7|h `ddlZddlmZmZmZmZmZejeZ GddZ y)N)AnyDictListOptionalUnionc eZdZdZ ddedeedefdZdeded ed ed ef d Zd e e ee fd efdZ ded e e ee ffdZ de ed e e ee ffdZdeee efd ee e ee ffdZy)DriaAPIWrapperaWrapper around Dria API. This wrapper facilitates interactions with Dria's vector search and retrieval services, including creating knowledge bases, inserting data, and fetching search results. Attributes: api_key: Your API key for accessing Dria. contract_id: The contract ID of the knowledge base to interact with. top_n: Number of top results to fetch for a search. Napi_key contract_idtop_nc* ddlm}m}||_||_||_||_ ||j |_ |jr&|jj|jyy#t$rtj dYywxYw)Nr)DriaModelszDria is not installed. Please install Dria to use this wrapper. You can install Dria using the following command: pip install dria )r ) driarr ImportErrorloggererrorr modelsr r dria_client set_contract)selfr r r rrs g/var/www/html/test/engine/venv/lib/python3.12/site-packages/langchain_community/utilities/dria_index.py__init__zDriaAPIWrapper.__init__s  )  &  5       ) )$*:*: ;   LL   sA11BBname descriptioncategory embeddingreturnc|jj||||}tjd|||_|S)zCreate a new knowledge base.)rrrrz Knowledge base created with ID: )rcreaterinfor )rrrrrr s rcreate_knowledge_basez$DriaAPIWrapper.create_knowledge_base+sL&&--X;.   6{mDE&datacl|jj|}tjd||S)z$Insert data into the knowledge base.zData inserted: )r insert_textrr!)rr$responses r insert_datazDriaAPIWrapper.insert_data:s0##//5 ohZ01r#queryc|jj||j}tj d||S)zPerform a text-based search.r zSearch results: )rsearchr rr!)rr)resultss rr,zDriaAPIWrapper.search@s:""))%tzz)B &wi01r#vectorc|jj||j}tj d||S)zPerform a vector-based query.r+zVector query results: )rr)r rr!)rr.vector_query_resultss rquery_with_vectorz DriaAPIWrapper.query_with_vectorFs>#//55fDJJ5O ,-A,BCD##r#ct|tr|j|St|tr#t d|Dr|j |St jdy)a Method to handle both text-based searches and vector-based queries. Args: query: A string for text-based search or a list of floats for vector-based query. Returns: The search or query results from Dria. c3<K|]}t|tyw)N) isinstancefloat).0items r z%DriaAPIWrapper.run..Xs,WZe-D,WszrInvalid query type. Please provide a string for text search or a list of floats for vector query.N)r4strr,listallr1rr)rr)s rrunzDriaAPIWrapper.runLs\ eS !;;u% % t $,WQV,W)W))%0 0 LL4 r#)N )__name__ __module__ __qualname____doc__r9rintrr"rrrr(r,r5r1rr<r#rr r s MO<<)1#>R5Sr#r ) loggingtypingrrrrr getLoggerr>rr rCr#rrGs,33   8 $XXr#