以下代码集成了 Milvus 和 LangChain:
class VectorStore(ABC):
"""Interface for vector stores.""" @abstractmethoddef add_texts(
self,
texts: Iterable[str],
metadatas: Optional[List[dict]] = None,
kwargs:Any,
) ->List[str]:
"""Run more texts through the embeddings and add to the vectorstore.""" @abstractmethoddefsimilarity_search(
self, query:str, k:int =4,kwargs: Any) -> List[Document]:
"""Return docs most similar to query."""def max_marginal_relevance_search(
self, query: str, k: int = 4, fetch_k: int = 20) -> List[Document]:
"""Return docs selected using the maximal marginal relevance."""raise NotImpleme