Is there a way to download embedding model files and load from local folder which supports langchain vectorstore embeddings

Beginners
1

Is there a way to download embedding model files and load from local folder which supports langchain vectorstore embeddings
embeddings = ?
FAISS.from_documents(documents=texts,embedding=embedding)

2

Did you find a workaround to this?