transformers tensorboard safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/segformer-b4-finetuned-ade-512-512 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/segformer-b4-finetuned-ade-512-512
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b4-ade-finetuned-512-512-finetuned-grCoastline_512
  results: []
---

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# segformer-b4-ade-finetuned-512-512-finetuned-grCoastline_512

This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-ade-512-512](https://huggingface.co/nvidia/segformer-b4-finetuned-ade-512-512) on the peldrak/grCoastline_512 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3485
- Mean Iou: 0.7745
- Mean Accuracy: 0.8460
- Overall Accuracy: 0.9397
- Accuracy Water: 0.9854
- Accuracy Whitewater: 0.5267
- Accuracy Sediment: 0.9100
- Accuracy Other Natural Terrain: 0.7714
- Accuracy Vegetation: 0.9143
- Accuracy Development: 0.8156
- Accuracy Unknown: 0.9987
- Iou Water: 0.9657
- Iou Whitewater: 0.4461
- Iou Sediment: 0.8412
- Iou Other Natural Terrain: 0.6769
- Iou Vegetation: 0.7892
- Iou Development: 0.7052
- Iou Unknown: 0.9973

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
| 1.4715        | 0.24  | 20   | 1.3366          | 0.4971   | 0.6028        | 0.8289           | 0.8428         | 0.0                 | 0.7635            | 0.5946                         | 0.8680              | 0.1720               | 0.9787           | 0.7080    | 0.0            | 0.5497       | 0.5015                    | 0.5871         | 0.1572          | 0.9761      |
| 1.0643        | 0.49  | 40   | 0.8194          | 0.5046   | 0.6044        | 0.8506           | 0.9722         | 0.0                 | 0.8982            | 0.4334                         | 0.8951              | 0.0386               | 0.9935           | 0.7889    | 0.0            | 0.7048       | 0.3646                    | 0.6444         | 0.0384          | 0.9912      |
| 1.1372        | 0.73  | 60   | 0.6288          | 0.5104   | 0.6150        | 0.8513           | 0.9722         | 0.0                 | 0.9217            | 0.4078                         | 0.8554              | 0.1517               | 0.9959           | 0.7840    | 0.0            | 0.5960       | 0.3498                    | 0.7041         | 0.1494          | 0.9897      |
| 1.2667        | 0.98  | 80   | 0.4994          | 0.5638   | 0.6526        | 0.8825           | 0.9793         | 0.0                 | 0.9053            | 0.5839                         | 0.9205              | 0.1807               | 0.9984           | 0.8893    | 0.0            | 0.6812       | 0.5051                    | 0.7026         | 0.1783          | 0.9903      |
| 0.8003        | 1.22  | 100  | 0.4520          | 0.5522   | 0.6421        | 0.8767           | 0.9719         | 0.0                 | 0.9220            | 0.5197                         | 0.9549              | 0.1324               | 0.9942           | 0.9218    | 0.0            | 0.7007       | 0.4562                    | 0.6631         | 0.1315          | 0.9917      |
| 0.6688        | 1.46  | 120  | 0.4432          | 0.5528   | 0.6399        | 0.8774           | 0.9726         | 0.0                 | 0.8860            | 0.5450                         | 0.9650              | 0.1153               | 0.9955           | 0.9121    | 0.0            | 0.7111       | 0.4820                    | 0.6572         | 0.1149          | 0.9921      |
| 0.7934        | 1.71  | 140  | 0.3905          | 0.6088   | 0.6882        | 0.8968           | 0.9406         | 0.0                 | 0.7654            | 0.8742                         | 0.8782              | 0.3614               | 0.9979           | 0.8728    | 0.0            | 0.7087       | 0.6021                    | 0.7469         | 0.3397          | 0.9914      |
| 0.6258        | 1.95  | 160  | 0.3358          | 0.6410   | 0.7105        | 0.9126           | 0.9753         | 0.0                 | 0.8484            | 0.7994                         | 0.9134              | 0.4395               | 0.9977           | 0.9140    | 0.0            | 0.7937       | 0.6252                    | 0.7544         | 0.4076          | 0.9924      |
| 0.4741        | 2.2   | 180  | 0.3298          | 0.6339   | 0.7070        | 0.9115           | 0.9715         | 0.0                 | 0.9195            | 0.7328                         | 0.9316              | 0.3962               | 0.9971           | 0.9326    | 0.0            | 0.7588       | 0.6403                    | 0.7344         | 0.3787          | 0.9926      |
| 1.1083        | 2.44  | 200  | 0.2815          | 0.6686   | 0.7348        | 0.9217           | 0.9554         | 0.0                 | 0.8974            | 0.7519                         | 0.9370              | 0.6029               | 0.9990           | 0.9269    | 0.0            | 0.8030       | 0.6504                    | 0.7567         | 0.5518          | 0.9912      |
| 0.2948        | 2.68  | 220  | 0.3011          | 0.6636   | 0.7362        | 0.9187           | 0.9852         | 0.0                 | 0.7992            | 0.7347                         | 0.9271              | 0.7136               | 0.9935           | 0.9241    | 0.0            | 0.7458       | 0.6579                    | 0.7534         | 0.5726          | 0.9914      |
| 0.2183        | 2.93  | 240  | 0.2771          | 0.6775   | 0.7451        | 0.9235           | 0.9840         | 0.0                 | 0.8966            | 0.6596                         | 0.9337              | 0.7454               | 0.9966           | 0.9334    | 0.0            | 0.7904       | 0.6217                    | 0.7482         | 0.6564          | 0.9922      |
| 0.1911        | 3.17  | 260  | 0.2561          | 0.6791   | 0.7506        | 0.9240           | 0.9807         | 0.0                 | 0.8817            | 0.8266                         | 0.8373              | 0.7304               | 0.9974           | 0.9228    | 0.0            | 0.8090       | 0.6484                    | 0.7604         | 0.6190          | 0.9944      |
| 0.3457        | 3.41  | 280  | 0.2194          | 0.6919   | 0.7642        | 0.9311           | 0.9774         | 0.0                 | 0.8939            | 0.9032                         | 0.8159              | 0.7615               | 0.9975           | 0.9484    | 0.0            | 0.8097       | 0.7083                    | 0.7685         | 0.6141          | 0.9942      |
| 0.2098        | 3.66  | 300  | 0.2858          | 0.6620   | 0.7319        | 0.9185           | 0.9742         | 0.0                 | 0.9149            | 0.6644                         | 0.9326              | 0.6386               | 0.9985           | 0.9503    | 0.0            | 0.7779       | 0.5936                    | 0.7397         | 0.5780          | 0.9942      |
| 0.6556        | 3.9   | 320  | 0.2265          | 0.6824   | 0.7512        | 0.9263           | 0.9779         | 0.0                 | 0.9237            | 0.8318                         | 0.8446              | 0.6831               | 0.9971           | 0.9465    | 0.0            | 0.8176       | 0.6572                    | 0.7500         | 0.6113          | 0.9940      |
| 0.4157        | 4.15  | 340  | 0.2339          | 0.6836   | 0.7573        | 0.9252           | 0.9802         | 0.0                 | 0.9133            | 0.7874                         | 0.8292              | 0.7922               | 0.9984           | 0.9434    | 0.0            | 0.8170       | 0.6560                    | 0.7348         | 0.6417          | 0.9924      |
| 0.4104        | 4.39  | 360  | 0.2441          | 0.6896   | 0.7593        | 0.9293           | 0.9763         | 0.0                 | 0.9323            | 0.7923                         | 0.8774              | 0.7438               | 0.9930           | 0.9313    | 0.0            | 0.8156       | 0.6714                    | 0.7766         | 0.6404          | 0.9921      |
