transformers safetensors segformer vision image-segmentation generated_from_trainer base_model:nvidia/mit-b0 license:other endpoints_compatible region:us
---
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-segments-ECHO-jan-25-v2
  results: []
---

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

# segformer-b0-finetuned-segments-ECHO-jan-25-v2

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the unreal-hug/REAL_DATASET_SEG_401_6_lbls dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4155
- Mean Iou: 0.3349
- Mean Accuracy: 0.3935
- Overall Accuracy: 0.5591
- Accuracy Unlabeled: nan
- Accuracy Lv: 0.6815
- Accuracy Rv: 0.3865
- Accuracy Ra: 0.5805
- Accuracy La: 0.6544
- Accuracy Vs: 0.1155
- Accuracy As: nan
- Accuracy Mk: 0.0497
- Accuracy Tk: nan
- Accuracy Asd: 0.2779
- Accuracy Vsd: 0.3995
- Accuracy Ak: 0.3959
- Iou Unlabeled: 0.0
- Iou Lv: 0.6626
- Iou Rv: 0.3764
- Iou Ra: 0.5699
- Iou La: 0.6056
- Iou Vs: 0.1108
- Iou As: nan
- Iou Mk: 0.0485
- Iou Tk: nan
- Iou Asd: 0.2565
- Iou Vsd: 0.3465
- Iou Ak: 0.3718

## 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: 0.0001
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 25

### Training results

| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Lv | Accuracy Rv | Accuracy Ra | Accuracy La | Accuracy Vs | Accuracy As | Accuracy Mk | Accuracy Tk | Accuracy Asd | Accuracy Vsd | Accuracy Ak | Iou Unlabeled | Iou Lv | Iou Rv | Iou Ra | Iou La | Iou Vs | Iou As | Iou Mk | Iou Tk | Iou Asd | Iou Vsd | Iou Ak |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:-----------:|:------------:|:------------:|:-----------:|:-------------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:------:|:-------:|:-------:|:------:|
| 2.0322        | 0.12  | 20   | 2.2124          | 0.0954   | 0.1885        | 0.3033           | nan                | 0.3903      | 0.4680      | 0.0850      | 0.0173      | 0.0         | nan         | 0.0011      | nan         | 0.0          | 0.1087       | 0.6263      | 0.0           | 0.2970 | 0.2085 | 0.0782 | 0.0172 | 0.0    | nan    | 0.0011 | 0.0    | 0.0     | 0.0823  | 0.3647 |
| 1.6027        | 0.25  | 40   | 1.5649          | 0.0789   | 0.1168        | 0.2640           | nan                | 0.5149      | 0.0061      | 0.0264      | 0.0839      | 0.0         | nan         | 0.0         | nan         | 0.0001       | 0.0014       | 0.4180      | 0.0           | 0.3418 | 0.0061 | 0.0262 | 0.0787 | 0.0    | nan    | 0.0    | nan    | 0.0001  | 0.0014  | 0.3342 |
| 1.2877        | 0.38  | 60   | 1.2616          | 0.0943   | 0.1296        | 0.2685           | nan                | 0.4665      | 0.0053      | 0.0547      | 0.2421      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0050       | 0.3930      | 0.0           | 0.3612 | 0.0053 | 0.0529 | 0.1877 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0050  | 0.3312 |
| 1.0981        | 0.5   | 80   | 1.2208          | 0.0967   | 0.1552        | 0.3898           | nan                | 0.8151      | 0.0079      | 0.0082      | 0.0794      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.4863      | 0.0           | 0.4737 | 0.0079 | 0.0082 | 0.0750 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.4020 |
| 1.0235        | 0.62  | 100  | 0.9343          | 0.1218   | 0.1888        | 0.4419           | nan                | 0.8508      | 0.0102      | 0.0423      | 0.3015      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.4947      | 0.0           | 0.5319 | 0.0101 | 0.0418 | 0.2283 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.4059 |
| 0.8977        | 0.75  | 120  | 0.7806          | 0.1592   | 0.2227        | 0.4764           | nan                | 0.8124      | 0.1787      | 0.1188      | 0.4178      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.4763      | 0.0           | 0.6151 | 0.1741 | 0.1124 | 0.2995 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.3906 |
| 0.6932        | 0.88  | 140  | 0.6246          | 0.1262   | 0.1590        | 0.3766           | nan                | 0.6794      | 0.2019      | 0.1415      | 0.2810      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.1276      | 0.0           | 0.5674 | 0.1941 | 0.1372 | 0.2414 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.1217 |
| 0.6168        | 1.0   | 160  | 0.6124          | 0.1752   | 0.2277        | 0.4717           | nan                | 0.7500      | 0.3261      | 0.1491      | 0.4375      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.3864      | 0.0           | 0.6106 | 0.2973 | 0.1475 | 0.3522 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.3439 |
| 0.5758        | 1.12  | 180  | 0.5658          | 0.2037   | 0.2520        | 0.4750           | nan                | 0.6646      | 0.3955      | 0.3596      | 0.4433      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.4048      | 0.0           | 0.6048 | 0.3705 | 0.3133 | 0.3865 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.3623 |
| 0.5081        | 1.25  | 200  | 0.5116          | 0.2316   | 0.2993        | 0.5280           | nan                | 0.6460      | 0.4867      | 0.4741      | 0.6477      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.4396      | 0.0           | 0.6098 | 0.4523 | 0.3961 | 0.4611 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.3965 |
| 0.6351        | 1.38  | 220  | 0.4879          | 0.1127   | 0.1324        | 0.2609           | nan                | 0.3749      | 0.0902      | 0.2601      | 0.3883      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.0783      | 0.0           | 0.3623 | 0.0897 | 0.2510 | 0.3466 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.0774 |
| 0.6241        | 1.5   | 240  | 0.4593          | 0.2439   | 0.3090        | 0.5686           | nan                | 0.7439      | 0.4492      | 0.5367      | 0.6916      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.3597      | 0.0           | 0.6995 | 0.4322 | 0.4400 | 0.5265 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.3410 |
| 0.4315        | 1.62  | 260  | 0.4082          | 0.2175   | 0.2611        | 0.4948           | nan                | 0.6811      | 0.3535      | 0.4253      | 0.5871      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.3025      | 0.0           | 0.6398 | 0.3459 | 0.3952 | 0.5052 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.2886 |
| 0.5236        | 1.75  | 280  | 0.4651          | 0.1063   | 0.1353        | 0.2191           | nan                | 0.2161      | 0.0885      | 0.3687      | 0.4434      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0          | 0.1015      | 0.0           | 0.2138 | 0.0884 | 0.3282 | 0.3313 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0     | 0.1012 |
| 0.3688        | 1.88  | 300  | 0.4279          | 0.2796   | 0.3459        | 0.6382           | nan                | 0.8529      | 0.5705      | 0.5493      | 0.6449      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0051       | 0.4903      | 0.0           | 0.7546 | 0.5277 | 0.5044 | 0.5537 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0051  | 0.4500 |
| 0.3659        | 2.0   | 320  | 0.3907          | 0.1881   | 0.2192        | 0.4461           | nan                | 0.7156      | 0.1476      | 0.3144      | 0.4135      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0006       | 0.3810      | 0.0           | 0.6851 | 0.1461 | 0.3012 | 0.3919 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0006  | 0.3560 |
| 0.3243        | 2.12  | 340  | 0.3846          | 0.2737   | 0.3272        | 0.5846           | nan                | 0.7313      | 0.4747      | 0.6435      | 0.7038      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0010       | 0.3904      | 0.0           | 0.7045 | 0.4610 | 0.5733 | 0.6223 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0010  | 0.3752 |
| 0.4169        | 2.25  | 360  | 0.4099          | 0.1292   | 0.1475        | 0.2563           | nan                | 0.3286      | 0.0968      | 0.3184      | 0.3088      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0005       | 0.2741      | 0.0           | 0.3241 | 0.0965 | 0.3061 | 0.2960 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0005  | 0.2685 |
| 0.2951        | 2.38  | 380  | 0.3583          | 0.2277   | 0.2701        | 0.4962           | nan                | 0.6695      | 0.2136      | 0.5730      | 0.6784      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0442       | 0.2519      | 0.0           | 0.6409 | 0.2125 | 0.5347 | 0.5967 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0435  | 0.2488 |
| 0.3847        | 2.5   | 400  | 0.3565          | 0.2410   | 0.2843        | 0.5032           | nan                | 0.6544      | 0.3067      | 0.5888      | 0.6409      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.1089       | 0.2594      | 0.0           | 0.6304 | 0.3023 | 0.5347 | 0.5853 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.1033  | 0.2535 |
| 0.339         | 2.62  | 420  | 0.3715          | 0.3085   | 0.3697        | 0.6227           | nan                | 0.7530      | 0.5620      | 0.6411      | 0.6900      | 0.0         | nan         | 0.0         | nan         | 0.0015       | 0.1337       | 0.5460      | 0.0           | 0.7083 | 0.5347 | 0.5722 | 0.6160 | 0.0    | nan    | 0.0    | nan    | 0.0015  | 0.1261  | 0.5260 |
| 0.7318        | 2.75  | 440  | 0.3574          | 0.2478   | 0.2950        | 0.4525           | nan                | 0.5247      | 0.2338      | 0.5171      | 0.6926      | 0.0         | nan         | 0.0         | nan         | 0.0097       | 0.3424       | 0.3350      | 0.0           | 0.5100 | 0.2322 | 0.4803 | 0.6174 | 0.0    | nan    | 0.0    | nan    | 0.0097  | 0.3048  | 0.3235 |
