-LAN- dd0e81d094 fix: enhance type hints and improve audio message handling in TTS pub… (#11947) 4 months ago
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advanced_chat dd0e81d094 fix: enhance type hints and improve audio message handling in TTS pub… (#11947) 4 months ago
agent_chat fd354d999d fix(app_generator_service): overload type hints (#11507) 4 months ago
chat fd354d999d fix(app_generator_service): overload type hints (#11507) 4 months ago
completion fd354d999d fix(app_generator_service): overload type hints (#11507) 4 months ago
workflow dd0e81d094 fix: enhance type hints and improve audio message handling in TTS pub… (#11947) 4 months ago
README.md 5669cac16d fix: some typos using typos (#11374) 4 months ago
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 year ago
base_app_generate_response_converter.py a8d32f9964 fix external retrieval without segment id (#11423) 4 months ago
base_app_generator.py 3eb51d85da fix(workflow_entry): Support receive File and FileList in single step run. (#10947) 5 months ago
base_app_queue_manager.py dd0e81d094 fix: enhance type hints and improve audio message handling in TTS pub… (#11947) 4 months ago
base_app_runner.py e61752bd3a feat/enhance the multi-modal support (#8818) 6 months ago
message_based_app_generator.py 6c8e208ef3 chore: bump minimum supported Python version to 3.11 (#10386) 5 months ago
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 7 months ago
workflow_app_runner.py 7abc7fa573 Feat: Retry on node execution errors (#11871) 4 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 detach 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