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---
base_model: peiyi9979/math-shepherd-mistral-7b-prm
library_name: peft
metrics:
- accuracy
- precision
- recall
- f1
tags:
- generated_from_trainer
model-index:
- name: v0_mistral_lora_batch8
  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. -->

# v0_mistral_lora_batch8

This model is a fine-tuned version of [peiyi9979/math-shepherd-mistral-7b-prm](https://huggingface.co/peiyi9979/math-shepherd-mistral-7b-prm) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4561
- Accuracy: 0.7885
- Precision: 0.6945
- Recall: 0.3611
- F1: 0.4751

## 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: 2.5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 2

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy | Precision | Recall | F1     |
|:-------------:|:------:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
| 0.7133        | 0.0054 | 5    | 0.7176          | 0.4580   | 0.2666    | 0.5969 | 0.3686 |
| 0.7149        | 0.0109 | 10   | 0.7167          | 0.4631   | 0.2680    | 0.5924 | 0.3691 |
| 0.7031        | 0.0163 | 15   | 0.7145          | 0.4672   | 0.2680    | 0.5834 | 0.3673 |
| 0.6996        | 0.0217 | 20   | 0.7116          | 0.4730   | 0.2673    | 0.5673 | 0.3634 |
| 0.7065        | 0.0271 | 25   | 0.7079          | 0.4838   | 0.2694    | 0.5535 | 0.3624 |
| 0.7025        | 0.0326 | 30   | 0.7021          | 0.4982   | 0.2718    | 0.5320 | 0.3598 |
| 0.6965        | 0.0380 | 35   | 0.6945          | 0.5206   | 0.2736    | 0.4886 | 0.3508 |
| 0.6836        | 0.0434 | 40   | 0.6843          | 0.5449   | 0.2737    | 0.4336 | 0.3356 |
| 0.6657        | 0.0488 | 45   | 0.6727          | 0.5748   | 0.2765    | 0.3736 | 0.3178 |
| 0.6456        | 0.0543 | 50   | 0.6597          | 0.6089   | 0.2795    | 0.3011 | 0.2899 |
| 0.633         | 0.0597 | 55   | 0.6458          | 0.6456   | 0.2900    | 0.2327 | 0.2582 |
| 0.6917        | 0.0651 | 60   | 0.6316          | 0.6768   | 0.3080    | 0.1758 | 0.2239 |
| 0.6715        | 0.0705 | 65   | 0.6190          | 0.6965   | 0.3081    | 0.1163 | 0.1689 |
| 0.6556        | 0.0760 | 70   | 0.6091          | 0.7096   | 0.3204    | 0.0850 | 0.1344 |
| 0.6629        | 0.0814 | 75   | 0.6018          | 0.7165   | 0.3235    | 0.0635 | 0.1062 |
| 0.5698        | 0.0868 | 80   | 0.5964          | 0.7227   | 0.3541    | 0.0559 | 0.0966 |
| 0.573         | 0.0922 | 85   | 0.5919          | 0.7259   | 0.3652    | 0.0461 | 0.0818 |
| 0.6451        | 0.0977 | 90   | 0.5885          | 0.7267   | 0.3519    | 0.0367 | 0.0665 |
| 0.5387        | 0.1031 | 95   | 0.5859          | 0.7299   | 0.3807    | 0.0300 | 0.0556 |
| 0.5793        | 0.1085 | 100  | 0.5844          | 0.7305   | 0.3806    | 0.0264 | 0.0494 |
| 0.6536        | 0.1139 | 105  | 0.5823          | 0.7302   | 0.3851    | 0.0300 | 0.0556 |
| 0.6614        | 0.1194 | 110  | 0.5821          | 0.7295   | 0.3789    | 0.0322 | 0.0594 |
| 0.5592        | 0.1248 | 115  | 0.5822          | 0.7290   | 0.375     | 0.0336 | 0.0616 |
| 0.557         | 0.1302 | 120  | 0.5811          | 0.7292   | 0.3824    | 0.0349 | 0.0640 |
| 0.5654        | 0.1356 | 125  | 0.5798          | 0.7298   | 0.3897    | 0.0340 | 0.0626 |
| 0.5963        | 0.1411 | 130  | 0.5809          | 0.7292   | 0.3929    | 0.0394 | 0.0716 |
| 0.6295        | 0.1465 | 135  | 0.5791          | 0.7302   | 0.4010    | 0.0362 | 0.0665 |
| 0.6703        | 0.1519 | 140  | 0.5744          | 0.7325   | 0.4107    | 0.0206 | 0.0392 |
| 0.5978        | 0.1574 | 145  | 0.5730          | 0.7334   | 0.3934    | 0.0107 | 0.0209 |
| 0.5869        | 0.1628 | 150  | 0.5721          | 0.7336   | 0.4127    | 0.0116 | 0.0226 |
| 0.6086        | 0.1682 | 155  | 0.5725          | 0.7336   | 0.4382    | 0.0174 | 0.0336 |
| 0.6421        | 0.1736 | 160  | 0.5787          | 0.7308   | 0.4314    | 0.0492 | 0.0884 |
| 0.6386        | 0.1791 | 165  | 0.5776          | 0.7292   | 0.4259    | 0.0617 | 0.1079 |
| 0.7036        | 0.1845 | 170  | 0.5709          | 0.7306   | 0.4348    | 0.0537 | 0.0956 |
| 0.5139        | 0.1899 | 175  | 0.5675          | 0.7309   | 0.4267    | 0.0443 | 0.0803 |
| 0.5911        | 0.1953 | 180  | 0.5658          | 0.7321   | 0.4375    | 0.0376 | 0.0692 |
| 0.5792        | 0.2008 | 185  | 0.5663          | 0.7317   | 0.4462    | 0.0501 | 0.0901 |
| 0.5127        | 0.2062 | 190  | 0.5657          | 0.7318   | 0.4522    | 0.0550 | 0.0981 |
