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如何使用线程处理多个GET请求并进行比较

更新时间:2022-11-14 11:16:34

根据我对您应该研究异步编程.与线程不同,异步代码在同一线程中运行,但在事件循环中运行.当存在Python关键字 await 时,此事件循环会自动在不同操作之间切换上下文.

You should look into asynchronous programming. Different from thread, asynchronous code runs in the same thread, but it runs inside an event loop. This event loop automatically switches context between different operations when the Python keyword await is present.

换句话说,请考虑以下方式抓取网站:

In other words, think of scraping websites as the following:

client sends request -> ... waiting for server reply ... <- server replies

发送请求是一项耗时极少且几乎不占用资源的操作.实时使用者正在等待服务器响应,然后处理服务器的答复.如果相反,我们将执行类似于以下内容的操作:

Sending a request is an operation that takes a very small amount of time and consumes almost no resources. The real time consumer is waiting for the server to respond, and then processing the server's reply. If instead we do something that resembles the following:

client sends request -> switch operation -> ... wait ... <- server replies
client sends request -> switch operation -> ... wait ... <- server replies
client sends request -> switch operation -> ... wait ... <- server replies
...

然后,我们可以最大程度地减少等待服务器回复的时间,而已经将下一个请求发送过来了.换句话说,我们可以有效地做的是告诉Python发送请求,然后立即切换到代码的另一个发送另一个请求的部分,然后切换到另一个发送另一个请求的部分,依此类推.发送所有请求后,我们可以返回并开始解释各个服务器的答复.

Then we can minimize our time waiting for the server to reply, and instead already be shooting the next request over. In other words, what we can effectively do is tell Python to send the request, and then instantly switch to a different part of our code that sends another request, and then another part that sends another request, and so on. When all the requests are sent, we can come back and start interpreting the individual server replies.

在线上有很多参考资料,介绍如何在Python中异步编程(使用内置的 asynchro 模块+ PyPi可安装的 aiohttp 模块),我建议谷歌搜索.这是一个代码示例,只需不到4秒的时间即可抓取100多个网站(请注意,它的扩展性非常好,而4秒实际上是由于print语句所致……实际上不到2秒):>

There is a lot of references online on how to program asynchronously in Python (using the built-in asynchro module + PyPi installable aiohttp module), and I would suggest Googling away. Here is a code sample that will take less than 4 seconds to scrape over 100 websites (note that this scales extremely well, and 4 seconds is actually due to the print statements... without, its actually closer to 2 seconds):

import asyncio
import aiohttp
import time


websites = """https://www.***.com
https://www.facebook.com
https://www.baidu.com
https://www.yahoo.com
https://www.amazon.com
https://www.wikipedia.org
http://www.qq.com
https://www.google.co.in
https://www.twitter.com
https://www.live.com
http://www.taobao.com
https://www.bing.com
https://www.instagram.com
http://www.weibo.com
http://www.sina.com.cn
https://www.linkedin.com
http://www.yahoo.co.jp
http://www.msn.com
http://www.uol.com.br
https://www.google.de
http://www.yandex.ru
http://www.hao123.com
https://www.google.co.uk
https://www.reddit.com
https://www.ebay.com
https://www.google.fr
https://www.t.co
http://www.tmall.com
http://www.google.com.br
https://www.360.cn
http://www.sohu.com
https://www.amazon.co.jp
http://www.pinterest.com
https://www.netflix.com
http://www.google.it
https://www.google.ru
https://www.microsoft.com
http://www.google.es
https://www.wordpress.com
http://www.gmw.cn
https://www.tumblr.com
http://www.paypal.com
http://www.blogspot.com
http://www.imgur.com
https://www.***.com
https://www.aliexpress.com
https://www.naver.com
http://www.ok.ru
https://www.apple.com
http://www.github.com
http://www.chinadaily.com.cn
http://www.imdb.com
https://www.google.co.kr
http://www.fc2.com
http://www.jd.com
http://www.blogger.com
http://www.163.com
http://www.google.ca
https://www.whatsapp.com
https://www.amazon.in
http://www.office.com
http://www.tianya.cn
http://www.google.co.id
http://www.youku.com
https://www.example.com
http://www.craigslist.org
https://www.amazon.de
http://www.nicovideo.jp
https://www.google.pl
http://www.soso.com
http://www.bilibili.com
http://www.dropbox.com
http://www.xinhuanet.com
http://www.outbrain.com
http://www.pixnet.net
http://www.alibaba.com
http://www.alipay.com
http://www.chrome.com
http://www.booking.com
http://www.googleusercontent.com
http://www.google.com.au
http://www.popads.net
http://www.cntv.cn
http://www.zhihu.com
https://www.amazon.co.uk
http://www.diply.com
http://www.coccoc.com
https://www.cnn.com
http://www.bbc.co.uk
https://www.twitch.tv
https://www.wikia.com
http://www.google.co.th
http://www.go.com
https://www.google.com.ph
http://www.doubleclick.net
http://www.onet.pl
http://www.googleadservices.com
http://www.accuweather.com
http://www.googleweblight.com
http://www.answers.yahoo.com"""


