import chromadb

settings = chromadb.Settings(allow_reset=True)
client = chromadb.PersistentClient(path="./chroma",settings=settings)
coll = client.get_or_create_collection(name="test", metadata={"chapter": 1})

coll.upsert(
    ids=["id1"],
    documents=["doc1"],
    metadatas=[ { "chapter": 1} ],
    embeddings=[ [1] ]
)

coll.upsert(
    ids=["id2"],
    documents=["doc2"],
    metadatas=[ { "chapter": 1} ],
    embeddings=[ [1] ]
)


results = coll.query(
    query_embeddings=[[1]],
    #include=["documents"]
)

chromadb.QueryResult
print(results)
client.reset()