| 0.5224        | 0.2116 | 195  | 0.5669          | 0.7328   | 0.4664    | 0.0559 | 0.0999 |
| 0.6026        | 0.2170 | 200  | 0.5621          | 0.7359   | 0.5260    | 0.0362 | 0.0678 |
| 0.605         | 0.2225 | 205  | 0.5614          | 0.7367   | 0.5664    | 0.0286 | 0.0545 |
| 0.66          | 0.2279 | 210  | 0.5631          | 0.7335   | 0.4773    | 0.0564 | 0.1008 |
| 0.6215        | 0.2333 | 215  | 0.5653          | 0.7322   | 0.4681    | 0.0756 | 0.1302 |
| 0.5474        | 0.2387 | 220  | 0.5681          | 0.7322   | 0.4744    | 0.0953 | 0.1587 |
| 0.5773        | 0.2442 | 225  | 0.5654          | 0.7330   | 0.4825    | 0.0984 | 0.1635 |
| 0.5398        | 0.2496 | 230  | 0.5696          | 0.7308   | 0.4711    | 0.1275 | 0.2007 |
| 0.5985        | 0.2550 | 235  | 0.5659          | 0.7308   | 0.4684    | 0.1159 | 0.1858 |
| 0.5055        | 0.2604 | 240  | 0.5582          | 0.7344   | 0.4949    | 0.0877 | 0.1490 |
| 0.5527        | 0.2659 | 245  | 0.5544          | 0.7373   | 0.5365    | 0.0658 | 0.1172 |
| 0.566         | 0.2713 | 250  | 0.5544          | 0.7379   | 0.5510    | 0.0604 | 0.1089 |
| 0.4956        | 0.2767 | 255  | 0.5616          | 0.7373   | 0.5278    | 0.0850 | 0.1464 |
| 0.5447        | 0.2821 | 260  | 0.5653          | 0.7336   | 0.4891    | 0.1105 | 0.1803 |
| 0.6067        | 0.2876 | 265  | 0.5538          | 0.7376   | 0.5356    | 0.0774 | 0.1353 |
| 0.4665        | 0.2930 | 270  | 0.5530          | 0.7385   | 0.5765    | 0.0506 | 0.0930 |
| 0.5816        | 0.2984 | 275  | 0.5496          | 0.7407   | 0.5836    | 0.0765 | 0.1353 |
| 0.6179        | 0.3039 | 280  | 0.5518          | 0.7389   | 0.5379    | 0.1078 | 0.1796 |
| 0.5686        | 0.3093 | 285  | 0.5473          | 0.7402   | 0.5768    | 0.0756 | 0.1337 |
| 0.5387        | 0.3147 | 290  | 0.5513          | 0.7417   | 0.6887    | 0.0465 | 0.0872 |
| 0.4715        | 0.3201 | 295  | 0.5444          | 0.7455   | 0.6240    | 0.1002 | 0.1727 |
| 0.6593        | 0.3256 | 300  | 0.5505          | 0.7458   | 0.5868    | 0.1391 | 0.2250 |
| 0.5704        | 0.3310 | 305  | 0.5408          | 0.7475   | 0.6506    | 0.1025 | 0.1770 |
| 0.6698        | 0.3364 | 310  | 0.5380          | 0.7453   | 0.6549    | 0.0832 | 0.1477 |
| 0.5405        | 0.3418 | 315  | 0.5380          | 0.7484   | 0.6344    | 0.1204 | 0.2023 |
| 0.6369        | 0.3473 | 320  | 0.5373          | 0.7504   | 0.6202    | 0.1512 | 0.2432 |
| 0.6279        | 0.3527 | 325  | 0.5393          | 0.7510   | 0.5988    | 0.1843 | 0.2819 |
| 0.5781        | 0.3581 | 330  | 0.5343          | 0.7517   | 0.6511    | 0.1369 | 0.2262 |
| 0.7693        | 0.3635 | 335  | 0.5317          | 0.7547   | 0.6993    | 0.1311 | 0.2208 |
| 0.5138        | 0.3690 | 340  | 0.5335          | 0.7551   | 0.6345    | 0.1794 | 0.2797 |
| 0.5736        | 0.3744 | 345  | 0.5425          | 0.7490   | 0.5600    | 0.2483 | 0.3441 |
| 0.6249        | 0.3798 | 350  | 0.5425          | 0.7499   | 0.5589    | 0.2676 | 0.3619 |
| 0.6678        | 0.3852 | 355  | 0.5348          | 0.7547   | 0.6048    | 0.2157 | 0.3179 |
| 0.5652        | 0.3907 | 360  | 0.5298          | 0.7561   | 0.6525    | 0.1714 | 0.2714 |
| 0.5489        | 0.3961 | 365  | 0.5289          | 0.7554   | 0.6248    | 0.1937 | 0.2958 |
| 0.5557        | 0.4015 | 370  | 0.5274          | 0.7572   | 0.6331    | 0.2    | 0.3040 |
| 0.5696        | 0.4069 | 375  | 0.5254          | 0.7598   | 0.6411    | 0.2134 | 0.3202 |
| 0.5106        | 0.4124 | 380  | 0.5243          | 0.7591   | 0.6409    | 0.2076 | 0.3136 |
| 0.6313        | 0.4178 | 385  | 0.5234          | 0.7612   | 0.6642    | 0.2009 | 0.3085 |
| 0.6376        | 0.4232 | 390  | 0.5263          | 0.7574   | 0.5962    | 0.2635 | 0.3655 |
| 0.4679        | 0.4286 | 395  | 0.5300          | 0.7564   | 0.5845    | 0.2801 | 0.3787 |
| 0.4335        | 0.4341 | 400  | 0.5216          | 0.7619   | 0.6652    | 0.2054 | 0.3138 |
| 0.5813        | 0.4395 | 405  | 0.5229          | 0.7621   | 0.6850    | 0.1897 | 0.2971 |
| 0.6103        | 0.4449 | 410  | 0.5303          | 0.7519   | 0.5630    | 0.2859 | 0.3792 |
| 0.5488        | 0.4504 | 415  | 0.5399          | 0.7466   | 0.5370    | 0.3213 | 0.4020 |
| 0.5357        | 0.4558 | 420  | 0.5172          | 0.7627   | 0.6762    | 0.2009 | 0.3098 |
| 0.5744        | 0.4612 | 425  | 0.5160          | 0.7629   | 0.7489    | 0.1588 | 0.2621 |
