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                        - import logging
 - import time
 - 
 - import click
 - from celery import shared_task
 - 
 - from core.rag.datasource.vdb.vector_factory import Vector
 - from models.dataset import Dataset
 - from 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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