| 0.2119        | 4.63  | 380  | 0.2272          | 0.6863   | 0.7540        | 0.9291           | 0.9842         | 0.0                 | 0.9231            | 0.7755                         | 0.8810              | 0.7168               | 0.9977           | 0.9304    | 0.0            | 0.8128       | 0.6666                    | 0.7776         | 0.6220          | 0.9944      |
| 0.3009        | 4.88  | 400  | 0.2231          | 0.6931   | 0.7598        | 0.9314           | 0.9807         | 0.0                 | 0.9065            | 0.7653                         | 0.8970              | 0.7710               | 0.9979           | 0.9526    | 0.0            | 0.8193       | 0.6725                    | 0.7653         | 0.6477          | 0.9943      |
| 0.1716        | 5.12  | 420  | 0.2095          | 0.6985   | 0.7675        | 0.9342           | 0.9757         | 0.0                 | 0.8680            | 0.8194                         | 0.8927              | 0.8204               | 0.9965           | 0.9522    | 0.0            | 0.7944       | 0.7061                    | 0.7876         | 0.6548          | 0.9943      |
| 0.1558        | 5.37  | 440  | 0.2252          | 0.6895   | 0.7561        | 0.9312           | 0.9824         | 0.0                 | 0.8594            | 0.8082                         | 0.9130              | 0.7348               | 0.9951           | 0.9245    | 0.0            | 0.8017       | 0.6848                    | 0.8102         | 0.6118          | 0.9935      |
| 0.1676        | 5.61  | 460  | 0.2248          | 0.6910   | 0.7673        | 0.9309           | 0.9748         | 0.0                 | 0.8889            | 0.8280                         | 0.8465              | 0.8361               | 0.9971           | 0.9442    | 0.0            | 0.7857       | 0.7080                    | 0.7802         | 0.6238          | 0.9950      |
| 0.1709        | 5.85  | 480  | 0.2455          | 0.6937   | 0.7573        | 0.9327           | 0.9739         | 0.0                 | 0.9177            | 0.7953                         | 0.9107              | 0.7058               | 0.9975           | 0.9538    | 0.0            | 0.8189       | 0.6807                    | 0.7747         | 0.6323          | 0.9956      |
| 0.3403        | 6.1   | 500  | 0.2661          | 0.6862   | 0.7528        | 0.9298           | 0.9821         | 0.0                 | 0.9366            | 0.7061                         | 0.9308              | 0.7172               | 0.9967           | 0.9161    | 0.0            | 0.8040       | 0.6597                    | 0.7971         | 0.6315          | 0.9948      |
| 0.2134        | 6.34  | 520  | 0.2447          | 0.6857   | 0.7522        | 0.9310           | 0.9757         | 0.0                 | 0.9248            | 0.8739                         | 0.8677              | 0.6256               | 0.9977           | 0.9368    | 0.0            | 0.8059       | 0.6996                    | 0.7921         | 0.5703          | 0.9953      |
| 0.2108        | 6.59  | 540  | 0.2575          | 0.6868   | 0.7574        | 0.9277           | 0.9824         | 0.0                 | 0.9024            | 0.7638                         | 0.8811              | 0.7776               | 0.9946           | 0.9476    | 0.0            | 0.8100       | 0.6565                    | 0.7566         | 0.6439          | 0.9931      |
| 0.2009        | 6.83  | 560  | 0.2191          | 0.7008   | 0.7625        | 0.9362           | 0.9839         | 0.0                 | 0.8759            | 0.8257                         | 0.9155              | 0.7399               | 0.9967           | 0.9362    | 0.0            | 0.8088       | 0.7217                    | 0.8005         | 0.6438          | 0.9946      |
| 0.1056        | 7.07  | 580  | 0.2391          | 0.6950   | 0.7571        | 0.9339           | 0.9793         | 0.0                 | 0.9294            | 0.7612                         | 0.9302              | 0.7020               | 0.9974           | 0.9495    | 0.0            | 0.8024       | 0.6891                    | 0.7857         | 0.6439          | 0.9947      |
| 0.1038        | 7.32  | 600  | 0.2415          | 0.6921   | 0.7598        | 0.9311           | 0.9821         | 0.0                 | 0.9165            | 0.7571                         | 0.8915              | 0.7730               | 0.9982           | 0.9450    | 0.0            | 0.8143       | 0.6651                    | 0.7725         | 0.6526          | 0.9950      |
| 0.4394        | 7.56  | 620  | 0.2763          | 0.6891   | 0.7597        | 0.9281           | 0.9686         | 0.0                 | 0.8743            | 0.7862                         | 0.8842              | 0.8074               | 0.9970           | 0.9424    | 0.0            | 0.8110       | 0.6664                    | 0.7543         | 0.6549          | 0.9950      |
| 0.2996        | 7.8   | 640  | 0.2946          | 0.7019   | 0.7650        | 0.9346           | 0.9868         | 0.0                 | 0.8923            | 0.7386                         | 0.9290              | 0.8131               | 0.9953           | 0.9532    | 0.0            | 0.8276       | 0.6724                    | 0.7729         | 0.6929          | 0.9943      |
| 0.1253        | 8.05  | 660  | 0.2495          | 0.7061   | 0.7659        | 0.9381           | 0.9803         | 0.0                 | 0.9227            | 0.7637                         | 0.9341              | 0.7618               | 0.9985           | 0.9558    | 0.0            | 0.8267       | 0.6985                    | 0.7890         | 0.6769          | 0.9959      |
| 0.1667        | 8.29  | 680  | 0.2619          | 0.7000   | 0.7624        | 0.9356           | 0.9870         | 0.0                 | 0.9419            | 0.7868                         | 0.9021              | 0.7228               | 0.9965           | 0.9519    | 0.0            | 0.8224       | 0.6895                    | 0.7855         | 0.6554          | 0.9954      |
| 0.2411        | 8.54  | 700  | 0.2650          | 0.6945   | 0.7599        | 0.9319           | 0.9841         | 0.0                 | 0.9103            | 0.7808                         | 0.8906              | 0.7563               | 0.9971           | 0.9538    | 0.0            | 0.8257       | 0.6670                    | 0.7658         | 0.6537          | 0.9953      |
| 0.0618        | 8.78  | 720  | 0.2791          | 0.6958   | 0.7612        | 0.9323           | 0.9846         | 0.0                 | 0.9110            | 0.7900                         | 0.8929              | 0.7549               | 0.9947           | 0.9507    | 0.0            | 0.8265       | 0.6742                    | 0.7708         | 0.6544          | 0.9938      |
| 0.3955        | 9.02  | 740  | 0.2605          | 0.6973   | 0.7678        | 0.9329           | 0.9833         | 0.0                 | 0.8551            | 0.7686                         | 0.8970              | 0.8734               | 0.9972           | 0.9309    | 0.0            | 0.8111       | 0.6795                    | 0.7933         | 0.6713          | 0.9952      |
| 0.1222        | 9.27  | 760  | 0.3107          | 0.6889   | 0.7515        | 0.9302           | 0.9839         | 0.0                 | 0.9143            | 0.7856                         | 0.9042              | 0.6760               | 0.9968           | 0.9551    | 0.0            | 0.8226       | 0.6597                    | 0.7625         | 0.6266          | 0.9955      |
| 0.1179        | 9.51  | 780  | 0.2867          | 0.6988   | 0.7651        | 0.9329           | 0.9810         | 0.0                 | 0.9059            | 0.7761                         | 0.8890              | 0.8069               | 0.9969           | 0.9544    | 0.0            | 0.8335       | 0.6615                    | 0.7678         | 0.6791          | 0.9955      |