| 0.2905        | 2.88  | 460  | 0.3609          | 0.1903   | 0.2262        | 0.3935           | nan                | 0.4734      | 0.1841      | 0.5925      | 0.5863      | 0.0         | nan         | 0.0         | nan         | 0.0          | 0.0201       | 0.1799      | 0.0           | 0.4671 | 0.1834 | 0.5348 | 0.5192 | 0.0    | nan    | 0.0    | nan    | 0.0     | 0.0199  | 0.1786 |
| 0.3793        | 3.0   | 480  | 0.3452          | 0.2734   | 0.3213        | 0.5973           | nan                | 0.8327      | 0.4635      | 0.5374      | 0.6168      | 0.0         | nan         | 0.0         | nan         | 0.0263       | 0.0746       | 0.3404      | 0.0           | 0.7723 | 0.4512 | 0.5139 | 0.5700 | 0.0    | nan    | 0.0    | nan    | 0.0260  | 0.0734  | 0.3270 |
| 0.3922        | 3.12  | 500  | 0.3695          | 0.2151   | 0.2604        | 0.3659           | nan                | 0.2751      | 0.2847      | 0.6318      | 0.7206      | 0.0         | nan         | 0.0         | nan         | 0.0045       | 0.1409       | 0.2863      | 0.0           | 0.2726 | 0.2824 | 0.5652 | 0.6103 | 0.0    | nan    | 0.0    | nan    | 0.0045  | 0.1339  | 0.2824 |
| 0.3299        | 3.25  | 520  | 0.3326          | 0.3063   | 0.3610        | 0.6202           | nan                | 0.8029      | 0.5001      | 0.5866      | 0.6558      | 0.0         | nan         | 0.0         | nan         | 0.0422       | 0.1575       | 0.5038      | 0.0           | 0.7639 | 0.4932 | 0.5461 | 0.5948 | 0.0    | nan    | 0.0    | nan    | 0.0416  | 0.1472  | 0.4762 |
| 0.2547        | 3.38  | 540  | 0.3323          | 0.2650   | 0.3121        | 0.5052           | nan                | 0.6042      | 0.4311      | 0.6044      | 0.5282      | 0.0         | nan         | 0.0         | nan         | 0.0813       | 0.1438       | 0.4164      | 0.0           | 0.5882 | 0.4189 | 0.5254 | 0.5006 | 0.0    | nan    | 0.0    | nan    | 0.0801  | 0.1359  | 0.4010 |
| 0.2154        | 3.5   | 560  | 0.3211          | 0.2903   | 0.3397        | 0.5796           | nan                | 0.7327      | 0.4341      | 0.6265      | 0.6269      | 0.0         | nan         | 0.0         | nan         | 0.0340       | 0.1079       | 0.4955      | 0.0           | 0.7034 | 0.4304 | 0.5828 | 0.5874 | 0.0    | nan    | 0.0    | nan    | 0.0337  | 0.1022  | 0.4634 |
| 0.3146        | 3.62  | 580  | 0.3642          | 0.3096   | 0.3854        | 0.5967           | nan                | 0.6732      | 0.4518      | 0.7254      | 0.8100      | 0.0         | nan         | 0.0         | nan         | 0.1293       | 0.2673       | 0.4116      | 0.0           | 0.6557 | 0.4444 | 0.5843 | 0.6517 | 0.0    | nan    | 0.0    | nan    | 0.1212  | 0.2434  | 0.3957 |
| 0.2216        | 3.75  | 600  | 0.3178          | 0.3241   | 0.3818        | 0.5998           | nan                | 0.7614      | 0.4294      | 0.5415      | 0.7168      | 0.0         | nan         | 0.0         | nan         | 0.1378       | 0.4248       | 0.4242      | 0.0           | 0.7254 | 0.4212 | 0.5274 | 0.6520 | 0.0    | nan    | 0.0    | nan    | 0.1338  | 0.3687  | 0.4125 |
| 0.2973        | 3.88  | 620  | 0.3199          | 0.3486   | 0.4127        | 0.6217           | nan                | 0.7369      | 0.5178      | 0.5558      | 0.7739      | 0.0         | nan         | 0.0         | nan         | 0.1965       | 0.4456       | 0.4876      | 0.0           | 0.7072 | 0.4974 | 0.5407 | 0.7010 | 0.0    | nan    | 0.0    | nan    | 0.1859  | 0.3845  | 0.4692 |
| 0.2434        | 4.0   | 640  | 0.3179          | 0.3415   | 0.4057        | 0.6154           | nan                | 0.7161      | 0.4582      | 0.6827      | 0.7445      | 0.0         | nan         | 0.0         | nan         | 0.1295       | 0.3827       | 0.5376      | 0.0           | 0.6869 | 0.4483 | 0.6280 | 0.6769 | 0.0    | nan    | 0.0    | nan    | 0.1254  | 0.3360  | 0.5134 |
| 0.2283        | 4.12  | 660  | 0.3310          | 0.2584   | 0.3073        | 0.5076           | nan                | 0.6237      | 0.2267      | 0.6673      | 0.7014      | 0.0         | nan         | 0.0         | nan         | 0.0718       | 0.1288       | 0.3464      | 0.0           | 0.6078 | 0.2260 | 0.5912 | 0.6270 | 0.0    | nan    | 0.0    | nan    | 0.0707  | 0.1212  | 0.3401 |
| 0.6263        | 4.25  | 680  | 0.3153          | 0.2947   | 0.3436        | 0.5198           | nan                | 0.6461      | 0.2824      | 0.5694      | 0.6236      | 0.0         | nan         | 0.0         | nan         | 0.1512       | 0.3950       | 0.4248      | 0.0           | 0.6244 | 0.2811 | 0.5498 | 0.5852 | 0.0    | nan    | 0.0    | nan    | 0.1449  | 0.3479  | 0.4140 |
| 0.1708        | 4.38  | 700  | 0.3173          | 0.2957   | 0.3435        | 0.5834           | nan                | 0.7531      | 0.3902      | 0.5853      | 0.7153      | 0.0         | nan         | 0.0         | nan         | 0.1331       | 0.1239       | 0.3908      | 0.0           | 0.7188 | 0.3869 | 0.5656 | 0.6612 | 0.0    | nan    | 0.0    | nan    | 0.1298  | 0.1159  | 0.3788 |
| 0.246         | 4.5   | 720  | 0.3138          | 0.2570   | 0.2955        | 0.5052           | nan                | 0.6686      | 0.3447      | 0.4552      | 0.5989      | 0.0         | nan         | 0.0         | nan         | 0.1237       | 0.1230       | 0.3459      | 0.0           | 0.6469 | 0.3416 | 0.4442 | 0.5640 | 0.0    | nan    | 0.0    | nan    | 0.1213  | 0.1159  | 0.3366 |
| 0.3876        | 4.62  | 740  | 0.3084          | 0.3646   | 0.4336        | 0.6321           | nan                | 0.7367      | 0.4776      | 0.6536      | 0.7478      | 0.0         | nan         | 0.0         | nan         | 0.2351       | 0.4973       | 0.5539      | 0.0           | 0.7108 | 0.4700 | 0.6166 | 0.6824 | 0.0    | nan    | 0.0    | nan    | 0.2208  | 0.4179  | 0.5274 |
| 0.4766        | 4.75  | 760  | 0.3251          | 0.2509   | 0.2894        | 0.4716           | nan                | 0.6095      | 0.3498      | 0.4348      | 0.4989      | 0.0         | nan         | 0.0         | nan         | 0.1119       | 0.2020       | 0.3972      | 0.0           | 0.5954 | 0.3434 | 0.4157 | 0.4754 | 0.0    | nan    | 0.0    | nan    | 0.1092  | 0.1836  | 0.3865 |
| 0.4431        | 4.88  | 780  | 0.3052          | 0.3104   | 0.3654        | 0.5781           | nan                | 0.7024      | 0.4862      | 0.5150      | 0.7363      | 0.0         | nan         | 0.0         | nan         | 0.2163       | 0.2456       | 0.3866      | 0.0           | 0.6801 | 0.4736 | 0.5039 | 0.6461 | 0.0    | nan    | 0.0    | nan    | 0.2021  | 0.2209  | 0.3771 |
| 0.2319        | 5.0   | 800  | 0.3104          | 0.3316   | 0.3938        | 0.5875           | nan                | 0.6790      | 0.5433      | 0.6711      | 0.6572      | 0.0         | nan         | 0.0         | nan         | 0.2908       | 0.3349       | 0.3675      | 0.0           | 0.6628 | 0.5265 | 0.5922 | 0.6113 | 0.0    | nan    | 0.0    | nan    | 0.2656  | 0.2987  | 0.3585 |
| 0.3361        | 5.12  | 820  | 0.3125          | 0.3219   | 0.3808        | 0.5905           | nan                | 0.7234      | 0.3480      | 0.6026      | 0.7698      | 0.0         | nan         | 0.0         | nan         | 0.1558       | 0.3461       | 0.4818      | 0.0           | 0.7028 | 0.3453 | 0.5677 | 0.6877 | 0.0    | nan    | 0.0    | nan    | 0.1498  | 0.3077  | 0.4584 |
| 0.412         | 5.25  | 840  | 0.3477          | 0.2427   | 0.2810        | 0.4099           | nan                | 0.3970      | 0.2768      | 0.5965      | 0.6918      | 0.0         | nan         | 0.0         | nan         | 0.1238       | 0.1614       | 0.2814      | 0.0           | 0.3899 | 0.2752 | 0.5703 | 0.6446 | 0.0    | nan    | 0.0    | nan    | 0.1208  | 0.1494  | 0.2767 |
| 0.1799        | 5.38  | 860  | 0.3132          | 0.3444   | 0.4035        | 0.6161           | nan                | 0.7651      | 0.4804      | 0.6609      | 0.5953      | 0.0         | nan         | 0.0         | nan         | 0.2167       | 0.3901       | 0.5227      | 0.0           | 0.7389 | 0.4759 | 0.6240 | 0.5643 | 0.0    | nan    | 0.0    | nan    | 0.2033  | 0.3414  | 0.4965 |
| 0.1716        | 5.5   | 880  | 0.3186          | 0.2805   | 0.3289        | 0.4955           | nan                | 0.5685      | 0.3185      | 0.5785      | 0.6888      | 0.0         | nan         | 0.0         | nan         | 0.1934       | 0.2548       | 0.3577      | 0.0           | 0.5592 | 0.3165 | 0.5487 | 0.6271 | 0.0    | nan    | 0.0    | nan    | 0.1798  | 0.2295  | 0.3441 |
| 0.4388        | 5.62  | 900  | 0.3171          | 0.4098   | 0.4914        | 0.7348           | nan                | 0.8788      | 0.6109      | 0.7475      | 0.7979      | 0.0         | nan         | 0.0         | nan         | 0.2607       | 0.5234       | 0.6032      | 0.0           | 0.8320 | 0.5956 | 0.6842 | 0.7286 | 0.0    | nan    | 0.0    | nan    | 0.2445  | 0.4481  | 0.5648 |
| 0.2632        | 5.75  | 920  | 0.3163          | 0.2697   | 0.3130        | 0.4551           | nan                | 0.5145      | 0.3445      | 0.4613      | 0.6042      | 0.0         | nan         | 0.0         | nan         | 0.1180       | 0.3896       | 0.3846      | 0.0           | 0.5045 | 0.3404 | 0.4568 | 0.5718 | 0.0    | nan    | 0.0    | nan    | 0.1141  | 0.3416  | 0.3677 |
| 0.3024        | 5.88  | 940  | 0.3063          | 0.3883   | 0.4645        | 0.6758           | nan                | 0.7778      | 0.6624      | 0.7137      | 0.7013      | 0.0         | nan         | 0.0         | nan         | 0.3253       | 0.4950       | 0.5054      | 0.0           | 0.7479 | 0.6323 | 0.6434 | 0.6506 | 0.0    | nan    | 0.0    | nan    | 0.2919  | 0.4251  | 0.4919 |
| 0.2551        | 6.0   | 960  | 0.3489          | 0.2261   | 0.2625        | 0.4024           | nan                | 0.5011      | 0.1084      | 0.4074      | 0.6709      | 0.0         | nan         | 0.0         | nan         | 0.1666       | 0.2592       | 0.2489      | 0.0           | 0.4903 | 0.1081 | 0.4042 | 0.6181 | 0.0    | nan    | 0.0    | nan    | 0.1562  | 0.2369  | 0.2470 |
