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    õ¡Ÿj†  ã                  óP   — d Z ddlmZ ddlmZ ddlmZ dd„Z	 	 	 	 	 	 	 	 	 	 d	d„Zy)
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author: Yagnik Poshiya
organization: Webbrains Technologies Private Limited
é    )Úannotations)ÚAny)ÚClientc                ó>   — ddj                  d„ | D «       «      z   dz   S )Nú[ú,c              3  óD   K  — | ]  }t        t        |«      «      –— Œ y ­w)N)ÚstrÚfloat)Ú.0Úxs     úQ/var/www/html/agent-engine/apps/agents/rag-agent/src/retrieval/chunk_retrieval.pyú	<genexpr>z!vector_literal.<locals>.<genexpr>   s   è ø€ Ò5¨Aœ#œe A›hŸ-Ñ5ùs   ‚ ú])Újoin)Úvecs    r   Úvector_literalr      s!   € Ø�—‘Ñ5°Ô5Ó5Ñ5¸Ñ;Ð;ó    c               ó.  — t        |«      ||dœ}	 | j                  d|«      j                  «       }t        |j                  xs g «      S # t
        $ rA ||d<   | j                  d|«      j                  «       }t        |j                  xs g «      cY S w xY w)N)Úquery_embeddingÚp_project_agent_idÚmatch_countÚmatch_document_chunksr   )r   ÚrpcÚexecuteÚlistÚdataÚ	Exception)Úsupabaser   Úproject_agent_idÚlimitÚpayloadÚress         r   Úretrieve_similar_chunksr$      s’   € ô *¨/Ó:Ø.Øñ€Gð
$Ø�l‰lÐ2°GÓ<×DÑDÓFˆÜ�C—H‘H’N Ó#Ð#øÜò $Ø%4ˆÐ!Ñ"Ø�l‰lÐ2°GÓ<×DÑDÓFˆÜ�C—H‘H’N Ó#Ò#ð$ús   ‘8A
 Á
ABÂBN)r   úlist[float]Úreturnr
   )
r   r   r   r%   r    r
   r!   Úintr&   zlist[dict[str, Any]])	Ú__doc__Ú
__future__r   Útypingr   r   r   r   r$   © r   r   ú<module>r,      sO   ðñõ
 #å å ó<ð$Øð$ð !ð$ð ð	$ð
 ð$ð ô$r   