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README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 yıl önce
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 yıl önce
base_app_generate_response_converter.py 47c8824be6 feat: move model request to plugin daemon 7 ay önce
base_app_generator.py 5cdbfe2f41 Merge branch 'main' into fix/chore-fix 5 ay önce
base_app_queue_manager.py 00d1c45518 Merge main 7 ay önce
base_app_runner.py e61752bd3a feat/enhance the multi-modal support (#8818) 6 ay önce
message_based_app_generator.py 400392230b fixed: variable reference error (#9722) 6 ay önce
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 7 ay önce
workflow_app_runner.py f414d241c1 Feat/iteration single run time (#10512) 5 ay önce

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