| 0.1552        | 9.76  | 800  | 0.2837          | 0.6905   | 0.7528        | 0.9313           | 0.9863         | 0.0                 | 0.9165            | 0.7775                         | 0.9105              | 0.6815               | 0.9970           | 0.9520    | 0.0            | 0.8224       | 0.6600                    | 0.7745         | 0.6299          | 0.9949      |
| 0.0762        | 10.0  | 820  | 0.2756          | 0.7050   | 0.7682        | 0.9361           | 0.9786         | 0.0                 | 0.9304            | 0.7674                         | 0.9024              | 0.8000               | 0.9984           | 0.9552    | 0.0            | 0.8306       | 0.6760                    | 0.7779         | 0.6998          | 0.9954      |
| 0.0641        | 10.24 | 840  | 0.2555          | 0.7081   | 0.7697        | 0.9373           | 0.9786         | 0.0                 | 0.9068            | 0.7760                         | 0.9134              | 0.8147               | 0.9983           | 0.9544    | 0.0            | 0.8366       | 0.6825                    | 0.7816         | 0.7059          | 0.9957      |
| 0.1294        | 10.49 | 860  | 0.2671          | 0.6987   | 0.7599        | 0.9336           | 0.9865         | 0.0                 | 0.8976            | 0.7942                         | 0.9003              | 0.7429               | 0.9978           | 0.9498    | 0.0            | 0.8382       | 0.6635                    | 0.7767         | 0.6669          | 0.9958      |
| 0.0948        | 10.73 | 880  | 0.2697          | 0.6969   | 0.7693        | 0.9318           | 0.9753         | 0.0                 | 0.9242            | 0.7797                         | 0.8536              | 0.8534               | 0.9987           | 0.9501    | 0.0            | 0.8246       | 0.6679                    | 0.7616         | 0.6787          | 0.9956      |
| 0.1013        | 10.98 | 900  | 0.2956          | 0.6931   | 0.7573        | 0.9321           | 0.9885         | 0.0                 | 0.9132            | 0.8039                         | 0.8866              | 0.7121               | 0.9966           | 0.9519    | 0.0            | 0.8242       | 0.6681                    | 0.7760         | 0.6357          | 0.9956      |
| 0.1085        | 11.22 | 920  | 0.2849          | 0.7058   | 0.7714        | 0.9359           | 0.9893         | 0.0                 | 0.8995            | 0.7545                         | 0.8977              | 0.8616               | 0.9969           | 0.9556    | 0.0            | 0.8445       | 0.6664                    | 0.7752         | 0.7033          | 0.9956      |
| 0.0805        | 11.46 | 940  | 0.3072          | 0.6998   | 0.7662        | 0.9333           | 0.9777         | 0.0                 | 0.8816            | 0.7738                         | 0.9020              | 0.8309               | 0.9973           | 0.9570    | 0.0            | 0.8242       | 0.6621                    | 0.7718         | 0.6877          | 0.9957      |
| 0.1627        | 11.71 | 960  | 0.2815          | 0.7008   | 0.7608        | 0.9346           | 0.9895         | 0.0                 | 0.9083            | 0.7872                         | 0.9032              | 0.7397               | 0.9976           | 0.9534    | 0.0            | 0.8419       | 0.6661                    | 0.7739         | 0.6743          | 0.9960      |
| 0.0728        | 11.95 | 980  | 0.3182          | 0.6968   | 0.7611        | 0.9325           | 0.9789         | 0.0                 | 0.9230            | 0.7933                         | 0.8883              | 0.7476               | 0.9969           | 0.9570    | 0.0            | 0.8308       | 0.6558                    | 0.7697         | 0.6684          | 0.9961      |
| 0.078         | 12.2  | 1000 | 0.2794          | 0.7036   | 0.7688        | 0.9349           | 0.9842         | 0.0                 | 0.9117            | 0.7724                         | 0.8858              | 0.8290               | 0.9983           | 0.9538    | 0.0            | 0.8378       | 0.6639                    | 0.7725         | 0.7010          | 0.9962      |
| 0.0962        | 12.44 | 1020 | 0.2778          | 0.7023   | 0.7618        | 0.9357           | 0.9830         | 0.0016              | 0.9060            | 0.7851                         | 0.9184              | 0.7402               | 0.9985           | 0.9533    | 0.0016         | 0.8370       | 0.6728                    | 0.7826         | 0.6724          | 0.9965      |
| 0.0621        | 12.68 | 1040 | 0.2452          | 0.7029   | 0.7639        | 0.9360           | 0.9855         | 0.0                 | 0.9187            | 0.8156                         | 0.8879              | 0.7406               | 0.9988           | 0.9538    | 0.0            | 0.8374       | 0.6806                    | 0.7827         | 0.6695          | 0.9961      |
| 0.114         | 12.93 | 1060 | 0.2496          | 0.7090   | 0.7703        | 0.9390           | 0.9852         | 0.0                 | 0.9259            | 0.7787                         | 0.9130              | 0.7912               | 0.9979           | 0.9554    | 0.0            | 0.8333       | 0.6915                    | 0.7959         | 0.6904          | 0.9962      |
| 0.0747        | 13.17 | 1080 | 0.2531          | 0.7038   | 0.7656        | 0.9369           | 0.9820         | 0.0                 | 0.9245            | 0.8319                         | 0.8851              | 0.7371               | 0.9985           | 0.9543    | 0.0            | 0.8339       | 0.6898                    | 0.7919         | 0.6609          | 0.9957      |
| 0.0535        | 13.41 | 1100 | 0.2763          | 0.7113   | 0.7728        | 0.9391           | 0.9832         | 0.0                 | 0.9017            | 0.7641                         | 0.9231              | 0.8398               | 0.9978           | 0.9549    | 0.0            | 0.8403       | 0.6872                    | 0.7908         | 0.7099          | 0.9959      |
| 0.0538        | 13.66 | 1120 | 0.2819          | 0.7020   | 0.7662        | 0.9355           | 0.9854         | 0.0                 | 0.9113            | 0.7951                         | 0.8927              | 0.7817               | 0.9971           | 0.9505    | 0.0            | 0.8276       | 0.6783                    | 0.7863         | 0.6752          | 0.9962      |
| 0.0953        | 13.9  | 1140 | 0.2945          | 0.7000   | 0.7616        | 0.9347           | 0.9839         | 0.0                 | 0.9208            | 0.7676                         | 0.9141              | 0.7474               | 0.9975           | 0.9556    | 0.0            | 0.8339       | 0.6660                    | 0.7777         | 0.6703          | 0.9963      |
| 0.1052        | 14.15 | 1160 | 0.3095          | 0.6944   | 0.7566        | 0.9331           | 0.9859         | 0.0000              | 0.9257            | 0.7770                         | 0.9067              | 0.7023               | 0.9982           | 0.9564    | 0.0000         | 0.8287       | 0.6599                    | 0.7790         | 0.6406          | 0.9963      |
| 0.0879        | 14.39 | 1180 | 0.2800          | 0.7084   | 0.7724        | 0.9372           | 0.9864         | 0.0006              | 0.9166            | 0.7625                         | 0.8991              | 0.8443               | 0.9973           | 0.9561    | 0.0006         | 0.8483       | 0.6707                    | 0.7806         | 0.7064          | 0.9958      |
| 0.1387        | 14.63 | 1200 | 0.2951          | 0.7115   | 0.7741        | 0.9363           | 0.9825         | 0.0384              | 0.9211            | 0.7941                         | 0.8873              | 0.7972               | 0.9982           | 0.9595    | 0.0383         | 0.8431       | 0.6666                    | 0.7776         | 0.6990          | 0.9963      |
