takatost 477beae3bb fix: missing usage of metadata in the chatflow app (#9167) 7 ヶ月 前
..
advanced_chat 477beae3bb fix: missing usage of metadata in the chatflow app (#9167) 7 ヶ月 前
agent_chat 8c51d06222 feat: regenerate in `Chat`, `agent` and `Chatflow` app (#7661) 7 ヶ月 前
chat 8c51d06222 feat: regenerate in `Chat`, `agent` and `Chatflow` app (#7661) 7 ヶ月 前
completion 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 8 ヶ月 前
workflow e947103b6d Feat/add workflow sys params (#9108) 7 ヶ月 前
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 年間 前
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 年間 前
base_app_generate_response_converter.py 4c7beb9d7b fix: Assignment exception (#8663) 7 ヶ月 前
base_app_generator.py a1104ab97e chore: refurish python code by applying Pylint linter rules (#8322) 8 ヶ月 前
base_app_queue_manager.py a1104ab97e chore: refurish python code by applying Pylint linter rules (#8322) 8 ヶ月 前
base_app_runner.py d0e0111f88 fix:Spark's large language model token calculation error #7911 (#8755) 7 ヶ月 前
message_based_app_generator.py 8c51d06222 feat: regenerate in `Chat`, `agent` and `Chatflow` app (#7661) 7 ヶ月 前
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) 8 ヶ月 前
workflow_app_runner.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 8 ヶ月 前
workflow_logging_callback.py 6613b8f2e0 chore: fix unnecessary string concatation in single line (#8311) 8 ヶ月 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 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