tjdify/api/tasks/add_segment_to_index_task.py

import datetime
import logging
import time

import click
from celery import shared_task
from langchain.schema import Document
from werkzeug.exceptions import NotFound

from core.index.index import IndexBuilder
from extensions.ext_database import db
from extensions.ext_redis import redis_client
from models.dataset import DocumentSegment


@shared_task
def add_segment_to_index_task(segment_id: str):
    """
    Async Add segment to index
    :param segment_id:

    Usage: add_segment_to_index.delay(segment_id)
    """
    logging.info(click.style('Start add segment to index: {}'.format(segment_id), fg='green'))
    start_at = time.perf_counter()

    segment = db.session.query(DocumentSegment).filter(DocumentSegment.id == segment_id).first()
    if not segment:
        raise NotFound('Segment not found')

    if segment.status != 'completed':
        return

    indexing_cache_key = 'segment_{}_indexing'.format(segment.id)

    try:
        document = Document(
            page_content=segment.content,
            metadata={
                "doc_id": segment.index_node_id,
                "doc_hash": segment.index_node_hash,
                "document_id": segment.document_id,
                "dataset_id": segment.dataset_id,
            }
        )

        dataset = segment.dataset

        if not dataset:
            logging.info(click.style('Segment {} has no dataset, pass.'.format(segment.id), fg='cyan'))
            return

        dataset_document = segment.document

        if not dataset_document:
            logging.info(click.style('Segment {} has no document, pass.'.format(segment.id), fg='cyan'))
            return

        if not dataset_document.enabled or dataset_document.archived or dataset_document.indexing_status != 'completed':
            logging.info(click.style('Segment {} document status is invalid, pass.'.format(segment.id), fg='cyan'))
            return

        # save vector index
        index = IndexBuilder.get_index(dataset, 'high_quality')
        if index:
            index.add_texts([document], duplicate_check=True)

        # save keyword index
        index = IndexBuilder.get_index(dataset, 'economy')
        if index:
            index.add_texts([document])

        end_at = time.perf_counter()
        logging.info(click.style('Segment added to index: {} latency: {}'.format(segment.id, end_at - start_at), fg='green'))
    except Exception as e:
        logging.exception("add segment to index failed")
        segment.enabled = False
        segment.disabled_at = datetime.datetime.utcnow()
        segment.status = 'error'
        segment.error = str(e)
        db.session.commit()
    finally:
        redis_client.delete(indexing_cache_key)