KVOJJJin 935e72d449 Feat: conversation variable & variable assigner node (#7222) 8 mesi fa
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advanced_chat 935e72d449 Feat: conversation variable & variable assigner node (#7222) 8 mesi fa
agent_chat 26e46d365c fix: workflow trace user_id error (#6932) 8 mesi fa
chat dcb72e0067 chore: apply flake8-comprehensions Ruff rules to improve collection comprehensions (#5652) 10 mesi fa
completion 4e2de638af feat: add ops trace (#5483) 10 mesi fa
workflow 935e72d449 Feat: conversation variable & variable assigner node (#7222) 8 mesi fa
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 anno fa
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 anno fa
base_app_generate_response_converter.py 5e6fc58db3 Feat/environment variables in workflow (#6515) 9 mesi fa
base_app_generator.py 66a62e6c13 refactor(api/core/app/apps/base_app_generator.py): improve input validation and sanitization in BaseAppGenerator (#5866) 9 mesi fa
base_app_queue_manager.py 829472a1d7 switch to diffy_config with Pydantic in files, moderation and app (#6747) 9 mesi fa
base_app_runner.py 4e2de638af feat: add ops trace (#5483) 10 mesi fa
message_based_app_generator.py 4e2de638af feat: add ops trace (#5483) 10 mesi fa
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 anno fa
workflow_logging_callback.py 5e6fc58db3 Feat/environment variables in workflow (#6515) 9 mesi fa

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