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Following this tutoral about using OpenAI Embeddings with FAISS https://python.langchain.com/docs/integrations/vectorstores/faiss ```python from langchain.embeddings.openai import OpenAIEmbeddings from langchain.text_splitter import CharacterTextSplitter from langchain.vectorstores import FAISS from langchain.document_loaders import TextLoader from langchain.document_loaders import TextLoader loader = TextLoader("../../../extras/modules/state_of_the_union.txt") documents = loader.load() text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0) docs = text_splitter.split_documents(documents) embeddings = OpenAIEmbeddings() ``` This works fine ```python db = FAISS.from_documents(docs, embeddings) query = "What did the president say about Ketanji Brown Jackson" docs = db.similarity_search(query) ``` But the async version is not ```python db = await FAISS.afrom_documents(docs, embeddings) # NotImplementedError query = "What did the president say about Ketanji Brown Jackson" docs = await db.asimilarity_search(query) # this will use await asyncio.get_event_loop().run_in_executor under the hood and will not call OpenAIEmbeddings.aembed_query but call OpenAIEmbeddings.embed_query ``` So this PR add async/await supports for FAISS --------- Co-authored-by: Eugene Yurtsev <eyurtsev@gmail.com>
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