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feat(workflow): domain model for workflow node execution (#19430)
5 个月前
..
advanced_chat feat(workflow): domain model for workflow node execution (#19430) 5 个月前
agent_chat feat(large_language_model): Adds plugin-based token counting configuration option (#17706) 6 个月前
chat feat(large_language_model): Adds plugin-based token counting configuration option (#17706) 6 个月前
completion feat(large_language_model): Adds plugin-based token counting configuration option (#17706) 6 个月前
workflow feat(workflow): domain model for workflow node execution (#19430) 5 个月前
README.md fix: some typos using typos (#11374) 11 个月前
__init__.py FEAT: NEW WORKFLOW ENGINE (#3160) 1年前
base_app_generate_response_converter.py Introduce Plugins (#13836) 8 个月前
base_app_generator.py fix: implement robust file type checks to align with existing logic (#17557) 6 个月前
base_app_queue_manager.py Introduce Plugins (#13836) 8 个月前
base_app_runner.py chore: docstring not match the function parameter (#17162) 7 个月前
message_based_app_generator.py feat(workflow): domain model for workflow node execution (#19430) 5 个月前
message_based_app_queue_manager.py chore: apply pep8-naming rules for naming convention (#8261) 1年前
workflow_app_runner.py fix: agent node can't use in parallel (#15047) 8 个月前

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