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chat 403e2d58b9 Introduce Plugins (#13836) 2 hónapja%!(EXTRA string=óta)
completion 403e2d58b9 Introduce Plugins (#13836) 2 hónapja%!(EXTRA string=óta)
workflow 2c17bb2c36 Feature/newnew workflow loop node (#14863) 2 hónapja%!(EXTRA string=óta)
README.md 5669cac16d fix: some typos using typos (#11374) 5 hónapja%!(EXTRA string=óta)
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
base_app_generate_response_converter.py 403e2d58b9 Introduce Plugins (#13836) 2 hónapja%!(EXTRA string=óta)
base_app_generator.py 403e2d58b9 Introduce Plugins (#13836) 2 hónapja%!(EXTRA string=óta)
base_app_queue_manager.py 403e2d58b9 Introduce Plugins (#13836) 2 hónapja%!(EXTRA string=óta)
base_app_runner.py 56e15d09a9 feat: mypy for all type check (#10921) 4 hónapja%!(EXTRA string=óta)
message_based_app_generator.py 3f34b8b0d1 fix: remove duplicated code (#14047) 2 hónapja%!(EXTRA string=óta)
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 7 hónapja%!(EXTRA string=óta)
workflow_app_runner.py 778861f461 fix: agent node can't use in parallel (#15047) 2 hónapja%!(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 detach 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