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							- import json
 
- import logging
 
- import time
 
- import click
 
- from celery import shared_task
 
- from core.indexing_runner import DocumentIsPausedException
 
- 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)
 
-         )
 
-         # assemble headers
 
-         headers = ExternalDatasetService.assembling_headers(settings.authorization, settings.headers)
 
-         # do http request
 
-         response = ExternalDatasetService.process_external_api(settings, headers, process_parameter, 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 DocumentIsPausedException as ex:
 
-         logging.info(click.style(str(ex), fg="yellow"))
 
-     except Exception:
 
-         pass
 
 
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