| 0.3281        | 6.12  | 980  | 0.2939          | 0.3635   | 0.4275        | 0.6116           | nan                | 0.6803      | 0.5665      | 0.6418      | 0.6806      | 0.0         | nan         | 0.0         | nan         | 0.2545       | 0.4660       | 0.5579      | 0.0           | 0.6659 | 0.5508 | 0.6049 | 0.6359 | 0.0    | nan    | 0.0    | nan    | 0.2372  | 0.4071  | 0.5330 |
| 0.1372        | 6.25  | 1000 | 0.2998          | 0.3755   | 0.4413        | 0.6450           | nan                | 0.7530      | 0.5417      | 0.6673      | 0.7023      | 0.0         | nan         | 0.0         | nan         | 0.2979       | 0.4450       | 0.5648      | 0.0           | 0.7287 | 0.5300 | 0.6359 | 0.6582 | 0.0    | nan    | 0.0    | nan    | 0.2737  | 0.3899  | 0.5389 |
| 0.3485        | 6.38  | 1020 | 0.3398          | 0.2557   | 0.2941        | 0.4515           | nan                | 0.5305      | 0.2957      | 0.5158      | 0.6263      | 0.0         | nan         | 0.0         | nan         | 0.1937       | 0.2043       | 0.2811      | 0.0           | 0.5206 | 0.2931 | 0.5070 | 0.5912 | 0.0    | nan    | 0.0    | nan    | 0.1833  | 0.1846  | 0.2769 |
| 0.3755        | 6.5   | 1040 | 0.3034          | 0.3526   | 0.4160        | 0.5795           | nan                | 0.6346      | 0.4564      | 0.7050      | 0.6986      | 0.0         | nan         | 0.0         | nan         | 0.3010       | 0.4881       | 0.4598      | 0.0           | 0.6188 | 0.4509 | 0.6639 | 0.6554 | 0.0    | nan    | 0.0    | nan    | 0.2758  | 0.4166  | 0.4442 |
| 0.2617        | 6.62  | 1060 | 0.3166          | 0.2905   | 0.3384        | 0.4820           | nan                | 0.5401      | 0.3225      | 0.5981      | 0.6153      | 0.0         | nan         | 0.0         | nan         | 0.1880       | 0.4060       | 0.3756      | 0.0           | 0.5337 | 0.3212 | 0.5770 | 0.5817 | 0.0    | nan    | 0.0    | nan    | 0.1774  | 0.3511  | 0.3627 |
| 0.2937        | 6.75  | 1080 | 0.3090          | 0.3864   | 0.4585        | 0.7031           | nan                | 0.8093      | 0.6687      | 0.7189      | 0.7808      | 0.0         | nan         | 0.0         | nan         | 0.3271       | 0.2123       | 0.6092      | 0.0           | 0.7810 | 0.6460 | 0.6639 | 0.7094 | 0.0    | nan    | 0.0    | nan    | 0.2942  | 0.1957  | 0.5738 |
| 0.3588        | 6.88  | 1100 | 0.3011          | 0.3653   | 0.4310        | 0.6482           | nan                | 0.8132      | 0.4360      | 0.6549      | 0.7523      | 0.0         | nan         | 0.0         | nan         | 0.3123       | 0.4840       | 0.4267      | 0.0           | 0.7784 | 0.4310 | 0.6235 | 0.6944 | 0.0    | nan    | 0.0    | nan    | 0.2884  | 0.4223  | 0.4149 |
| 0.1613        | 7.0   | 1120 | 0.3302          | 0.2838   | 0.3344        | 0.4622           | nan                | 0.4687      | 0.3133      | 0.6402      | 0.6782      | 0.0         | nan         | 0.0         | nan         | 0.1601       | 0.4001       | 0.3490      | 0.0           | 0.4620 | 0.3100 | 0.5933 | 0.6247 | 0.0    | nan    | 0.0    | nan    | 0.1525  | 0.3558  | 0.3400 |
| 0.4217        | 7.12  | 1140 | 0.3087          | 0.3723   | 0.4451        | 0.6405           | nan                | 0.7463      | 0.4361      | 0.7284      | 0.7778      | 0.0         | nan         | 0.0         | nan         | 0.3229       | 0.4981       | 0.4960      | 0.0           | 0.7258 | 0.4307 | 0.6602 | 0.7060 | 0.0    | nan    | 0.0    | nan    | 0.2946  | 0.4255  | 0.4800 |
| 0.1429        | 7.25  | 1160 | 0.3227          | 0.2794   | 0.3221        | 0.5335           | nan                | 0.7381      | 0.3377      | 0.5059      | 0.5342      | 0.0         | nan         | 0.0         | nan         | 0.2719       | 0.1916       | 0.3198      | 0.0           | 0.7147 | 0.3361 | 0.4943 | 0.5100 | 0.0    | nan    | 0.0    | nan    | 0.2479  | 0.1761  | 0.3151 |
| 0.227         | 7.38  | 1180 | 0.3087          | 0.3749   | 0.4471        | 0.6221           | nan                | 0.6645      | 0.5048      | 0.7103      | 0.7872      | 0.0         | nan         | 0.0         | nan         | 0.3502       | 0.4474       | 0.5594      | 0.0           | 0.6499 | 0.4966 | 0.6631 | 0.7065 | 0.0    | nan    | 0.0    | nan    | 0.3168  | 0.3915  | 0.5250 |
| 0.3733        | 7.5   | 1200 | 0.3304          | 0.2777   | 0.3229        | 0.4832           | nan                | 0.5603      | 0.3886      | 0.5612      | 0.5532      | 0.0         | nan         | 0.0         | nan         | 0.1744       | 0.2915       | 0.3773      | 0.0           | 0.5501 | 0.3824 | 0.5434 | 0.5248 | 0.0    | nan    | 0.0    | nan    | 0.1655  | 0.2561  | 0.3542 |
| 0.3148        | 7.62  | 1220 | 0.3075          | 0.3787   | 0.4500        | 0.6531           | nan                | 0.7425      | 0.5909      | 0.7189      | 0.7270      | 0.0         | nan         | 0.0         | nan         | 0.3257       | 0.4420       | 0.5030      | 0.0           | 0.7152 | 0.5687 | 0.6673 | 0.6700 | 0.0    | nan    | 0.0    | nan    | 0.2976  | 0.3823  | 0.4863 |
| 0.22          | 7.75  | 1240 | 0.3156          | 0.3340   | 0.3934        | 0.5589           | nan                | 0.6127      | 0.4262      | 0.6387      | 0.7554      | 0.0         | nan         | 0.0         | nan         | 0.2170       | 0.4800       | 0.4108      | 0.0           | 0.6002 | 0.4203 | 0.6121 | 0.6848 | 0.0    | nan    | 0.0    | nan    | 0.2073  | 0.4168  | 0.3984 |
| 0.499         | 7.88  | 1260 | 0.3085          | 0.3454   | 0.4092        | 0.6278           | nan                | 0.7534      | 0.4363      | 0.7109      | 0.7256      | 0.0         | nan         | 0.0         | nan         | 0.2525       | 0.2773       | 0.5267      | 0.0           | 0.7296 | 0.4311 | 0.6556 | 0.6668 | 0.0    | nan    | 0.0    | nan    | 0.2355  | 0.2512  | 0.4848 |
| 0.2604        | 8.0   | 1280 | 0.3123          | 0.3504   | 0.4118        | 0.6089           | nan                | 0.7175      | 0.4779      | 0.6668      | 0.6668      | 0.0         | nan         | 0.0         | nan         | 0.2368       | 0.4184       | 0.5218      | 0.0           | 0.6949 | 0.4708 | 0.6402 | 0.6225 | 0.0    | nan    | 0.0    | nan    | 0.2192  | 0.3649  | 0.4915 |
| 0.146         | 8.12  | 1300 | 0.3274          | 0.3036   | 0.3526        | 0.5368           | nan                | 0.6413      | 0.4378      | 0.6158      | 0.5674      | 0.0         | nan         | 0.0         | nan         | 0.1757       | 0.3165       | 0.4191      | 0.0           | 0.6216 | 0.4333 | 0.5946 | 0.5339 | 0.0    | nan    | 0.0    | nan    | 0.1697  | 0.2810  | 0.4015 |
| 0.1103        | 8.25  | 1320 | 0.3339          | 0.2738   | 0.3155        | 0.4762           | nan                | 0.5556      | 0.4026      | 0.5015      | 0.5408      | 0.0         | nan         | 0.0         | nan         | 0.1370       | 0.2938       | 0.4084      | 0.0           | 0.5454 | 0.3969 | 0.4921 | 0.5111 | 0.0    | nan    | 0.0    | nan    | 0.1330  | 0.2658  | 0.3939 |
| 0.1323        | 8.38  | 1340 | 0.3179          | 0.3304   | 0.3865        | 0.5986           | nan                | 0.7334      | 0.4769      | 0.6287      | 0.6839      | 0.0         | nan         | 0.0         | nan         | 0.2152       | 0.3473       | 0.3933      | 0.0           | 0.7022 | 0.4679 | 0.6091 | 0.6261 | 0.0    | nan    | 0.0    | nan    | 0.2049  | 0.3080  | 0.3863 |
| 0.1057        | 8.5   | 1360 | 0.4118          | 0.1949   | 0.2242        | 0.3076           | nan                | 0.3007      | 0.1559      | 0.4492      | 0.5135      | 0.0         | nan         | 0.0         | nan         | 0.1282       | 0.2228       | 0.2472      | 0.0           | 0.2972 | 0.1552 | 0.4441 | 0.4845 | 0.0    | nan    | 0.0    | nan    | 0.1241  | 0.2028  | 0.2412 |
| 0.1248        | 8.62  | 1380 | 0.3228          | 0.4155   | 0.4991        | 0.7269           | nan                | 0.8415      | 0.6462      | 0.7622      | 0.7778      | 0.0         | nan         | 0.0         | nan         | 0.3683       | 0.4851       | 0.6106      | 0.0           | 0.8100 | 0.6271 | 0.6994 | 0.7057 | 0.0    | nan    | 0.0    | nan    | 0.3280  | 0.4172  | 0.5674 |
| 0.1165        | 8.75  | 1400 | 0.3307          | 0.2995   | 0.3485        | 0.5194           | nan                | 0.6149      | 0.3102      | 0.5592      | 0.6835      | 0.0         | nan         | 0.0         | nan         | 0.1857       | 0.3513       | 0.4318      | 0.0           | 0.5982 | 0.3074 | 0.5485 | 0.6349 | 0.0    | nan    | 0.0    | nan    | 0.1765  | 0.3142  | 0.4156 |
| 0.2999        | 8.88  | 1420 | 0.3766          | 0.2329   | 0.2673        | 0.3927           | nan                | 0.4223      | 0.2954      | 0.4437      | 0.5620      | 0.0         | nan         | 0.0         | nan         | 0.1641       | 0.1857       | 0.3327      | 0.0           | 0.4163 | 0.2897 | 0.4411 | 0.5318 | 0.0    | nan    | 0.0    | nan    | 0.1570  | 0.1704  | 0.3232 |
| 0.2005        | 9.0   | 1440 | 0.3224          | 0.3457   | 0.4100        | 0.5800           | nan                | 0.6510      | 0.4458      | 0.6701      | 0.6765      | 0.0         | nan         | 0.0002      | nan         | 0.2510       | 0.4869       | 0.5085      | 0.0           | 0.6327 | 0.4381 | 0.6441 | 0.6348 | 0.0    | nan    | 0.0002 | nan    | 0.2321  | 0.4092  | 0.4656 |
| 0.0952        | 9.12  | 1460 | 0.3368          | 0.2986   | 0.3475        | 0.5230           | nan                | 0.5872      | 0.4686      | 0.6328      | 0.6070      | 0.0         | nan         | 0.0         | nan         | 0.2227       | 0.2252       | 0.3843      | 0.0           | 0.5748 | 0.4534 | 0.5986 | 0.5720 | 0.0    | nan    | 0.0    | nan    | 0.2114  | 0.2061  | 0.3692 |
