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										 |  |  | import logging | 
					
						
							|  |  |  | import time | 
					
						
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							|  |  |  | import click | 
					
						
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										 |  |  | from celery import shared_task  # type: ignore | 
					
						
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										 |  |  | from core.rag.index_processor.index_processor_factory import IndexProcessorFactory | 
					
						
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										 |  |  | from core.tools.utils.rag_web_reader import get_image_upload_file_ids | 
					
						
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										 |  |  | from extensions.ext_database import db | 
					
						
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										 |  |  | from extensions.ext_storage import storage | 
					
						
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										 |  |  | from models.dataset import ( | 
					
						
							|  |  |  |     AppDatasetJoin, | 
					
						
							|  |  |  |     Dataset, | 
					
						
							|  |  |  |     DatasetProcessRule, | 
					
						
							|  |  |  |     DatasetQuery, | 
					
						
							|  |  |  |     Document, | 
					
						
							|  |  |  |     DocumentSegment, | 
					
						
							|  |  |  | ) | 
					
						
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										 |  |  | from models.model import UploadFile | 
					
						
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										 |  |  | # Add import statement for ValueError | 
					
						
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										 |  |  | @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, | 
					
						
							|  |  |  | ): | 
					
						
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										 |  |  |     """
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							|  |  |  |     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 | 
					
						
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										 |  |  |     :param collection_binding_id: collection binding id | 
					
						
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										 |  |  |     :param doc_form: dataset form | 
					
						
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							|  |  |  |     Usage: clean_dataset_task.delay(dataset_id, tenant_id, indexing_technique, index_struct) | 
					
						
							|  |  |  |     """
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										 |  |  |     logging.info(click.style("Start clean dataset when dataset deleted: {}".format(dataset_id), fg="green")) | 
					
						
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										 |  |  |     start_at = time.perf_counter() | 
					
						
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 | 
					
						
							|  |  |  |     try: | 
					
						
							|  |  |  |         dataset = Dataset( | 
					
						
							|  |  |  |             id=dataset_id, | 
					
						
							|  |  |  |             tenant_id=tenant_id, | 
					
						
							|  |  |  |             indexing_technique=indexing_technique, | 
					
						
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										 |  |  |             index_struct=index_struct, | 
					
						
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										 |  |  |             collection_binding_id=collection_binding_id, | 
					
						
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										 |  |  |         ) | 
					
						
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										 |  |  |         documents = db.session.query(Document).filter(Document.dataset_id == dataset_id).all() | 
					
						
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										 |  |  |         segments = db.session.query(DocumentSegment).filter(DocumentSegment.dataset_id == dataset_id).all() | 
					
						
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										 |  |  |         if documents is None or len(documents) == 0: | 
					
						
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										 |  |  |             logging.info(click.style("No documents found for dataset: {}".format(dataset_id), fg="green")) | 
					
						
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										 |  |  |         else: | 
					
						
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										 |  |  |             logging.info(click.style("Cleaning documents for dataset: {}".format(dataset_id), fg="green")) | 
					
						
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										 |  |  |             # Specify the index type before initializing the index processor | 
					
						
							|  |  |  |             if doc_form is None: | 
					
						
							|  |  |  |                 raise ValueError("Index type must be specified.") | 
					
						
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										 |  |  |             index_processor = IndexProcessorFactory(doc_form).init_index_processor() | 
					
						
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										 |  |  |             index_processor.clean(dataset, None, with_keywords=True, delete_child_chunks=True) | 
					
						
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										 |  |  |             for document in documents: | 
					
						
							|  |  |  |                 db.session.delete(document) | 
					
						
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										 |  |  |             for segment in segments: | 
					
						
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										 |  |  |                 image_upload_file_ids = get_image_upload_file_ids(segment.content) | 
					
						
							|  |  |  |                 for upload_file_id in image_upload_file_ids: | 
					
						
							|  |  |  |                     image_file = db.session.query(UploadFile).filter(UploadFile.id == upload_file_id).first() | 
					
						
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										 |  |  |                     if image_file is None: | 
					
						
							|  |  |  |                         continue | 
					
						
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										 |  |  |                     try: | 
					
						
							|  |  |  |                         storage.delete(image_file.key) | 
					
						
							|  |  |  |                     except Exception: | 
					
						
							|  |  |  |                         logging.exception( | 
					
						
							|  |  |  |                             "Delete image_files failed when storage deleted, \
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							|  |  |  |                                           image_upload_file_is: {}".format(upload_file_id) | 
					
						
							|  |  |  |                         ) | 
					
						
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										 |  |  |                     db.session.delete(image_file) | 
					
						
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										 |  |  |                 db.session.delete(segment) | 
					
						
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							|  |  |  |         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() | 
					
						
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										 |  |  |         # delete files | 
					
						
							|  |  |  |         if documents: | 
					
						
							|  |  |  |             for document in documents: | 
					
						
							|  |  |  |                 try: | 
					
						
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										 |  |  |                     if document.data_source_type == "upload_file": | 
					
						
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										 |  |  |                         if document.data_source_info: | 
					
						
							|  |  |  |                             data_source_info = document.data_source_info_dict | 
					
						
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										 |  |  |                             if data_source_info and "upload_file_id" in data_source_info: | 
					
						
							|  |  |  |                                 file_id = data_source_info["upload_file_id"] | 
					
						
							|  |  |  |                                 file = ( | 
					
						
							|  |  |  |                                     db.session.query(UploadFile) | 
					
						
							|  |  |  |                                     .filter(UploadFile.tenant_id == document.tenant_id, UploadFile.id == file_id) | 
					
						
							|  |  |  |                                     .first() | 
					
						
							|  |  |  |                                 ) | 
					
						
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										 |  |  |                                 if not file: | 
					
						
							|  |  |  |                                     continue | 
					
						
							|  |  |  |                                 storage.delete(file.key) | 
					
						
							|  |  |  |                                 db.session.delete(file) | 
					
						
							|  |  |  |                 except Exception: | 
					
						
							|  |  |  |                     continue | 
					
						
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										 |  |  | 
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										 |  |  |         db.session.commit() | 
					
						
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										 |  |  |         end_at = time.perf_counter() | 
					
						
							|  |  |  |         logging.info( | 
					
						
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										 |  |  |             click.style( | 
					
						
							|  |  |  |                 "Cleaned dataset when dataset deleted: {} latency: {}".format(dataset_id, end_at - start_at), fg="green" | 
					
						
							|  |  |  |             ) | 
					
						
							|  |  |  |         ) | 
					
						
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										 |  |  |     except Exception: | 
					
						
							|  |  |  |         logging.exception("Cleaned dataset when dataset deleted failed") |