Python并发executor.map和Submit

如何解决Python并发executor.map和Submit

我正在学习如何与executor.map()executor.submit()并发使用。

我有一个包含20个url的列表,并且想同时发送20个请求,问题是.submit()返回的结果与开头的给定列表的顺序不同。我读过map()可以满足我的需求,但是我不知道如何用它编写代码。

下面的代码对我来说很完美。

问题:map()中是否有与下面的代码等效的代码块,或者有任何排序方法可以按给定列表的顺序对submit()中的结果列表进行排序?

import concurrent.futures
import urllib.request

URLS = ['http://www.foxnews.com/','http://www.cnn.com/','http://europe.wsj.com/','http://www.bbc.co.uk/','http://some-made-up-domain.com/']

# Retrieve a single page and report the url and contents
def 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 promptly
with concurrent.futures.ThreadPoolExecutor(max_workers=5) as executor:
    # Start the load operations and mark each future with its URL
    future_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)))

解决方法

这是现有代码的地图版本。注意,回调现在接受一个元组作为参数。我在回调中添加了try \ except,因此结果不会引发错误。结果根据输入列表排序。

from concurrent.futures import ThreadPoolExecutor
import urllib.request

URLS = ['http://www.foxnews.com/','http://www.cnn.com/','http://www.wsj.com/','http://www.bbc.co.uk/','http://some-made-up-domain.com/']

# Retrieve a single page and report the url and contents
def load_url(tt):  # (url,timeout)
    url,timeout = tt
    try:
      with urllib.request.urlopen(url,timeout=timeout) as conn:
         return (url,conn.read())
    except Exception as ex:
        print("Error:",url,ex)
        return(url,"")  # error,return empty string

with ThreadPoolExecutor(max_workers=5) as executor:
    results = executor.map(load_url,[(u,60) for u in URLS])  # pass url and timeout as tuple to callback
    executor.shutdown(wait=True) # wait for all complete
    print("Results:")
for r in results:  # ordered results,will throw exception here if not handled in callback
    print('   %r page is %d bytes' % (r[0],len(r[1])))

输出

Error: http://www.wsj.com/ HTTP Error 404: Not Found
Results:
   'http://www.foxnews.com/' page is 320028 bytes
   'http://www.cnn.com/' page is 1144916 bytes
   'http://www.wsj.com/' page is 0 bytes
   'http://www.bbc.co.uk/' page is 279418 bytes
   'http://some-made-up-domain.com/' page is 64668 bytes
,

不使用map方法,就可以使用enumerate来构建future_to_url字典,不仅将URL作为值,而且将其在列表中的索引也作为值。然后,您可以使用索引作为键,从调用future返回的concurrent.futures.as_completed(future_to_url)对象中构建一个字典,以便您可以遍历字典长度遍历一个索引以在同一字典中读取该字典。顺序作为原始列表中的对应项:

with concurrent.futures.ThreadPoolExecutor(max_workers=5) as executor:
    # Start the load operations and mark each future with its URL
    future_to_url = {
        executor.submit(load_url,60): (i,url) for i,url in enumerate(URLS)
    }
    futures = {}
    for future in concurrent.futures.as_completed(future_to_url):
        i,url = future_to_url[future]
        futures[i] = url,future
    for i in range(len(futures)):
        url,future = futures[i]
        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)))

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