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README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 рік тому
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 рік тому
base_app_generate_response_converter.py 47c8824be6 feat: move model request to plugin daemon 7 місяців тому
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base_app_runner.py e61752bd3a feat/enhance the multi-modal support (#8818) 6 місяців тому
message_based_app_generator.py 400392230b fixed: variable reference error (#9722) 6 місяців тому
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 7 місяців тому
workflow_app_runner.py f414d241c1 Feat/iteration single run time (#10512) 5 місяців тому

README.md

Guidelines for Database Connection Management in App Runner and Task Pipeline

Due to the presence of tasks in App Runner that require long execution times, such as LLM generation and external requests, Flask-Sqlalchemy's strategy for database connection pooling is to allocate one connection (transaction) per request. This approach keeps a connection occupied even during non-DB tasks, leading to the inability to acquire new connections during high concurrency requests due to multiple long-running tasks.

Therefore, the database operations in App Runner and Task Pipeline must ensure connections are closed immediately after use, and it's better to pass IDs rather than Model objects to avoid deattach errors.

Examples:

  1. Creating a new record:
   app = App(id=1)
   db.session.add(app)
   db.session.commit()
   db.session.refresh(app)  # Retrieve table default values, like created_at, cached in the app object, won't affect after close
   
   # Handle non-long-running tasks or store the content of the App instance in memory (via variable assignment).
   
   db.session.close()
   
   return app.id
  1. Fetching a record from the table:
   app = db.session.query(App).filter(App.id == app_id).first()
    
   created_at = app.created_at
    
   db.session.close()
   
   # Handle tasks (include long-running).
   
  1. Updating a table field:
   app = db.session.query(App).filter(App.id == app_id).first()

   app.updated_at = time.utcnow()
   db.session.commit()
   db.session.close()

   return app_id