langchain/templates/rag-pinecone-multi-query/README.md

RAG Pinecone multi query

This template performs RAG using Pinecone and OpenAI with the multi-query retriever.

This will use an LLM to generate multiple queries from different perspectives for a given user input query.

For each query, it retrieves a set of relevant documents and takes the unique union across all queries for answer synthesis.

Pinecone

This template uses Pinecone as a vectorstore and requires that PINECONE_API_KEY, PINECONE_ENVIRONMENT, and PINECONE_INDEX are set.

LLM

Be sure that OPENAI_API_KEY is set in order to the OpenAI models.