async def get(url):
    try:
        async with aiohttp.ClientSession() as session:
            async with session.get(url=url) as response:
                resp = await response.read()
                print("Successfully got url {} with response of length {}.".format(url, len(resp)))
    except Exception as e:
        print("Unable to get url {} due to {}.".format(url, e.__class__))


async def main(urls, amount):
    ret = await asyncio.gather(*[get(url) for url in urls])
    print("Finalized all. ret is a list of len {} outputs.".format(len(ret)))


urls = websites.split("\n")
amount = len(urls)

start = time.time()
asyncio.run(main(urls, amount))
end = time.time()

print("Took {} seconds to pull {} websites.".format(end - start, amount))

输出:

Successfully got url http://www.google.com.br with response of length 12188.
Successfully got url http://www.google.it with response of length 12155.
Successfully got url https://www.t.co with response of length 0.
Successfully got url http://www.msn.com with response of length 46335.
Successfully got url http://www.chinadaily.com.cn with response of length 122053.
Successfully got url https://www.google.co.in with response of length 11557.
Successfully got url https://www.google.de with response of length 12135.
Successfully got url https://www.facebook.com with response of length 115258.
Successfully got url http://www.gmw.cn with response of length 120866.
Successfully got url https://www.google.co.uk with response of length 11540.
Successfully got url https://www.google.fr with response of length 12189.
Successfully got url http://www.google.es with response of length 12163.
Successfully got url http://www.google.co.id with response of length 12169.
Successfully got url https://www.bing.com with response of length 117915.
Successfully got url https://www.instagram.com with response of length 36307.
Successfully got url https://www.google.ru with response of length 12128.
Successfully got url http://www.googleusercontent.com with response of length 1561.
Successfully got url http://www.xinhuanet.com with response of length 179254.
Successfully got url http://www.google.ca with response of length 11592.
Successfully got url http://www.accuweather.com with response of length 269.
Successfully got url http://www.googleadservices.com with response of length 1561.
Successfully got url https://www.whatsapp.com with response of length 77951.
Successfully got url http://www.cntv.cn with response of length 3139.
Successfully got url http://www.google.com.au with response of length 11579.
Successfully got url https://www.example.com with response of length 1270.
Successfully got url http://www.google.co.th with response of length 12151.
Successfully got url https://www.amazon.com with response of length 465905.
Successfully got url https://www.wikipedia.org with response of length 76240.
Successfully got url https://www.google.co.kr with response of length 12211.
Successfully got url https://www.apple.com with response of length 63322.
Successfully got url http://www.uol.com.br with response of length 333257.
Successfully got url https://www.aliexpress.com with response of length 59742.
Successfully got url http://www.sohu.com with response of length 215201.
Successfully got url https://www.google.pl with response of length 12144.
Successfully got url https://www.googleweblight.com with response of length 0.
Successfully got url https://www.cnn.com with response of length 1138392.
Successfully got url https://www.google.com.ph with response of length 11561.
Successfully got url https://www.linkedin.com with response of length 71498.
Successfully got url https://www.naver.com with response of length 176038.
Successfully got url https://www.live.com with response of length 3667.
Successfully got url https://www.twitch.tv with response of length 61599.
Successfully got url http://www.163.com with response of length 696338.
Successfully got url https://www.ebay.com with response of length 307068.
Successfully got url https://www.wordpress.com with response of length 76680.
Successfully got url https://www.wikia.com with response of length 291400.
Successfully got url http://www.chrome.com with response of length 161223.
Successfully got url https://www.twitter.com with response of length 291741.
Successfully got url https://www.***.com with response of length 105987.
Successfully got url https://www.netflix.com with response of length 83125.
Successfully got url https://www.tumblr.com with response of length 78110.
