dify/api/events/event_handlers/create_document_index.py

import datetime
import logging
import time

import click
from werkzeug.exceptions import NotFound

from core.indexing_runner import DocumentIsPausedError, IndexingRunner
from events.event_handlers.document_index_event import document_index_created
from extensions.ext_database import db
from models.dataset import Document


@document_index_created.connect
def handle(sender, **kwargs):
    dataset_id = sender
    document_ids = kwargs.get("document_ids", [])
    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.now(datetime.UTC).replace(tzinfo=None)
        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 DocumentIsPausedError as ex:
        logging.info(click.style(str(ex), fg="yellow"))
    except Exception:
        pass