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Python并发编程之concurrent.futures

时间:2022-12-30 07:27:00

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Python并发编程之concurrent.futures

独角兽企业重金招聘Python工程师标准>>>

concurrent.futures模块提供了一个异步执行callables的高级接口。 可以使用ThreadPoolExecutor和ProcessPoolExecutor。 两者都继承了相同的接口,该接口由抽象的Executor类定义。

一个抽象类,提供异步执行调用的方法。 它不应该直接使用,而是通过其具体的子类。

submit (fn,*args,**kwargs):提交执行的函数并获取一个Future对象,例如:

with ThreadPoolExecutor(max_workers=1) as executor:future = executor.submit(pow, 323, 1235)print(future.result())

ThreadPoolExecutor:是Executor子类,它使用一个线程池来异步执行调用。concurrent.futures.ThreadPoolExecutor(max_workers=None,thread_name_prefix='',initializer=None,initargs=())。例如:

import concurrent.futuresimport urllib.request

URLS = ['/','/','/','http://www.bbc.co.uk/','http://some-made-up-/']# Retrieve a single page and report the URL and contentsdef load_url(url, timeout):with urllib.request.urlopen(url, timeout=timeout) as conn:return conn.read()# We can use a with statement to ensure threads are cleaned up promptlywith concurrent.futures.ThreadPoolExecutor(max_workers=5) as executor:# Start the load operations and mark each future with its URLfuture_to_url = {executor.submit(load_url, url, 60): url for url in URLS}for future in concurrent.futures.as_completed(future_to_url):url = future_to_url[future]try:data = future.result()except Exception as exc:print('%r generated an exception: %s' % (url, exc))else:print('%r page is %d bytes' % (url, len(data)))

ProcessPoolExecutor:concurrent.futures.ProcessPoolExecutor(max_workers=None,mp_context=None,initializer=None,initargs=()):使用如下:

import concurrent.futuresimport math

executor = ProcessPoolExecutor(max_workers=5)def is_prime(n):if n % 2 == 0:return Falsesqrt_n = int(math.floor(math.sqrt(n)))for i in range(3, sqrt_n + 1, 2):if n % i == 0:return Falsereturn Truedef main():for i in range(10):

future = executor.submit(is_prime, n)if __name__ == '__main__':main()

Future: Future类封装了可调用的异步执行。 该实例由Executor.submit()创建。

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