from application.vectorstore.faiss import FaissStore from application.vectorstore.elasticsearch import ElasticsearchStore from application.vectorstore.mongodb import MongoDBVectorStore class VectorCreator: vectorstores = { 'faiss': FaissStore, 'elasticsearch':ElasticsearchStore, 'mongodb': MongoDBVectorStore, } @classmethod def create_vectorstore(cls, type, *args, **kwargs): vectorstore_class = cls.vectorstores.get(type.lower()) if not vectorstore_class: raise ValueError(f"No vectorstore class found for type {type}") return vectorstore_class(*args, **kwargs)