| 1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374 | import loggingimport timeimport clickfrom celery import shared_taskfrom 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:{}".format(str(e)))        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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