| 0.5674        | 0.4666 | 430  | 0.5140          | 0.7655   | 0.7279    | 0.1843 | 0.2942 |
| 0.4955        | 0.4721 | 435  | 0.5179          | 0.7638   | 0.6521    | 0.2340 | 0.3444 |
| 0.6084        | 0.4775 | 440  | 0.5138          | 0.7654   | 0.6561    | 0.2416 | 0.3532 |
| 0.4945        | 0.4829 | 445  | 0.5154          | 0.7644   | 0.6210    | 0.2859 | 0.3915 |
| 0.577         | 0.4883 | 450  | 0.5144          | 0.7643   | 0.6097    | 0.3083 | 0.4095 |
| 0.6142        | 0.4938 | 455  | 0.5122          | 0.7667   | 0.6304    | 0.2899 | 0.3972 |
| 0.5128        | 0.4992 | 460  | 0.5069          | 0.7679   | 0.6868    | 0.2286 | 0.3431 |
| 0.465         | 0.5046 | 465  | 0.5046          | 0.7693   | 0.7042    | 0.2237 | 0.3396 |
| 0.5021        | 0.5100 | 470  | 0.5053          | 0.7681   | 0.6695    | 0.2474 | 0.3613 |
| 0.3761        | 0.5155 | 475  | 0.5041          | 0.7693   | 0.6908    | 0.2349 | 0.3506 |
| 0.6094        | 0.5209 | 480  | 0.5039          | 0.7699   | 0.7462    | 0.2    | 0.3155 |
| 0.4426        | 0.5263 | 485  | 0.5031          | 0.7701   | 0.7155    | 0.2206 | 0.3372 |
| 0.5076        | 0.5317 | 490  | 0.5025          | 0.7676   | 0.6429    | 0.2779 | 0.3880 |
| 0.4563        | 0.5372 | 495  | 0.5084          | 0.7618   | 0.5953    | 0.3172 | 0.4139 |
| 0.4412        | 0.5426 | 500  | 0.5009          | 0.7711   | 0.6767    | 0.2613 | 0.3770 |
| 0.5029        | 0.5480 | 505  | 0.5019          | 0.7694   | 0.6448    | 0.2899 | 0.4    |
| 0.4427        | 0.5534 | 510  | 0.5151          | 0.7595   | 0.5726    | 0.3651 | 0.4459 |
| 0.6357        | 0.5589 | 515  | 0.5075          | 0.7614   | 0.5881    | 0.3329 | 0.4251 |
| 0.5216        | 0.5643 | 520  | 0.5055          | 0.7652   | 0.6069    | 0.3239 | 0.4224 |
| 0.4494        | 0.5697 | 525  | 0.5046          | 0.7704   | 0.7221    | 0.2174 | 0.3343 |
| 0.4227        | 0.5751 | 530  | 0.5006          | 0.7712   | 0.6880    | 0.2506 | 0.3673 |
| 0.5916        | 0.5806 | 535  | 0.5206          | 0.7504   | 0.5433    | 0.3673 | 0.4383 |
| 0.4983        | 0.5860 | 540  | 0.5124          | 0.7586   | 0.5719    | 0.3557 | 0.4386 |
| 0.5794        | 0.5914 | 545  | 0.5025          | 0.7688   | 0.6897    | 0.2327 | 0.3479 |
| 0.7319        | 0.5969 | 550  | 0.4989          | 0.7659   | 0.6283    | 0.2859 | 0.3930 |
| 0.4717        | 0.6023 | 555  | 0.5048          | 0.7597   | 0.5743    | 0.3615 | 0.4437 |
| 0.5232        | 0.6077 | 560  | 0.4963          | 0.7671   | 0.6215    | 0.3101 | 0.4137 |
| 0.7354        | 0.6131 | 565  | 0.4977          | 0.7711   | 0.6835    | 0.2541 | 0.3705 |
| 0.5752        | 0.6186 | 570  | 0.4981          | 0.7663   | 0.6061    | 0.3387 | 0.4346 |
| 0.6172        | 0.6240 | 575  | 0.4993          | 0.7637   | 0.5903    | 0.3553 | 0.4436 |
| 0.5781        | 0.6294 | 580  | 0.4976          | 0.7633   | 0.5841    | 0.3714 | 0.4540 |
| 0.4338        | 0.6348 | 585  | 0.4931          | 0.7686   | 0.6199    | 0.3284 | 0.4294 |
| 0.405         | 0.6403 | 590  | 0.4968          | 0.7748   | 0.7176    | 0.2479 | 0.3685 |
| 0.563         | 0.6457 | 595  | 0.4934          | 0.7723   | 0.6528    | 0.3011 | 0.4121 |
| 0.4531        | 0.6511 | 600  | 0.5103          | 0.7635   | 0.5830    | 0.3785 | 0.4590 |
| 0.4971        | 0.6565 | 605  | 0.4953          | 0.7736   | 0.6698    | 0.2877 | 0.4025 |
| 0.6782        | 0.6620 | 610  | 0.4928          | 0.7749   | 0.7370    | 0.2345 | 0.3557 |
| 0.4925        | 0.6674 | 615  | 0.4928          | 0.7722   | 0.6784    | 0.2671 | 0.3833 |
| 0.6392        | 0.6728 | 620  | 0.4885          | 0.7716   | 0.6588    | 0.2868 | 0.3996 |
| 0.4689        | 0.6782 | 625  | 0.4860          | 0.7732   | 0.6746    | 0.2792 | 0.3949 |
| 0.4968        | 0.6837 | 630  | 0.4869          | 0.7697   | 0.6360    | 0.3065 | 0.4136 |
| 0.5046        | 0.6891 | 635  | 0.4859          | 0.7723   | 0.6537    | 0.2998 | 0.4110 |
| 0.5538        | 0.6945 | 640  | 0.4875          | 0.7724   | 0.6447    | 0.3150 | 0.4232 |
| 0.4675        | 0.6999 | 645  | 0.4857          | 0.7740   | 0.6551    | 0.3119 | 0.4226 |
| 0.4654        | 0.7054 | 650  | 0.4853          | 0.7756   | 0.7174    | 0.2532 | 0.3743 |
| 0.5262        | 0.7108 | 655  | 0.4873          | 0.7681   | 0.6104    | 0.3463 | 0.4419 |
| 0.4566        | 0.7162 | 660  | 0.4969          | 0.7584   | 0.5610    | 0.4076 | 0.4721 |
| 0.5038        | 0.7216 | 665  | 0.4823          | 0.7761   | 0.6828    | 0.2899 | 0.4070 |
