chenxu9741 dff3f41ef6 Workflow TTS playback node filtering issue. (#6877) hai 8 meses
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completion 4e2de638af feat: add ops trace (#5483) hai 10 meses
workflow 26e46d365c fix: workflow trace user_id error (#6932) hai 8 meses
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) hai 1 ano
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) hai 1 ano
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base_app_queue_manager.py 829472a1d7 switch to diffy_config with Pydantic in files, moderation and app (#6747) hai 9 meses
base_app_runner.py 4e2de638af feat: add ops trace (#5483) hai 10 meses
message_based_app_generator.py 4e2de638af feat: add ops trace (#5483) hai 10 meses
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) hai 1 ano
workflow_logging_callback.py 5e6fc58db3 Feat/environment variables in workflow (#6515) hai 9 meses

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
    
  2. 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).
       
    
  3. 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