takatost cee0c51dbb feat: add from_variable_selector for stream chunk / message event (#8228) 11 months ago
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advanced_chat cee0c51dbb feat: add from_variable_selector for stream chunk / message event (#8228) 11 months ago
agent_chat 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
chat 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
completion 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
workflow cee0c51dbb feat: add from_variable_selector for stream chunk / message event (#8228) 11 months ago
README.md 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 year ago
__init__.py 7753ba2d37 FEAT: NEW WORKFLOW ENGINE (#3160) 1 year ago
base_app_generate_response_converter.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
base_app_generator.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
base_app_queue_manager.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
base_app_runner.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
message_based_app_generator.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
message_based_app_queue_manager.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
workflow_app_runner.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 months ago
workflow_logging_callback.py 2cf1187b32 chore(api/core): apply ruff reformatting (#7624) 11 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 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