Args:
            folder_path: folder path to load index, docstore,
                and index_to_docstore_id from.
            embeddings: Embeddings to use when generating queries.
        """
        path = Path(folder_path)
        # load index separately since it is not picklable
        annoy = dependable_annoy_import()
        # load docstore and index_to_docstore_id
        with open(path / "index.pkl", "rb") as file:
            docstore, index_to_docstore_id, config_object = pickle.load(file)
        f = int(config_object["ANNOY"]["f"])
        metric = config_object["ANNOY"]["metric"]
        index = annoy.AnnoyIndex(f, metric=metric)
        index.load(str(path / "index.annoy"))
        return cls(
            embeddings.embed_query, index, metric, docstore, index_to_docstore_id
        )