| 0.3493        | 9.25  | 1480 | 0.3637          | 0.2527   | 0.2909        | 0.4285           | nan                | 0.5072      | 0.3061      | 0.4793      | 0.5032      | 0.0         | nan         | 0.0         | nan         | 0.1539       | 0.3356       | 0.3325      | 0.0           | 0.4971 | 0.3025 | 0.4757 | 0.4801 | 0.0    | nan    | 0.0    | nan    | 0.1476  | 0.2993  | 0.3245 |
| 0.6102        | 9.38  | 1500 | 0.3302          | 0.3325   | 0.3885        | 0.5757           | nan                | 0.6527      | 0.5490      | 0.6148      | 0.6472      | 0.0         | nan         | 0.0         | nan         | 0.2155       | 0.3649       | 0.4522      | 0.0           | 0.6350 | 0.5320 | 0.5993 | 0.6117 | 0.0    | nan    | 0.0    | nan    | 0.2015  | 0.3228  | 0.4231 |
| 0.1355        | 9.5   | 1520 | 0.3136          | 0.3397   | 0.3985        | 0.5917           | nan                | 0.7078      | 0.4385      | 0.6197      | 0.6754      | 0.0         | nan         | 0.0         | nan         | 0.2411       | 0.4128       | 0.4908      | 0.0           | 0.6904 | 0.4342 | 0.6004 | 0.6272 | 0.0    | nan    | 0.0    | nan    | 0.2228  | 0.3615  | 0.4608 |
| 0.2828        | 9.62  | 1540 | 0.3214          | 0.3632   | 0.4329        | 0.6220           | nan                | 0.7412      | 0.4203      | 0.6106      | 0.7371      | 0.0         | nan         | 0.0004      | nan         | 0.3513       | 0.4797       | 0.5558      | 0.0           | 0.7149 | 0.4099 | 0.5925 | 0.6724 | 0.0    | nan    | 0.0004 | nan    | 0.3130  | 0.4125  | 0.5160 |
| 0.2499        | 9.75  | 1560 | 0.3470          | 0.3178   | 0.3744        | 0.5370           | nan                | 0.6135      | 0.4310      | 0.6613      | 0.5944      | 0.0         | nan         | 0.0001      | nan         | 0.3109       | 0.3698       | 0.3889      | 0.0           | 0.5963 | 0.4247 | 0.6161 | 0.5602 | 0.0    | nan    | 0.0001 | nan    | 0.2767  | 0.3282  | 0.3756 |
| 0.3973        | 9.88  | 1580 | 0.3292          | 0.3557   | 0.4222        | 0.6036           | nan                | 0.6854      | 0.5253      | 0.6598      | 0.6929      | 0.0         | nan         | 0.0         | nan         | 0.2791       | 0.5040       | 0.4535      | 0.0           | 0.6632 | 0.5042 | 0.6184 | 0.6434 | 0.0    | nan    | 0.0    | nan    | 0.2550  | 0.4358  | 0.4374 |
| 0.1764        | 10.0  | 1600 | 0.3317          | 0.3493   | 0.4150        | 0.5984           | nan                | 0.6897      | 0.4370      | 0.6896      | 0.7262      | 0.0         | nan         | 0.0023      | nan         | 0.2221       | 0.5208       | 0.4472      | 0.0           | 0.6702 | 0.4293 | 0.6340 | 0.6649 | 0.0    | nan    | 0.0023 | nan    | 0.2127  | 0.4505  | 0.4294 |
| 0.3667        | 10.12 | 1620 | 0.3224          | 0.3385   | 0.3978        | 0.5951           | nan                | 0.7262      | 0.4129      | 0.5865      | 0.6864      | 0.0         | nan         | 0.0041      | nan         | 0.2466       | 0.4033       | 0.5143      | 0.0           | 0.7033 | 0.4053 | 0.5673 | 0.6383 | 0.0    | nan    | 0.0041 | nan    | 0.2340  | 0.3562  | 0.4768 |
| 0.2782        | 10.25 | 1640 | 0.3243          | 0.3675   | 0.4383        | 0.6355           | nan                | 0.7304      | 0.5449      | 0.7001      | 0.7129      | 0.0         | nan         | 0.0021      | nan         | 0.2615       | 0.5006       | 0.4920      | 0.0           | 0.7054 | 0.5218 | 0.6534 | 0.6531 | 0.0    | nan    | 0.0021 | nan    | 0.2478  | 0.4247  | 0.4667 |
| 0.1716        | 10.38 | 1660 | 0.3199          | 0.3531   | 0.4131        | 0.6228           | nan                | 0.7347      | 0.5687      | 0.6019      | 0.7168      | 0.0         | nan         | 0.0001      | nan         | 0.2756       | 0.3677       | 0.4526      | 0.0           | 0.7107 | 0.5562 | 0.5817 | 0.6609 | 0.0    | nan    | 0.0001 | nan    | 0.2583  | 0.3276  | 0.4354 |
| 0.1938        | 10.5  | 1680 | 0.3304          | 0.3369   | 0.4038        | 0.5768           | nan                | 0.6403      | 0.3871      | 0.6906      | 0.7228      | 0.0         | nan         | 0.0049      | nan         | 0.2373       | 0.4005       | 0.5506      | 0.0           | 0.6248 | 0.3827 | 0.6360 | 0.6713 | 0.0    | nan    | 0.0049 | nan    | 0.2232  | 0.3537  | 0.4722 |
| 0.0939        | 10.62 | 1700 | 0.3178          | 0.3848   | 0.4610        | 0.6472           | nan                | 0.7358      | 0.5401      | 0.7080      | 0.7452      | 0.0         | nan         | 0.0062      | nan         | 0.3044       | 0.6229       | 0.4866      | 0.0           | 0.7137 | 0.5308 | 0.6585 | 0.6909 | 0.0    | nan    | 0.0062 | nan    | 0.2798  | 0.5091  | 0.4593 |
| 0.1592        | 10.75 | 1720 | 0.3323          | 0.3312   | 0.3861        | 0.5834           | nan                | 0.6894      | 0.6042      | 0.5845      | 0.5805      | 0.0         | nan         | 0.0055      | nan         | 0.2218       | 0.3658       | 0.4236      | 0.0           | 0.6704 | 0.5786 | 0.5710 | 0.5451 | 0.0    | nan    | 0.0055 | nan    | 0.2094  | 0.3236  | 0.4085 |
| 0.186         | 10.88 | 1740 | 0.3280          | 0.3838   | 0.4597        | 0.6407           | nan                | 0.7285      | 0.4968      | 0.6695      | 0.7578      | 0.0         | nan         | 0.0145      | nan         | 0.4074       | 0.5172       | 0.5460      | 0.0           | 0.7056 | 0.4866 | 0.6377 | 0.6958 | 0.0    | nan    | 0.0144 | nan    | 0.3540  | 0.4358  | 0.5086 |
| 0.124         | 11.0  | 1760 | 0.4089          | 0.2396   | 0.2751        | 0.4128           | nan                | 0.5165      | 0.2682      | 0.4594      | 0.4520      | 0.0         | nan         | 0.0095      | nan         | 0.2177       | 0.2646       | 0.2879      | 0.0           | 0.5080 | 0.2658 | 0.4487 | 0.4315 | 0.0    | nan    | 0.0095 | nan    | 0.2031  | 0.2473  | 0.2822 |
| 0.1084        | 11.12 | 1780 | 0.3512          | 0.3283   | 0.3864        | 0.5415           | nan                | 0.5910      | 0.4464      | 0.6008      | 0.6724      | 0.0         | nan         | 0.0105      | nan         | 0.2345       | 0.4593       | 0.4626      | 0.0           | 0.5774 | 0.4313 | 0.5885 | 0.6218 | 0.0    | nan    | 0.0105 | nan    | 0.2220  | 0.3926  | 0.4390 |
| 0.3364        | 11.25 | 1800 | 0.3514          | 0.3245   | 0.3806        | 0.5425           | nan                | 0.6046      | 0.4578      | 0.6162      | 0.6777      | 0.0         | nan         | 0.0107      | nan         | 0.2340       | 0.4572       | 0.3669      | 0.0           | 0.5876 | 0.4430 | 0.6018 | 0.6301 | 0.0    | nan    | 0.0107 | nan    | 0.2216  | 0.3951  | 0.3547 |
| 0.186         | 11.38 | 1820 | 0.3398          | 0.3337   | 0.3937        | 0.5743           | nan                | 0.6718      | 0.3964      | 0.6547      | 0.6960      | 0.0         | nan         | 0.0095      | nan         | 0.2726       | 0.3967       | 0.4452      | 0.0           | 0.6555 | 0.3905 | 0.6240 | 0.6329 | 0.0    | nan    | 0.0095 | nan    | 0.2543  | 0.3500  | 0.4209 |
| 0.085         | 11.5  | 1840 | 0.3395          | 0.3541   | 0.4172        | 0.5969           | nan                | 0.6834      | 0.4750      | 0.6591      | 0.6675      | 0.0029      | nan         | 0.0163      | nan         | 0.2791       | 0.4399       | 0.5321      | 0.0           | 0.6637 | 0.4648 | 0.6337 | 0.6201 | 0.0029 | nan    | 0.0161 | nan    | 0.2594  | 0.3801  | 0.5002 |
| 0.2861        | 11.62 | 1860 | 0.3575          | 0.3064   | 0.3548        | 0.5451           | nan                | 0.6531      | 0.4069      | 0.6701      | 0.6340      | 0.0000      | nan         | 0.0111      | nan         | 0.2071       | 0.2802       | 0.3303      | 0.0           | 0.6370 | 0.4012 | 0.6428 | 0.5936 | 0.0000 | nan    | 0.0110 | nan    | 0.1952  | 0.2599  | 0.3230 |
| 0.2855        | 11.75 | 1880 | 0.3932          | 0.2415   | 0.2791        | 0.4276           | nan                | 0.5475      | 0.2912      | 0.4359      | 0.4478      | 0.0         | nan         | 0.0104      | nan         | 0.1519       | 0.3073       | 0.3201      | 0.0           | 0.5356 | 0.2855 | 0.4203 | 0.4307 | 0.0    | nan    | 0.0104 | nan    | 0.1446  | 0.2782  | 0.3099 |
| 0.1548        | 11.88 | 1900 | 0.3398          | 0.3513   | 0.4167        | 0.6004           | nan                | 0.7097      | 0.3884      | 0.6305      | 0.7354      | 0.0002      | nan         | 0.0138      | nan         | 0.2828       | 0.4755       | 0.5141      | 0.0           | 0.6920 | 0.3832 | 0.6074 | 0.6691 | 0.0002 | nan    | 0.0138 | nan    | 0.2669  | 0.4032  | 0.4775 |
| 0.123         | 12.0  | 1920 | 0.3279          | 0.3495   | 0.4113        | 0.6009           | nan                | 0.7406      | 0.4218      | 0.5964      | 0.6630      | 0.0028      | nan         | 0.0183      | nan         | 0.2751       | 0.5053       | 0.4784      | 0.0           | 0.7190 | 0.4153 | 0.5867 | 0.6196 | 0.0028 | nan    | 0.0181 | nan    | 0.2542  | 0.4223  | 0.4568 |
| 0.1138        | 12.12 | 1940 | 0.3308          | 0.3983   | 0.4753        | 0.6792           | nan                | 0.7682      | 0.5832      | 0.7082      | 0.8045      | 0.0028      | nan         | 0.0209      | nan         | 0.3537       | 0.4880       | 0.5477      | 0.0           | 0.7424 | 0.5667 | 0.6711 | 0.7307 | 0.0028 | nan    | 0.0207 | nan    | 0.3242  | 0.4171  | 0.5076 |
| 0.1582        | 12.25 | 1960 | 0.3342          | 0.3720   | 0.4410        | 0.6306           | nan                | 0.7554      | 0.4633      | 0.6444      | 0.7011      | 0.0062      | nan         | 0.0198      | nan         | 0.3419       | 0.5214       | 0.5155      | 0.0           | 0.7309 | 0.4556 | 0.6269 | 0.6504 | 0.0062 | nan    | 0.0196 | nan    | 0.3087  | 0.4391  | 0.4823 |
| 0.3449        | 12.38 | 1980 | 0.3976          | 0.2429   | 0.2797        | 0.4225           | nan                | 0.5187      | 0.2813      | 0.4234      | 0.5055      | 0.0         | nan         | 0.0111      | nan         | 0.1548       | 0.2818       | 0.3408      | 0.0           | 0.5069 | 0.2772 | 0.4172 | 0.4855 | 0.0    | nan    | 0.0111 | nan    | 0.1490  | 0.2573  | 0.3246 |
