Seonglae ChoContext Variables
Python's
contextvars module helps manage thread-local state in asynchronous deep learning pipelines. It allows you to create context-specific variables that persist across asynchronous calls, ensuring data integrity in complex workflows.This approach prevents race conditions in parallel processing, maintains separate states for different execution contexts, and enables clean, modular code in asynchronous environments. It's especially useful in Distributed ML scenarios or when handling multiple models concurrently for an AI Server.
contextvars — Context Variables
This module provides APIs to manage, store, and access context-local state. The ContextVar class is used to declare and work with Context Variables. The copy_context() function and the Context clas...
https://docs.python.org/3/library/contextvars.html
