from langchain_community.docstore.in_memory import InMemoryDocstore
from langchain_community.vectorstores import FAISS
from langchain_huggingface.embeddings import HuggingFaceEmbeddings
from langchain_core.documents import Document

#load embedding model
embeddings = HuggingFaceEmbeddings(model_name="thenlper/gte-small")