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							- import datetime
 
- import logging
 
- import time
 
- import click
 
- from celery import shared_task  # type: ignore
 
- from werkzeug.exceptions import NotFound
 
- from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
 
- from extensions.ext_database import db
 
- from extensions.ext_redis import redis_client
 
- from models.dataset import Document, DocumentSegment
 
- @shared_task(queue="dataset")
 
- def remove_document_from_index_task(document_id: str):
 
-     """
 
-     Async Remove document from index
 
-     :param document_id: document id
 
-     Usage: remove_document_from_index.delay(document_id)
 
-     """
 
-     logging.info(click.style("Start remove document segments from index: {}".format(document_id), fg="green"))
 
-     start_at = time.perf_counter()
 
-     document = db.session.query(Document).filter(Document.id == document_id).first()
 
-     if not document:
 
-         raise NotFound("Document not found")
 
-     if document.indexing_status != "completed":
 
-         return
 
-     indexing_cache_key = "document_{}_indexing".format(document.id)
 
-     try:
 
-         dataset = document.dataset
 
-         if not dataset:
 
-             raise Exception("Document has no dataset")
 
-         index_processor = IndexProcessorFactory(document.doc_form).init_index_processor()
 
-         segments = db.session.query(DocumentSegment).filter(DocumentSegment.document_id == document.id).all()
 
-         index_node_ids = [segment.index_node_id for segment in segments]
 
-         if index_node_ids:
 
-             try:
 
-                 index_processor.clean(dataset, index_node_ids, with_keywords=True, delete_child_chunks=False)
 
-             except Exception:
 
-                 logging.exception(f"clean dataset {dataset.id} from index failed")
 
-         # update segment to disable
 
-         db.session.query(DocumentSegment).filter(DocumentSegment.document_id == document.id).update(
 
-             {
 
-                 DocumentSegment.enabled: False,
 
-                 DocumentSegment.disabled_at: datetime.datetime.now(datetime.UTC).replace(tzinfo=None),
 
-                 DocumentSegment.disabled_by: document.disabled_by,
 
-                 DocumentSegment.updated_at: datetime.datetime.now(datetime.UTC).replace(tzinfo=None),
 
-             }
 
-         )
 
-         db.session.commit()
 
-         end_at = time.perf_counter()
 
-         logging.info(
 
-             click.style(
 
-                 "Document removed from index: {} latency: {}".format(document.id, end_at - start_at), fg="green"
 
-             )
 
-         )
 
-     except Exception:
 
-         logging.exception("remove document from index failed")
 
-         if not document.archived:
 
-             document.enabled = True
 
-             db.session.commit()
 
-     finally:
 
-         redis_client.delete(indexing_cache_key)
 
 
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