| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263 | import loggingimport timeimport clickfrom celery import shared_taskfrom werkzeug.exceptions import NotFoundfrom core.rag.index_processor.index_processor_factory import IndexProcessorFactoryfrom extensions.ext_database import dbfrom extensions.ext_redis import redis_clientfrom models.dataset import Document, DocumentSegment@shared_task(queue="dataset")def remove_document_from_index_task(document_id: str):    """    Async Remove document from index    :param document_id: document id    Usage: remove_document_from_index.delay(document_id)    """    logging.info(click.style("Start remove document segments from index: {}".format(document_id), fg="green"))    start_at = time.perf_counter()    document = db.session.query(Document).filter(Document.id == document_id).first()    if not document:        raise NotFound("Document not found")    if document.indexing_status != "completed":        return    indexing_cache_key = "document_{}_indexing".format(document.id)    try:        dataset = document.dataset        if not dataset:            raise Exception("Document has no dataset")        index_processor = IndexProcessorFactory(document.doc_form).init_index_processor()        segments = db.session.query(DocumentSegment).filter(DocumentSegment.document_id == document.id).all()        index_node_ids = [segment.index_node_id for segment in segments]        if index_node_ids:            try:                index_processor.clean(dataset, index_node_ids)            except Exception:                logging.exception(f"clean dataset {dataset.id} from index failed")        end_at = time.perf_counter()        logging.info(            click.style(                "Document removed from index: {} latency: {}".format(document.id, end_at - start_at), fg="green"            )        )    except Exception:        logging.exception("remove document from index failed")        if not document.archived:            document.enabled = True            db.session.commit()    finally:        redis_client.delete(indexing_cache_key)
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