| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869 | import loggingimport timeimport clickfrom celery import shared_task  # type: ignorefrom werkzeug.exceptions import NotFoundfrom core.rag.datasource.vdb.vector_factory import Vectorfrom extensions.ext_database import dbfrom extensions.ext_redis import redis_clientfrom models.dataset import Datasetfrom models.model import App, AppAnnotationSetting, MessageAnnotation@shared_task(queue="dataset")def disable_annotation_reply_task(job_id: str, app_id: str, tenant_id: str):    """    Async enable annotation reply task    """    logging.info(click.style("Start delete app annotations index: {}".format(app_id), fg="green"))    start_at = time.perf_counter()    # get app info    app = db.session.query(App).filter(App.id == app_id, App.tenant_id == tenant_id, App.status == "normal").first()    annotations_count = db.session.query(MessageAnnotation).filter(MessageAnnotation.app_id == app_id).count()    if not app:        raise NotFound("App not found")    app_annotation_setting = (        db.session.query(AppAnnotationSetting).filter(AppAnnotationSetting.app_id == app_id).first()    )    if not app_annotation_setting:        raise NotFound("App annotation setting not found")    disable_app_annotation_key = "disable_app_annotation_{}".format(str(app_id))    disable_app_annotation_job_key = "disable_app_annotation_job_{}".format(str(job_id))    try:        dataset = Dataset(            id=app_id,            tenant_id=tenant_id,            indexing_technique="high_quality",            collection_binding_id=app_annotation_setting.collection_binding_id,        )        try:            if annotations_count > 0:                vector = Vector(dataset, attributes=["doc_id", "annotation_id", "app_id"])                vector.delete_by_metadata_field("app_id", app_id)        except Exception:            logging.exception("Delete annotation index failed when annotation deleted.")        redis_client.setex(disable_app_annotation_job_key, 600, "completed")        # delete annotation setting        db.session.delete(app_annotation_setting)        db.session.commit()        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 batch deleted index failed")        redis_client.setex(disable_app_annotation_job_key, 600, "error")        disable_app_annotation_error_key = "disable_app_annotation_error_{}".format(str(job_id))        redis_client.setex(disable_app_annotation_error_key, 600, str(e))    finally:        redis_client.delete(disable_app_annotation_key)
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