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