jiandanfeng edc29780ed fix: "Model schema not found" error only in agents (#12655) (#12760) 3 月之前
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advanced_chat 7ed6485f86 refactor: streamline initialization of application_generate_entity and task_state in task pipeline classes (#12326) 3 月之前
agent_chat edc29780ed fix: "Model schema not found" error only in agents (#12655) (#12760) 3 月之前
chat c135967e59 refactor: simplify some exception catch code (#12246) 4 月之前
completion c135967e59 refactor: simplify some exception catch code (#12246) 4 月之前
workflow 7ed6485f86 refactor: streamline initialization of application_generate_entity and task_state in task pipeline classes (#12326) 3 月之前
README.md 5669cac16d fix: some typos using typos (#11374) 4 月之前
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 年之前
base_app_generate_response_converter.py a8d32f9964 fix external retrieval without segment id (#11423) 4 月之前
base_app_generator.py 3eb51d85da fix(workflow_entry): Support receive File and FileList in single step run. (#10947) 5 月之前
base_app_queue_manager.py 166221d784 chore(lint): fix quotes for f-string formatting by bumping ruff to 0.9.x (#12702) 3 月之前
base_app_runner.py 56e15d09a9 feat: mypy for all type check (#10921) 4 月之前
message_based_app_generator.py 9aaee8ee47 fix: Issues related to the deletion of conversation_id (#12488) (#12665) 3 月之前
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 7 月之前
workflow_app_runner.py 56e15d09a9 feat: mypy for all type check (#10921) 4 月之前

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