rank_bm25 is an open-source collection of algorithms designed to query documents and return the most relevant ones, commonly used for creating search engines. See its project page for available algorithms.

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Installation and Setup

First, you need to install rank_bm25 python package. 
pip install rank_bm25

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Retriever

See a usage example. 
from langchain_community.retrievers import BM25Retriever