o
    3Jj                     @   s   d Z ddlZddlZddlZddlZddlmZ ddlm	Z	m
Z
mZ ejd ZejZdd Zdd	 Zd
d ZdddZdddZdS )uP   Vultr Turnkey RAG — live when seeded, local keyword fallback always available.    N)config)certs	local_ragregulationszrag_collections.jsonc                   C   s   t  S N)r   inference_key r   r   //opt/greenlight/greenlight/sources/vultr_rag.py_key   s   r
   c                   C   s   t  rtt  S i S r   )COLLECTIONS_PATHexistsjsonloads	read_textr   r   r   r	   _load_collections   s   r   c                 C   s   t  }|r| s	d S | td|dgdd}t| }tjjtj	 d|ddd| d	d
}z0tjj
|dd}t|  }W d    n1 sLw   Y  |d d d d p\d W S  tjjtjjttjfyr   Y d S w )Nuser)rolecontenti,  )
collectionmodelmessages
max_tokensz/chat/completions/RAGPOSTzapplication/jsonzBearer )zContent-TypeAuthorization)datamethodheadersZ   )timeoutchoicesr   messager    )r
   	RAG_MODELr   dumpsencodeurllibrequestRequestr   VULTR_INFERENCE_APIurlopenr   readdecodestriperror	HTTPErrorURLErrorKeyErrorJSONDecodeError)collection_idquestionkeypayloadbodyreqrr   r   r   r	   	_rag_chat   s.   

r9   r!   c           	      C   s   t dddk}t }|d}|r6|r6d|  d}t||}|r6t|p&d| }|d |d d	 d
ddS t|tjv r?|nd| }t	d|  d| }|rd|d d d d	 |d< |d d |d< d|d< |S )NGREENLIGHT_LIVE_RAG01r   zRUnder Directive (EU) 2024/825 (ECGT), what rule applies to this marketing claim: 'z@'? Quote the relevant prohibition or substantiation requirement.generic_environmentalcitationi  u+   Vultr Turnkey RAG · greenlight-regulationsT)r>   chunksourcelivezregulation  r   textr?   r@   FrA   )
osgetenvr   getr9   r   clause_for_claim
CLAUSE_MAPr   search)	
claim_text
claim_typerA   colsreg_idqansbasehitsr   r   r	   search_regulations1   s4   


rR   c              	   C   sh  t dddk}t }|d}t| |}|d}|d}|r_|r_d|  d|p+d	 d
}t||}	|	r_t|p@|	d d |rId|d  nd|d uoT|ddk|dd|	d d dS |rt|d|d  d|dd |d uo||ddk|r|dnd |dddS t	d|  d|pd }
|
r|
d d d d nd |
r|
d d  dd!S d dd!S )"Nr:   r;   r<   supplier_certstransactionscopezFor SKU z:, what does the supplier Transaction Certificate show for zcertified materialzd? Does the Scope Certificate substantiate a specific shipment claim, or only facility qualification?i   zTC tcNozsupplier-certs RAGstatusVALIDu.   Vultr Turnkey RAG · greenlight-supplier-certsTi  )certr>   scope_validrT   r@   rA   
rag_answeru    · verificationUrlr!   certNoztransaction_certificates.jsonF)rY   r>   rZ   
scope_certrT   r@   rA   ztransaction certificate rB   r   rC   id)rY   r>   rA   )
rD   rE   r   rF   r   lookup_by_skur9   	format_tcr   rI   )sku	attributerA   rL   cert_idpacktcscrN   rO   rQ   r   r   r	   lookup_supplier_certO   sL   





	rh   )r!   r   )__doc__r   rD   urllib.errorr%   urllib.request
greenlightr   greenlight.sourcesr   r   r   DATAr   	MODEL_RAGr"   r
   r   r9   rR   rh   r   r   r   r	   <module>   s    

