | 0.5671         | 0.8849       | 0.7266                    | 0.8418         | 0.7130          | 0.9970      |
| 0.0925        | 25.85 | 2120 | 0.2120          | 0.8035   | 0.8663        | 0.9521           | 0.9886         | 0.5885              | 0.9500            | 0.8118                         | 0.9077              | 0.8193               | 0.9982           | 0.9607    | 0.5215         | 0.8832       | 0.7125                    | 0.8402         | 0.7097          | 0.9970      |
| 0.0443        | 26.1  | 2140 | 0.1615          | 0.8151   | 0.8790        | 0.9555           | 0.9882         | 0.5945              | 0.9449            | 0.8779                         | 0.8874              | 0.8610               | 0.9992           | 0.9603    | 0.5309         | 0.8871       | 0.7511                    | 0.8517         | 0.7281          | 0.9964      |
| 0.0728        | 26.34 | 2160 | 0.1701          | 0.8091   | 0.8771        | 0.9534           | 0.9872         | 0.6244              | 0.9493            | 0.8818                         | 0.8816              | 0.8164               | 0.9989           | 0.9624    | 0.5469         | 0.8858       | 0.7362                    | 0.8478         | 0.6876          | 0.9968      |
| 0.0484        | 26.59 | 2180 | 0.1720          | 0.8061   | 0.8707        | 0.9530           | 0.9895         | 0.6110              | 0.9487            | 0.8831                         | 0.8852              | 0.7787               | 0.9987           | 0.9615    | 0.5429         | 0.8814       | 0.7374                    | 0.8496         | 0.6727          | 0.9969      |
| 0.027         | 26.83 | 2200 | 0.1728          | 0.8060   | 0.8754        | 0.9525           | 0.9879         | 0.6263              | 0.9498            | 0.8718                         | 0.8823              | 0.8111               | 0.9983           | 0.9620    | 0.5489         | 0.8825       | 0.7351                    | 0.8472         | 0.6694          | 0.9970      |
| 0.0465        | 27.07 | 2220 | 0.1763          | 0.8075   | 0.8751        | 0.9534           | 0.9875         | 0.6402              | 0.9496            | 0.8776                         | 0.8938              | 0.7791               | 0.9981           | 0.9623    | 0.5514         | 0.8842       | 0.7366                    | 0.8533         | 0.6675          | 0.9970      |
| 0.0213        | 27.32 | 2240 | 0.1740          | 0.8085   | 0.8743        | 0.9538           | 0.9869         | 0.6184              | 0.9501            | 0.8787                         | 0.8917              | 0.7963               | 0.9983           | 0.9632    | 0.5446         | 0.8852       | 0.7370                    | 0.8523         | 0.6799          | 0.9971      |
| 0.022         | 27.56 | 2260 | 0.1923          | 0.7998   | 0.8675        | 0.9508           | 0.9863         | 0.5850              | 0.9506            | 0.8669                         | 0.8777              | 0.8084               | 0.9979           | 0.9613    | 0.5253         | 0.8839       | 0.7155                    | 0.8387         | 0.6769          | 0.9970      |
| 0.0311        | 27.8  | 2280 | 0.1871          | 0.8005   | 0.8657        | 0.9518           | 0.9877         | 0.5896              | 0.9482            | 0.8699                         | 0.8900              | 0.7763               | 0.9980           | 0.9612    | 0.5235         | 0.8837       | 0.7229                    | 0.8452         | 0.6701          | 0.9970      |
| 0.0281        | 28.05 | 2300 | 0.1984          | 0.7970   | 0.8665        | 0.9490           | 0.9881         | 0.6233              | 0.9441            | 0.9007                         | 0.8659              | 0.7451               | 0.9984           | 0.9614    | 0.5465         | 0.8850       | 0.7081                    | 0.8310         | 0.6496          | 0.9971      |
| 0.029         | 28.29 | 2320 | 0.1929          | 0.8018   | 0.8684        | 0.9508           | 0.9890         | 0.6266              | 0.9484            | 0.8783                         | 0.8813              | 0.7572               | 0.9981           | 0.9612    | 0.5522         | 0.8820       | 0.7180                    | 0.8409         | 0.6616          | 0.9970      |
| 0.0205        | 28.54 | 2340 | 0.1939          | 0.8127   | 0.8877        | 0.9536           | 0.9857         | 0.6927              | 0.9459            | 0.8321                         | 0.9031              | 0.8553               | 0.9989           | 0.9628    | 0.5574         | 0.8940       | 0.7233                    | 0.8410         | 0.7133          | 0.9969      |
