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advanced_chat ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
agent_chat ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
chat ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
completion ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
workflow ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
base_app_generate_response_converter.py ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
base_app_generator.py 113ff27d07 fix: types 10 hónapja%!(EXTRA string=óta)
base_app_queue_manager.py ec711d094d refactor: enforce return object in app generator 10 hónapja%!(EXTRA string=óta)
base_app_runner.py dbc1ae45de chore: update docstrings (#7343) 11 hónapja%!(EXTRA string=óta)
message_based_app_generator.py e35e251863 feat: Sort conversations by updated_at desc (#7348) 11 hónapja%!(EXTRA string=óta)
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
workflow_logging_callback.py 5e6fc58db3 Feat/environment variables in workflow (#6515) 1 éve%!(EXTRA string=óta)

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