| 0.2297        | 14.88 | 1220 | 0.3029          | 0.7035   | 0.7635        | 0.9363           | 0.9882         | 0.0009              | 0.9185            | 0.7519                         | 0.9243              | 0.7628               | 0.9981           | 0.9537    | 0.0009         | 0.8377       | 0.6681                    | 0.7840         | 0.6838          | 0.9963      |
| 0.0713        | 15.12 | 1240 | 0.2940          | 0.7232   | 0.7852        | 0.9380           | 0.9879         | 0.1042              | 0.8996            | 0.7752                         | 0.9104              | 0.8218               | 0.9974           | 0.9600    | 0.1029         | 0.8405       | 0.6757                    | 0.7867         | 0.7003          | 0.9962      |
| 0.0909        | 15.37 | 1260 | 0.2922          | 0.7233   | 0.7846        | 0.9371           | 0.9820         | 0.1383              | 0.9264            | 0.7661                         | 0.9219              | 0.7598               | 0.9981           | 0.9589    | 0.1356         | 0.8298       | 0.6753                    | 0.7886         | 0.6786          | 0.9966      |
| 0.0336        | 15.61 | 1280 | 0.2995          | 0.7155   | 0.7758        | 0.9367           | 0.9891         | 0.0878              | 0.9176            | 0.7913                         | 0.9071              | 0.7396               | 0.9979           | 0.9565    | 0.0854         | 0.8376       | 0.6727                    | 0.7890         | 0.6709          | 0.9964      |
| 0.1919        | 15.85 | 1300 | 0.2794          | 0.7271   | 0.7880        | 0.9393           | 0.9827         | 0.1148              | 0.9229            | 0.7685                         | 0.9148              | 0.8133               | 0.9988           | 0.9577    | 0.1123         | 0.8422       | 0.6828                    | 0.7899         | 0.7087          | 0.9963      |
| 0.1494        | 16.1  | 1320 | 0.3131          | 0.7285   | 0.7895        | 0.9375           | 0.9858         | 0.1660              | 0.9179            | 0.7783                         | 0.9150              | 0.7654               | 0.9978           | 0.9603    | 0.1615         | 0.8331       | 0.6788                    | 0.7865         | 0.6827          | 0.9965      |
| 0.0559        | 16.34 | 1340 | 0.3163          | 0.7314   | 0.7925        | 0.9376           | 0.9834         | 0.1874              | 0.9244            | 0.7683                         | 0.9205              | 0.7657               | 0.9981           | 0.9597    | 0.1813         | 0.8335       | 0.6762                    | 0.7878         | 0.6846          | 0.9967      |
| 0.0675        | 16.59 | 1360 | 0.3053          | 0.7238   | 0.7866        | 0.9356           | 0.9866         | 0.1591              | 0.9287            | 0.8038                         | 0.8834              | 0.7465               | 0.9983           | 0.9593    | 0.1527         | 0.8366       | 0.6695                    | 0.7782         | 0.6733          | 0.9969      |
| 0.0999        | 16.83 | 1380 | 0.2811          | 0.7283   | 0.7878        | 0.9390           | 0.9841         | 0.1288              | 0.9217            | 0.7675                         | 0.9173              | 0.7957               | 0.9994           | 0.9592    | 0.1254         | 0.8404       | 0.6818                    | 0.7867         | 0.7083          | 0.9961      |
| 0.0321        | 17.07 | 1400 | 0.3063          | 0.7335   | 0.7965        | 0.9373           | 0.9857         | 0.1924              | 0.9164            | 0.7917                         | 0.8896              | 0.8007               | 0.9988           | 0.9599    | 0.1806         | 0.8428       | 0.6686                    | 0.7805         | 0.7052          | 0.9969      |
| 0.1219        | 17.32 | 1420 | 0.3262          | 0.7209   | 0.7820        | 0.9354           | 0.9855         | 0.1616              | 0.9346            | 0.7688                         | 0.9175              | 0.7074               | 0.9985           | 0.9587    | 0.1578         | 0.8217       | 0.6706                    | 0.7852         | 0.6552          | 0.9969      |
| 0.0637        | 17.56 | 1440 | 0.3415          | 0.7331   | 0.7938        | 0.9379           | 0.9874         | 0.1945              | 0.9184            | 0.7516                         | 0.9269              | 0.7789               | 0.9985           | 0.9607    | 0.1848         | 0.8401       | 0.6685                    | 0.7870         | 0.6937          | 0.9968      |
| 0.183         | 17.8  | 1460 | 0.3183          | 0.7403   | 0.8019        | 0.9381           | 0.9842         | 0.2370              | 0.9312            | 0.7719                         | 0.9064              | 0.7836               | 0.9991           | 0.9626    | 0.2256         | 0.8413       | 0.6737                    | 0.7818         | 0.7009          | 0.9965      |
| 0.0783        | 18.05 | 1480 | 0.3003          | 0.7481   | 0.8096        | 0.9396           | 0.9827         | 0.2663              | 0.9208            | 0.7452                         | 0.9282              | 0.8255               | 0.9986           | 0.9648    | 0.2526         | 0.8468       | 0.6734                    | 0.7831         | 0.7192          | 0.9970      |
| 0.1254        | 18.29 | 1500 | 0.3088          | 0.7317   | 0.7921        | 0.9373           | 0.9880         | 0.2074              | 0.9196            | 0.7615                         | 0.9285              | 0.7413               | 0.9984           | 0.9628    | 0.1987         | 0.8281       | 0.6746                    | 0.7877         | 0.6736          | 0.9968      |
| 0.0438        | 18.54 | 1520 | 0.3166          | 0.7430   | 0.8087        | 0.9373           | 0.9827         | 0.2761              | 0.8887            | 0.7908                         | 0.9066              | 0.8186               | 0.9976           | 0.9639    | 0.2588         | 0.8243       | 0.6753                    | 0.7890         | 0.6931          | 0.9966      |
| 0.06          | 18.78 | 1540 | 0.3152          | 0.7472   | 0.8138        | 0.9371           | 0.9862         | 0.3188              | 0.8854            | 0.7848                         | 0.9059              | 0.8171               | 0.9981           | 0.9626    | 0.2963         | 0.8203       | 0.6789                    | 0.7871         | 0.6883          | 0.9968      |
| 0.0426        | 19.02 | 1560 | 0.3289          | 0.7438   | 0.8098        | 0.9362           | 0.9830         | 0.3040              | 0.8962            | 0.7911                         | 0.9009              | 0.7953               | 0.9981           | 0.9639    | 0.2836         | 0.8180       | 0.6722                    | 0.7831         | 0.6885          | 0.9972      |
| 0.0333        | 19.27 | 1580 | 0.3027          | 0.7387   | 0.8038        | 0.9375           | 0.9842         | 0.2482              | 0.8965            | 0.7879                         | 0.9063              | 0.8050               | 0.9983           | 0.9625    | 0.2332         | 0.8212       | 0.6809                    | 0.7886         | 0.6868          | 0.9973      |
| 0.044         | 19.51 | 1600 | 0.3048          | 0.7386   | 0.8002        | 0.9387           | 0.9865         | 0.2334              | 0.9183            | 0.7811                         | 0.9175              | 0.7664               | 0.9983           | 0.9607    | 0.2165         | 0.8341       | 0.6816                    | 0.7914         | 0.6890          | 0.9971      |
| 0.0876        | 19.76 | 1620 | 0.2864          | 0.7563   | 0.8204        | 0.9401           | 0.9835         | 0.3356              | 0.9230            | 0.7849                         | 0.9065              | 0.8113               | 0.9985           | 0.9645    | 0.3109         | 0.8376       | 0.6865                    | 0.7905         | 0.7072          | 0.9971      |
