KVOJJJin 935e72d449 Feat: conversation variable & variable assigner node (#7222) 10 달 전
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advanced_chat 935e72d449 Feat: conversation variable & variable assigner node (#7222) 10 달 전
agent_chat 26e46d365c fix: workflow trace user_id error (#6932) 11 달 전
chat dcb72e0067 chore: apply flake8-comprehensions Ruff rules to improve collection comprehensions (#5652) 1 년 전
completion 4e2de638af feat: add ops trace (#5483) 1 년 전
workflow 935e72d449 Feat: conversation variable & variable assigner node (#7222) 10 달 전
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 년 전
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 년 전
base_app_generate_response_converter.py 5e6fc58db3 Feat/environment variables in workflow (#6515) 11 달 전
base_app_generator.py 66a62e6c13 refactor(api/core/app/apps/base_app_generator.py): improve input validation and sanitization in BaseAppGenerator (#5866) 1 년 전
base_app_queue_manager.py 829472a1d7 switch to diffy_config with Pydantic in files, moderation and app (#6747) 11 달 전
base_app_runner.py 4e2de638af feat: add ops trace (#5483) 1 년 전
message_based_app_generator.py 4e2de638af feat: add ops trace (#5483) 1 년 전
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 년 전
workflow_logging_callback.py 5e6fc58db3 Feat/environment variables in workflow (#6515) 11 달 전

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