| 0.1185        | 28.78 | 2360 | 0.2147          | 0.7963   | 0.8662        | 0.9476           | 0.9888         | 0.5806              | 0.9517            | 0.8657                         | 0.8458              | 0.8323               | 0.9987           | 0.9615    | 0.5186         | 0.8772       | 0.6987                    | 0.8088         | 0.7122          | 0.9971      |
| 0.0848        | 29.02 | 2380 | 0.1978          | 0.8047   | 0.8712        | 0.9510           | 0.9884         | 0.5966              | 0.9504            | 0.8398                         | 0.8784              | 0.8459               | 0.9988           | 0.9618    | 0.5329         | 0.8799       | 0.7125                    | 0.8299         | 0.7184          | 0.9972      |
| 0.028         | 29.27 | 2400 | 0.2065          | 0.8000   | 0.8675        | 0.9497           | 0.9878         | 0.6095              | 0.9561            | 0.8780                         | 0.8647              | 0.7781               | 0.9983           | 0.9629    | 0.5428         | 0.8784       | 0.7121                    | 0.8296         | 0.6767          | 0.9973      |
| 0.0232        | 29.51 | 2420 | 0.1912          | 0.8063   | 0.8750        | 0.9520           | 0.9887         | 0.6177              | 0.9491            | 0.8746                         | 0.8742              | 0.8221               | 0.9983           | 0.9631    | 0.5401         | 0.8824       | 0.7242                    | 0.8371         | 0.7000          | 0.9973      |
| 0.0241        | 29.76 | 2440 | 0.1768          | 0.8095   | 0.8797        | 0.9525           | 0.9871         | 0.6426              | 0.9506            | 0.8691                         | 0.8781              | 0.8319               | 0.9986           | 0.9637    | 0.5552         | 0.8871       | 0.7228                    | 0.8388         | 0.7015          | 0.9971      |
| 0.0249        | 30.0  | 2460 | 0.1885          | 0.8051   | 0.8734        | 0.9518           | 0.9885         | 0.6096              | 0.9517            | 0.8740                         | 0.8714              | 0.8203               | 0.9986           | 0.9631    | 0.5348         | 0.8836       | 0.7230                    | 0.8353         | 0.6989          | 0.9970      |
| 0.0314        | 30.24 | 2480 | 0.1853          | 0.8046   | 0.8698        | 0.9521           | 0.9882         | 0.6049              | 0.9524            | 0.8782                         | 0.8786              | 0.7873               | 0.9989           | 0.9630    | 0.5373         | 0.8846       | 0.7241                    | 0.8409         | 0.6853          | 0.9968      |
| 0.045         | 30.49 | 2500 | 0.1810          | 0.8134   | 0.8792        | 0.9542           | 0.9871         | 0.6099              | 0.9502            | 0.8672                         | 0.8840              | 0.8573               | 0.9986           | 0.9621    | 0.5421         | 0.8876       | 0.7371                    | 0.8430         | 0.7251          | 0.9971      |
| 0.0261        | 30.73 | 2520 | 0.1893          | 0.8172   | 0.8897        | 0.9548           | 0.9847         | 0.6630              | 0.9480            | 0.8516                         | 0.8922              | 0.8897               | 0.9988           | 0.9619    | 0.5530         | 0.8890       | 0.7377                    | 0.8441         | 0.7375          | 0.9972      |
| 0.0175        | 30.98 | 2540 | 0.1904          | 0.8155   | 0.8830        | 0.9553           | 0.9866         | 0.6192              | 0.9535            | 0.8526                         | 0.8915              | 0.8791               | 0.9983           | 0.9635    | 0.5371         | 0.8874       | 0.7404                    | 0.8472         | 0.7359          | 0.9972      |
| 0.0326        | 31.22 | 2560 | 0.1888          | 0.8126   | 0.8811        | 0.9535           | 0.9875         | 0.6216              | 0.9501            | 0.8821                         | 0.8722              | 0.8559               | 0.9985           | 0.9627    | 0.5421         | 0.8861       | 0.7326                    | 0.8392         | 0.7283          | 0.9970      |
| 0.0854        | 31.46 | 2580 | 0.1981          | 0.8043   | 0.8676        | 0.9523           | 0.9893         | 0.5619              | 0.9525            | 0.8688                         | 0.8749              | 0.8275               | 0.9983           | 0.9613    | 0.5166         | 0.8798       | 0.7305                    | 0.8396         | 0.7054          | 0.9969      |