| 0.0296        | 12.5  | 2000 | 0.3332          | 0.3525   | 0.4166        | 0.5979           | nan                | 0.6804      | 0.4709      | 0.6924      | 0.6988      | 0.0         | nan         | 0.0172      | nan         | 0.3403       | 0.3831       | 0.4662      | 0.0           | 0.6615 | 0.4562 | 0.6530 | 0.6470 | 0.0    | nan    | 0.0171 | nan    | 0.3043  | 0.3389  | 0.4466 |
| 0.2308        | 12.62 | 2020 | 0.3418          | 0.3574   | 0.4208        | 0.6123           | nan                | 0.7446      | 0.3992      | 0.6491      | 0.7142      | 0.0         | nan         | 0.0130      | nan         | 0.3085       | 0.4940       | 0.4650      | 0.0           | 0.7205 | 0.3948 | 0.6289 | 0.6646 | 0.0    | nan    | 0.0129 | nan    | 0.2849  | 0.4238  | 0.4435 |
| 0.3632        | 12.75 | 2040 | 0.3847          | 0.2694   | 0.3118        | 0.4605           | nan                | 0.5391      | 0.3475      | 0.5106      | 0.5736      | 0.0         | nan         | 0.0090      | nan         | 0.1930       | 0.3284       | 0.3053      | 0.0           | 0.5278 | 0.3411 | 0.5017 | 0.5453 | 0.0    | nan    | 0.0089 | nan    | 0.1846  | 0.2916  | 0.2930 |
| 0.284         | 12.88 | 2060 | 0.3425          | 0.3836   | 0.4597        | 0.6559           | nan                | 0.7536      | 0.5838      | 0.6914      | 0.7272      | 0.0094      | nan         | 0.0148      | nan         | 0.3443       | 0.5142       | 0.4986      | 0.0           | 0.7278 | 0.5383 | 0.6459 | 0.6707 | 0.0094 | nan    | 0.0147 | nan    | 0.3187  | 0.4375  | 0.4732 |
| 0.1566        | 13.0  | 2080 | 0.3586          | 0.3093   | 0.3628        | 0.5439           | nan                | 0.6643      | 0.4048      | 0.5981      | 0.6177      | 0.0075      | nan         | 0.0124      | nan         | 0.2639       | 0.3493       | 0.3475      | 0.0           | 0.6486 | 0.3917 | 0.5754 | 0.5727 | 0.0075 | nan    | 0.0123 | nan    | 0.2477  | 0.3058  | 0.3311 |
| 0.1545        | 13.12 | 2100 | 0.3630          | 0.3109   | 0.3644        | 0.5329           | nan                | 0.6530      | 0.3620      | 0.5186      | 0.6261      | 0.0122      | nan         | 0.0107      | nan         | 0.1922       | 0.4837       | 0.4209      | 0.0           | 0.6339 | 0.3549 | 0.5053 | 0.5850 | 0.0122 | nan    | 0.0106 | nan    | 0.1847  | 0.4173  | 0.4049 |
| 0.1118        | 13.25 | 2120 | 0.3435          | 0.3579   | 0.4228        | 0.6077           | nan                | 0.7231      | 0.4451      | 0.6276      | 0.7012      | 0.0175      | nan         | 0.0249      | nan         | 0.2535       | 0.5218       | 0.4904      | 0.0           | 0.7009 | 0.4350 | 0.6087 | 0.6502 | 0.0175 | nan    | 0.0246 | nan    | 0.2404  | 0.4449  | 0.4571 |
| 0.0828        | 13.38 | 2140 | 0.3544          | 0.3361   | 0.3956        | 0.5662           | nan                | 0.6733      | 0.3762      | 0.6572      | 0.6600      | 0.0125      | nan         | 0.0328      | nan         | 0.3596       | 0.3828       | 0.4058      | 0.0           | 0.6520 | 0.3665 | 0.6258 | 0.6161 | 0.0125 | nan    | 0.0321 | nan    | 0.3236  | 0.3448  | 0.3878 |
| 0.2605        | 13.5  | 2160 | 0.3451          | 0.3732   | 0.4421        | 0.6309           | nan                | 0.7398      | 0.4876      | 0.6322      | 0.7386      | 0.0182      | nan         | 0.0378      | nan         | 0.3453       | 0.4635       | 0.5161      | 0.0           | 0.7155 | 0.4705 | 0.6104 | 0.6734 | 0.0182 | nan    | 0.0369 | nan    | 0.3171  | 0.4016  | 0.4886 |
| 0.0129        | 13.62 | 2180 | 0.3919          | 0.2765   | 0.3196        | 0.4836           | nan                | 0.5955      | 0.3326      | 0.5530      | 0.5408      | 0.0179      | nan         | 0.0140      | nan         | 0.1846       | 0.2991       | 0.3392      | 0.0           | 0.5800 | 0.3270 | 0.5417 | 0.5094 | 0.0179 | nan    | 0.0139 | nan    | 0.1754  | 0.2717  | 0.3283 |
| 0.1744        | 13.75 | 2200 | 0.3543          | 0.3287   | 0.3864        | 0.5730           | nan                | 0.6835      | 0.3695      | 0.6680      | 0.7169      | 0.0132      | nan         | 0.0120      | nan         | 0.2276       | 0.4016       | 0.3853      | 0.0           | 0.6621 | 0.3663 | 0.6327 | 0.6620 | 0.0132 | nan    | 0.0120 | nan    | 0.2145  | 0.3531  | 0.3708 |
| 0.0863        | 13.88 | 2220 | 0.3536          | 0.3503   | 0.4130        | 0.6052           | nan                | 0.7206      | 0.4645      | 0.5874      | 0.6916      | 0.0115      | nan         | 0.0200      | nan         | 0.3492       | 0.3373       | 0.5352      | 0.0           | 0.6962 | 0.4546 | 0.5755 | 0.6385 | 0.0115 | nan    | 0.0198 | nan    | 0.3158  | 0.2964  | 0.4949 |
| 0.2218        | 14.0  | 2240 | 0.3552          | 0.3527   | 0.4186        | 0.6185           | nan                | 0.7443      | 0.4727      | 0.6913      | 0.6287      | 0.0118      | nan         | 0.0181      | nan         | 0.3010       | 0.3621       | 0.5372      | 0.0           | 0.7196 | 0.4609 | 0.6293 | 0.5846 | 0.0118 | nan    | 0.0180 | nan    | 0.2818  | 0.3178  | 0.5032 |
| 0.1603        | 14.12 | 2260 | 0.3853          | 0.2835   | 0.3305        | 0.4804           | nan                | 0.5713      | 0.3329      | 0.5072      | 0.5800      | 0.0061      | nan         | 0.0185      | nan         | 0.2341       | 0.3506       | 0.3738      | 0.0           | 0.5570 | 0.3257 | 0.4960 | 0.5457 | 0.0061 | nan    | 0.0183 | nan    | 0.2195  | 0.3115  | 0.3554 |
| 0.1556        | 14.25 | 2280 | 0.3580          | 0.3469   | 0.4112        | 0.6041           | nan                | 0.7349      | 0.4383      | 0.6388      | 0.6923      | 0.0131      | nan         | 0.0196      | nan         | 0.3261       | 0.4219       | 0.4161      | 0.0           | 0.7132 | 0.4194 | 0.6082 | 0.6401 | 0.0131 | nan    | 0.0194 | nan    | 0.2961  | 0.3680  | 0.3921 |
| 0.2714        | 14.38 | 2300 | 0.3716          | 0.3215   | 0.3763        | 0.5454           | nan                | 0.6469      | 0.3780      | 0.5739      | 0.6474      | 0.0130      | nan         | 0.0128      | nan         | 0.2433       | 0.4166       | 0.4552      | 0.0           | 0.6285 | 0.3722 | 0.5628 | 0.6024 | 0.0130 | nan    | 0.0127 | nan    | 0.2288  | 0.3676  | 0.4273 |
| 0.2624        | 14.5  | 2320 | 0.3524          | 0.3357   | 0.3931        | 0.5833           | nan                | 0.7198      | 0.4113      | 0.6229      | 0.6339      | 0.0164      | nan         | 0.0153      | nan         | 0.2559       | 0.4207       | 0.4414      | 0.0           | 0.6967 | 0.4056 | 0.6019 | 0.5973 | 0.0164 | nan    | 0.0151 | nan    | 0.2376  | 0.3674  | 0.4185 |
| 0.2223        | 14.62 | 2340 | 0.3570          | 0.3148   | 0.3663        | 0.5565           | nan                | 0.6820      | 0.4156      | 0.5894      | 0.6286      | 0.0155      | nan         | 0.0149      | nan         | 0.2473       | 0.3015       | 0.4022      | 0.0           | 0.6633 | 0.4037 | 0.5782 | 0.5907 | 0.0155 | nan    | 0.0148 | nan    | 0.2266  | 0.2731  | 0.3817 |
| 0.1125        | 14.75 | 2360 | 0.3766          | 0.3027   | 0.3526        | 0.5064           | nan                | 0.6058      | 0.3030      | 0.5083      | 0.6290      | 0.0217      | nan         | 0.0107      | nan         | 0.2239       | 0.4108       | 0.4599      | 0.0           | 0.5916 | 0.2977 | 0.5031 | 0.5910 | 0.0217 | nan    | 0.0106 | nan    | 0.2101  | 0.3637  | 0.4379 |
| 0.1139        | 14.88 | 2380 | 0.3541          | 0.3752   | 0.4445        | 0.6352           | nan                | 0.7230      | 0.5186      | 0.7029      | 0.7593      | 0.0249      | nan         | 0.0174      | nan         | 0.2855       | 0.4914       | 0.4778      | 0.0           | 0.7011 | 0.4986 | 0.6740 | 0.6961 | 0.0249 | nan    | 0.0172 | nan    | 0.2652  | 0.4230  | 0.4514 |
| 0.1841        | 15.0  | 2400 | 0.3596          | 0.3337   | 0.3915        | 0.5678           | nan                | 0.6749      | 0.3898      | 0.6395      | 0.6779      | 0.0267      | nan         | 0.0162      | nan         | 0.2609       | 0.4275       | 0.4104      | 0.0           | 0.6576 | 0.3815 | 0.6209 | 0.6334 | 0.0267 | nan    | 0.0161 | nan    | 0.2406  | 0.3728  | 0.3871 |
| 0.1828        | 15.12 | 2420 | 0.3641          | 0.3060   | 0.3564        | 0.5373           | nan                | 0.6464      | 0.3564      | 0.5524      | 0.6620      | 0.0132      | nan         | 0.0079      | nan         | 0.1817       | 0.3260       | 0.4615      | 0.0           | 0.6299 | 0.3491 | 0.5459 | 0.6195 | 0.0132 | nan    | 0.0078 | nan    | 0.1742  | 0.2937  | 0.4271 |
| 0.0202        | 15.25 | 2440 | 0.3637          | 0.3310   | 0.3910        | 0.5513           | nan                | 0.6071      | 0.4158      | 0.6488      | 0.7365      | 0.0339      | nan         | 0.0181      | nan         | 0.2819       | 0.3906       | 0.3863      | 0.0           | 0.5933 | 0.3991 | 0.6291 | 0.6687 | 0.0339 | nan    | 0.0179 | nan    | 0.2585  | 0.3465  | 0.3631 |
| 0.3244        | 15.38 | 2460 | 0.3752          | 0.3290   | 0.3885        | 0.5348           | nan                | 0.5915      | 0.4283      | 0.6163      | 0.6207      | 0.0442      | nan         | 0.0320      | nan         | 0.2746       | 0.4170       | 0.4722      | 0.0           | 0.5762 | 0.4087 | 0.5914 | 0.5837 | 0.0442 | nan    | 0.0315 | nan    | 0.2498  | 0.3633  | 0.4410 |
| 0.0619        | 15.5  | 2480 | 0.3794          | 0.3052   | 0.3560        | 0.5207           | nan                | 0.6266      | 0.3283      | 0.6050      | 0.6392      | 0.0387      | nan         | 0.0303      | nan         | 0.2255       | 0.3605       | 0.3501      | 0.0           | 0.6104 | 0.3232 | 0.5877 | 0.5951 | 0.0387 | nan    | 0.0300 | nan    | 0.2125  | 0.3189  | 0.3357 |
