| 123456789101112131415161718192021222324252627282930313233343536373839404142434445 | import loggingimport timeimport clickfrom celery import shared_taskfrom core.rag.datasource.vdb.vector_factory import Vectorfrom models.dataset import Datasetfrom services.dataset_service import DatasetCollectionBindingService@shared_task(queue='dataset')def delete_annotation_index_task(annotation_id: str, app_id: str, tenant_id: str,                                 collection_binding_id: str):    """    Async delete annotation index task    """    logging.info(click.style('Start delete app annotation index: {}'.format(app_id), fg='green'))    start_at = time.perf_counter()    try:        dataset_collection_binding = DatasetCollectionBindingService.get_dataset_collection_binding_by_id_and_type(            collection_binding_id,            'annotation'        )        dataset = Dataset(            id=app_id,            tenant_id=tenant_id,            indexing_technique='high_quality',            collection_binding_id=dataset_collection_binding.id        )        try:            vector = Vector(dataset, attributes=['doc_id', 'annotation_id', 'app_id'])            vector.delete_by_metadata_field('annotation_id', annotation_id)        except Exception:            logging.exception("Delete annotation index failed when annotation deleted.")        end_at = time.perf_counter()        logging.info(            click.style('App annotations index deleted : {} latency: {}'.format(app_id, end_at - start_at),                        fg='green'))    except Exception as e:        logging.exception("Annotation deleted index failed:{}".format(str(e)))
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