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Advanced Guide to Python asyncio: From Beginner to Expert

Mar 04, 2024 am 09:43 AM
python coroutine asynchronous asyncio concurrent

Python asyncio 进阶指南:从初学者到专家

Concurrent and Asynchronous Programming

Concurrent programming Handles multiple tasks that are executed simultaneously. Asynchronous Programming is a type of concurrent programming in which tasks do not block threads. asyncio is a library for asynchronous programming in python, which allows programs to perform I/O operations without blocking the main thread.

Event Loop

The core of asyncio is the event loop, which monitors I/O events and schedules corresponding tasks. When a coroutine is ready, the event loop executes it until it waits for I/O operations. It then pauses the coroutine and continues executing other coroutines.

Coroutine

Coroutines are functions that can pause and resume execution. async def keyword is used to create coroutines. The coroutine uses the await keyword to wait for the I/O operation to complete.

Basics of asyncio

The following code demonstrates the basics of asyncio:

import asyncio

async def main():
# 使用 asyncio.sleep() 模拟 I/O 操作
await asyncio.sleep(1)
print("Hello, world!")

asyncio.run(main())
Copy after login

Advanced asyncio

Task

Tasks are independent units of parallel execution in asyncio. The asyncio.create_task() function is used to create tasks.

Coroutine pool

The coroutine pool is a group of coroutines that are executed simultaneously by the event loop. The asyncio.gather() function is used to create a coroutine pool, which returns a coroutine that collects the results of all coroutines.

Signal processing

asyncio supports using the asyncio.ensure_future() function to handle signals. This allows coroutines to be executed within signal handlers.

Cancel coroutine

Coroutines can be canceled by calling the asyncio.Task.cancel() method. A canceled coroutine will raise the asyncio.CancelledError exception.

Debugging skills

  • Use asyncio.get_event_loop() to get the event loop
  • Use asyncio.gather() to track coroutine execution
  • Use asyncio.create_task_group() to create a coroutine group and track its status

Monitoring and Performance

  • Use aiomonitor library to monitor asyncio performance
  • Use the uvloop library to improve event loop performance

Best Practices

  • Avoid blocking I/O operations
  • Parallelization using task and coroutine pools
  • Properly handle signals and exceptions
  • Monitoring and OptimizationPerformance

From beginner to expert

This guide provides a comprehensive overview of asyncio, from beginner to expert. By practicing and exploring advanced topics, you can master the power of asynchronous programming and build efficient and responsive applications in Python.

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