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										 |  |  | import datetime | 
					
						
							|  |  |  | import logging | 
					
						
							|  |  |  | import time | 
					
						
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							|  |  |  | import click | 
					
						
							|  |  |  | from celery import shared_task | 
					
						
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										 |  |  | from werkzeug.exceptions import NotFound | 
					
						
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										 |  |  | from core.indexing_runner import DocumentIsPausedError, IndexingRunner | 
					
						
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										 |  |  | from core.rag.index_processor.index_processor_factory import IndexProcessorFactory | 
					
						
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										 |  |  | from extensions.ext_database import db | 
					
						
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										 |  |  | from models.dataset import Dataset, Document, DocumentSegment | 
					
						
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										 |  |  | @shared_task(queue="dataset") | 
					
						
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										 |  |  | def document_indexing_update_task(dataset_id: str, document_id: str): | 
					
						
							|  |  |  |     """
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							|  |  |  |     Async update document | 
					
						
							|  |  |  |     :param dataset_id: | 
					
						
							|  |  |  |     :param document_id: | 
					
						
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							|  |  |  |     Usage: document_indexing_update_task.delay(dataset_id, document_id) | 
					
						
							|  |  |  |     """
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										 |  |  |     logging.info(click.style("Start update document: {}".format(document_id), fg="green")) | 
					
						
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										 |  |  |     start_at = time.perf_counter() | 
					
						
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										 |  |  |     document = db.session.query(Document).filter(Document.id == document_id, Document.dataset_id == dataset_id).first() | 
					
						
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							|  |  |  |     if not document: | 
					
						
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										 |  |  |         raise NotFound("Document not found") | 
					
						
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										 |  |  |     document.indexing_status = "parsing" | 
					
						
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										 |  |  |     document.processing_started_at = datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None) | 
					
						
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										 |  |  |     db.session.commit() | 
					
						
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							|  |  |  |     # delete all document segment and index | 
					
						
							|  |  |  |     try: | 
					
						
							|  |  |  |         dataset = db.session.query(Dataset).filter(Dataset.id == dataset_id).first() | 
					
						
							|  |  |  |         if not dataset: | 
					
						
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										 |  |  |             raise Exception("Dataset not found") | 
					
						
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										 |  |  |         index_type = document.doc_form | 
					
						
							|  |  |  |         index_processor = IndexProcessorFactory(index_type).init_index_processor() | 
					
						
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							|  |  |  |         segments = db.session.query(DocumentSegment).filter(DocumentSegment.document_id == document_id).all() | 
					
						
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										 |  |  |         if segments: | 
					
						
							|  |  |  |             index_node_ids = [segment.index_node_id for segment in segments] | 
					
						
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										 |  |  |             # delete from vector index | 
					
						
							|  |  |  |             index_processor.clean(dataset, index_node_ids) | 
					
						
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										 |  |  |             for segment in segments: | 
					
						
							|  |  |  |                 db.session.delete(segment) | 
					
						
							|  |  |  |             db.session.commit() | 
					
						
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										 |  |  |         end_at = time.perf_counter() | 
					
						
							|  |  |  |         logging.info( | 
					
						
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										 |  |  |             click.style( | 
					
						
							|  |  |  |                 "Cleaned document when document update data source or process rule: {} latency: {}".format( | 
					
						
							|  |  |  |                     document_id, end_at - start_at | 
					
						
							|  |  |  |                 ), | 
					
						
							|  |  |  |                 fg="green", | 
					
						
							|  |  |  |             ) | 
					
						
							|  |  |  |         ) | 
					
						
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										 |  |  |     except Exception: | 
					
						
							|  |  |  |         logging.exception("Cleaned document when document update data source or process rule failed") | 
					
						
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										 |  |  |     try: | 
					
						
							|  |  |  |         indexing_runner = IndexingRunner() | 
					
						
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										 |  |  |         indexing_runner.run([document]) | 
					
						
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										 |  |  |         end_at = time.perf_counter() | 
					
						
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										 |  |  |         logging.info(click.style("update document: {} latency: {}".format(document.id, end_at - start_at), fg="green")) | 
					
						
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										 |  |  |     except DocumentIsPausedError as ex: | 
					
						
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										 |  |  |         logging.info(click.style(str(ex), fg="yellow")) | 
					
						
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										 |  |  |     except Exception: | 
					
						
							|  |  |  |         pass |