| 0.0788        | 15.62 | 2500 | 0.3641          | 0.3564   | 0.4204        | 0.6062           | nan                | 0.6924      | 0.5027      | 0.6264      | 0.7243      | 0.0330      | nan         | 0.0246      | nan         | 0.2279       | 0.4379       | 0.5142      | 0.0           | 0.6721 | 0.4863 | 0.6116 | 0.6645 | 0.0330 | nan    | 0.0244 | nan    | 0.2181  | 0.3780  | 0.4764 |
| 0.1819        | 15.75 | 2520 | 0.3730          | 0.3330   | 0.3919        | 0.5496           | nan                | 0.6366      | 0.3864      | 0.5794      | 0.6584      | 0.0296      | nan         | 0.0193      | nan         | 0.2730       | 0.4636       | 0.4804      | 0.0           | 0.6209 | 0.3793 | 0.5687 | 0.6158 | 0.0296 | nan    | 0.0190 | nan    | 0.2520  | 0.3970  | 0.4476 |
| 0.1583        | 15.88 | 2540 | 0.3707          | 0.3437   | 0.4053        | 0.5775           | nan                | 0.6838      | 0.4042      | 0.6664      | 0.6669      | 0.0270      | nan         | 0.0380      | nan         | 0.2653       | 0.4832       | 0.4127      | 0.0           | 0.6658 | 0.3962 | 0.6401 | 0.6213 | 0.0269 | nan    | 0.0374 | nan    | 0.2491  | 0.4074  | 0.3930 |
| 0.0973        | 16.0  | 2560 | 0.3789          | 0.3102   | 0.3645        | 0.5251           | nan                | 0.6202      | 0.3226      | 0.6377      | 0.6612      | 0.0240      | nan         | 0.0420      | nan         | 0.2656       | 0.3646       | 0.3432      | 0.0           | 0.6064 | 0.3155 | 0.6133 | 0.6167 | 0.0240 | nan    | 0.0411 | nan    | 0.2490  | 0.3193  | 0.3171 |
| 0.188         | 16.12 | 2580 | 0.3646          | 0.3456   | 0.4070        | 0.5929           | nan                | 0.7021      | 0.4230      | 0.6325      | 0.7055      | 0.0310      | nan         | 0.0434      | nan         | 0.3221       | 0.3235       | 0.4801      | 0.0           | 0.6798 | 0.4127 | 0.6135 | 0.6518 | 0.0309 | nan    | 0.0423 | nan    | 0.2943  | 0.2847  | 0.4458 |
| 0.0581        | 16.25 | 2600 | 0.4030          | 0.2992   | 0.3506        | 0.4870           | nan                | 0.5565      | 0.3320      | 0.6005      | 0.6297      | 0.0621      | nan         | 0.0399      | nan         | 0.2508       | 0.4016       | 0.2824      | 0.0           | 0.5438 | 0.3243 | 0.5851 | 0.5852 | 0.0610 | nan    | 0.0391 | nan    | 0.2336  | 0.3470  | 0.2729 |
| 0.1891        | 16.38 | 2620 | 0.3766          | 0.3408   | 0.4029        | 0.5618           | nan                | 0.6308      | 0.4264      | 0.6309      | 0.6672      | 0.0537      | nan         | 0.0358      | nan         | 0.2444       | 0.4289       | 0.5077      | 0.0           | 0.6150 | 0.4147 | 0.6043 | 0.6202 | 0.0528 | nan    | 0.0353 | nan    | 0.2302  | 0.3673  | 0.4679 |
| 0.2495        | 16.5  | 2640 | 0.3758          | 0.3481   | 0.4106        | 0.5897           | nan                | 0.7078      | 0.4004      | 0.6212      | 0.6981      | 0.0769      | nan         | 0.0402      | nan         | 0.2365       | 0.4410       | 0.4736      | 0.0           | 0.6873 | 0.3937 | 0.6026 | 0.6416 | 0.0749 | nan    | 0.0391 | nan    | 0.2227  | 0.3776  | 0.4418 |
| 0.153         | 16.62 | 2660 | 0.3899          | 0.2935   | 0.3435        | 0.5074           | nan                | 0.6166      | 0.3835      | 0.5905      | 0.5641      | 0.0402      | nan         | 0.0290      | nan         | 0.2244       | 0.3407       | 0.3025      | 0.0           | 0.6027 | 0.3733 | 0.5639 | 0.5320 | 0.0402 | nan    | 0.0286 | nan    | 0.2092  | 0.2969  | 0.2883 |
| 0.083         | 16.75 | 2680 | 0.3758          | 0.3137   | 0.3669        | 0.5555           | nan                | 0.6916      | 0.3837      | 0.5386      | 0.6336      | 0.0400      | nan         | 0.0247      | nan         | 0.2183       | 0.3063       | 0.4655      | 0.0           | 0.6742 | 0.3761 | 0.5322 | 0.5845 | 0.0400 | nan    | 0.0243 | nan    | 0.2066  | 0.2715  | 0.4276 |
| 0.136         | 16.88 | 2700 | 0.3570          | 0.3606   | 0.4264        | 0.6044           | nan                | 0.7070      | 0.4583      | 0.6819      | 0.6820      | 0.0525      | nan         | 0.0404      | nan         | 0.3045       | 0.4473       | 0.4636      | 0.0           | 0.6892 | 0.4490 | 0.6517 | 0.6349 | 0.0524 | nan    | 0.0396 | nan    | 0.2758  | 0.3799  | 0.4333 |
| 0.0609        | 17.0  | 2720 | 0.3657          | 0.3182   | 0.3719        | 0.5547           | nan                | 0.6883      | 0.3931      | 0.5851      | 0.6371      | 0.0482      | nan         | 0.0290      | nan         | 0.2633       | 0.3435       | 0.3598      | 0.0           | 0.6688 | 0.3841 | 0.5697 | 0.5975 | 0.0482 | nan    | 0.0285 | nan    | 0.2450  | 0.3019  | 0.3384 |
| 0.1483        | 17.12 | 2740 | 0.3847          | 0.3068   | 0.3620        | 0.5117           | nan                | 0.5805      | 0.3386      | 0.5781      | 0.6593      | 0.0445      | nan         | 0.0343      | nan         | 0.2763       | 0.3060       | 0.4403      | 0.0           | 0.5686 | 0.3269 | 0.5604 | 0.6165 | 0.0439 | nan    | 0.0335 | nan    | 0.2507  | 0.2700  | 0.3978 |
| 0.2166        | 17.25 | 2760 | 0.3986          | 0.2853   | 0.3307        | 0.5154           | nan                | 0.6550      | 0.3083      | 0.5705      | 0.6325      | 0.0442      | nan         | 0.0205      | nan         | 0.1784       | 0.2618       | 0.3047      | 0.0           | 0.6390 | 0.3038 | 0.5618 | 0.5883 | 0.0441 | nan    | 0.0203 | nan    | 0.1703  | 0.2369  | 0.2887 |
| 0.096         | 17.38 | 2780 | 0.4041          | 0.2884   | 0.3367        | 0.4939           | nan                | 0.6043      | 0.2952      | 0.5538      | 0.6037      | 0.0470      | nan         | 0.0231      | nan         | 0.2257       | 0.3329       | 0.3444      | 0.0           | 0.5912 | 0.2905 | 0.5458 | 0.5617 | 0.0470 | nan    | 0.0228 | nan    | 0.2106  | 0.2930  | 0.3217 |
| 0.0839        | 17.5  | 2800 | 0.3773          | 0.3516   | 0.4152        | 0.6011           | nan                | 0.7099      | 0.4639      | 0.6553      | 0.7115      | 0.0586      | nan         | 0.0328      | nan         | 0.3030       | 0.3879       | 0.4140      | 0.0           | 0.6884 | 0.4484 | 0.6341 | 0.6528 | 0.0586 | nan    | 0.0324 | nan    | 0.2784  | 0.3349  | 0.3877 |
| 0.1185        | 17.62 | 2820 | 0.3753          | 0.3255   | 0.3816        | 0.5517           | nan                | 0.6575      | 0.4173      | 0.6167      | 0.6411      | 0.0711      | nan         | 0.0270      | nan         | 0.2554       | 0.3842       | 0.3643      | 0.0           | 0.6400 | 0.4044 | 0.6019 | 0.5946 | 0.0708 | nan    | 0.0267 | nan    | 0.2403  | 0.3319  | 0.3448 |
| 0.1155        | 17.75 | 2840 | 0.3742          | 0.3354   | 0.3939        | 0.5575           | nan                | 0.6693      | 0.3661      | 0.6355      | 0.6422      | 0.0786      | nan         | 0.0323      | nan         | 0.2502       | 0.4593       | 0.4115      | 0.0           | 0.6510 | 0.3595 | 0.6193 | 0.5977 | 0.0776 | nan    | 0.0320 | nan    | 0.2347  | 0.3894  | 0.3928 |
| 0.1311        | 17.88 | 2860 | 0.3862          | 0.3306   | 0.3882        | 0.5436           | nan                | 0.6268      | 0.3595      | 0.6226      | 0.6840      | 0.0823      | nan         | 0.0400      | nan         | 0.2510       | 0.4016       | 0.4261      | 0.0           | 0.6125 | 0.3525 | 0.6087 | 0.6301 | 0.0816 | nan    | 0.0394 | nan    | 0.2348  | 0.3472  | 0.3995 |
| 0.0059        | 18.0  | 2880 | 0.3997          | 0.2999   | 0.3509        | 0.5209           | nan                | 0.6406      | 0.3559      | 0.6409      | 0.5987      | 0.0524      | nan         | 0.0490      | nan         | 0.2912       | 0.2650       | 0.2648      | 0.0           | 0.6221 | 0.3495 | 0.6051 | 0.5625 | 0.0523 | nan    | 0.0474 | nan    | 0.2684  | 0.2353  | 0.2563 |
| 0.2505        | 18.12 | 2900 | 0.3948          | 0.3107   | 0.3648        | 0.5266           | nan                | 0.6174      | 0.3923      | 0.5960      | 0.6209      | 0.0640      | nan         | 0.0383      | nan         | 0.2507       | 0.3099       | 0.3937      | 0.0           | 0.6028 | 0.3777 | 0.5739 | 0.5786 | 0.0634 | nan    | 0.0375 | nan    | 0.2350  | 0.2722  | 0.3660 |
| 0.1181        | 18.25 | 2920 | 0.3764          | 0.3401   | 0.3999        | 0.5709           | nan                | 0.6792      | 0.4368      | 0.6006      | 0.6382      | 0.0752      | nan         | 0.0399      | nan         | 0.2711       | 0.3991       | 0.4587      | 0.0           | 0.6604 | 0.4226 | 0.5815 | 0.5978 | 0.0736 | nan    | 0.0392 | nan    | 0.2526  | 0.3440  | 0.4290 |
| 0.1169        | 18.38 | 2940 | 0.3737          | 0.3522   | 0.4141        | 0.5853           | nan                | 0.6818      | 0.4810      | 0.6037      | 0.6819      | 0.1025      | nan         | 0.0410      | nan         | 0.2644       | 0.4201       | 0.4503      | 0.0           | 0.6615 | 0.4636 | 0.5918 | 0.6288 | 0.1004 | nan    | 0.0400 | nan    | 0.2486  | 0.3615  | 0.4256 |
| 0.1075        | 18.5  | 2960 | 0.3985          | 0.3176   | 0.3711        | 0.5438           | nan                | 0.6841      | 0.3154      | 0.5765      | 0.6472      | 0.0906      | nan         | 0.0435      | nan         | 0.2634       | 0.3396       | 0.3801      | 0.0           | 0.6643 | 0.3104 | 0.5673 | 0.6015 | 0.0897 | nan    | 0.0423 | nan    | 0.2444  | 0.3020  | 0.3537 |
| 0.1468        | 18.62 | 2980 | 0.3809          | 0.3592   | 0.4249        | 0.5883           | nan                | 0.6884      | 0.4059      | 0.6539      | 0.6849      | 0.0905      | nan         | 0.0482      | nan         | 0.2846       | 0.4887       | 0.4791      | 0.0           | 0.6685 | 0.3996 | 0.6290 | 0.6350 | 0.0881 | nan    | 0.0469 | nan    | 0.2632  | 0.4144  | 0.4469 |
