o ȳg @s@ddlZddlmZmZmZmZmZeeZ GdddZ dS)N)AnyDictListOptionalUnionc @seZdZdZ ddedeedefddZd ed ed ed ed ef ddZde e ee fd efddZ ded e e ee ffddZ de ed e e ee ffddZdeee efd ee e ee ffddZdS)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. N api_key contract_idtop_ncCsvz ddlm}m}WntytdYdSw||_||_||_||_ ||jd|_ |jr9|j |jdSdS)Nr)DriaModelszDria is not installed. Please install Dria to use this wrapper. You can install Dria using the following command: pip install dria )r ) driar r ImportErrorloggererrorr modelsr r dria_client set_contract)selfr r r r r rd/var/www/html/chatdoc2/venv/lib/python3.10/site-packages/langchain_community/utilities/dria_index.py__init__s   zDriaAPIWrapper.__init__name descriptioncategory embeddingreturncCs.|jj||||d}td|||_|S)zCreate a new knowledge base.)rrrrz Knowledge base created with ID: )rcreaterinfor )rrrrrr rrrcreate_knowledge_base+s z$DriaAPIWrapper.create_knowledge_basedatacCs |j|}td||S)z$Insert data into the knowledge base.zData inserted: )r insert_textrr)rr!responserrr insert_data:s zDriaAPIWrapper.insert_dataquerycC&|jj||jd}td||S)zPerform a text-based search.r zSearch results: )rsearchr rr)rr%resultsrrrr(@zDriaAPIWrapper.searchvectorcCr&)zPerform a vector-based query.r'zVector query results: )rr%r rr)rr+vector_query_resultsrrrquery_with_vectorFr*z DriaAPIWrapper.query_with_vectorcCsHt|tr ||St|trtdd|Dr||StddS)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. css|]}t|tVqdS)N) isinstancefloat).0itemrrr Xsz%DriaAPIWrapper.run..zrInvalid query type. Please provide a string for text search or a list of floats for vector query.N)r.strr(listallr-rr)rr%rrrrunLs  zDriaAPIWrapper.run)Nr)__name__ __module__ __qualname____doc__r3rintrr rrrr$r(r/r-rr6rrrrrs2   "2r) loggingtypingrrrrr getLoggerr7rrrrrrs