| 0.0313        | 31.71 | 2600 | 0.2039          | 0.8109   | 0.8805        | 0.9522           | 0.9873         | 0.6476              | 0.9539            | 0.8586                         | 0.8781              | 0.8404               | 0.9978           | 0.9621    | 0.5616         | 0.8829       | 0.7235                    | 0.8372         | 0.7118          | 0.9968      |
| 0.0228        | 31.95 | 2620 | 0.2029          | 0.8079   | 0.8795        | 0.9515           | 0.9876         | 0.6392              | 0.9510            | 0.8668                         | 0.8685              | 0.8450               | 0.9988           | 0.9620    | 0.5487         | 0.8832       | 0.7207                    | 0.8320         | 0.7118          | 0.9970      |
| 0.0301        | 32.2  | 2640 | 0.2147          | 0.8037   | 0.8739        | 0.9499           | 0.9872         | 0.6339              | 0.9546            | 0.8759                         | 0.8607              | 0.8062               | 0.9988           | 0.9620    | 0.5508         | 0.8801       | 0.7129                    | 0.8259         | 0.6974          | 0.9971      |
| 0.0312        | 32.44 | 2660 | 0.2114          | 0.8016   | 0.8718        | 0.9496           | 0.9876         | 0.6201              | 0.9532            | 0.8755                         | 0.8584              | 0.8090               | 0.9990           | 0.9616    | 0.5405         | 0.8791       | 0.7107                    | 0.8252         | 0.6969          | 0.9969      |
| 0.0427        | 32.68 | 2680 | 0.2085          | 0.8015   | 0.8694        | 0.9506           | 0.9873         | 0.6277              | 0.9543            | 0.8743                         | 0.8767              | 0.7668               | 0.9986           | 0.9622    | 0.5421         | 0.8828       | 0.7131                    | 0.8356         | 0.6777          | 0.9970      |
| 0.0398        | 32.93 | 2700 | 0.2139          | 0.8062   | 0.8766        | 0.9507           | 0.9850         | 0.6461              | 0.9581            | 0.8557                         | 0.8761              | 0.8176               | 0.9976           | 0.9612    | 0.5560         | 0.8817       | 0.7157                    | 0.8308         | 0.7017          | 0.9967      |
| 0.0274        | 33.17 | 2720 | 0.2093          | 0.8094   | 0.8806        | 0.9516           | 0.9847         | 0.6481              | 0.9555            | 0.8572                         | 0.8764              | 0.8440               | 0.9980           | 0.9615    | 0.5583         | 0.8860       | 0.7187                    | 0.8323         | 0.7124          | 0.9969      |
| 0.0309        | 33.41 | 2740 | 0.2170          | 0.8068   | 0.8833        | 0.9505           | 0.9840         | 0.6723              | 0.9536            | 0.8855                         | 0.8602              | 0.8290               | 0.9984           | 0.9632    | 0.5588         | 0.8902       | 0.7108                    | 0.8261         | 0.7013          | 0.9969      |
| 0.0395        | 33.66 | 2760 | 0.2031          | 0.8060   | 0.8787        | 0.9513           | 0.9879         | 0.6361              | 0.9472            | 0.8725                         | 0.8689              | 0.8401               | 0.9986           | 0.9624    | 0.5421         | 0.8871       | 0.7157                    | 0.8327         | 0.7048          | 0.9970      |
| 0.0298        | 33.9  | 2780 | 0.1892          | 0.8082   | 0.8804        | 0.9522           | 0.9868         | 0.6612              | 0.9493            | 0.8657                         | 0.8823              | 0.8189               | 0.9987           | 0.9630    | 0.5586         | 0.8887       | 0.7184                    | 0.8409         | 0.6906          | 0.9970      |
| 0.0313        | 34.15 | 2800 | 0.1960          | 0.8064   | 0.8772        | 0.9522           | 0.9881         | 0.6294              | 0.9442            | 0.8685                         | 0.8810              | 0.8310               | 0.9984           | 0.9623    | 0.5435         | 0.8893       | 0.7198                    | 0.8407         | 0.6925          | 0.9970      |