| 0.5881        | 0.7271 | 670  | 0.4838          | 0.7768   | 0.6904    | 0.2864 | 0.4048 |
| 0.5963        | 0.7325 | 675  | 0.4846          | 0.7745   | 0.6532    | 0.3186 | 0.4283 |
| 0.6296        | 0.7379 | 680  | 0.4844          | 0.7752   | 0.6537    | 0.3235 | 0.4328 |
| 0.4304        | 0.7434 | 685  | 0.4849          | 0.7810   | 0.7440    | 0.2653 | 0.3912 |
| 0.426         | 0.7488 | 690  | 0.4835          | 0.7797   | 0.7086    | 0.2872 | 0.4088 |
| 0.6854        | 0.7542 | 695  | 0.4858          | 0.7758   | 0.6570    | 0.3230 | 0.4331 |
| 0.4642        | 0.7596 | 700  | 0.4828          | 0.7786   | 0.6720    | 0.3217 | 0.4351 |
| 0.4785        | 0.7651 | 705  | 0.4799          | 0.7778   | 0.6750    | 0.3123 | 0.4270 |
| 0.5718        | 0.7705 | 710  | 0.4796          | 0.7765   | 0.6571    | 0.3284 | 0.4379 |
| 0.4136        | 0.7759 | 715  | 0.4801          | 0.7757   | 0.6610    | 0.3159 | 0.4275 |
| 0.4833        | 0.7813 | 720  | 0.4851          | 0.7718   | 0.6239    | 0.3503 | 0.4487 |
| 0.4986        | 0.7868 | 725  | 0.5012          | 0.7624   | 0.5729    | 0.4081 | 0.4766 |
| 0.4768        | 0.7922 | 730  | 0.4935          | 0.7716   | 0.6186    | 0.3606 | 0.4556 |
| 0.4468        | 0.7976 | 735  | 0.4880          | 0.7749   | 0.7785    | 0.2107 | 0.3317 |
| 0.6234        | 0.8030 | 740  | 0.4887          | 0.7750   | 0.7894    | 0.2063 | 0.3271 |
| 0.509         | 0.8085 | 745  | 0.4901          | 0.7716   | 0.6235    | 0.3490 | 0.4475 |
| 0.5037        | 0.8139 | 750  | 0.5225          | 0.7470   | 0.5244    | 0.4908 | 0.5070 |
| 0.5635        | 0.8193 | 755  | 0.4976          | 0.7641   | 0.5753    | 0.4206 | 0.4859 |
| 0.4618        | 0.8247 | 760  | 0.4773          | 0.7835   | 0.7253    | 0.2953 | 0.4197 |
| 0.557         | 0.8302 | 765  | 0.4790          | 0.7832   | 0.7822    | 0.2523 | 0.3816 |
| 0.55          | 0.8356 | 770  | 0.4788          | 0.7821   | 0.7192    | 0.2922 | 0.4155 |
| 0.4587        | 0.8410 | 775  | 0.4845          | 0.7708   | 0.6091    | 0.3785 | 0.4669 |
| 0.5118        | 0.8464 | 780  | 0.4801          | 0.7744   | 0.6243    | 0.3740 | 0.4678 |
| 0.4716        | 0.8519 | 785  | 0.4808          | 0.7726   | 0.6144    | 0.3821 | 0.4712 |
| 0.5481        | 0.8573 | 790  | 0.4849          | 0.7644   | 0.5787    | 0.4094 | 0.4796 |
| 0.5619        | 0.8627 | 795  | 0.4804          | 0.7708   | 0.6086    | 0.3799 | 0.4678 |
| 0.5896        | 0.8681 | 800  | 0.4780          | 0.7762   | 0.6436    | 0.3490 | 0.4526 |
| 0.4955        | 0.8736 | 805  | 0.4870          | 0.7694   | 0.5978    | 0.3978 | 0.4777 |
| 0.5305        | 0.8790 | 810  | 0.4838          | 0.7719   | 0.6121    | 0.3812 | 0.4698 |
| 0.4659        | 0.8844 | 815  | 0.4762          | 0.7808   | 0.6770    | 0.3311 | 0.4447 |
| 0.5003        | 0.8899 | 820  | 0.4778          | 0.7797   | 0.6567    | 0.3544 | 0.4603 |
| 0.527         | 0.8953 | 825  | 0.4766          | 0.7822   | 0.7752    | 0.2515 | 0.3797 |
| 0.4833        | 0.9007 | 830  | 0.4757          | 0.7824   | 0.7646    | 0.2586 | 0.3865 |
| 0.3969        | 0.9061 | 835  | 0.4739          | 0.7826   | 0.7094    | 0.3047 | 0.4263 |
| 0.4587        | 0.9116 | 840  | 0.4738          | 0.7829   | 0.7199    | 0.2966 | 0.4202 |
| 0.4181        | 0.9170 | 845  | 0.4743          | 0.7807   | 0.7019    | 0.3002 | 0.4206 |
| 0.4802        | 0.9224 | 850  | 0.4797          | 0.7736   | 0.6349    | 0.3432 | 0.4455 |
| 0.4451        | 0.9278 | 855  | 0.4773          | 0.7777   | 0.6574    | 0.3374 | 0.4459 |
| 0.4468        | 0.9333 | 860  | 0.4758          | 0.7783   | 0.6664    | 0.3280 | 0.4396 |
| 0.4387        | 0.9387 | 865  | 0.4762          | 0.7786   | 0.7175    | 0.2716 | 0.3940 |
| 0.4369        | 0.9441 | 870  | 0.4723          | 0.7781   | 0.6695    | 0.3217 | 0.4346 |
| 0.4826        | 0.9495 | 875  | 0.4768          | 0.7706   | 0.6061    | 0.3848 | 0.4707 |
| 0.545         | 0.9550 | 880  | 0.4735          | 0.7755   | 0.6299    | 0.3709 | 0.4669 |
| 0.5462        | 0.9604 | 885  | 0.4804          | 0.7698   | 0.5957    | 0.4094 | 0.4853 |
| 0.5456        | 0.9658 | 890  | 0.4861          | 0.7660   | 0.5807    | 0.4219 | 0.4887 |
| 0.5797        | 0.9712 | 895  | 0.4827          | 0.7676   | 0.5869    | 0.4170 | 0.4876 |
| 0.4881        | 0.9767 | 900  | 0.4730          | 0.7778   | 0.6628    | 0.3298 | 0.4404 |