| 0.0432        | 20.0  | 1640 | 0.3037          | 0.7480   | 0.8111        | 0.9382           | 0.9856         | 0.3087              | 0.9147            | 0.7628                         | 0.9219              | 0.7857               | 0.9984           | 0.9637    | 0.2853         | 0.8319       | 0.6757                    | 0.7849         | 0.6977          | 0.9972      |
| 0.1937        | 20.24 | 1660 | 0.3050          | 0.7495   | 0.8149        | 0.9368           | 0.9852         | 0.3424              | 0.9162            | 0.7638                         | 0.9086              | 0.7893               | 0.9989           | 0.9630    | 0.3114         | 0.8323       | 0.6671                    | 0.7782         | 0.6978          | 0.9969      |
| 0.0361        | 20.49 | 1680 | 0.3204          | 0.7553   | 0.8221        | 0.9380           | 0.9846         | 0.3646              | 0.9083            | 0.7738                         | 0.9064              | 0.8188               | 0.9979           | 0.9636    | 0.3276         | 0.8381       | 0.6715                    | 0.7813         | 0.7085          | 0.9970      |
| 0.1199        | 20.73 | 1700 | 0.3165          | 0.7572   | 0.8218        | 0.9400           | 0.9873         | 0.3352              | 0.9105            | 0.7428                         | 0.9204              | 0.8581               | 0.9986           | 0.9642    | 0.3088         | 0.8400       | 0.6760                    | 0.7842         | 0.7302          | 0.9971      |
| 0.0564        | 20.98 | 1720 | 0.3132          | 0.7561   | 0.8199        | 0.9397           | 0.9821         | 0.3483              | 0.9140            | 0.7492                         | 0.9344              | 0.8129               | 0.9986           | 0.9631    | 0.3137         | 0.8348       | 0.6799                    | 0.7879         | 0.7164          | 0.9971      |
| 0.0598        | 21.22 | 1740 | 0.3061          | 0.7511   | 0.8144        | 0.9399           | 0.9889         | 0.3005              | 0.9115            | 0.7575                         | 0.9219              | 0.8219               | 0.9984           | 0.9630    | 0.2700         | 0.8384       | 0.6792                    | 0.7874         | 0.7228          | 0.9971      |
| 0.046         | 21.46 | 1760 | 0.3253          | 0.7429   | 0.8072        | 0.9359           | 0.9847         | 0.3337              | 0.9198            | 0.7560                         | 0.9298              | 0.7273               | 0.9987           | 0.9630    | 0.3009         | 0.8273       | 0.6668                    | 0.7833         | 0.6625          | 0.9968      |
| 0.0445        | 21.71 | 1780 | 0.3066          | 0.7553   | 0.8234        | 0.9377           | 0.9840         | 0.3722              | 0.9179            | 0.7741                         | 0.9034              | 0.8151               | 0.9970           | 0.9637    | 0.3362         | 0.8364       | 0.6700                    | 0.7859         | 0.6981          | 0.9964      |
| 0.0319        | 21.95 | 1800 | 0.2987          | 0.7557   | 0.8219        | 0.9383           | 0.9826         | 0.3776              | 0.9244            | 0.7681                         | 0.9151              | 0.7867               | 0.9984           | 0.9653    | 0.3414         | 0.8323       | 0.6704                    | 0.7900         | 0.6936          | 0.9972      |
| 0.0618        | 22.2  | 1820 | 0.3117          | 0.7561   | 0.8216        | 0.9393           | 0.9881         | 0.3721              | 0.9045            | 0.7756                         | 0.9193              | 0.7927               | 0.9986           | 0.9647    | 0.3263         | 0.8346       | 0.6793                    | 0.7907         | 0.6997          | 0.9972      |
| 0.0648        | 22.44 | 1840 | 0.3060          | 0.7560   | 0.8229        | 0.9388           | 0.9856         | 0.3763              | 0.9219            | 0.7655                         | 0.9124              | 0.8000               | 0.9988           | 0.9639    | 0.3345         | 0.8326       | 0.6758                    | 0.7895         | 0.6985          | 0.9973      |
| 0.0797        | 22.68 | 1860 | 0.3263          | 0.7554   | 0.8208        | 0.9377           | 0.9827         | 0.3870              | 0.9216            | 0.7785                         | 0.9135              | 0.7631               | 0.9987           | 0.9627    | 0.3487         | 0.8298       | 0.6744                    | 0.7863         | 0.6886          | 0.9974      |
| 0.1237        | 22.93 | 1880 | 0.3307          | 0.7485   | 0.8114        | 0.9392           | 0.9884         | 0.3037              | 0.9067            | 0.7530                         | 0.9316              | 0.7979               | 0.9987           | 0.9618    | 0.2721         | 0.8339       | 0.6789                    | 0.7890         | 0.7067          | 0.9970      |
| 0.1067        | 23.17 | 1900 | 0.3474          | 0.7529   | 0.8184        | 0.9373           | 0.9817         | 0.3705              | 0.9195            | 0.7855                         | 0.9099              | 0.7639               | 0.9982           | 0.9632    | 0.3348         | 0.8316       | 0.6730                    | 0.7849         | 0.6853          | 0.9972      |
| 0.0712        | 23.41 | 1920 | 0.3343          | 0.7541   | 0.8183        | 0.9385           | 0.9859         | 0.3507              | 0.9117            | 0.7823                         | 0.9149              | 0.7855               | 0.9970           | 0.9633    | 0.3194         | 0.8392       | 0.6755                    | 0.7876         | 0.6974          | 0.9965      |
| 0.0899        | 23.66 | 1940 | 0.3323          | 0.7533   | 0.8188        | 0.9389           | 0.9847         | 0.3440              | 0.9164            | 0.7552                         | 0.9246              | 0.8087               | 0.9978           | 0.9628    | 0.3066         | 0.8374       | 0.6754                    | 0.7868         | 0.7075          | 0.9969      |
| 0.0317        | 23.9  | 1960 | 0.3198          | 0.7618   | 0.8313        | 0.9374           | 0.9849         | 0.4468              | 0.9193            | 0.7863                         | 0.8964              | 0.7872               | 0.9984           | 0.9644    | 0.3890         | 0.8393       | 0.6682                    | 0.7815         | 0.6928          | 0.9973      |
| 0.0285        | 24.15 | 1980 | 0.3128          | 0.7596   | 0.8264        | 0.9378           | 0.9851         | 0.4220              | 0.9104            | 0.7717                         | 0.9158              | 0.7810               | 0.9986           | 0.9640    | 0.3708         | 0.8387       | 0.6694                    | 0.7830         | 0.6944          | 0.9971      |
| 0.0486        | 24.39 | 2000 | 0.3437          | 0.7630   | 0.8306        | 0.9386           | 0.9822         | 0.4286              | 0.9020            | 0.7792                         | 0.9146              | 0.8095               | 0.9984           | 0.9642    | 0.3776         | 0.8381       | 0.6761                    | 0.7856         | 0.7021          | 0.9971      |
| 0.0316        | 24.63 | 2020 | 0.3405          | 0.7544   | 0.8216        | 0.9370           | 0.9844         | 0.3825              | 0.9102            | 0.7801                         | 0.9019              | 0.7935               | 0.9987           | 0.9634    | 0.3421         | 0.8381       | 0.6681                    | 0.7806         | 0.6912          | 0.9970      |