| 0.1438        | 18.75 | 3000 | 0.4059          | 0.3267   | 0.3847        | 0.5308           | nan                | 0.6163      | 0.4193      | 0.5594      | 0.6195      | 0.1263      | nan         | 0.0415      | nan         | 0.2273       | 0.4443       | 0.4081      | 0.0           | 0.6014 | 0.4035 | 0.5470 | 0.5813 | 0.1224 | nan    | 0.0406 | nan    | 0.2127  | 0.3774  | 0.3810 |
| 0.1021        | 18.88 | 3020 | 0.3904          | 0.3525   | 0.4154        | 0.5957           | nan                | 0.7113      | 0.4367      | 0.6382      | 0.7089      | 0.1015      | nan         | 0.0432      | nan         | 0.2595       | 0.4177       | 0.4213      | 0.0           | 0.6907 | 0.4264 | 0.6212 | 0.6528 | 0.0988 | nan    | 0.0422 | nan    | 0.2428  | 0.3582  | 0.3923 |
| 0.0308        | 19.0  | 3040 | 0.3790          | 0.3502   | 0.4129        | 0.5842           | nan                | 0.6850      | 0.4325      | 0.6381      | 0.6733      | 0.0994      | nan         | 0.0429      | nan         | 0.2607       | 0.4038       | 0.4803      | 0.0           | 0.6662 | 0.4228 | 0.6189 | 0.6261 | 0.0967 | nan    | 0.0420 | nan    | 0.2443  | 0.3470  | 0.4380 |
| 0.2127        | 19.12 | 3060 | 0.3938          | 0.3268   | 0.3842        | 0.5413           | nan                | 0.6469      | 0.3713      | 0.5834      | 0.6338      | 0.0856      | nan         | 0.0419      | nan         | 0.2657       | 0.4172       | 0.4118      | 0.0           | 0.6307 | 0.3641 | 0.5711 | 0.5914 | 0.0838 | nan    | 0.0410 | nan    | 0.2465  | 0.3570  | 0.3822 |
| 0.1228        | 19.25 | 3080 | 0.3930          | 0.3371   | 0.3961        | 0.5707           | nan                | 0.6900      | 0.3839      | 0.5852      | 0.6874      | 0.0759      | nan         | 0.0337      | nan         | 0.2645       | 0.4055       | 0.4391      | 0.0           | 0.6701 | 0.3767 | 0.5733 | 0.6383 | 0.0745 | nan    | 0.0331 | nan    | 0.2462  | 0.3494  | 0.4094 |
| 0.0882        | 19.38 | 3100 | 0.3940          | 0.3372   | 0.3954        | 0.5712           | nan                | 0.6829      | 0.4213      | 0.6223      | 0.6689      | 0.0740      | nan         | 0.0338      | nan         | 0.2622       | 0.3936       | 0.3997      | 0.0           | 0.6636 | 0.4108 | 0.6046 | 0.6226 | 0.0729 | nan    | 0.0332 | nan    | 0.2445  | 0.3419  | 0.3776 |
| 0.0798        | 19.5  | 3120 | 0.4141          | 0.3078   | 0.3595        | 0.5247           | nan                | 0.6568      | 0.2977      | 0.5794      | 0.6253      | 0.0788      | nan         | 0.0341      | nan         | 0.2380       | 0.3701       | 0.3549      | 0.0           | 0.6388 | 0.2941 | 0.5651 | 0.5852 | 0.0775 | nan    | 0.0332 | nan    | 0.2237  | 0.3256  | 0.3351 |
| 0.2337        | 19.62 | 3140 | 0.3981          | 0.3068   | 0.3583        | 0.5271           | nan                | 0.6597      | 0.3512      | 0.5748      | 0.5754      | 0.0715      | nan         | 0.0304      | nan         | 0.2115       | 0.3767       | 0.3733      | 0.0           | 0.6439 | 0.3439 | 0.5569 | 0.5412 | 0.0701 | nan    | 0.0299 | nan    | 0.2004  | 0.3301  | 0.3515 |
| 0.265         | 19.75 | 3160 | 0.3878          | 0.3441   | 0.4051        | 0.5883           | nan                | 0.7216      | 0.4309      | 0.6112      | 0.6456      | 0.1042      | nan         | 0.0316      | nan         | 0.2539       | 0.3974       | 0.4499      | 0.0           | 0.6987 | 0.4186 | 0.5900 | 0.6016 | 0.1009 | nan    | 0.0311 | nan    | 0.2385  | 0.3425  | 0.4188 |
| 0.1612        | 19.88 | 3180 | 0.3921          | 0.3399   | 0.4015        | 0.5622           | nan                | 0.6680      | 0.3758      | 0.6031      | 0.6745      | 0.1219      | nan         | 0.0368      | nan         | 0.2783       | 0.4113       | 0.4439      | 0.0           | 0.6509 | 0.3660 | 0.5870 | 0.6189 | 0.1176 | nan    | 0.0361 | nan    | 0.2584  | 0.3531  | 0.4113 |
| 0.119         | 20.0  | 3200 | 0.3930          | 0.3381   | 0.3973        | 0.5638           | nan                | 0.6846      | 0.3830      | 0.6002      | 0.6528      | 0.1236      | nan         | 0.0364      | nan         | 0.2504       | 0.4254       | 0.4196      | 0.0           | 0.6659 | 0.3747 | 0.5862 | 0.6027 | 0.1201 | nan    | 0.0357 | nan    | 0.2355  | 0.3642  | 0.3958 |
| 0.2127        | 20.12 | 3220 | 0.4055          | 0.3262   | 0.3828        | 0.5438           | nan                | 0.6687      | 0.3572      | 0.5735      | 0.6260      | 0.1227      | nan         | 0.0452      | nan         | 0.2759       | 0.3804       | 0.3954      | 0.0           | 0.6509 | 0.3480 | 0.5618 | 0.5802 | 0.1193 | nan    | 0.0442 | nan    | 0.2554  | 0.3293  | 0.3729 |
| 0.1082        | 20.25 | 3240 | 0.4076          | 0.3233   | 0.3790        | 0.5477           | nan                | 0.6622      | 0.3678      | 0.6170      | 0.6725      | 0.1201      | nan         | 0.0408      | nan         | 0.2368       | 0.3502       | 0.3435      | 0.0           | 0.6445 | 0.3588 | 0.5987 | 0.6188 | 0.1167 | nan    | 0.0400 | nan    | 0.2242  | 0.3062  | 0.3253 |
| 0.1413        | 20.38 | 3260 | 0.3997          | 0.3315   | 0.3894        | 0.5515           | nan                | 0.6595      | 0.3799      | 0.5992      | 0.6447      | 0.1206      | nan         | 0.0406      | nan         | 0.2610       | 0.3701       | 0.4294      | 0.0           | 0.6426 | 0.3715 | 0.5838 | 0.5996 | 0.1176 | nan    | 0.0399 | nan    | 0.2422  | 0.3200  | 0.3973 |
| 0.1308        | 20.5  | 3280 | 0.4210          | 0.3100   | 0.3624        | 0.5150           | nan                | 0.6198      | 0.3069      | 0.5631      | 0.6500      | 0.1115      | nan         | 0.0402      | nan         | 0.2334       | 0.3535       | 0.3831      | 0.0           | 0.6049 | 0.3025 | 0.5540 | 0.6033 | 0.1102 | nan    | 0.0393 | nan    | 0.2189  | 0.3098  | 0.3574 |
| 0.0599        | 20.62 | 3300 | 0.3929          | 0.3457   | 0.4067        | 0.5822           | nan                | 0.6963      | 0.4452      | 0.6235      | 0.6543      | 0.1024      | nan         | 0.0453      | nan         | 0.2641       | 0.3904       | 0.4386      | 0.0           | 0.6756 | 0.4337 | 0.6062 | 0.6087 | 0.1002 | nan    | 0.0443 | nan    | 0.2460  | 0.3365  | 0.4061 |
| 0.0948        | 20.75 | 3320 | 0.3978          | 0.3346   | 0.3933        | 0.5553           | nan                | 0.6649      | 0.4108      | 0.6084      | 0.6221      | 0.1142      | nan         | 0.0400      | nan         | 0.2518       | 0.4197       | 0.4076      | 0.0           | 0.6479 | 0.3990 | 0.5918 | 0.5812 | 0.1109 | nan    | 0.0393 | nan    | 0.2337  | 0.3621  | 0.3800 |
| 0.0418        | 20.88 | 3340 | 0.3987          | 0.3413   | 0.4016        | 0.5691           | nan                | 0.6820      | 0.4091      | 0.6041      | 0.6482      | 0.1110      | nan         | 0.0344      | nan         | 0.2501       | 0.4283       | 0.4476      | 0.0           | 0.6632 | 0.3996 | 0.5894 | 0.6026 | 0.1079 | nan    | 0.0337 | nan    | 0.2342  | 0.3677  | 0.4142 |
| 0.2251        | 21.0  | 3360 | 0.4091          | 0.3067   | 0.3576        | 0.5235           | nan                | 0.6628      | 0.3239      | 0.5825      | 0.6036      | 0.1097      | nan         | 0.0348      | nan         | 0.2448       | 0.3554       | 0.3010      | 0.0           | 0.6446 | 0.3177 | 0.5663 | 0.5655 | 0.1064 | nan    | 0.0340 | nan    | 0.2288  | 0.3149  | 0.2890 |
| 0.0887        | 21.12 | 3380 | 0.3958          | 0.3502   | 0.4144        | 0.5830           | nan                | 0.6798      | 0.4381      | 0.6436      | 0.7003      | 0.0985      | nan         | 0.0553      | nan         | 0.3298       | 0.3692       | 0.4148      | 0.0           | 0.6608 | 0.4252 | 0.6204 | 0.6454 | 0.0957 | nan    | 0.0537 | nan    | 0.2975  | 0.3220  | 0.3809 |
| 0.0981        | 21.25 | 3400 | 0.4053          | 0.3346   | 0.3938        | 0.5521           | nan                | 0.6416      | 0.4158      | 0.6278      | 0.6327      | 0.1152      | nan         | 0.0472      | nan         | 0.2642       | 0.3607       | 0.4387      | 0.0           | 0.6267 | 0.4034 | 0.6096 | 0.5906 | 0.1116 | nan    | 0.0460 | nan    | 0.2430  | 0.3153  | 0.3998 |
| 0.129         | 21.38 | 3420 | 0.4044          | 0.3195   | 0.3724        | 0.5357           | nan                | 0.6534      | 0.3715      | 0.5931      | 0.6088      | 0.1166      | nan         | 0.0411      | nan         | 0.2463       | 0.3438       | 0.3765      | 0.0           | 0.6364 | 0.3635 | 0.5791 | 0.5711 | 0.1137 | nan    | 0.0403 | nan    | 0.2292  | 0.3042  | 0.3575 |
| 0.0612        | 21.5  | 3440 | 0.3903          | 0.3486   | 0.4101        | 0.5821           | nan                | 0.6849      | 0.4416      | 0.6240      | 0.6569      | 0.1031      | nan         | 0.0424      | nan         | 0.2770       | 0.3685       | 0.4925      | 0.0           | 0.6663 | 0.4307 | 0.6044 | 0.6109 | 0.0999 | nan    | 0.0416 | nan    | 0.2569  | 0.3219  | 0.4536 |
| 0.1272        | 21.62 | 3460 | 0.4190          | 0.3084   | 0.3600        | 0.5155           | nan                | 0.6333      | 0.3347      | 0.5558      | 0.6046      | 0.0905      | nan         | 0.0351      | nan         | 0.2328       | 0.4021       | 0.3511      | 0.0           | 0.6178 | 0.3281 | 0.5458 | 0.5679 | 0.0895 | nan    | 0.0345 | nan    | 0.2190  | 0.3491  | 0.3325 |
| 0.0396        | 21.75 | 3480 | 0.4083          | 0.3243   | 0.3801        | 0.5463           | nan                | 0.6695      | 0.3636      | 0.6050      | 0.6290      | 0.0988      | nan         | 0.0423      | nan         | 0.2516       | 0.3892       | 0.3716      | 0.0           | 0.6523 | 0.3566 | 0.5879 | 0.5871 | 0.0963 | nan    | 0.0414 | nan    | 0.2360  | 0.3372  | 0.3485 |
| 0.1612        | 21.88 | 3500 | 0.4034          | 0.3276   | 0.3836        | 0.5571           | nan                | 0.6817      | 0.4096      | 0.5779      | 0.6470      | 0.1009      | nan         | 0.0430      | nan         | 0.2657       | 0.3577       | 0.3690      | 0.0           | 0.6632 | 0.3995 | 0.5630 | 0.6014 | 0.0982 | nan    | 0.0420 | nan    | 0.2475  | 0.3112  | 0.3502 |
