dify/api/tasks/document_indexing_task.py

import datetime
import logging
import time

import click
from celery import shared_task
from werkzeug.exceptions import NotFound

from core.indexing_runner import IndexingRunner, DocumentIsPausedException
from extensions.ext_database import db
from models.dataset import Document


@shared_task
def document_indexing_task(dataset_id: str, document_ids: list):
    """
    Async process document
    :param dataset_id:
    :param document_ids:

    Usage: document_indexing_task.delay(dataset_id, document_id)
    """
    documents = []
    start_at = time.perf_counter()
    for document_id in document_ids:
        logging.info(click.style('Start process document: {}'.format(document_id), fg='green'))

        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.utcnow()
        documents.append(document)
        db.session.add(document)
    db.session.commit()

    try:
        indexing_runner = IndexingRunner()
        indexing_runner.run(documents)
        end_at = time.perf_counter()
        logging.info(click.style('Processed dataset: {} latency: {}'.format(dataset_id, end_at - start_at), fg='green'))
    except DocumentIsPausedException as ex:
        logging.info(click.style(str(ex), fg='yellow'))
    except Exception:
        pass