takatost 4a031de0d9 feat: make Citations and Attributions display enable default (#5508) 10 months ago
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advanced_chat 4a031de0d9 feat: make Citations and Attributions display enable default (#5508) 10 months ago
agent_chat 4a031de0d9 feat: make Citations and Attributions display enable default (#5508) 10 months ago
chat 4a031de0d9 feat: make Citations and Attributions display enable default (#5508) 10 months ago
completion 415022aa14 fix: pydantic2 error (#5172) 10 months ago
workflow e852a21634 Feat/workflow phase2 (#4687) 11 months ago
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 year ago
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 year ago
base_app_generate_response_converter.py e02ee3bb2e fix event/stream ping (#3553) 1 year ago
base_app_generator.py c2f0f958ef fix: passing in 0 as a numeric variable will be converted to null (#4148) 1 year ago
base_app_queue_manager.py f976740b57 improve: mordernizing validation by migrating pydantic from 1.x to 2.x (#4592) 10 months ago
base_app_runner.py f976740b57 improve: mordernizing validation by migrating pydantic from 1.x to 2.x (#4592) 10 months ago
message_based_app_generator.py f976740b57 improve: mordernizing validation by migrating pydantic from 1.x to 2.x (#4592) 10 months ago
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 year ago
workflow_logging_callback.py e852a21634 Feat/workflow phase2 (#4687) 11 months ago

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