Talks - Arthur Pastel: Demystifying AsyncIO: Building Your Own Event Loop in Python

Learn how Python's AsyncIO works under the hood through a step-by-step implementation of an event loop, with insights into async programming & concurrency patterns.

Key takeaways
  • AsyncIO enables concurrent operations by allowing other tasks to run while waiting for I/O operations, without blocking execution

  • The event loop is the core component that:

    • Schedules and manages callbacks
    • Handles task execution timing
    • Coordinates I/O operations through selectors
    • Maps file descriptors to callbacks
  • Key AsyncIO components:

    • Futures - Objects representing eventual results
    • Tasks - Link between coroutines and futures
    • Coroutines - Functions that can be suspended/resumed
    • Selectors - Handle multiple I/O operations efficiently
  • Task scheduling behaviors:

    • Tasks don’t start executing until explicitly awaited
    • Only run until first await statement when created
    • Can be canceled if registered in event loop
    • Can be scheduled for future execution with call_later()
  • Testing async code considerations:

    • Results may not be deterministic due to parallel execution
    • Pytest fixtures available for event loop handling
    • Need to handle task cancellation properly
    • Important to manage proper task cleanup
  • Performance aspects:

    • Alternative implementations like uvloop can be 2-4x faster
    • GIL prevents true parallel execution of CPU-bound tasks
    • I/O operations can run concurrently
    • Event loop implementation choice impacts application performance
  • Error handling:

    • Task cancellation requires proper exception handling
    • Need to handle cleanup of scheduled tasks during shutdown
    • Important to gracefully close connections and tasks
  • Best practices:

    • Use async context managers when possible
    • Leverage async iterators for lazy fetching
    • Consider task scheduling timing carefully
    • Properly await tasks for completion