| 0.0249        | 34.39 | 2820 | 0.1958          | 0.8086   | 0.8772        | 0.9527           | 0.9879         | 0.6079              | 0.9521            | 0.8570                         | 0.8777              | 0.8597               | 0.9980           | 0.9625    | 0.5362         | 0.8852       | 0.7255                    | 0.8383         | 0.7154          | 0.9969      |
| 0.0959        | 34.63 | 2840 | 0.2022          | 0.8077   | 0.8757        | 0.9520           | 0.9877         | 0.6105              | 0.9548            | 0.8691                         | 0.8697              | 0.8401               | 0.9981           | 0.9627    | 0.5434         | 0.8838       | 0.7228                    | 0.8347         | 0.7099          | 0.9969      |
| 0.0195        | 34.88 | 2860 | 0.1878          | 0.8089   | 0.8758        | 0.9526           | 0.9884         | 0.6187              | 0.9483            | 0.8695                         | 0.8809              | 0.8262               | 0.9985           | 0.9624    | 0.5476         | 0.8880       | 0.7218                    | 0.8411         | 0.7046          | 0.9969      |
| 0.0144        | 35.12 | 2880 | 0.1991          | 0.8099   | 0.8809        | 0.9523           | 0.9851         | 0.6489              | 0.9545            | 0.8723                         | 0.8751              | 0.8324               | 0.9984           | 0.9637    | 0.5606         | 0.8891       | 0.7197                    | 0.8377         | 0.7017          | 0.9969      |
| 0.0316        | 35.37 | 2900 | 0.2001          | 0.8057   | 0.8747        | 0.9515           | 0.9883         | 0.6212              | 0.9501            | 0.8815                         | 0.8704              | 0.8137               | 0.9979           | 0.9625    | 0.5443         | 0.8877       | 0.7179                    | 0.8351         | 0.6955          | 0.9968      |
| 0.0363        | 35.61 | 2920 | 0.2015          | 0.8048   | 0.8718        | 0.9516           | 0.9887         | 0.6135              | 0.9523            | 0.8771                         | 0.8752              | 0.7983               | 0.9977           | 0.9624    | 0.5432         | 0.8856       | 0.7195                    | 0.8383         | 0.6878          | 0.9968      |
| 0.1011        | 35.85 | 2940 | 0.1922          | 0.8089   | 0.8777        | 0.9529           | 0.9882         | 0.6236              | 0.9487            | 0.8627                         | 0.8810              | 0.8407               | 0.9989           | 0.9621    | 0.5429         | 0.8874       | 0.7256                    | 0.8414         | 0.7057          | 0.9970      |
| 0.0455        | 36.1  | 2960 | 0.2002          | 0.8059   | 0.8733        | 0.9519           | 0.9888         | 0.6067              | 0.9517            | 0.8642                         | 0.8746              | 0.8285               | 0.9986           | 0.9621    | 0.5401         | 0.8853       | 0.7211                    | 0.8371         | 0.6988          | 0.9970      |
| 0.0289        | 36.34 | 2980 | 0.1995          | 0.8096   | 0.8805        | 0.9521           | 0.9879         | 0.6477              | 0.9501            | 0.8688                         | 0.8739              | 0.8365               | 0.9985           | 0.9625    | 0.5577         | 0.8869       | 0.7201                    | 0.8362         | 0.7069          | 0.9971      |
| 0.091         | 36.59 | 3000 | 0.1941          | 0.8124   | 0.8867        | 0.9529           | 0.9882         | 0.6654              | 0.9482            | 0.8641                         | 0.8745              | 0.8678               | 0.9987           | 0.9627    | 0.5555         | 0.8877       | 0.7251                    | 0.8370         | 0.7217          | 0.9972      |
| 0.0635        | 36.83 | 3020 | 0.1858          | 0.8132   | 0.8837        | 0.9535           | 0.9875         | 0.6478              | 0.9525            | 0.8476                         | 0.8842              | 0.8673               | 0.9988           | 0.9632    | 0.5549         | 0.8876       | 0.7265                    | 0.8408         | 0.7220          | 0.9972      |
| 0.0244        | 37.07 | 3040 | 0.1862          | 0.8109   | 0.8797        | 0.9533           | 0.9875         | 0.6420              | 0.9502            | 0.8755                         | 0.8815              | 0.8221               | 0.9987           | 0.9633    | 0.5540         | 0.8906       | 0.7254                    | 0.8422         | 0.7034          | 0.9972      |