| 0.0578        | 24.88 | 2040 | 0.3236          | 0.7546   | 0.8199        | 0.9375           | 0.9852         | 0.3842              | 0.9154            | 0.7651                         | 0.9180              | 0.7719               | 0.9992           | 0.9628    | 0.3424         | 0.8374       | 0.6677                    | 0.7841         | 0.6912          | 0.9969      |
| 0.0508        | 25.12 | 2060 | 0.3100          | 0.7602   | 0.8293        | 0.9381           | 0.9860         | 0.4213              | 0.9127            | 0.7742                         | 0.9023              | 0.8093               | 0.9991           | 0.9647    | 0.3667         | 0.8409       | 0.6696                    | 0.7843         | 0.6979          | 0.9970      |
| 0.1105        | 25.37 | 2080 | 0.3355          | 0.7627   | 0.8309        | 0.9385           | 0.9833         | 0.4328              | 0.9249            | 0.7711                         | 0.9098              | 0.7957               | 0.9983           | 0.9647    | 0.3824         | 0.8389       | 0.6719                    | 0.7872         | 0.6967          | 0.9971      |
| 0.0606        | 25.61 | 2100 | 0.3244          | 0.7614   | 0.8294        | 0.9383           | 0.9857         | 0.4365              | 0.9214            | 0.7704                         | 0.9122              | 0.7807               | 0.9989           | 0.9642    | 0.3811         | 0.8372       | 0.6716                    | 0.7884         | 0.6905          | 0.9968      |
| 0.0617        | 25.85 | 2120 | 0.3365          | 0.7631   | 0.8326        | 0.9379           | 0.9844         | 0.4610              | 0.9217            | 0.7764                         | 0.9067              | 0.7792               | 0.9989           | 0.9646    | 0.4002         | 0.8362       | 0.6713                    | 0.7871         | 0.6853          | 0.9968      |
| 0.0475        | 26.1  | 2140 | 0.3276          | 0.7625   | 0.8293        | 0.9389           | 0.9836         | 0.4334              | 0.9154            | 0.7779                         | 0.9191              | 0.7777               | 0.9984           | 0.9635    | 0.3804         | 0.8365       | 0.6807                    | 0.7890         | 0.6902          | 0.9970      |
| 0.0273        | 26.34 | 2160 | 0.3273          | 0.7619   | 0.8280        | 0.9395           | 0.9861         | 0.4197              | 0.9042            | 0.7734                         | 0.9250              | 0.7885               | 0.9989           | 0.9625    | 0.3677         | 0.8352       | 0.6845                    | 0.7922         | 0.6943          | 0.9968      |
| 0.032         | 26.59 | 2180 | 0.3212          | 0.7663   | 0.8346        | 0.9389           | 0.9860         | 0.4738              | 0.9158            | 0.7828                         | 0.9155              | 0.7700               | 0.9983           | 0.9636    | 0.4117         | 0.8346       | 0.6795                    | 0.7925         | 0.6848          | 0.9971      |
| 0.0506        | 26.83 | 2200 | 0.3258          | 0.7628   | 0.8333        | 0.9381           | 0.9853         | 0.4548              | 0.9100            | 0.7921                         | 0.9009              | 0.7919               | 0.9981           | 0.9641    | 0.3927         | 0.8347       | 0.6766                    | 0.7885         | 0.6862          | 0.9970      |
| 0.0514        | 27.07 | 2220 | 0.3247          | 0.7611   | 0.8285        | 0.9381           | 0.9859         | 0.4388              | 0.9098            | 0.7799                         | 0.9138              | 0.7724               | 0.9990           | 0.9636    | 0.3842         | 0.8339       | 0.6749                    | 0.7888         | 0.6857          | 0.9969      |
| 0.0586        | 27.32 | 2240 | 0.3425          | 0.7694   | 0.8395        | 0.9383           | 0.9817         | 0.5045              | 0.9230            | 0.7765                         | 0.9132              | 0.7790               | 0.9983           | 0.9647    | 0.4356         | 0.8357       | 0.6748                    | 0.7871         | 0.6906          | 0.9971      |
| 0.0358        | 27.56 | 2260 | 0.3287          | 0.7649   | 0.8334        | 0.9387           | 0.9853         | 0.4549              | 0.9222            | 0.7742                         | 0.9103              | 0.7880               | 0.9986           | 0.9651    | 0.3982         | 0.8369       | 0.6744                    | 0.7883         | 0.6941          | 0.9973      |
| 0.081         | 27.8  | 2280 | 0.3187          | 0.7564   | 0.8199        | 0.9394           | 0.9879         | 0.3687              | 0.9101            | 0.7757                         | 0.9257              | 0.7730               | 0.9979           | 0.9634    | 0.3317         | 0.8395       | 0.6810                    | 0.7917         | 0.6905          | 0.9971      |
| 0.0626        | 28.05 | 2300 | 0.3303          | 0.7624   | 0.8294        | 0.9383           | 0.9846         | 0.4509              | 0.9207            | 0.7909                         | 0.9108              | 0.7493               | 0.9988           | 0.9647    | 0.3953         | 0.8379       | 0.6762                    | 0.7896         | 0.6763          | 0.9971      |
| 0.0348        | 28.29 | 2320 | 0.3290          | 0.7726   | 0.8442        | 0.9384           | 0.9813         | 0.5497              | 0.9144            | 0.7723                         | 0.9233              | 0.7689               | 0.9991           | 0.9648    | 0.4603         | 0.8368       | 0.6741                    | 0.7889         | 0.6864          | 0.9968      |
| 0.0613        | 28.54 | 2340 | 0.3243          | 0.7716   | 0.8412        | 0.9390           | 0.9845         | 0.5196              | 0.9183            | 0.7645                         | 0.9230              | 0.7797               | 0.9990           | 0.9648    | 0.4432         | 0.8364       | 0.6745                    | 0.7894         | 0.6961          | 0.9970      |
| 0.0561        | 28.78 | 2360 | 0.3364          | 0.7712   | 0.8417        | 0.9384           | 0.9854         | 0.5267              | 0.9070            | 0.7671                         | 0.9243              | 0.7833               | 0.9981           | 0.9648    | 0.4469         | 0.8355       | 0.6727                    | 0.7872         | 0.6941          | 0.9972      |
| 0.051         | 29.02 | 2380 | 0.3470          | 0.7779   | 0.8563        | 0.9375           | 0.9825         | 0.6252              | 0.9132            | 0.7795                         | 0.9038              | 0.7915               | 0.9986           | 0.9655    | 0.5035         | 0.8367       | 0.6669                    | 0.7830         | 0.6923          | 0.9972      |
| 0.0249        | 29.27 | 2400 | 0.3659          | 0.7658   | 0.8363        | 0.9376           | 0.9860         | 0.4942              | 0.9175            | 0.7694                         | 0.9121              | 0.7767               | 0.9985           | 0.9646    | 0.4209         | 0.8363       | 0.6672                    | 0.7842         | 0.6901          | 0.9971      |
| 0.0322        | 29.51 | 2420 | 0.3596          | 0.7666   | 0.8374        | 0.9378           | 0.9819         | 0.4925              | 0.9202            | 0.7731                         | 0.9110              | 0.7850               | 0.9984           | 0.9644    | 0.4217         | 0.8361       | 0.6686                    | 0.7850         | 0.6932          | 0.9973      |
| 0.0473        | 29.76 | 2440 | 0.3501          | 0.7664   | 0.8363        | 0.9384           | 0.9861         | 0.4770              | 0.9151            | 0.7702                         | 0.9121              | 0.7954               | 0.9981           | 0.9644    | 0.4089         | 0.8377       | 0.6714                    | 0.7849         | 0.7002          | 0.9973      |
