def METHOD_NAME(self, ref_doc_id: str, **delete_kwargs: Any) -> None:
    """Deletes a document from the vector store.
    Args:
        ref_doc_id (str): Document ID to be deleted.
        **delete_kwargs (Any): Additional arguments to pass to the delete method.
    """
    docs_to_be_removed = self._find_docs_to_be_removed(ref_doc_id)
    if not docs_to_be_removed:
        logger.warning(f"Document with doc_id {ref_doc_id} not found")
        return
    del self._index[docs_to_be_removed]
    logger.info(f"Deleted {len(docs_to_be_removed)} documents from the index")