o
    	Ti                     @   sT  d dl mZmZ d dlmZ d dlmZ d dlmZ d dl	m
Z
mZ d dlmZmZ 	 eG dd dZeeZe d  Zed	d
dZejdurQeeejZed Zed ZeddddZe
ejddZeeeZdd eD Zdejv reejZ neejZ dd e!eeD Z"e  ee"Z#e#$de%e# Z&e'de&d dd dS )    )	dataclassfield)Optional)load_dataset)HfArgumentParser)LLMSamplingParams)HfPairwiseJudgeOpenAIPairwiseJudgec                   @   s\   e Zd ZU dZeddidZeed< edddidZeed	< ed
ddidZ	e
e ed< d
S )ScriptArgumentsa  
    Arguments for the script.

    Args:
        model_name_or_path (`str`):
            Model name or path to the model to evaluate.
        judge_model (`str`, *optional*, defaults to `"meta-llama/Meta-Llama-3-70B-Instruct"`):
            Model name or path to the model to use as a judge. E.g., 'gpt-3.5-turbo-0125' or
            'meta-llama/Meta-Llama-3-70B-Instruct'.
        num_examples (`int` or `None`, *optional*, defaults to `None`):
            Number of examples to evaluate.
    helpz,Model name or path to the model to evaluate.)metadatamodel_name_or_pathz$meta-llama/Meta-Llama-3-70B-InstructzxModel name or path to the model to use as a judge. E.g., 'gpt-3.5-turbo-0125' or 'meta-llama/Meta-Llama-3-70B-Instruct'.)defaultr   judge_modelNzNumber of examples to evaluate.num_examples)__name__
__module____qualname____doc__r   r   str__annotations__r   r   r   int r   r   U/home/ubuntu/.local/lib/python3.10/site-packages/examples/scripts/evals/judge_tldr.pyr   7   s   
  r   ztrl-lib/tldr
validation)splitNprompt
completiong        gffffff?   )temperaturetop_p
max_tokens   )modeltensor_parallel_sizec                 C   s   g | ]
}|j d  j qS )r   )outputstextstrip).0outputr   r   r   
<listcomp>b   s    r+   gptc                 C   s   g | ]\}}||gqS r   r   )r)   c0c1r   r   r   r+   j   s    zModel win rate: d   z.2f%)(dataclassesr   r   typingr   datasetsr   transformersr   vllmr   r   trlr	   r
   r   parserparse_args_into_dataclassesscript_argsdatasetr   selectrangepromptsreference_completionssampling_paramsr   llmgenerater&   model_completionsr   judgezipcompletions	best_idxscountlenmodel_win_rateprintr   r   r   r   <module>   s6   