| 0.0373        | 30.0  | 2460 | 0.3375          | 0.7571   | 0.8235        | 0.9378           | 0.9867         | 0.4027              | 0.9193            | 0.7815                         | 0.9091              | 0.7668               | 0.9981           | 0.9630    | 0.3564         | 0.8380       | 0.6714                    | 0.7861         | 0.6875          | 0.9972      |
| 0.0415        | 30.24 | 2480 | 0.3230          | 0.7695   | 0.8391        | 0.9394           | 0.9865         | 0.4905              | 0.9062            | 0.7704                         | 0.9173              | 0.8038               | 0.9992           | 0.9646    | 0.4169         | 0.8398       | 0.6773                    | 0.7892         | 0.7018          | 0.9969      |
| 0.023         | 30.49 | 2500 | 0.3284          | 0.7734   | 0.8448        | 0.9403           | 0.9865         | 0.4943              | 0.9014            | 0.7698                         | 0.9117              | 0.8511               | 0.9984           | 0.9647    | 0.4229         | 0.8395       | 0.6835                    | 0.7889         | 0.7173          | 0.9973      |
| 0.0746        | 30.73 | 2520 | 0.3388          | 0.7713   | 0.8415        | 0.9398           | 0.9838         | 0.4801              | 0.9121            | 0.7629                         | 0.9142              | 0.8387               | 0.9986           | 0.9644    | 0.4167         | 0.8402       | 0.6782                    | 0.7883         | 0.7140          | 0.9973      |
| 0.0468        | 30.98 | 2540 | 0.3446          | 0.7756   | 0.8479        | 0.9389           | 0.9833         | 0.5564              | 0.9096            | 0.7794                         | 0.9148              | 0.7935               | 0.9985           | 0.9656    | 0.4674         | 0.8403       | 0.6732                    | 0.7888         | 0.6969          | 0.9973      |
| 0.0257        | 31.22 | 2560 | 0.3663          | 0.7678   | 0.8371        | 0.9380           | 0.9836         | 0.5014              | 0.9126            | 0.7739                         | 0.9198              | 0.7705               | 0.9982           | 0.9653    | 0.4311         | 0.8394       | 0.6693                    | 0.7859         | 0.6862          | 0.9973      |
| 0.1516        | 31.46 | 2580 | 0.3418          | 0.7661   | 0.8338        | 0.9392           | 0.9865         | 0.4536              | 0.9081            | 0.7723                         | 0.9184              | 0.7998               | 0.9982           | 0.9648    | 0.3961         | 0.8399       | 0.6758                    | 0.7888         | 0.7002          | 0.9973      |
| 0.1241        | 31.71 | 2600 | 0.3424          | 0.7699   | 0.8384        | 0.9392           | 0.9853         | 0.5002              | 0.9148            | 0.7822                         | 0.9176              | 0.7698               | 0.9988           | 0.9655    | 0.4294         | 0.8400       | 0.6772                    | 0.7908         | 0.6887          | 0.9973      |
| 0.0768        | 31.95 | 2620 | 0.3201          | 0.7747   | 0.8469        | 0.9396           | 0.9860         | 0.5485              | 0.9095            | 0.7722                         | 0.9192              | 0.7940               | 0.9991           | 0.9659    | 0.4546         | 0.8402       | 0.6769                    | 0.7908         | 0.6975          | 0.9971      |
| 0.0675        | 32.2  | 2640 | 0.3314          | 0.7741   | 0.8464        | 0.9388           | 0.9852         | 0.5593              | 0.9178            | 0.7701                         | 0.9193              | 0.7744               | 0.9987           | 0.9656    | 0.4658         | 0.8366       | 0.6715                    | 0.7904         | 0.6914          | 0.9972      |
| 0.0597        | 32.44 | 2660 | 0.3408          | 0.7713   | 0.8443        | 0.9380           | 0.9845         | 0.5475              | 0.9203            | 0.7840                         | 0.9053              | 0.7698               | 0.9990           | 0.9659    | 0.4557         | 0.8393       | 0.6696                    | 0.7871         | 0.6842          | 0.9971      |
| 0.0284        | 32.68 | 2680 | 0.3684          | 0.7701   | 0.8421        | 0.9382           | 0.9845         | 0.5241              | 0.9118            | 0.7772                         | 0.9147              | 0.7849               | 0.9977           | 0.9651    | 0.4414         | 0.8362       | 0.6732                    | 0.7872         | 0.6904          | 0.9971      |
| 0.1271        | 32.93 | 2700 | 0.3431          | 0.7724   | 0.8467        | 0.9383           | 0.9835         | 0.5404              | 0.9117            | 0.7855                         | 0.8996              | 0.8079               | 0.9986           | 0.9658    | 0.4524         | 0.8362       | 0.6742                    | 0.7846         | 0.6964          | 0.9975      |
| 0.0555        | 33.17 | 2720 | 0.3386          | 0.7752   | 0.8499        | 0.9386           | 0.9842         | 0.5763              | 0.8996            | 0.7841                         | 0.9127              | 0.7935               | 0.9991           | 0.9656    | 0.4722         | 0.8328       | 0.6773                    | 0.7881         | 0.6931          | 0.9973      |
| 0.0462        | 33.41 | 2740 | 0.3433          | 0.7714   | 0.8416        | 0.9392           | 0.9854         | 0.5143              | 0.9154            | 0.7865                         | 0.9101              | 0.7807               | 0.9988           | 0.9658    | 0.4387         | 0.8367       | 0.6789                    | 0.7898         | 0.6922          | 0.9975      |
| 0.0603        | 33.66 | 2760 | 0.3408          | 0.7767   | 0.8502        | 0.9390           | 0.9834         | 0.5767              | 0.9157            | 0.7825                         | 0.9118              | 0.7823               | 0.9990           | 0.9661    | 0.4786         | 0.8374       | 0.6763                    | 0.7891         | 0.6922          | 0.9974      |
| 0.0315        | 33.9  | 2780 | 0.3349          | 0.7717   | 0.8432        | 0.9386           | 0.9857         | 0.5284              | 0.9087            | 0.7813                         | 0.9108              | 0.7890               | 0.9985           | 0.9655    | 0.4475         | 0.8373       | 0.6741                    | 0.7875         | 0.6924          | 0.9973      |
| 0.1076        | 34.15 | 2800 | 0.3251          | 0.7679   | 0.8382        | 0.9387           | 0.9859         | 0.4756              | 0.9135            | 0.7862                         | 0.8993              | 0.8085               | 0.9982           | 0.9653    | 0.4124         | 0.8401       | 0.6741                    | 0.7854         | 0.7010          | 0.9973      |
| 0.0482        | 34.39 | 2820 | 0.3239          | 0.7676   | 0.8374        | 0.9388           | 0.9874         | 0.4803              | 0.9072            | 0.7828                         | 0.9067              | 0.7987               | 0.9986           | 0.9653    | 0.4128         | 0.8395       | 0.6736                    | 0.7868         | 0.6979          | 0.9976      |
| 0.1525        | 34.63 | 2840 | 0.3541          | 0.7625   | 0.8297        | 0.9383           | 0.9882         | 0.4431              | 0.9115            | 0.7750                         | 0.9137              | 0.7779               | 0.9986           | 0.9640    | 0.3867         | 0.8389       | 0.6731                    | 0.7854         | 0.6919          | 0.9973      |
| 0.0616        | 34.88 | 2860 | 0.3402          | 0.7664   | 0.8364        | 0.9377           | 0.9877         | 0.4787              | 0.9077            | 0.7727                         | 0.9042              | 0.8050               | 0.9986           | 0.9640    | 0.4145         | 0.8395       | 0.6692                    | 0.7799         | 0.7008          | 0.9972      |
