tj jdZddlmZmZmZddlmZddlmZddl m Z ddl m Z Gdde Z d S) zWrapper around Dria Retriever.)AnyListOptional)CallbackManagerForRetrieverRunDocument) BaseRetriever)DriaAPIWrapperc eZdZUdZeed<ddedeedeffd Z dd ed ed ed edef dZ de ddfdZ dede de efdZxZS) DriaRetrieverz*`Dria` retriever using the DriaAPIWrapper. api_wrapperNapi_key contract_idkwargsc `t||}tjdd|i|dS)z Initialize the DriaRetriever with a DriaAPIWrapper instance. Args: api_key: The API key for Dria. contract_id: The contract ID of the knowledge base to interact with. )rrr N)r super__init__)selfrrrr __class__s g/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/langchain_community/retrievers/dria_index.pyrzDriaRetriever.__init__s?%W+NNN ;;[;F;;;;; Unspecifiedjinaname descriptioncategory embeddingreturnc@|j||||}|S)awCreate a new knowledge base in Dria. Args: name: The name of the knowledge base. description: The description of the knowledge base. category: The category of the knowledge base. embedding: The embedding model to use for the knowledge base. Returns: The ID of the created knowledge base. )r create_knowledge_base)rrrrrresponses rr!z#DriaRetriever.create_knowledge_bases,&#99 +x  rtextscRd|D}|j|dS)zAdd texts to the Dria knowledge base. Args: texts: An iterable of texts and metadatas to add to the knowledge base. Returns: List of IDs representing the added texts. c0g|]}|d|ddS)textmetadata)r&r'r).0r&s r z+DriaRetriever.add_texts..@s)WWWf4 3CDDWWWrN)r insert_data)rr#datas r add_textszDriaRetriever.add_texts4s6XWQVWWW $$T*****rquery run_managercR|j|}d|D}|S)a*Retrieve relevant documents from Dria based on a query. Args: query: The query string to search for in the knowledge base. run_manager: Callback manager for the retriever run. Returns: A list of Documents containing the search results. cZg|](}t|d|d|dd)S)r'idscore)r1r2) page_contentr'r)r(results rr)z9DriaRetriever._get_relevant_documents..PsT    #J/ &t vgGG      r)r search)rr-r.resultsdocss r_get_relevant_documentsz%DriaRetriever._get_relevant_documentsCsA"))%00  "     r)N)rr)__name__ __module__ __qualname____doc__r __annotations__strrrrr!rr,rrr8 __classcell__)rs@rr r s44 < < <(3- rEs$$&&&&&&&&&&CCCCCC------333333888888KKKKKMKKKKKr