| 0.5739        | 0.9821 | 905  | 0.4744          | 0.7821   | 0.7772    | 0.2497 | 0.3779 |
| 0.5551        | 0.9875 | 910  | 0.4738          | 0.7813   | 0.7137    | 0.2922 | 0.4146 |
| 0.3974        | 0.9929 | 915  | 0.4782          | 0.7750   | 0.6404    | 0.3450 | 0.4484 |
| 0.4537        | 0.9984 | 920  | 0.4724          | 0.7800   | 0.6820    | 0.3186 | 0.4343 |
| 0.5169        | 1.0038 | 925  | 0.4728          | 0.7803   | 0.6826    | 0.3204 | 0.4361 |
| 0.501         | 1.0092 | 930  | 0.4760          | 0.7752   | 0.6378    | 0.3521 | 0.4537 |
| 0.5022        | 1.0147 | 935  | 0.4770          | 0.7742   | 0.6255    | 0.3691 | 0.4643 |
| 0.4872        | 1.0201 | 940  | 0.4774          | 0.7738   | 0.6228    | 0.3723 | 0.4660 |
| 0.4887        | 1.0255 | 945  | 0.4716          | 0.7794   | 0.6697    | 0.3311 | 0.4431 |
| 0.7189        | 1.0309 | 950  | 0.4695          | 0.7829   | 0.7346    | 0.2837 | 0.4093 |
| 0.5526        | 1.0364 | 955  | 0.4738          | 0.7771   | 0.6498    | 0.3454 | 0.4511 |
| 0.5607        | 1.0418 | 960  | 0.4783          | 0.7736   | 0.6254    | 0.3638 | 0.4600 |
| 0.4735        | 1.0472 | 965  | 0.4890          | 0.7656   | 0.5812    | 0.4148 | 0.4841 |
| 0.4889        | 1.0526 | 970  | 0.4883          | 0.7663   | 0.5817    | 0.4219 | 0.4891 |
| 0.5013        | 1.0581 | 975  | 0.4712          | 0.7767   | 0.6621    | 0.3217 | 0.4330 |
| 0.5881        | 1.0635 | 980  | 0.4696          | 0.7782   | 0.6760    | 0.3136 | 0.4285 |
| 0.5009        | 1.0689 | 985  | 0.4707          | 0.7769   | 0.6536    | 0.3369 | 0.4446 |
| 0.5022        | 1.0743 | 990  | 0.4730          | 0.7764   | 0.6476    | 0.3436 | 0.4490 |
| 0.5214        | 1.0798 | 995  | 0.4717          | 0.7776   | 0.6528    | 0.3441 | 0.4506 |
| 0.4922        | 1.0852 | 1000 | 0.4668          | 0.7826   | 0.7295    | 0.2859 | 0.4108 |
| 0.4946        | 1.0906 | 1005 | 0.4671          | 0.7819   | 0.7050    | 0.3047 | 0.4255 |
| 0.4006        | 1.0960 | 1010 | 0.4723          | 0.7746   | 0.6175    | 0.3937 | 0.4809 |
| 0.471         | 1.1015 | 1015 | 0.4879          | 0.7582   | 0.5498    | 0.4841 | 0.5149 |
| 0.4273        | 1.1069 | 1020 | 0.4704          | 0.7754   | 0.6159    | 0.4054 | 0.4889 |
| 0.4815        | 1.1123 | 1025 | 0.4720          | 0.7818   | 0.7400    | 0.2725 | 0.3983 |
| 0.4919        | 1.1177 | 1030 | 0.4684          | 0.7819   | 0.7084    | 0.3011 | 0.4226 |
| 0.4011        | 1.1232 | 1035 | 0.4710          | 0.7774   | 0.6330    | 0.3812 | 0.4758 |
| 0.4243        | 1.1286 | 1040 | 0.4727          | 0.7778   | 0.6363    | 0.3781 | 0.4743 |
| 0.4581        | 1.1340 | 1045 | 0.4685          | 0.7797   | 0.6655    | 0.3400 | 0.4501 |
| 0.445         | 1.1394 | 1050 | 0.4648          | 0.7847   | 0.7530    | 0.2796 | 0.4078 |
| 0.496         | 1.1449 | 1055 | 0.4655          | 0.7837   | 0.7729    | 0.2604 | 0.3896 |
| 0.4797        | 1.1503 | 1060 | 0.4686          | 0.7806   | 0.6768    | 0.3298 | 0.4434 |
| 0.4825        | 1.1557 | 1065 | 0.4855          | 0.7680   | 0.5899    | 0.4094 | 0.4834 |
| 0.4453        | 1.1612 | 1070 | 0.4709          | 0.7782   | 0.6468    | 0.3597 | 0.4623 |
| 0.6114        | 1.1666 | 1075 | 0.4660          | 0.7838   | 0.7150    | 0.3065 | 0.4291 |
| 0.4965        | 1.1720 | 1080 | 0.4654          | 0.7852   | 0.7482    | 0.2859 | 0.4137 |
| 0.4957        | 1.1774 | 1085 | 0.4679          | 0.7815   | 0.6631    | 0.3575 | 0.4645 |
| 0.5131        | 1.1829 | 1090 | 0.4799          | 0.7673   | 0.5798    | 0.4438 | 0.5028 |
| 0.459         | 1.1883 | 1095 | 0.4781          | 0.7681   | 0.5809    | 0.4497 | 0.5069 |
| 0.414         | 1.1937 | 1100 | 0.4680          | 0.7783   | 0.6360    | 0.3830 | 0.4781 |
| 0.4745        | 1.1991 | 1105 | 0.4653          | 0.7828   | 0.7117    | 0.3038 | 0.4258 |
| 0.4272        | 1.2046 | 1110 | 0.4657          | 0.7846   | 0.7325    | 0.2953 | 0.4209 |
| 0.5231        | 1.2100 | 1115 | 0.4672          | 0.7837   | 0.7021    | 0.3195 | 0.4391 |
| 0.4883        | 1.2154 | 1120 | 0.4720          | 0.7786   | 0.6506    | 0.3557 | 0.4599 |
| 0.4738        | 1.2208 | 1125 | 0.4705          | 0.7788   | 0.6516    | 0.3557 | 0.4602 |
| 0.5561        | 1.2263 | 1130 | 0.4656          | 0.7822   | 0.6721    | 0.3485 | 0.4590 |
| 0.5488        | 1.2317 | 1135 | 0.4657          | 0.7806   | 0.6587    | 0.3575 | 0.4635 |
