Add async support to multi-query retriever. (#10873)

Added async support to the MultiQueryRetriever class.

---------

Co-authored-by: Nuno Campos <nuno@boringbits.io>
pull/10940/head
German Martin 11 months ago committed by GitHub
parent 4eee789dd3
commit 66d5a7e7cf
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@ -1,7 +1,11 @@
import asyncio
import logging
from typing import List, Sequence
from langchain.callbacks.manager import CallbackManagerForRetrieverRun
from langchain.callbacks.manager import (
AsyncCallbackManagerForRetrieverRun,
CallbackManagerForRetrieverRun,
)
from langchain.chains.llm import LLMChain
from langchain.llms.base import BaseLLM
from langchain.output_parsers.pydantic import PydanticOutputParser
@ -83,6 +87,64 @@ class MultiQueryRetriever(BaseRetriever):
parser_key=parser_key,
)
async def _aget_relevant_documents(
self,
query: str,
*,
run_manager: AsyncCallbackManagerForRetrieverRun,
) -> List[Document]:
"""Get relevant documents given a user query.
Args:
question: user query
Returns:
Unique union of relevant documents from all generated queries
"""
queries = await self.agenerate_queries(query, run_manager)
documents = await self.aretrieve_documents(queries, run_manager)
return self.unique_union(documents)
async def agenerate_queries(
self, question: str, run_manager: AsyncCallbackManagerForRetrieverRun
) -> List[str]:
"""Generate queries based upon user input.
Args:
question: user query
Returns:
List of LLM generated queries that are similar to the user input
"""
response = await self.llm_chain.acall(
inputs={"question": question}, callbacks=run_manager.get_child()
)
lines = getattr(response["text"], self.parser_key, [])
if self.verbose:
logger.info(f"Generated queries: {lines}")
return lines
async def aretrieve_documents(
self, queries: List[str], run_manager: AsyncCallbackManagerForRetrieverRun
) -> List[Document]:
"""Run all LLM generated queries.
Args:
queries: query list
Returns:
List of retrieved Documents
"""
document_lists = await asyncio.gather(
*(
self.retriever.aget_relevant_documents(
query, callbacks=run_manager.get_child()
)
for query in queries
)
)
return [doc for docs in document_lists for doc in docs]
def _get_relevant_documents(
self,
query: str,

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