| 0.168         | 22.0  | 3520 | 0.3960          | 0.3299   | 0.3866        | 0.5620           | nan                | 0.6894      | 0.3956      | 0.5776      | 0.6484      | 0.0963      | nan         | 0.0393      | nan         | 0.2551       | 0.3656       | 0.4123      | 0.0           | 0.6689 | 0.3867 | 0.5646 | 0.6040 | 0.0935 | nan    | 0.0384 | nan    | 0.2394  | 0.3177  | 0.3853 |
| 0.1447        | 22.12 | 3540 | 0.4078          | 0.3373   | 0.3970        | 0.5641           | nan                | 0.6879      | 0.3803      | 0.5834      | 0.6534      | 0.0952      | nan         | 0.0500      | nan         | 0.2945       | 0.4033       | 0.4248      | 0.0           | 0.6674 | 0.3724 | 0.5691 | 0.6079 | 0.0923 | nan    | 0.0486 | nan    | 0.2704  | 0.3478  | 0.3974 |
| 0.053         | 22.25 | 3560 | 0.4011          | 0.3369   | 0.3956        | 0.5696           | nan                | 0.7026      | 0.4088      | 0.5707      | 0.6348      | 0.0921      | nan         | 0.0507      | nan         | 0.2935       | 0.3820       | 0.4256      | 0.0           | 0.6803 | 0.3990 | 0.5570 | 0.5941 | 0.0895 | nan    | 0.0494 | nan    | 0.2709  | 0.3313  | 0.3978 |
| 0.1187        | 22.38 | 3580 | 0.4053          | 0.3330   | 0.3913        | 0.5555           | nan                | 0.6709      | 0.3798      | 0.5832      | 0.6476      | 0.0971      | nan         | 0.0440      | nan         | 0.2728       | 0.3996       | 0.4266      | 0.0           | 0.6529 | 0.3718 | 0.5682 | 0.6036 | 0.0940 | nan    | 0.0429 | nan    | 0.2524  | 0.3462  | 0.3977 |
| 0.1373        | 22.5  | 3600 | 0.4094          | 0.3264   | 0.3829        | 0.5411           | nan                | 0.6504      | 0.3713      | 0.5818      | 0.6355      | 0.1050      | nan         | 0.0402      | nan         | 0.2590       | 0.4045       | 0.3984      | 0.0           | 0.6343 | 0.3624 | 0.5688 | 0.5951 | 0.1009 | nan    | 0.0394 | nan    | 0.2407  | 0.3515  | 0.3709 |
| 0.144         | 22.62 | 3620 | 0.4051          | 0.3243   | 0.3792        | 0.5460           | nan                | 0.6617      | 0.3776      | 0.6009      | 0.6535      | 0.1049      | nan         | 0.0384      | nan         | 0.2643       | 0.3601       | 0.3512      | 0.0           | 0.6448 | 0.3688 | 0.5872 | 0.6082 | 0.1005 | nan    | 0.0377 | nan    | 0.2463  | 0.3173  | 0.3320 |
| 0.0716        | 22.75 | 3640 | 0.4071          | 0.3209   | 0.3750        | 0.5386           | nan                | 0.6443      | 0.3817      | 0.5979      | 0.6464      | 0.1080      | nan         | 0.0381      | nan         | 0.2470       | 0.3450       | 0.3667      | 0.0           | 0.6288 | 0.3727 | 0.5835 | 0.6006 | 0.1032 | nan    | 0.0374 | nan    | 0.2315  | 0.3057  | 0.3453 |
| 0.0869        | 22.88 | 3660 | 0.4162          | 0.3118   | 0.3636        | 0.5269           | nan                | 0.6438      | 0.3654      | 0.5745      | 0.6012      | 0.1058      | nan         | 0.0359      | nan         | 0.2423       | 0.3257       | 0.3781      | 0.0           | 0.6281 | 0.3557 | 0.5610 | 0.5643 | 0.1014 | nan    | 0.0353 | nan    | 0.2266  | 0.2902  | 0.3554 |
| 0.0846        | 23.0  | 3680 | 0.4079          | 0.3326   | 0.3902        | 0.5584           | nan                | 0.6786      | 0.3830      | 0.5896      | 0.6438      | 0.1063      | nan         | 0.0384      | nan         | 0.2539       | 0.3928       | 0.4253      | 0.0           | 0.6605 | 0.3742 | 0.5765 | 0.5994 | 0.1019 | nan    | 0.0376 | nan    | 0.2376  | 0.3425  | 0.3957 |
| 0.1137        | 23.12 | 3700 | 0.4062          | 0.3270   | 0.3827        | 0.5498           | nan                | 0.6647      | 0.3757      | 0.6069      | 0.6502      | 0.1083      | nan         | 0.0380      | nan         | 0.2465       | 0.3729       | 0.3814      | 0.0           | 0.6474 | 0.3675 | 0.5903 | 0.6042 | 0.1038 | nan    | 0.0372 | nan    | 0.2317  | 0.3290  | 0.3588 |
| 0.109         | 23.25 | 3720 | 0.4160          | 0.3217   | 0.3761        | 0.5445           | nan                | 0.6679      | 0.3698      | 0.5816      | 0.6386      | 0.1013      | nan         | 0.0424      | nan         | 0.2568       | 0.3538       | 0.3723      | 0.0           | 0.6503 | 0.3618 | 0.5679 | 0.5943 | 0.0978 | nan    | 0.0415 | nan    | 0.2394  | 0.3129  | 0.3514 |
| 0.0314        | 23.38 | 3740 | 0.4166          | 0.3156   | 0.3685        | 0.5342           | nan                | 0.6615      | 0.3651      | 0.5650      | 0.6126      | 0.1027      | nan         | 0.0433      | nan         | 0.2581       | 0.3479       | 0.3605      | 0.0           | 0.6445 | 0.3558 | 0.5521 | 0.5746 | 0.0988 | nan    | 0.0424 | nan    | 0.2393  | 0.3083  | 0.3401 |
| 0.1021        | 23.5  | 3760 | 0.4215          | 0.3218   | 0.3774        | 0.5350           | nan                | 0.6494      | 0.3625      | 0.5961      | 0.6217      | 0.1038      | nan         | 0.0448      | nan         | 0.2675       | 0.3971       | 0.3539      | 0.0           | 0.6335 | 0.3532 | 0.5796 | 0.5818 | 0.0997 | nan    | 0.0438 | nan    | 0.2465  | 0.3460  | 0.3336 |
| 0.0086        | 23.62 | 3780 | 0.4121          | 0.3224   | 0.3779        | 0.5430           | nan                | 0.6630      | 0.3837      | 0.5842      | 0.6257      | 0.1028      | nan         | 0.0432      | nan         | 0.2651       | 0.3702       | 0.3634      | 0.0           | 0.6461 | 0.3725 | 0.5697 | 0.5847 | 0.0990 | nan    | 0.0423 | nan    | 0.2451  | 0.3231  | 0.3413 |
| 0.1086        | 23.75 | 3800 | 0.4078          | 0.3309   | 0.3892        | 0.5521           | nan                | 0.6630      | 0.3944      | 0.5991      | 0.6368      | 0.1092      | nan         | 0.0444      | nan         | 0.2721       | 0.3831       | 0.4007      | 0.0           | 0.6464 | 0.3824 | 0.5830 | 0.5932 | 0.1047 | nan    | 0.0435 | nan    | 0.2511  | 0.3331  | 0.3716 |
| 0.1121        | 23.88 | 3820 | 0.4119          | 0.3221   | 0.3780        | 0.5369           | nan                | 0.6487      | 0.3695      | 0.5765      | 0.6271      | 0.1155      | nan         | 0.0431      | nan         | 0.2546       | 0.3730       | 0.3941      | 0.0           | 0.6329 | 0.3588 | 0.5643 | 0.5842 | 0.1105 | nan    | 0.0422 | nan    | 0.2368  | 0.3252  | 0.3666 |
| 0.1118        | 24.0  | 3840 | 0.4161          | 0.3239   | 0.3799        | 0.5430           | nan                | 0.6645      | 0.3623      | 0.5649      | 0.6499      | 0.1168      | nan         | 0.0422      | nan         | 0.2492       | 0.3927       | 0.3769      | 0.0           | 0.6471 | 0.3532 | 0.5559 | 0.6011 | 0.1122 | nan    | 0.0413 | nan    | 0.2332  | 0.3407  | 0.3547 |
| 0.0399        | 24.12 | 3860 | 0.4107          | 0.3313   | 0.3888        | 0.5557           | nan                | 0.6795      | 0.3847      | 0.5899      | 0.6415      | 0.1208      | nan         | 0.0444      | nan         | 0.2652       | 0.3843       | 0.3891      | 0.0           | 0.6607 | 0.3748 | 0.5767 | 0.5956 | 0.1152 | nan    | 0.0435 | nan    | 0.2462  | 0.3345  | 0.3660 |
| 0.0892        | 24.25 | 3880 | 0.4233          | 0.3200   | 0.3743        | 0.5371           | nan                | 0.6571      | 0.3608      | 0.5803      | 0.6290      | 0.1144      | nan         | 0.0414      | nan         | 0.2556       | 0.3617       | 0.3685      | 0.0           | 0.6402 | 0.3525 | 0.5683 | 0.5850 | 0.1098 | nan    | 0.0406 | nan    | 0.2377  | 0.3184  | 0.3476 |
| 0.0504        | 24.38 | 3900 | 0.4126          | 0.3272   | 0.3838        | 0.5469           | nan                | 0.6627      | 0.3726      | 0.5902      | 0.6472      | 0.1122      | nan         | 0.0434      | nan         | 0.2626       | 0.3820       | 0.3810      | 0.0           | 0.6457 | 0.3638 | 0.5776 | 0.5995 | 0.1075 | nan    | 0.0425 | nan    | 0.2436  | 0.3331  | 0.3583 |
| 0.1415        | 24.5  | 3920 | 0.4125          | 0.3313   | 0.3890        | 0.5544           | nan                | 0.6739      | 0.3827      | 0.5877      | 0.6506      | 0.1154      | nan         | 0.0461      | nan         | 0.2685       | 0.3880       | 0.3885      | 0.0           | 0.6554 | 0.3725 | 0.5757 | 0.6023 | 0.1107 | nan    | 0.0451 | nan    | 0.2488  | 0.3378  | 0.3647 |
| 0.0919        | 24.62 | 3940 | 0.4155          | 0.3205   | 0.3752        | 0.5383           | nan                | 0.6617      | 0.3538      | 0.5750      | 0.6351      | 0.1112      | nan         | 0.0444      | nan         | 0.2523       | 0.3764       | 0.3666      | 0.0           | 0.6444 | 0.3457 | 0.5639 | 0.5899 | 0.1069 | nan    | 0.0434 | nan    | 0.2354  | 0.3296  | 0.3458 |
| 0.0443        | 24.75 | 3960 | 0.4101          | 0.3270   | 0.3837        | 0.5447           | nan                | 0.6616      | 0.3704      | 0.5699      | 0.6538      | 0.1158      | nan         | 0.0460      | nan         | 0.2670       | 0.3933       | 0.3753      | 0.0           | 0.6444 | 0.3607 | 0.5605 | 0.6039 | 0.1111 | nan    | 0.0450 | nan    | 0.2475  | 0.3427  | 0.3542 |
| 0.1815        | 24.88 | 3980 | 0.4182          | 0.3204   | 0.3750        | 0.5340           | nan                | 0.6499      | 0.3529      | 0.5731      | 0.6316      | 0.1129      | nan         | 0.0422      | nan         | 0.2545       | 0.3768       | 0.3816      | 0.0           | 0.6337 | 0.3452 | 0.5621 | 0.5873 | 0.1083 | nan    | 0.0413 | nan    | 0.2370  | 0.3306  | 0.3586 |
| 0.005         | 25.0  | 4000 | 0.4155          | 0.3349   | 0.3935        | 0.5591           | nan                | 0.6815      | 0.3865      | 0.5805      | 0.6544      | 0.1155      | nan         | 0.0497      | nan         | 0.2779       | 0.3995       | 0.3959      | 0.0           | 0.6626 | 0.3764 | 0.5699 | 0.6056 | 0.1108 | nan    | 0.0485 | nan    | 0.2565  | 0.3465  | 0.3718 |


### Framework versions

- Transformers 4.37.1
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