| 0.4728        | 1.2371 | 1140 | 0.4702          | 0.7755   | 0.6246    | 0.3834 | 0.4752 |
| 0.4644        | 1.2425 | 1145 | 0.4666          | 0.7802   | 0.6705    | 0.3360 | 0.4477 |
| 0.4159        | 1.2480 | 1150 | 0.4658          | 0.7838   | 0.7336    | 0.2895 | 0.4151 |
| 0.5057        | 1.2534 | 1155 | 0.4640          | 0.7840   | 0.7138    | 0.3092 | 0.4315 |
| 0.5188        | 1.2588 | 1160 | 0.4701          | 0.7791   | 0.6470    | 0.3673 | 0.4686 |
| 0.561         | 1.2642 | 1165 | 0.4762          | 0.7743   | 0.6086    | 0.4161 | 0.4943 |
| 0.4715        | 1.2697 | 1170 | 0.4809          | 0.7714   | 0.5879    | 0.4609 | 0.5167 |
| 0.432         | 1.2751 | 1175 | 0.4706          | 0.7774   | 0.6155    | 0.4268 | 0.5041 |
| 0.4911        | 1.2805 | 1180 | 0.4625          | 0.7867   | 0.6866    | 0.3597 | 0.4721 |
| 0.5408        | 1.2859 | 1185 | 0.4623          | 0.7859   | 0.6913    | 0.3477 | 0.4626 |
| 0.3171        | 1.2914 | 1190 | 0.4632          | 0.7832   | 0.6527    | 0.3893 | 0.4877 |
| 0.4122        | 1.2968 | 1195 | 0.4626          | 0.7840   | 0.6583    | 0.3852 | 0.4860 |
| 0.5293        | 1.3022 | 1200 | 0.4605          | 0.7854   | 0.6827    | 0.3562 | 0.4681 |
| 0.4583        | 1.3077 | 1205 | 0.4653          | 0.7789   | 0.6226    | 0.4215 | 0.5027 |
| 0.4013        | 1.3131 | 1210 | 0.4689          | 0.7749   | 0.5999    | 0.4528 | 0.5161 |
| 0.5588        | 1.3185 | 1215 | 0.4661          | 0.7801   | 0.6241    | 0.4286 | 0.5082 |
| 0.5086        | 1.3239 | 1220 | 0.4614          | 0.7854   | 0.6699    | 0.3758 | 0.4815 |
| 0.404         | 1.3294 | 1225 | 0.4614          | 0.7846   | 0.6667    | 0.3749 | 0.4800 |
| 0.5662        | 1.3348 | 1230 | 0.4645          | 0.7818   | 0.6341    | 0.4179 | 0.5038 |
| 0.4344        | 1.3402 | 1235 | 0.4666          | 0.7781   | 0.6155    | 0.4340 | 0.5091 |
| 0.4496        | 1.3456 | 1240 | 0.4616          | 0.7837   | 0.6526    | 0.3933 | 0.4908 |
| 0.4512        | 1.3511 | 1245 | 0.4620          | 0.7841   | 0.6564    | 0.3897 | 0.4891 |
| 0.4258        | 1.3565 | 1250 | 0.4625          | 0.7828   | 0.6517    | 0.3884 | 0.4867 |
| 0.4792        | 1.3619 | 1255 | 0.4600          | 0.7854   | 0.6898    | 0.3463 | 0.4611 |
| 0.4307        | 1.3673 | 1260 | 0.4601          | 0.7859   | 0.6962    | 0.3414 | 0.4581 |
| 0.5315        | 1.3728 | 1265 | 0.4591          | 0.7876   | 0.7106    | 0.3351 | 0.4555 |
| 0.5734        | 1.3782 | 1270 | 0.4588          | 0.7879   | 0.7155    | 0.3320 | 0.4535 |
| 0.4071        | 1.3836 | 1275 | 0.4601          | 0.7876   | 0.7056    | 0.3409 | 0.4597 |
| 0.503         | 1.3890 | 1280 | 0.4617          | 0.7861   | 0.6765    | 0.3705 | 0.4788 |
| 0.4997        | 1.3945 | 1285 | 0.4654          | 0.7820   | 0.6387    | 0.4089 | 0.4986 |
| 0.453         | 1.3999 | 1290 | 0.4753          | 0.7706   | 0.5849    | 0.4640 | 0.5175 |
| 0.4052        | 1.4053 | 1295 | 0.4738          | 0.7723   | 0.5918    | 0.4541 | 0.5139 |
| 0.3826        | 1.4107 | 1300 | 0.4645          | 0.7812   | 0.6360    | 0.4081 | 0.4971 |
| 0.432         | 1.4162 | 1305 | 0.4590          | 0.7893   | 0.6927    | 0.3691 | 0.4816 |
| 0.5126        | 1.4216 | 1310 | 0.4578          | 0.7898   | 0.7076    | 0.3530 | 0.4710 |
| 0.5268        | 1.4270 | 1315 | 0.4601          | 0.7866   | 0.6685    | 0.3870 | 0.4902 |
| 0.3992        | 1.4324 | 1320 | 0.4614          | 0.7852   | 0.6547    | 0.4013 | 0.4976 |
| 0.5153        | 1.4379 | 1325 | 0.4578          | 0.7872   | 0.6899    | 0.3584 | 0.4717 |
| 0.5084        | 1.4433 | 1330 | 0.4571          | 0.7869   | 0.7272    | 0.3136 | 0.4383 |
| 0.5292        | 1.4487 | 1335 | 0.4570          | 0.7866   | 0.7198    | 0.3195 | 0.4425 |
| 0.5776        | 1.4542 | 1340 | 0.4630          | 0.7850   | 0.6675    | 0.3763 | 0.4813 |
| 0.4558        | 1.4596 | 1345 | 0.4689          | 0.7808   | 0.6367    | 0.4031 | 0.4937 |
| 0.4301        | 1.4650 | 1350 | 0.4697          | 0.7786   | 0.6233    | 0.4161 | 0.4991 |
| 0.5145        | 1.4704 | 1355 | 0.4675          | 0.7805   | 0.6330    | 0.4089 | 0.4969 |
| 0.4087        | 1.4759 | 1360 | 0.4634          | 0.7850   | 0.6616    | 0.3866 | 0.4880 |
| 0.5818        | 1.4813 | 1365 | 0.4625          | 0.7853   | 0.6604    | 0.3915 | 0.4916 |
| 0.4387        | 1.4867 | 1370 | 0.4632          | 0.7850   | 0.6551    | 0.3987 | 0.4957 |
| 0.5374        | 1.4921 | 1375 | 0.4628          | 0.7857   | 0.6609    | 0.3933 | 0.4931 |