| 0.0271        | 35.12 | 2880 | 0.3425          | 0.7775   | 0.8553        | 0.9376           | 0.9838         | 0.6081              | 0.9064            | 0.7798                         | 0.8996              | 0.8104               | 0.9987           | 0.9660    | 0.4933         | 0.8408       | 0.6664                    | 0.7792         | 0.6993          | 0.9974      |
| 0.1006        | 35.37 | 2900 | 0.3457          | 0.7764   | 0.8499        | 0.9388           | 0.9842         | 0.5641              | 0.9209            | 0.7709                         | 0.9068              | 0.8030               | 0.9990           | 0.9656    | 0.4715         | 0.8439       | 0.6709                    | 0.7837         | 0.7022          | 0.9972      |
| 0.0644        | 35.61 | 2920 | 0.3366          | 0.7728   | 0.8433        | 0.9395           | 0.9867         | 0.5212              | 0.9161            | 0.7713                         | 0.9154              | 0.7938               | 0.9989           | 0.9655    | 0.4395         | 0.8438       | 0.6758                    | 0.7876         | 0.7000          | 0.9973      |
| 0.1789        | 35.85 | 2940 | 0.3341          | 0.7747   | 0.8462        | 0.9396           | 0.9870         | 0.5396              | 0.9129            | 0.7713                         | 0.9183              | 0.7964               | 0.9981           | 0.9658    | 0.4523         | 0.8430       | 0.6768                    | 0.7882         | 0.6994          | 0.9974      |
| 0.0253        | 36.1  | 2960 | 0.3389          | 0.7769   | 0.8515        | 0.9386           | 0.9834         | 0.5893              | 0.9061            | 0.7757                         | 0.9157              | 0.7912               | 0.9992           | 0.9661    | 0.4828         | 0.8401       | 0.6729                    | 0.7860         | 0.6935          | 0.9972      |
| 0.0542        | 36.34 | 2980 | 0.3422          | 0.7758   | 0.8501        | 0.9382           | 0.9838         | 0.5750              | 0.9163            | 0.7807                         | 0.9059              | 0.7904               | 0.9983           | 0.9661    | 0.4789         | 0.8418       | 0.6700                    | 0.7841         | 0.6921          | 0.9975      |
| 0.0217        | 36.59 | 3000 | 0.3516          | 0.7750   | 0.8485        | 0.9381           | 0.9850         | 0.5718              | 0.9154            | 0.7808                         | 0.9093              | 0.7792               | 0.9980           | 0.9661    | 0.4767         | 0.8420       | 0.6687                    | 0.7850         | 0.6894          | 0.9973      |
| 0.0374        | 36.83 | 3020 | 0.3425          | 0.7814   | 0.8568        | 0.9395           | 0.9830         | 0.6156              | 0.9201            | 0.7733                         | 0.9167              | 0.7906               | 0.9985           | 0.9667    | 0.5020         | 0.8429       | 0.6745                    | 0.7883         | 0.6981          | 0.9976      |
| 0.0426        | 37.07 | 3040 | 0.3436          | 0.7764   | 0.8476        | 0.9399           | 0.9836         | 0.5385              | 0.9183            | 0.7688                         | 0.9154              | 0.8098               | 0.9991           | 0.9660    | 0.4570         | 0.8428       | 0.6772                    | 0.7891         | 0.7053          | 0.9973      |
| 0.0192        | 37.32 | 3060 | 0.3413          | 0.7791   | 0.8553        | 0.9388           | 0.9822         | 0.6076              | 0.9145            | 0.7757                         | 0.9120              | 0.7964               | 0.9990           | 0.9662    | 0.4941         | 0.8409       | 0.6722                    | 0.7871         | 0.6956          | 0.9975      |
| 0.0654        | 37.56 | 3080 | 0.3456          | 0.7780   | 0.8529        | 0.9392           | 0.9845         | 0.5859              | 0.9168            | 0.7745                         | 0.9102              | 0.7994               | 0.9990           | 0.9664    | 0.4809         | 0.8411       | 0.6737                    | 0.7873         | 0.6990          | 0.9975      |
| 0.0387        | 37.8  | 3100 | 0.3460          | 0.7758   | 0.8496        | 0.9389           | 0.9849         | 0.5651              | 0.9166            | 0.7760                         | 0.9078              | 0.7979               | 0.9991           | 0.9661    | 0.4685         | 0.8413       | 0.6729                    | 0.7866         | 0.6980          | 0.9973      |
| 0.0312        | 38.05 | 3120 | 0.3362          | 0.7752   | 0.8494        | 0.9384           | 0.9834         | 0.5731              | 0.9147            | 0.7806                         | 0.9064              | 0.7881               | 0.9995           | 0.9654    | 0.4732         | 0.8406       | 0.6713                    | 0.7864         | 0.6928          | 0.9968      |
| 0.023         | 38.29 | 3140 | 0.3474          | 0.7786   | 0.8549        | 0.9387           | 0.9826         | 0.6057              | 0.9138            | 0.7812                         | 0.9092              | 0.7931               | 0.9989           | 0.9661    | 0.4926         | 0.8401       | 0.6728                    | 0.7879         | 0.6938          | 0.9974      |
| 0.0204        | 38.54 | 3160 | 0.3287          | 0.7759   | 0.8489        | 0.9393           | 0.9849         | 0.5570              | 0.9121            | 0.7799                         | 0.9096              | 0.7997               | 0.9990           | 0.9660    | 0.4643         | 0.8407       | 0.6753                    | 0.7887         | 0.6991          | 0.9973      |
| 0.0676        | 38.78 | 3180 | 0.3485          | 0.7717   | 0.8417        | 0.9396           | 0.9868         | 0.5033              | 0.9104            | 0.7705                         | 0.9171              | 0.8056               | 0.9986           | 0.9654    | 0.4285         | 0.8405       | 0.6769                    | 0.7895         | 0.7040          | 0.9972      |
| 0.0312        | 39.02 | 3200 | 0.3597          | 0.7787   | 0.8529        | 0.9393           | 0.9830         | 0.5874              | 0.9159            | 0.7752                         | 0.9152              | 0.7951               | 0.9987           | 0.9662    | 0.4840         | 0.8413       | 0.6747                    | 0.7886         | 0.6988          | 0.9973      |
| 0.0392        | 39.27 | 3220 | 0.3508          | 0.7762   | 0.8490        | 0.9390           | 0.9843         | 0.5641              | 0.9162            | 0.7803                         | 0.9107              | 0.7887               | 0.9987           | 0.9662    | 0.4712         | 0.8415       | 0.6732                    | 0.7884         | 0.6958          | 0.9973      |
| 0.027         | 39.51 | 3240 | 0.3385          | 0.7775   | 0.8510        | 0.9399           | 0.9853         | 0.5561              | 0.9128            | 0.7709                         | 0.9115              | 0.8212               | 0.9990           | 0.9659    | 0.4629         | 0.8420       | 0.6781                    | 0.7893         | 0.7074          | 0.9971      |
| 0.0287        | 39.76 | 3260 | 0.3301          | 0.7703   | 0.8404        | 0.9392           | 0.9867         | 0.4985              | 0.9117            | 0.7794                         | 0.9087              | 0.7985               | 0.9989           | 0.9653    | 0.4252         | 0.8413       | 0.6749                    | 0.7884         | 0.6995          | 0.9971      |
| 0.0608        | 40.0  | 3280 | 0.3485          | 0.7745   | 0.8460        | 0.9397           | 0.9854         | 0.5267              | 0.9100            | 0.7714                         | 0.9143              | 0.8156               | 0.9987           | 0.9657    | 0.4461         | 0.8412       | 0.6769                    | 0.7892         | 0.7052          | 0.9973      |


### Framework versions

- Transformers 4.35.0
- Pytorch 2.0.0
- Datasets 2.1.0
- Tokenizers 0.14.1
