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add_document_to_index_task.py 4.4KB

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  1. import logging
  2. import time
  3. import click
  4. from celery import shared_task
  5. from core.rag.index_processor.constant.index_type import IndexType
  6. from core.rag.index_processor.index_processor_factory import IndexProcessorFactory
  7. from core.rag.models.document import ChildDocument, Document
  8. from extensions.ext_database import db
  9. from extensions.ext_redis import redis_client
  10. from libs.datetime_utils import naive_utc_now
  11. from models.dataset import DatasetAutoDisableLog, DocumentSegment
  12. from models.dataset import Document as DatasetDocument
  13. @shared_task(queue="dataset")
  14. def add_document_to_index_task(dataset_document_id: str):
  15. """
  16. Async Add document to index
  17. :param dataset_document_id:
  18. Usage: add_document_to_index_task.delay(dataset_document_id)
  19. """
  20. logging.info(click.style(f"Start add document to index: {dataset_document_id}", fg="green"))
  21. start_at = time.perf_counter()
  22. dataset_document = db.session.query(DatasetDocument).where(DatasetDocument.id == dataset_document_id).first()
  23. if not dataset_document:
  24. logging.info(click.style(f"Document not found: {dataset_document_id}", fg="red"))
  25. db.session.close()
  26. return
  27. if dataset_document.indexing_status != "completed":
  28. db.session.close()
  29. return
  30. indexing_cache_key = f"document_{dataset_document.id}_indexing"
  31. try:
  32. dataset = dataset_document.dataset
  33. if not dataset:
  34. raise Exception(f"Document {dataset_document.id} dataset {dataset_document.dataset_id} doesn't exist.")
  35. segments = (
  36. db.session.query(DocumentSegment)
  37. .where(
  38. DocumentSegment.document_id == dataset_document.id,
  39. DocumentSegment.enabled == False,
  40. DocumentSegment.status == "completed",
  41. )
  42. .order_by(DocumentSegment.position.asc())
  43. .all()
  44. )
  45. documents = []
  46. for segment in segments:
  47. document = Document(
  48. page_content=segment.content,
  49. metadata={
  50. "doc_id": segment.index_node_id,
  51. "doc_hash": segment.index_node_hash,
  52. "document_id": segment.document_id,
  53. "dataset_id": segment.dataset_id,
  54. },
  55. )
  56. if dataset_document.doc_form == IndexType.PARENT_CHILD_INDEX:
  57. child_chunks = segment.get_child_chunks()
  58. if child_chunks:
  59. child_documents = []
  60. for child_chunk in child_chunks:
  61. child_document = ChildDocument(
  62. page_content=child_chunk.content,
  63. metadata={
  64. "doc_id": child_chunk.index_node_id,
  65. "doc_hash": child_chunk.index_node_hash,
  66. "document_id": segment.document_id,
  67. "dataset_id": segment.dataset_id,
  68. },
  69. )
  70. child_documents.append(child_document)
  71. document.children = child_documents
  72. documents.append(document)
  73. index_type = dataset.doc_form
  74. index_processor = IndexProcessorFactory(index_type).init_index_processor()
  75. index_processor.load(dataset, documents)
  76. # delete auto disable log
  77. db.session.query(DatasetAutoDisableLog).where(DatasetAutoDisableLog.document_id == dataset_document.id).delete()
  78. # update segment to enable
  79. db.session.query(DocumentSegment).where(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: naive_utc_now(),
  85. }
  86. )
  87. db.session.commit()
  88. end_at = time.perf_counter()
  89. logging.info(
  90. click.style(f"Document added to index: {dataset_document.id} latency: {end_at - start_at}", fg="green")
  91. )
  92. except Exception as e:
  93. logging.exception("add document to index failed")
  94. dataset_document.enabled = False
  95. dataset_document.disabled_at = naive_utc_now()
  96. dataset_document.indexing_status = "error"
  97. dataset_document.error = str(e)
  98. db.session.commit()
  99. finally:
  100. redis_client.delete(indexing_cache_key)
  101. db.session.close()