| 1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768 | import loggingimport timeimport clickfrom celery import shared_taskfrom werkzeug.exceptions import NotFoundfrom core.index.index import IndexBuilderfrom extensions.ext_database import dbfrom extensions.ext_redis import redis_clientfrom models.dataset import DocumentSegment@shared_taskdef remove_segment_from_index_task(segment_id: str):    """    Async Remove segment from index    :param segment_id:    Usage: remove_segment_from_index.delay(segment_id)    """    logging.info(click.style('Start remove segment from index: {}'.format(segment_id), fg='green'))    start_at = time.perf_counter()    segment = db.session.query(DocumentSegment).filter(DocumentSegment.id == segment_id).first()    if not segment:        raise NotFound('Segment not found')    if segment.status != 'completed':        return    indexing_cache_key = 'segment_{}_indexing'.format(segment.id)    try:        dataset = segment.dataset        if not dataset:            logging.info(click.style('Segment {} has no dataset, pass.'.format(segment.id), fg='cyan'))            return        dataset_document = segment.document        if not dataset_document:            logging.info(click.style('Segment {} has no document, pass.'.format(segment.id), fg='cyan'))            return        if not dataset_document.enabled or dataset_document.archived or dataset_document.indexing_status != 'completed':            logging.info(click.style('Segment {} document status is invalid, pass.'.format(segment.id), fg='cyan'))            return        vector_index = IndexBuilder.get_index(dataset, 'high_quality')        kw_index = IndexBuilder.get_index(dataset, 'economy')                if vector_index:            vector_index.delete_by_ids([segment.index_node_id])                kw_index.delete_by_ids([segment.index_node_id])        end_at = time.perf_counter()        logging.info(click.style('Segment removed from index: {} latency: {}'.format(segment.id, end_at - start_at), fg='green'))    except Exception:        logging.exception("remove segment from index failed")        segment.enabled = True        db.session.commit()    finally:        redis_client.delete(indexing_cache_key)
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