Hash Brown fa47f0c707 chore: disable chat service API passing `parent_message_id` (#8984) před 6 měsíci
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advanced_chat fa47f0c707 chore: disable chat service API passing `parent_message_id` (#8984) před 6 měsíci
agent_chat fa47f0c707 chore: disable chat service API passing `parent_message_id` (#8984) před 6 měsíci
chat fa47f0c707 chore: disable chat service API passing `parent_message_id` (#8984) před 6 měsíci
completion 292220c596 chore: apply pep8-naming rules for naming convention (#8261) před 7 měsíci
workflow 29188e0562 chore: use cache instead of re-querying node record during workflow execution (#9280) před 6 měsíci
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) před 1 rokem
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) před 1 rokem
base_app_generate_response_converter.py 4c7beb9d7b fix: Assignment exception (#8663) před 7 měsíci
base_app_generator.py a1104ab97e chore: refurish python code by applying Pylint linter rules (#8322) před 7 měsíci
base_app_queue_manager.py a1104ab97e chore: refurish python code by applying Pylint linter rules (#8322) před 7 měsíci
base_app_runner.py d0e0111f88 fix:Spark's large language model token calculation error #7911 (#8755) před 7 měsíci
message_based_app_generator.py 8c51d06222 feat: regenerate in `Chat`, `agent` and `Chatflow` app (#7661) před 7 měsíci
message_based_app_queue_manager.py 292220c596 chore: apply pep8-naming rules for naming convention (#8261) před 7 měsíci
workflow_app_runner.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) před 7 měsíci
workflow_logging_callback.py 6613b8f2e0 chore: fix unnecessary string concatation in single line (#8311) před 7 měsíci

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