import chromadb from ingestion import extract def embeddings(file_path): client = chromadb.Client() v_db = client.get_or_create_collection(name="emb_db") chunks, _, _ = extract(file_path) v_db.add( ids = chunks["ids"], documents=chunks["text"], metadatas=chunks["metadata"] ) return v_db