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                        - import datetime
 - import logging
 - import time
 - 
 - import click
 - from celery import shared_task  # type: ignore
 - 
 - from core.rag.index_processor.constant.index_type import IndexType
 - from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
 - from core.rag.models.document import ChildDocument, Document
 - from extensions.ext_database import db
 - from extensions.ext_redis import redis_client
 - from models.dataset import DatasetAutoDisableLog, DocumentSegment
 - from models.dataset import Document as DatasetDocument
 - 
 - 
 - @shared_task(queue="dataset")
 - def add_document_to_index_task(dataset_document_id: str):
 -     """
 -     Async Add document to index
 -     :param dataset_document_id:
 - 
 -     Usage: add_document_to_index_task.delay(dataset_document_id)
 -     """
 -     logging.info(click.style("Start add document to index: {}".format(dataset_document_id), fg="green"))
 -     start_at = time.perf_counter()
 - 
 -     dataset_document = db.session.query(DatasetDocument).filter(DatasetDocument.id == dataset_document_id).first()
 -     if not dataset_document:
 -         logging.info(click.style("Document not found: {}".format(dataset_document_id), fg="red"))
 -         db.session.close()
 -         return
 - 
 -     if dataset_document.indexing_status != "completed":
 -         return
 - 
 -     indexing_cache_key = "document_{}_indexing".format(dataset_document.id)
 - 
 -     try:
 -         dataset = dataset_document.dataset
 -         if not dataset:
 -             raise Exception(f"Document {dataset_document.id} dataset {dataset_document.dataset_id} doesn't exist.")
 - 
 -         segments = (
 -             db.session.query(DocumentSegment)
 -             .filter(
 -                 DocumentSegment.document_id == dataset_document.id,
 -                 DocumentSegment.enabled == False,
 -                 DocumentSegment.status == "completed",
 -             )
 -             .order_by(DocumentSegment.position.asc())
 -             .all()
 -         )
 - 
 -         documents = []
 -         for segment in segments:
 -             document = Document(
 -                 page_content=segment.content,
 -                 metadata={
 -                     "doc_id": segment.index_node_id,
 -                     "doc_hash": segment.index_node_hash,
 -                     "document_id": segment.document_id,
 -                     "dataset_id": segment.dataset_id,
 -                 },
 -             )
 -             if dataset_document.doc_form == IndexType.PARENT_CHILD_INDEX:
 -                 child_chunks = segment.get_child_chunks()
 -                 if child_chunks:
 -                     child_documents = []
 -                     for child_chunk in child_chunks:
 -                         child_document = ChildDocument(
 -                             page_content=child_chunk.content,
 -                             metadata={
 -                                 "doc_id": child_chunk.index_node_id,
 -                                 "doc_hash": child_chunk.index_node_hash,
 -                                 "document_id": segment.document_id,
 -                                 "dataset_id": segment.dataset_id,
 -                             },
 -                         )
 -                         child_documents.append(child_document)
 -                     document.children = child_documents
 -             documents.append(document)
 - 
 -         index_type = dataset.doc_form
 -         index_processor = IndexProcessorFactory(index_type).init_index_processor()
 -         index_processor.load(dataset, documents)
 - 
 -         # delete auto disable log
 -         db.session.query(DatasetAutoDisableLog).filter(
 -             DatasetAutoDisableLog.document_id == dataset_document.id
 -         ).delete()
 - 
 -         # update segment to enable
 -         db.session.query(DocumentSegment).filter(DocumentSegment.document_id == dataset_document.id).update(
 -             {
 -                 DocumentSegment.enabled: True,
 -                 DocumentSegment.disabled_at: None,
 -                 DocumentSegment.disabled_by: None,
 -                 DocumentSegment.updated_at: datetime.datetime.now(datetime.UTC).replace(tzinfo=None),
 -             }
 -         )
 -         db.session.commit()
 - 
 -         end_at = time.perf_counter()
 -         logging.info(
 -             click.style(
 -                 "Document added to index: {} latency: {}".format(dataset_document.id, end_at - start_at), fg="green"
 -             )
 -         )
 -     except Exception as e:
 -         logging.exception("add document to index failed")
 -         dataset_document.enabled = False
 -         dataset_document.disabled_at = datetime.datetime.now(datetime.UTC).replace(tzinfo=None)
 -         dataset_document.indexing_status = "error"
 -         dataset_document.error = str(e)
 -         db.session.commit()
 -     finally:
 -         redis_client.delete(indexing_cache_key)
 
 
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