# import the ObjectID class from .object import ObjectID # define a vector base class class VectorBase: def __init__(self, db_url, model_name) -> None: self.db_url = db_url self.model_name = model_name async def insert(self, vector: [float], id: ObjectID): pass async def query(self, vector: [float], top_k: int) -> [ObjectID]: pass