| 0.5327        | 1.4976 | 1380 | 0.4646          | 0.7842   | 0.6505    | 0.4022 | 0.4971 |
| 0.4564        | 1.5030 | 1385 | 0.4629          | 0.7850   | 0.6594    | 0.3906 | 0.4906 |
| 0.4669        | 1.5084 | 1390 | 0.4581          | 0.7883   | 0.7016    | 0.3503 | 0.4673 |
| 0.4227        | 1.5138 | 1395 | 0.4573          | 0.7895   | 0.7386    | 0.3186 | 0.4451 |
| 0.5092        | 1.5193 | 1400 | 0.4569          | 0.7889   | 0.7362    | 0.3172 | 0.4434 |
| 0.4983        | 1.5247 | 1405 | 0.4574          | 0.7884   | 0.7106    | 0.3405 | 0.4604 |
| 0.415         | 1.5301 | 1410 | 0.4582          | 0.7882   | 0.7013    | 0.3499 | 0.4669 |
| 0.4053        | 1.5355 | 1415 | 0.4574          | 0.7891   | 0.7110    | 0.3445 | 0.4641 |
| 0.4361        | 1.5410 | 1420 | 0.4568          | 0.7898   | 0.7303    | 0.3284 | 0.4531 |
| 0.4592        | 1.5464 | 1425 | 0.4562          | 0.7891   | 0.7278    | 0.3266 | 0.4509 |
| 0.5448        | 1.5518 | 1430 | 0.4570          | 0.7895   | 0.7142    | 0.3432 | 0.4636 |
| 0.4261        | 1.5572 | 1435 | 0.4574          | 0.7888   | 0.7106    | 0.3427 | 0.4624 |
| 0.4477        | 1.5627 | 1440 | 0.4575          | 0.7890   | 0.7107    | 0.3441 | 0.4637 |
| 0.5436        | 1.5681 | 1445 | 0.4573          | 0.7893   | 0.7155    | 0.3409 | 0.4618 |
| 0.4306        | 1.5735 | 1450 | 0.4573          | 0.7891   | 0.7110    | 0.3445 | 0.4641 |
| 0.4283        | 1.5789 | 1455 | 0.4586          | 0.7899   | 0.7028    | 0.3597 | 0.4759 |
| 0.472         | 1.5844 | 1460 | 0.4607          | 0.7873   | 0.6740    | 0.3830 | 0.4884 |
| 0.3639        | 1.5898 | 1465 | 0.4600          | 0.7882   | 0.6783    | 0.3821 | 0.4888 |
| 0.3948        | 1.5952 | 1470 | 0.4583          | 0.7882   | 0.6857    | 0.3709 | 0.4814 |
| 0.5209        | 1.6007 | 1475 | 0.4578          | 0.7886   | 0.6918    | 0.3655 | 0.4783 |
| 0.444         | 1.6061 | 1480 | 0.4578          | 0.7893   | 0.6947    | 0.3664 | 0.4798 |
| 0.4128        | 1.6115 | 1485 | 0.4573          | 0.7888   | 0.6960    | 0.3606 | 0.4751 |
| 0.4807        | 1.6169 | 1490 | 0.4569          | 0.7889   | 0.7059    | 0.3490 | 0.4671 |
| 0.4298        | 1.6224 | 1495 | 0.4567          | 0.7891   | 0.7079    | 0.3481 | 0.4667 |
| 0.5           | 1.6278 | 1500 | 0.4560          | 0.7895   | 0.7099    | 0.3481 | 0.4671 |
| 0.3869        | 1.6332 | 1505 | 0.4562          | 0.7888   | 0.7060    | 0.3481 | 0.4663 |
| 0.4452        | 1.6386 | 1510 | 0.4563          | 0.7890   | 0.7184    | 0.3356 | 0.4575 |
| 0.5222        | 1.6441 | 1515 | 0.4558          | 0.7896   | 0.7258    | 0.3315 | 0.4552 |
| 0.4767        | 1.6495 | 1520 | 0.4560          | 0.7882   | 0.7243    | 0.3244 | 0.4481 |
| 0.5223        | 1.6549 | 1525 | 0.4559          | 0.7884   | 0.7230    | 0.3271 | 0.4504 |
| 0.5075        | 1.6603 | 1530 | 0.4556          | 0.7882   | 0.7177    | 0.3311 | 0.4532 |
| 0.4564        | 1.6658 | 1535 | 0.4558          | 0.7889   | 0.7185    | 0.3347 | 0.4567 |
| 0.4615        | 1.6712 | 1540 | 0.4554          | 0.7886   | 0.7167    | 0.3351 | 0.4567 |
| 0.4659        | 1.6766 | 1545 | 0.4556          | 0.7879   | 0.7118    | 0.3360 | 0.4565 |
| 0.5568        | 1.6820 | 1550 | 0.4554          | 0.7884   | 0.7170    | 0.3333 | 0.4551 |
| 0.3962        | 1.6875 | 1555 | 0.4552          | 0.7882   | 0.7169    | 0.3320 | 0.4538 |
| 0.4666        | 1.6929 | 1560 | 0.4552          | 0.7877   | 0.7171    | 0.3289 | 0.4509 |
| 0.496         | 1.6983 | 1565 | 0.4552          | 0.7889   | 0.7185    | 0.3347 | 0.4567 |
| 0.5433        | 1.7037 | 1570 | 0.4549          | 0.7888   | 0.7208    | 0.3315 | 0.4542 |
| 0.4571        | 1.7092 | 1575 | 0.4550          | 0.7885   | 0.7233    | 0.3275 | 0.4509 |
| 0.4439        | 1.7146 | 1580 | 0.4548          | 0.7889   | 0.7343    | 0.3190 | 0.4448 |
| 0.4559        | 1.7200 | 1585 | 0.4545          | 0.7895   | 0.7421    | 0.3154 | 0.4427 |
| 0.4633        | 1.7254 | 1590 | 0.4550          | 0.7888   | 0.7395    | 0.3136 | 0.4405 |
| 0.5376        | 1.7309 | 1595 | 0.4550          | 0.7889   | 0.7324    | 0.3208 | 0.4462 |
| 0.4961        | 1.7363 | 1600 | 0.4553          | 0.7885   | 0.7169    | 0.3342 | 0.4559 |
| 0.4855        | 1.7417 | 1605 | 0.4559          | 0.7890   | 0.7084    | 0.3468 | 0.4656 |
| 0.4406        | 1.7472 | 1610 | 0.4566          | 0.7889   | 0.6994    | 0.3570 | 0.4727 |
