from abc import abstractmethod from typing import List from rag.memory import Message from rag.retriever.vector import Document class AbstractReranker(type): _instances = {} def __call__(cls, *args, **kwargs): if cls not in cls._instances: instance = super().__call__(*args, **kwargs) cls._instances[cls] = instance return cls._instances[cls] @abstractmethod def rerank_documents(self, query: str, documents: List[Document]) -> List[Document]: pass @abstractmethod def rerank_messages(self, query: str, messages: List[Message]) -> List[Message]: pass