import logging import time import click from celery import shared_task from core.rag.index_processor.index_processor_factory import IndexProcessorFactory from extensions.ext_database import db from models.dataset import ( AppDatasetJoin, Dataset, DatasetProcessRule, DatasetQuery, Document, DocumentSegment, ) @shared_task(queue='dataset') def clean_dataset_task(dataset_id: str, tenant_id: str, indexing_technique: str, index_struct: str, collection_binding_id: str, doc_form: str): """ Clean dataset when dataset deleted. :param dataset_id: dataset id :param tenant_id: tenant id :param indexing_technique: indexing technique :param index_struct: index struct dict :param collection_binding_id: collection binding id :param doc_form: dataset form Usage: clean_dataset_task.delay(dataset_id, tenant_id, indexing_technique, index_struct) """ logging.info(click.style('Start clean dataset when dataset deleted: {}'.format(dataset_id), fg='green')) start_at = time.perf_counter() try: dataset = Dataset( id=dataset_id, tenant_id=tenant_id, indexing_technique=indexing_technique, index_struct=index_struct, collection_binding_id=collection_binding_id, ) documents = db.session.query(Document).filter(Document.dataset_id == dataset_id).all() segments = db.session.query(DocumentSegment).filter(DocumentSegment.dataset_id == dataset_id).all() index_processor = IndexProcessorFactory(doc_form).init_index_processor() index_processor.clean(dataset, None) for document in documents: db.session.delete(document) for segment in segments: db.session.delete(segment) db.session.query(DatasetProcessRule).filter(DatasetProcessRule.dataset_id == dataset_id).delete() db.session.query(DatasetQuery).filter(DatasetQuery.dataset_id == dataset_id).delete() db.session.query(AppDatasetJoin).filter(AppDatasetJoin.dataset_id == dataset_id).delete() db.session.commit() end_at = time.perf_counter() logging.info( click.style('Cleaned dataset when dataset deleted: {} latency: {}'.format(dataset_id, end_at - start_at), fg='green')) except Exception: logging.exception("Cleaned dataset when dataset deleted failed")