| 0.509         | 1.7526 | 1615 | 0.4569          | 0.7879   | 0.6952    | 0.3562 | 0.4710 |
| 0.3787        | 1.7580 | 1620 | 0.4572          | 0.7884   | 0.6963    | 0.3579 | 0.4728 |
| 0.4324        | 1.7634 | 1625 | 0.4561          | 0.7876   | 0.6972    | 0.3512 | 0.4671 |
| 0.5501        | 1.7689 | 1630 | 0.4563          | 0.7882   | 0.7010    | 0.3503 | 0.4672 |
| 0.4358        | 1.7743 | 1635 | 0.4558          | 0.7889   | 0.7089    | 0.3454 | 0.4645 |
| 0.5515        | 1.7797 | 1640 | 0.4556          | 0.7879   | 0.7060    | 0.3427 | 0.4614 |
| 0.4532        | 1.7851 | 1645 | 0.4556          | 0.7877   | 0.7058    | 0.3414 | 0.4602 |
| 0.4381        | 1.7906 | 1650 | 0.4554          | 0.7883   | 0.7049    | 0.3463 | 0.4644 |
| 0.4129        | 1.7960 | 1655 | 0.4554          | 0.7883   | 0.7053    | 0.3459 | 0.4641 |
| 0.434         | 1.8014 | 1660 | 0.4549          | 0.7886   | 0.7068    | 0.3463 | 0.4649 |
| 0.4347        | 1.8068 | 1665 | 0.4553          | 0.7888   | 0.7067    | 0.3472 | 0.4656 |
| 0.5182        | 1.8123 | 1670 | 0.4555          | 0.7885   | 0.7040    | 0.3490 | 0.4666 |
| 0.5414        | 1.8177 | 1675 | 0.4556          | 0.7886   | 0.7010    | 0.3535 | 0.4700 |
| 0.5232        | 1.8231 | 1680 | 0.4559          | 0.7889   | 0.7022    | 0.3535 | 0.4702 |
| 0.4845        | 1.8285 | 1685 | 0.4563          | 0.7882   | 0.6937    | 0.3597 | 0.4738 |
| 0.525         | 1.8340 | 1690 | 0.4563          | 0.7873   | 0.6889    | 0.3606 | 0.4734 |
| 0.4395        | 1.8394 | 1695 | 0.4567          | 0.7884   | 0.6922    | 0.3633 | 0.4765 |
| 0.567         | 1.8448 | 1700 | 0.4570          | 0.7883   | 0.6872    | 0.3696 | 0.4807 |
| 0.5039        | 1.8502 | 1705 | 0.4573          | 0.7884   | 0.6856    | 0.3727 | 0.4829 |
| 0.4758        | 1.8557 | 1710 | 0.4575          | 0.7882   | 0.6818    | 0.3767 | 0.4853 |
| 0.4654        | 1.8611 | 1715 | 0.4580          | 0.7886   | 0.6828    | 0.3785 | 0.4870 |
| 0.4603        | 1.8665 | 1720 | 0.4578          | 0.7880   | 0.6824    | 0.3749 | 0.4840 |
| 0.4068        | 1.8719 | 1725 | 0.4578          | 0.7872   | 0.6774    | 0.3767 | 0.4842 |
| 0.5461        | 1.8774 | 1730 | 0.4581          | 0.7877   | 0.6787    | 0.3781 | 0.4856 |
| 0.6282        | 1.8828 | 1735 | 0.4576          | 0.7879   | 0.6810    | 0.3763 | 0.4847 |
| 0.5704        | 1.8882 | 1740 | 0.4575          | 0.7875   | 0.6799    | 0.3745 | 0.4830 |
| 0.5337        | 1.8937 | 1745 | 0.4576          | 0.7873   | 0.6811    | 0.3718 | 0.4810 |
| 0.413         | 1.8991 | 1750 | 0.4572          | 0.7876   | 0.6829    | 0.3709 | 0.4807 |
| 0.466         | 1.9045 | 1755 | 0.4569          | 0.7878   | 0.6855    | 0.3687 | 0.4795 |
| 0.4467        | 1.9099 | 1760 | 0.4564          | 0.7883   | 0.6897    | 0.3660 | 0.4782 |
| 0.4427        | 1.9154 | 1765 | 0.4565          | 0.7882   | 0.6898    | 0.3651 | 0.4775 |
| 0.4436        | 1.9208 | 1770 | 0.4561          | 0.7884   | 0.6922    | 0.3633 | 0.4765 |
| 0.5262        | 1.9262 | 1775 | 0.4565          | 0.7882   | 0.6907    | 0.3638 | 0.4766 |
| 0.409         | 1.9316 | 1780 | 0.4563          | 0.7883   | 0.6920    | 0.3629 | 0.4761 |
| 0.5116        | 1.9371 | 1785 | 0.4563          | 0.7885   | 0.6932    | 0.3629 | 0.4764 |
| 0.4718        | 1.9425 | 1790 | 0.4561          | 0.7882   | 0.6920    | 0.3620 | 0.4753 |
| 0.4289        | 1.9479 | 1795 | 0.4563          | 0.7882   | 0.6924    | 0.3615 | 0.4750 |
| 0.4745        | 1.9533 | 1800 | 0.4562          | 0.7884   | 0.6939    | 0.3611 | 0.4750 |
| 0.4312        | 1.9588 | 1805 | 0.4561          | 0.7888   | 0.6940    | 0.3633 | 0.4769 |
| 0.47          | 1.9642 | 1810 | 0.4563          | 0.7886   | 0.6944    | 0.3620 | 0.4759 |
| 0.5307        | 1.9696 | 1815 | 0.4560          | 0.7879   | 0.6925    | 0.3597 | 0.4735 |
| 0.5403        | 1.9750 | 1820 | 0.4560          | 0.7895   | 0.6976    | 0.3633 | 0.4778 |
| 0.4265        | 1.9805 | 1825 | 0.4563          | 0.7879   | 0.6922    | 0.3602 | 0.4738 |
| 0.5254        | 1.9859 | 1830 | 0.4559          | 0.7888   | 0.6947    | 0.3624 | 0.4763 |
| 0.4676        | 1.9913 | 1835 | 0.4560          | 0.7880   | 0.6924    | 0.3606 | 0.4743 |
| 0.4489        | 1.9967 | 1840 | 0.4561          | 0.7885   | 0.6945    | 0.3611 | 0.4751 |


### Framework versions

- PEFT 0.12.0
- Transformers 4.46.0
- Pytorch 2.4.0+cu118
- Datasets 3.0.0
- Tokenizers 0.20.1