document_indexing_sync_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
  6. from werkzeug.exceptions import NotFound
  7. from core.indexing_runner import DocumentIsPausedError, IndexingRunner
  8. from core.rag.extractor.notion_extractor import NotionExtractor
  9. from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
  10. from extensions.ext_database import db
  11. from models.dataset import Dataset, Document, DocumentSegment
  12. from models.source import DataSourceOauthBinding
  13. @shared_task(queue="dataset")
  14. def document_indexing_sync_task(dataset_id: str, document_id: str):
  15. """
  16. Async update document
  17. :param dataset_id:
  18. :param document_id:
  19. Usage: document_indexing_sync_task.delay(dataset_id, document_id)
  20. """
  21. logging.info(click.style("Start sync document: {}".format(document_id), fg="green"))
  22. start_at = time.perf_counter()
  23. document = db.session.query(Document).filter(Document.id == document_id, Document.dataset_id == dataset_id).first()
  24. if not document:
  25. raise NotFound("Document not found")
  26. data_source_info = document.data_source_info_dict
  27. if document.data_source_type == "notion_import":
  28. if (
  29. not data_source_info
  30. or "notion_page_id" not in data_source_info
  31. or "notion_workspace_id" not in data_source_info
  32. ):
  33. raise ValueError("no notion page found")
  34. workspace_id = data_source_info["notion_workspace_id"]
  35. page_id = data_source_info["notion_page_id"]
  36. page_type = data_source_info["type"]
  37. page_edited_time = data_source_info["last_edited_time"]
  38. data_source_binding = DataSourceOauthBinding.query.filter(
  39. db.and_(
  40. DataSourceOauthBinding.tenant_id == document.tenant_id,
  41. DataSourceOauthBinding.provider == "notion",
  42. DataSourceOauthBinding.disabled == False,
  43. DataSourceOauthBinding.source_info["workspace_id"] == f'"{workspace_id}"',
  44. )
  45. ).first()
  46. if not data_source_binding:
  47. raise ValueError("Data source binding not found.")
  48. loader = NotionExtractor(
  49. notion_workspace_id=workspace_id,
  50. notion_obj_id=page_id,
  51. notion_page_type=page_type,
  52. notion_access_token=data_source_binding.access_token,
  53. tenant_id=document.tenant_id,
  54. )
  55. last_edited_time = loader.get_notion_last_edited_time()
  56. # check the page is updated
  57. if last_edited_time != page_edited_time:
  58. document.indexing_status = "parsing"
  59. document.processing_started_at = datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None)
  60. db.session.commit()
  61. # delete all document segment and index
  62. try:
  63. dataset = db.session.query(Dataset).filter(Dataset.id == dataset_id).first()
  64. if not dataset:
  65. raise Exception("Dataset not found")
  66. index_type = document.doc_form
  67. index_processor = IndexProcessorFactory(index_type).init_index_processor()
  68. segments = db.session.query(DocumentSegment).filter(DocumentSegment.document_id == document_id).all()
  69. index_node_ids = [segment.index_node_id for segment in segments]
  70. # delete from vector index
  71. index_processor.clean(dataset, index_node_ids)
  72. for segment in segments:
  73. db.session.delete(segment)
  74. end_at = time.perf_counter()
  75. logging.info(
  76. click.style(
  77. "Cleaned document when document update data source or process rule: {} latency: {}".format(
  78. document_id, end_at - start_at
  79. ),
  80. fg="green",
  81. )
  82. )
  83. except Exception:
  84. logging.exception("Cleaned document when document update data source or process rule failed")
  85. try:
  86. indexing_runner = IndexingRunner()
  87. indexing_runner.run([document])
  88. end_at = time.perf_counter()
  89. logging.info(
  90. click.style("update document: {} latency: {}".format(document.id, end_at - start_at), fg="green")
  91. )
  92. except DocumentIsPausedError as ex:
  93. logging.info(click.style(str(ex), fg="yellow"))
  94. except Exception:
  95. pass