Successfully got url http://www.doubleclick.net with response of length 129901.
Successfully got url https://www.yahoo.com with response of length 531829.
Successfully got url http://www.soso.com with response of length 174.
Successfully got url https://www.microsoft.com with response of length 187549.
Successfully got url http://www.office.com with response of length 89556.
Successfully got url http://www.alibaba.com with response of length 167978.
Successfully got url https://www.reddit.com with response of length 483295.
Successfully got url http://www.outbrain.com with response of length 24432.
Successfully got url http://www.tianya.cn with response of length 7941.
Successfully got url https://www.baidu.com with response of length 156768.
Successfully got url http://www.diply.com with response of length 3074314.
Successfully got url http://www.blogspot.com with response of length 94478.
Successfully got url http://www.popads.net with response of length 14548.
Successfully got url http://www.answers.yahoo.com with response of length 104726.
Successfully got url http://www.blogger.com with response of length 94478.
Successfully got url http://www.imgur.com with response of length 4008.
Successfully got url http://www.qq.com with response of length 244841.
Successfully got url http://www.paypal.com with response of length 45587.
Successfully got url http://www.pinterest.com with response of length 45692.
Successfully got url http://www.github.com with response of length 86917.
Successfully got url http://www.zhihu.com with response of length 31473.
Successfully got url http://www.go.com with response of length 594291.
Successfully got url http://www.fc2.com with response of length 34546.
Successfully got url https://www.amazon.de with response of length 439209.
Successfully got url https://www.***.com with response of length 439571.
Successfully got url http://www.bbc.co.uk with response of length 321966.
Successfully got url http://www.tmall.com with response of length 234388.
Successfully got url http://www.imdb.com with response of length 289339.
Successfully got url http://www.dropbox.com with response of length 103714.
Successfully got url http://www.bilibili.com with response of length 50959.
Successfully got url http://www.jd.com with response of length 18105.
Successfully got url http://www.yahoo.co.jp with response of length 18565.
Successfully got url https://www.amazon.co.jp with response of length 479721.
Successfully got url http://www.craigslist.org with response of length 59372.
Successfully got url https://www.360.cn with response of length 74502.
Successfully got url http://www.ok.ru with response of length 170516.
Successfully got url https://www.amazon.in with response of length 460696.
Successfully got url http://www.booking.com with response of length 408992.
Successfully got url http://www.yandex.ru with response of length 116661.
Successfully got url http://www.nicovideo.jp with response of length 107271.
Successfully got url http://www.onet.pl with response of length 720657.
Successfully got url http://www.alipay.com with response of length 21698.
Successfully got url https://www.amazon.co.uk with response of length 443607.
Successfully got url http://www.sina.com.cn with response of length 579107.
Successfully got url http://www.hao123.com with response of length 295213.
Successfully got url http://www.pixnet.net with response of length 6295.
Successfully got url http://www.coccoc.com with response of length 45822.
Successfully got url http://www.taobao.com with response of length 393128.
Successfully got url http://www.weibo.com with response of length 95482.
Successfully got url http://www.youku.com with response of length 762485.
Finalized all. ret is a list of len 100 outputs.
Took 3.899034023284912 seconds to pull 100 websites.

您可以看到在大约4秒钟内通过aiohttp通过我的互联网连接(佛罗里达州迈阿密)成功访问了全球100个网站(无论是否使用https).请记住,以下内容可能会使程序运行速度降低几毫秒:

As you can see 100 websites from across the world were successfully reached (with or without https) in about 4 seconds with aiohttp on my internet connection (Miami, Florida). Keep in mind the following can slow down the program by a few ms:

  • 打印语句(是的,包括上面代码中的语句).
  • 到达距离您的地理位置较远的服务器.

上面的示例同时具有上述两个实例,因此可以说是完成您所要求的操作的最不理想的方法.但是,我相信这是您要寻找的一个很好的开始.

The example above has both instances of the above, and therefore it is arguably the least-optimized way of doing what you have asked. However, I do believe it is a great start for what you are looking for.