Based on the information you provided and the similar issue I found in the LangChain repository, you can use FAISS for ParentDocumentRetriever in the LangChain framework as follows: from langchain_community.vectorstores.faiss import FAISS from langchain_community.embeddings.openai import OpenAIEmbeddin...