| 0.0265        | 37.32 | 3060 | 0.1864          | 0.8146   | 0.8844        | 0.9543           | 0.9867         | 0.6543              | 0.9477            | 0.8679                         | 0.8891              | 0.8461               | 0.9987           | 0.9633    | 0.5578         | 0.8936       | 0.7306                    | 0.8449         | 0.7146          | 0.9972      |
| 0.0344        | 37.56 | 3080 | 0.1838          | 0.8162   | 0.8873        | 0.9547           | 0.9862         | 0.6641              | 0.9524            | 0.8551                         | 0.8905              | 0.8644               | 0.9988           | 0.9636    | 0.5604         | 0.8903       | 0.7340                    | 0.8471         | 0.7211          | 0.9972      |
| 0.0267        | 37.8  | 3100 | 0.1903          | 0.8137   | 0.8841        | 0.9540           | 0.9870         | 0.6543              | 0.9499            | 0.8745                         | 0.8841              | 0.8409               | 0.9983           | 0.9633    | 0.5565         | 0.8921       | 0.7309                    | 0.8444         | 0.7119          | 0.9971      |
| 0.3041        | 38.05 | 3120 | 0.1891          | 0.8051   | 0.8701        | 0.9526           | 0.9903         | 0.5815              | 0.9478            | 0.8685                         | 0.8792              | 0.8248               | 0.9985           | 0.9604    | 0.5197         | 0.8850       | 0.7270                    | 0.8415         | 0.7051          | 0.9969      |
| 0.0272        | 38.29 | 3140 | 0.1971          | 0.8077   | 0.8754        | 0.9522           | 0.9877         | 0.6189              | 0.9552            | 0.8747                         | 0.8726              | 0.8205               | 0.9983           | 0.9628    | 0.5447         | 0.8851       | 0.7236                    | 0.8373         | 0.7036          | 0.9971      |
| 0.063         | 38.54 | 3160 | 0.1888          | 0.8125   | 0.8786        | 0.9542           | 0.9881         | 0.6109              | 0.9529            | 0.8503                         | 0.8879              | 0.8613               | 0.9986           | 0.9625    | 0.5407         | 0.8857       | 0.7339                    | 0.8452         | 0.7224          | 0.9971      |
| 0.0527        | 38.78 | 3180 | 0.1899          | 0.8121   | 0.8842        | 0.9531           | 0.9865         | 0.6598              | 0.9521            | 0.8748                         | 0.8761              | 0.8415               | 0.9986           | 0.9634    | 0.5575         | 0.8896       | 0.7261                    | 0.8392         | 0.7117          | 0.9972      |
| 0.0465        | 39.02 | 3200 | 0.1947          | 0.8108   | 0.8793        | 0.9532           | 0.9881         | 0.6358              | 0.9517            | 0.8722                         | 0.8808              | 0.8284               | 0.9979           | 0.9626    | 0.5509         | 0.8879       | 0.7275                    | 0.8422         | 0.7075          | 0.9970      |
| 0.0305        | 39.27 | 3220 | 0.1884          | 0.8118   | 0.8806        | 0.9538           | 0.9888         | 0.6265              | 0.9468            | 0.8655                         | 0.8838              | 0.8547               | 0.9983           | 0.9620    | 0.5422         | 0.8885       | 0.7313                    | 0.8439         | 0.7177          | 0.9971      |
| 0.0167        | 39.51 | 3240 | 0.1935          | 0.8111   | 0.8805        | 0.9533           | 0.9879         | 0.6352              | 0.9505            | 0.8737                         | 0.8794              | 0.8383               | 0.9981           | 0.9629    | 0.5473         | 0.8891       | 0.7279                    | 0.8414         | 0.7120          | 0.9971      |
| 0.0507        | 39.76 | 3260 | 0.1888          | 0.8109   | 0.8783        | 0.9535           | 0.9883         | 0.6259              | 0.9528            | 0.8630                         | 0.8829              | 0.8363               | 0.9986           | 0.9625    | 0.5459         | 0.8854       | 0.7306                    | 0.8435         | 0.7110          | 0.9971      |
| 0.0354        | 40.0  | 3280 | 0.1900          | 0.8129   | 0.8809        | 0.9540           | 0.9875         | 0.6312              | 0.9541            | 0.8566                         | 0.8860              | 0.8526               | 0.9984           | 0.9631    | 0.5490         | 0.8864       | 0.7326                    | 0.8448         | 0.7176          | 0.9972      |


### Framework versions

- Transformers 4.37.0
- Pytorch 2.1.2
- Datasets 2.17.1
- Tokenizers 0.15.1
