add_document_to_index_task.py 4.4 KB

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  1. import datetime
  2. import logging
  3. import time
  4. import click
  5. from celery import shared_task # type: ignore
  6. from werkzeug.exceptions import NotFound
  7. from core.rag.index_processor.constant.index_type import IndexType
  8. from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
  9. from core.rag.models.document import ChildDocument, Document
  10. from extensions.ext_database import db
  11. from extensions.ext_redis import redis_client
  12. from models.dataset import DatasetAutoDisableLog, DocumentSegment
  13. from models.dataset import Document as DatasetDocument
  14. @shared_task(queue="dataset")
  15. def add_document_to_index_task(dataset_document_id: str):
  16. """
  17. Async Add document to index
  18. :param dataset_document_id:
  19. Usage: add_document_to_index_task.delay(dataset_document_id)
  20. """
  21. logging.info(click.style("Start add document to index: {}".format(dataset_document_id), fg="green"))
  22. start_at = time.perf_counter()
  23. dataset_document = db.session.query(DatasetDocument).filter(DatasetDocument.id == dataset_document_id).first()
  24. if not dataset_document:
  25. raise NotFound("Document not found")
  26. if dataset_document.indexing_status != "completed":
  27. return
  28. indexing_cache_key = "document_{}_indexing".format(dataset_document.id)
  29. try:
  30. segments = (
  31. db.session.query(DocumentSegment)
  32. .filter(
  33. DocumentSegment.document_id == dataset_document.id,
  34. DocumentSegment.enabled == False,
  35. DocumentSegment.status == "completed",
  36. )
  37. .order_by(DocumentSegment.position.asc())
  38. .all()
  39. )
  40. documents = []
  41. for segment in segments:
  42. document = Document(
  43. page_content=segment.content,
  44. metadata={
  45. "doc_id": segment.index_node_id,
  46. "doc_hash": segment.index_node_hash,
  47. "document_id": segment.document_id,
  48. "dataset_id": segment.dataset_id,
  49. },
  50. )
  51. if dataset_document.doc_form == IndexType.PARENT_CHILD_INDEX:
  52. child_chunks = segment.child_chunks
  53. if child_chunks:
  54. child_documents = []
  55. for child_chunk in child_chunks:
  56. child_document = ChildDocument(
  57. page_content=child_chunk.content,
  58. metadata={
  59. "doc_id": child_chunk.index_node_id,
  60. "doc_hash": child_chunk.index_node_hash,
  61. "document_id": segment.document_id,
  62. "dataset_id": segment.dataset_id,
  63. },
  64. )
  65. child_documents.append(child_document)
  66. document.children = child_documents
  67. documents.append(document)
  68. dataset = dataset_document.dataset
  69. if not dataset:
  70. raise Exception("Document has no dataset")
  71. index_type = dataset.doc_form
  72. index_processor = IndexProcessorFactory(index_type).init_index_processor()
  73. index_processor.load(dataset, documents)
  74. # delete auto disable log
  75. db.session.query(DatasetAutoDisableLog).filter(
  76. DatasetAutoDisableLog.document_id == dataset_document.id
  77. ).delete()
  78. # update segment to enable
  79. db.session.query(DocumentSegment).filter(DocumentSegment.document_id == dataset_document.id).update(
  80. {
  81. DocumentSegment.enabled: True,
  82. DocumentSegment.disabled_at: None,
  83. DocumentSegment.disabled_by: None,
  84. DocumentSegment.updated_at: datetime.datetime.now(datetime.UTC).replace(tzinfo=None),
  85. }
  86. )
  87. db.session.commit()
  88. end_at = time.perf_counter()
  89. logging.info(
  90. click.style(
  91. "Document added to index: {} latency: {}".format(dataset_document.id, end_at - start_at), fg="green"
  92. )
  93. )
  94. except Exception as e:
  95. logging.exception("add document to index failed")
  96. dataset_document.enabled = False
  97. dataset_document.disabled_at = datetime.datetime.now(datetime.UTC).replace(tzinfo=None)
  98. dataset_document.status = "error"
  99. dataset_document.error = str(e)
  100. db.session.commit()
  101. finally:
  102. redis_client.delete(indexing_cache_key)