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                        - import json
 - import logging
 - import time
 - 
 - import click
 - from celery import shared_task  # type: ignore
 - 
 - from core.indexing_runner import DocumentIsPausedError
 - from extensions.ext_database import db
 - from extensions.ext_storage import storage
 - from models.dataset import Dataset, ExternalKnowledgeApis
 - from models.model import UploadFile
 - from services.external_knowledge_service import ExternalDatasetService
 - 
 - 
 - @shared_task(queue="dataset")
 - def external_document_indexing_task(
 -     dataset_id: str, external_knowledge_api_id: str, data_source: dict, process_parameter: dict
 - ):
 -     """
 -     Async process document
 -     :param dataset_id:
 -     :param external_knowledge_api_id:
 -     :param data_source:
 -     :param process_parameter:
 -     Usage: external_document_indexing_task.delay(dataset_id, document_id)
 -     """
 -     start_at = time.perf_counter()
 - 
 -     dataset = db.session.query(Dataset).filter(Dataset.id == dataset_id).first()
 -     if not dataset:
 -         logging.info(
 -             click.style("Processed external dataset: {} failed, dataset not exit.".format(dataset_id), fg="red")
 -         )
 -         return
 - 
 -     # get external api template
 -     external_knowledge_api = (
 -         db.session.query(ExternalKnowledgeApis)
 -         .filter(
 -             ExternalKnowledgeApis.id == external_knowledge_api_id, ExternalKnowledgeApis.tenant_id == dataset.tenant_id
 -         )
 -         .first()
 -     )
 - 
 -     if not external_knowledge_api:
 -         logging.info(
 -             click.style(
 -                 "Processed external dataset: {} failed, api template: {} not exit.".format(
 -                     dataset_id, external_knowledge_api_id
 -                 ),
 -                 fg="red",
 -             )
 -         )
 -         return
 -     files = {}
 -     if data_source["type"] == "upload_file":
 -         upload_file_list = data_source["info_list"]["file_info_list"]["file_ids"]
 -         for file_id in upload_file_list:
 -             file = (
 -                 db.session.query(UploadFile)
 -                 .filter(UploadFile.tenant_id == dataset.tenant_id, UploadFile.id == file_id)
 -                 .first()
 -             )
 -             if file:
 -                 files[file.id] = (file.name, storage.load_once(file.key), file.mime_type)
 -     try:
 -         settings = ExternalDatasetService.get_external_knowledge_api_settings(
 -             json.loads(external_knowledge_api.settings)
 -         )
 - 
 -         # do http request
 -         response = ExternalDatasetService.process_external_api(settings, files)
 -         job_id = response.json().get("job_id")
 -         if job_id:
 -             # save job_id to dataset
 -             dataset.job_id = job_id
 -             db.session.commit()
 - 
 -         end_at = time.perf_counter()
 -         logging.info(
 -             click.style(
 -                 "Processed external dataset: {} successful, 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
 
 
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