import datetime import logging import time import click from celery import shared_task # type: ignore from core.rag.index_processor.constant.index_type import IndexType from core.rag.index_processor.index_processor_factory import IndexProcessorFactory from core.rag.models.document import ChildDocument, Document from extensions.ext_database import db from extensions.ext_redis import redis_client from models.dataset import Dataset, DocumentSegment from models.dataset import Document as DatasetDocument @shared_task(queue="dataset") def enable_segments_to_index_task(segment_ids: list, dataset_id: str, document_id: str): """ Async enable segments to index :param segment_ids: Usage: enable_segments_to_index_task.delay(segment_ids) """ start_at = time.perf_counter() dataset = db.session.query(Dataset).filter(Dataset.id == dataset_id).first() if not dataset: logging.info(click.style("Dataset {} not found, pass.".format(dataset_id), fg="cyan")) return dataset_document = db.session.query(DatasetDocument).filter(DatasetDocument.id == document_id).first() if not dataset_document: logging.info(click.style("Document {} not found, pass.".format(document_id), fg="cyan")) return if not dataset_document.enabled or dataset_document.archived or dataset_document.indexing_status != "completed": logging.info(click.style("Document {} status is invalid, pass.".format(document_id), fg="cyan")) return # sync index processor index_processor = IndexProcessorFactory(dataset_document.doc_form).init_index_processor() segments = ( db.session.query(DocumentSegment) .filter( DocumentSegment.id.in_(segment_ids), DocumentSegment.dataset_id == dataset_id, DocumentSegment.document_id == document_id, ) .all() ) if not segments: return try: documents = [] for segment in segments: document = Document( page_content=segment.content, metadata={ "doc_id": segment.index_node_id, "doc_hash": segment.index_node_hash, "document_id": document_id, "dataset_id": dataset_id, }, ) if dataset_document.doc_form == IndexType.PARENT_CHILD_INDEX: child_chunks = segment.child_chunks if child_chunks: child_documents = [] for child_chunk in child_chunks: child_document = ChildDocument( page_content=child_chunk.content, metadata={ "doc_id": child_chunk.index_node_id, "doc_hash": child_chunk.index_node_hash, "document_id": document_id, "dataset_id": dataset_id, }, ) child_documents.append(child_document) document.children = child_documents documents.append(document) # save vector index index_processor.load(dataset, documents) end_at = time.perf_counter() logging.info(click.style("Segments enabled to index latency: {}".format(end_at - start_at), fg="green")) except Exception as e: logging.exception("enable segments to index failed") # update segment error msg db.session.query(DocumentSegment).filter( DocumentSegment.id.in_(segment_ids), DocumentSegment.dataset_id == dataset_id, DocumentSegment.document_id == document_id, ).update( { "error": str(e), "status": "error", "disabled_at": datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None), "enabled": False, } ) db.session.commit() finally: for segment in segments: indexing_cache_key = "segment_{}_indexing".format(segment.id) redis_client.delete(indexing_cache_key)