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