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The magic wand of asynchronous programming: Writing concurrent applications in Python

Mar 12, 2024 am 08:01 AM
Asynchronous programming standard library magic wand

异步编程的魔法棒:用 Python 编写并发应用程序

Asynchronous Programming is a programming paradigm that allows tasks to be performed without blocking the main thread . This is critical for applications that need to handle large numbers of incoming requests or long-running tasks. python provides a variety of tools that make developing asynchronous applications a breeze.

Benefits of asynchronous programming

  • High throughput: Asynchronous applications can handle multiple requests simultaneously, thus increasing overall throughput.
  • Low latency: Since tasks do not block the main thread, the user experience is smoother and the latency is lower.
  • Scalability: Asynchronous applications can easily scale to handle larger loads without requiring major changes to the underlying infrastructure.

Asynchronous Programming in Python

Python provides two main asynchronous programming libraries: asyncio and Twisted.

AsyncIO

asyncio is the standard library introduced in Python 3.4, which is the first choice for writing asynchronous applications. It provides a complete set of coroutines and event loops to make developing and maintaining asynchronous code easier.

Twisted

Twisted is a mature, full-featured asynchronous programming framework that has been around for more than ten years. It provides a wide range of functionality, including networking, transport, logginglogging and testing tools.

Implementing asynchronous applications

Implementing an asynchronous application in Python involves the following steps:

  1. Using coroutines: Coroutines are functions that allow execution to be suspended and resumed without blocking. They are the basis of asynchronous programming.
  2. Create an event loop: The event loop is the central component that manages coroutine execution and handles events.
  3. Scheduling tasks: Use an event loop to schedule coroutines to execute at the appropriate time.
  4. Processing results: Write a callback function that processes coroutine results.

Sample Application

The following is a simple Python asynchronous application using asyncio to handle Http requests:

import asyncio

async def handle_request(reader, writer):
data = await reader.read(1024)
message = "Hello, world!".encode()
writer.write(message)
await writer.drain()
writer.close()

async def main():
server = await asyncio.start_server(handle_request, "127.0.0.1", 8888)
await server.serve_forever()

if __name__ == "__main__":
asyncio.run(main())
Copy after login

This application uses the asyncio event loop and coroutines to handle HTTP requests from multiple clients simultaneously without blocking the main thread.

Best Practices

The following best practices are critical when writing efficient asynchronous applications:

  • Use coroutines: Try to use coroutines to handle all asynchronous operations.
  • Avoid blocking calls: Blocking calls can cause the application to stop responding.
  • Use thread-safe data structures: When using asynchronous code in a multi-threaded environment, use thread-safe data structures to It's important.
  • Monitor performance: Use tools to monitor the performance of your application and optimize as needed.

in conclusion

Asynchronous programming is a powerful technique in Python for implementing high-performance, scalable applications. By using libraries like asyncio or Twisted, developers can create applications that can handle large numbers of requests simultaneously and provide a low-latency user experience. By following best practices, developers can ensure that their asynchronous code is efficient, robust, and maintainable.

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