from typing import Optional, Type from langchain.callbacks.manager import ( AsyncCallbackManagerForToolRun, CallbackManagerForToolRun, ) # Import things that are needed generically from langchain.pydantic_v1 import BaseModel, Field from langchain.tools import BaseTool from neo4j_semantic_ollama.utils import get_candidates, graph description_query = """ MATCH (m:Movie|Person) WHERE m.title = $candidate OR m.name = $candidate MATCH (m)-[r:ACTED_IN|DIRECTED|HAS_GENRE]-(t) WITH m, type(r) as type, collect(coalesce(t.name, t.title)) as names WITH m, type+": "+reduce(s="", n IN names | s + n + ", ") as types WITH m, collect(types) as contexts WITH m, "type:" + labels(m)[0] + "\ntitle: "+ coalesce(m.title, m.name) + "\nyear: "+coalesce(m.released,"") +"\n" + reduce(s="", c in contexts | s + substring(c, 0, size(c)-2) +"\n") as context RETURN context LIMIT 1 """ def get_information(entity: str, type: str) -> str: candidates = get_candidates(entity, type) if not candidates: return "No information was found about the movie or person in the database" elif len(candidates) > 1: newline = "\n" return ( "Need additional information, which of these " f"did you mean: {newline + newline.join(str(d) for d in candidates)}" ) data = graph.query( description_query, params={"candidate": candidates[0]["candidate"]} ) return data[0]["context"] class InformationInput(BaseModel): entity: str = Field(description="movie or a person mentioned in the question") entity_type: str = Field( description="type of the entity. Available options are 'movie' or 'person'" ) class InformationTool(BaseTool): name = "Information" description = ( "useful for when you need to answer questions about various actors or movies" ) args_schema: Type[BaseModel] = InformationInput def _run( self, entity: str, entity_type: str, run_manager: Optional[CallbackManagerForToolRun] = None, ) -> str: """Use the tool.""" return get_information(entity, entity_type) async def _arun( self, entity: str, entity_type: str, run_manager: Optional[AsyncCallbackManagerForToolRun] = None, ) -> str: """Use the tool asynchronously.""" return get_information(entity, entity_type)