a bg @s@ddlZddlmZmZmZmZmZeeZ GdddZ dS)N)AnyDictListOptionalUnionc@seZdZdZdeeeedddZeeeeeddd Ze e ee fed d d Z ee e ee fd ddZ e ee e ee fdddZeee efee e ee fd ddZdS)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_ncCsrzddlm}m}Wnty2tdYdS0||_||_||_||_ ||jd|_ |jrn|j |jdS)Nr)DriaModelszDria is not installed. Please install Dria to use this wrapper. You can install Dria using the following command: pip install dria )r ) Zdriar r ImportErrorloggererrorr modelsr r dria_clientZ set_contract)selfr r r r r rv/var/www/html/cobodadashboardai.evdpl.com/venv/lib/python3.9/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$DriaAPIWrapper.create_knowledge_base)datarcCs |j|}td||S)z$Insert data into the knowledge base.zData inserted: )rZ insert_textrr)rrresponserrr insert_data:s zDriaAPIWrapper.insert_data)queryrcCs&|jj||jd}td||S)zPerform a text-based search.r zSearch results: )rsearchr rr)rr"resultsrrrr$@szDriaAPIWrapper.search)vectorrcCs&|jj||jd}td||S)zPerform a vector-based query.r#zVector query results: )rr"r rr)rr&Zvector_query_resultsrrrquery_with_vectorFsz DriaAPIWrapper.query_with_vectorcCsLt|tr||St|tr:tdd|Dr:||StddSdS)a Method to handle both text-based searches and vector-based queries. Args: query: A string for text-based search or a list of floats for vector-based query. Returns: The search or query results from Dria. css|]}t|tVqdS)N) isinstancefloat).0itemrrr Xz%DriaAPIWrapper.run..zrInvalid query type. Please provide a string for text search or a list of floats for vector query.N)r(strr$listallr'rr)rr"rrrrunLs   zDriaAPIWrapper.run)Nr)__name__ __module__ __qualname____doc__r.rintrrrrrr!r$r)r'rr1rrrrrs    r) loggingtypingrrrrr getLoggerr2rrrrrrs