| 12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758 | import loggingimport timeimport clickfrom celery import shared_taskfrom werkzeug.exceptions import NotFoundfrom core.index.keyword_table_index import KeywordTableIndexfrom core.index.vector_index import VectorIndexfrom 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:            raise Exception('Segment has no dataset')        vector_index = VectorIndex(dataset=dataset)        keyword_table_index = KeywordTableIndex(dataset=dataset)                if dataset.indexing_technique == "high_quality":            vector_index.del_nodes([segment.index_node_id])                keyword_table_index.del_nodes([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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