Yeuoly 80a87f36ea fix: missing iterator in task pipeline (#4948) 11 hónapja%!(EXTRA string=óta)
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advanced_chat 80a87f36ea fix: missing iterator in task pipeline (#4948) 11 hónapja%!(EXTRA string=óta)
agent_chat e852a21634 Feat/workflow phase2 (#4687) 11 hónapja%!(EXTRA string=óta)
chat 04ad46dd31 chore: skip unnecessary key checks prior to accessing a dictionary (#4497) 11 hónapja%!(EXTRA string=óta)
completion 04ad46dd31 chore: skip unnecessary key checks prior to accessing a dictionary (#4497) 11 hónapja%!(EXTRA string=óta)
workflow e852a21634 Feat/workflow phase2 (#4687) 11 hónapja%!(EXTRA string=óta)
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
base_app_generate_response_converter.py e02ee3bb2e fix event/stream ping (#3553) 1 éve%!(EXTRA string=óta)
base_app_generator.py c2f0f958ef fix: passing in 0 as a numeric variable will be converted to null (#4148) 1 éve%!(EXTRA string=óta)
base_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
base_app_runner.py d1dbbc1e33 feat: backend model load balancing support (#4927) 11 hónapja%!(EXTRA string=óta)
message_based_app_generator.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
message_based_app_queue_manager.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 éve%!(EXTRA string=óta)
workflow_logging_callback.py e852a21634 Feat/workflow phase2 (#4687) 11 hónapja%!(EXTRA string=óta)

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