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chat dcb72e0067 chore: apply flake8-comprehensions Ruff rules to improve collection comprehensions (#5652) пре 1 година
completion 4e2de638af feat: add ops trace (#5483) пре 1 година
workflow d7f75d17cc Chore/remove-unused-code (#5917) пре 11 месеци
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) пре 1 година
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) пре 1 година
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base_app_queue_manager.py f976740b57 improve: mordernizing validation by migrating pydantic from 1.x to 2.x (#4592) пре 1 година
base_app_runner.py 4e2de638af feat: add ops trace (#5483) пре 1 година
message_based_app_generator.py 4e2de638af feat: add ops trace (#5483) пре 1 година
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) пре 1 година
workflow_logging_callback.py e852a21634 Feat/workflow phase2 (#4687) пре 1 година

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