jiandanfeng edc29780ed fix: "Model schema not found" error only in agents (#12655) (#12760) 2 months ago
..
advanced_chat 7ed6485f86 refactor: streamline initialization of application_generate_entity and task_state in task pipeline classes (#12326) 3 months ago
agent_chat edc29780ed fix: "Model schema not found" error only in agents (#12655) (#12760) 2 months ago
chat c135967e59 refactor: simplify some exception catch code (#12246) 3 months ago
completion c135967e59 refactor: simplify some exception catch code (#12246) 3 months ago
workflow 7ed6485f86 refactor: streamline initialization of application_generate_entity and task_state in task pipeline classes (#12326) 3 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) 4 months ago
base_app_queue_manager.py 166221d784 chore(lint): fix quotes for f-string formatting by bumping ruff to 0.9.x (#12702) 2 months ago
base_app_runner.py 56e15d09a9 feat: mypy for all type check (#10921) 3 months ago
message_based_app_generator.py 9aaee8ee47 fix: Issues related to the deletion of conversation_id (#12488) (#12665) 2 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 56e15d09a9 feat: mypy for all type check (#10921) 3 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