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爬虫相关

时间:2018-05-26 17:12:31      阅读:198      评论:0      收藏:0      [点我收藏+]

标签:deferred   socket   lex   nec   tpc   单线程   else   成功   type   

性能相关的了解

在编写爬虫时,性能的消耗主要在IO请求中,当单进程单线程模式下请求URL时必然会引起等待,从而使得请求整体变慢。如下各种不同的执行

技术分享图片
import requests

def fetch_async(url):
    response = requests.get(url)
    return response


url_list = [http://www.github.com, http://www.bing.com]

for url in url_list:
    fetch_async(url)
同步执行
技术分享图片
from concurrent.futures import ThreadPoolExecutor
import requests


def fetch_async(url):
    response = requests.get(url)
    return response


url_list = [http://www.github.com, http://www.bing.com]
pool = ThreadPoolExecutor(5)
for url in url_list:
    pool.submit(fetch_async, url)
pool.shutdown(wait=True)
多线程
技术分享图片
from concurrent.futures import ThreadPoolExecutor
import requests

def fetch_async(url):
    response = requests.get(url)
    return response


def callback(future):
    print(future.result())


url_list = [http://www.github.com, http://www.bing.com]
pool = ThreadPoolExecutor(5)
for url in url_list:
    v = pool.submit(fetch_async, url)
    v.add_done_callback(callback)
pool.shutdown(wait=True)
多线程+回调函数
技术分享图片
from concurrent.futures import ProcessPoolExecutor
import requests


def fetch_async(url):
    response = requests.get(url)
    return response


def callback(future):
    print(future.result())


url_list = [http://www.github.com, http://www.bing.com]
pool = ProcessPoolExecutor(5)
for url in url_list:
    v = pool.submit(fetch_async, url)
    v.add_done_callback(callback)
pool.shutdown(wait=True)
多进程+回调函数

通过上述代码均可以完成对请求性能的提高,对于多线程和多进行的缺点是在IO阻塞时会造成了线程和进程的浪费,所以异步IO会是首选,通常的异步io模型如下:

技术分享图片
import asyncio


@asyncio.coroutine
def func1():
    print(before...func1......)
    yield from asyncio.sleep(5)
    print(end...func1......)


tasks = [func1(), func1()]

loop = asyncio.get_event_loop()
loop.run_until_complete(asyncio.gather(*tasks))
loop.close()
asyncio1  

 #只能基于发tcp请求

技术分享图片
import asyncio


@asyncio.coroutine
def fetch_async(host, url=/):
    print(host, url)
    reader, writer = yield from asyncio.open_connection(host, 80)

    request_header_content = """GET %s HTTP/1.0\r\nHost: %s\r\n\r\n""" % (url, host,)
    request_header_content = bytes(request_header_content, encoding=utf-8)

    writer.write(request_header_content)
    yield from writer.drain()
    text = yield from reader.read()
    print(host, url, text)
    writer.close()

tasks = [
    fetch_async(www.cnblogs.com, /wupeiqi/),
    fetch_async(dig.chouti.com, /pic/show?nid=4073644713430508&lid=10273091)
]

loop = asyncio.get_event_loop()
results = loop.run_until_complete(asyncio.gather(*tasks))
loop.close()
asyncio2
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import aiohttp
import asyncio


@asyncio.coroutine
def fetch_async(url):
    print(url)
    response = yield from aiohttp.request(GET, url)
    # data = yield from response.read()
    # print(url, data)
    print(url, response)
    response.close()


tasks = [fetch_async(http://www.google.com/), fetch_async(http://www.chouti.com/)]

event_loop = asyncio.get_event_loop()
results = event_loop.run_until_complete(asyncio.gather(*tasks))
event_loop.close()
asyncio+aiohttp
技术分享图片
import asyncio
import requests


@asyncio.coroutine
def fetch_async(func, *args):
    loop = asyncio.get_event_loop()
    future = loop.run_in_executor(None, func, *args)
    response = yield from future
    print(response.url, response.content)


tasks = [
    fetch_async(requests.get, http://www.cnblogs.com/wupeiqi/),
    fetch_async(requests.get, http://dig.chouti.com/pic/show?nid=4073644713430508&lid=10273091)
]

loop = asyncio.get_event_loop()
results = loop.run_until_complete(asyncio.gather(*tasks))
loop.close()
asyncio+requests
技术分享图片
import gevent

import requests
from gevent import monkey

monkey.patch_all()


def fetch_async(method, url, req_kwargs):
    print(method, url, req_kwargs)
    response = requests.request(method=method, url=url, **req_kwargs)
    print(response.url, response.content)

# ##### 发送请求 #####
gevent.joinall([
    gevent.spawn(fetch_async, method=get, url=https://www.python.org/, req_kwargs={}),
    gevent.spawn(fetch_async, method=get, url=https://www.yahoo.com/, req_kwargs={}),
    gevent.spawn(fetch_async, method=get, url=https://github.com/, req_kwargs={}),
])

# ##### 发送请求(协程池控制最大协程数量) #####
# from gevent.pool import Pool
# pool = Pool(None)
# gevent.joinall([
#     pool.spawn(fetch_async, method=‘get‘, url=‘https://www.python.org/‘, req_kwargs={}),
#     pool.spawn(fetch_async, method=‘get‘, url=‘https://www.yahoo.com/‘, req_kwargs={}),
#     pool.spawn(fetch_async, method=‘get‘, url=‘https://www.github.com/‘, req_kwargs={}),
# ])
gevent+requests
技术分享图片
import grequests


request_list = [
    grequests.get(http://httpbin.org/delay/1, timeout=0.001),
    grequests.get(http://fakedomain/),
    grequests.get(http://httpbin.org/status/500)
]


# ##### 执行并获取响应列表 #####
# response_list = grequests.map(request_list)
# print(response_list)


# ##### 执行并获取响应列表(处理异常) #####
# def exception_handler(request, exception):
# print(request,exception)
#     print("Request failed")

# response_list = grequests.map(request_list, exception_handler=exception_handler)
# print(response_list)
grequests
技术分享图片
from twisted.web.client import getPage, defer
from twisted.internet import reactor


def all_done(arg):
    reactor.stop()


def callback(contents):
    print(contents)


deferred_list = []

url_list = [http://www.bing.com, http://www.baidu.com, ]
for url in url_list:
    deferred = getPage(bytes(url, encoding=utf8))
    deferred.addCallback(callback)
    deferred_list.append(deferred)

dlist = defer.DeferredList(deferred_list)
dlist.addBoth(all_done)

reactor.run()
twisted示例
技术分享图片
from tornado.httpclient import AsyncHTTPClient
from tornado.httpclient import HTTPRequest
from tornado import ioloop


def handle_response(response):
    """
    处理返回值内容(需要维护计数器,来停止IO循环),调用 ioloop.IOLoop.current().stop()
    :param response: 
    :return: 
    """
    if response.error:
        print("Error:", response.error)
    else:
        print(response.body)


def func():
    url_list = [
        http://www.baidu.com,
        http://www.bing.com,
    ]
    for url in url_list:
        print(url)
        http_client = AsyncHTTPClient()
        http_client.fetch(HTTPRequest(url), handle_response)


ioloop.IOLoop.current().add_callback(func)
ioloop.IOLoop.current().start()
tornado
技术分享图片
from twisted.internet import reactor
from twisted.web.client import getPage
import urllib.parse


def one_done(arg):
    print(arg)
    reactor.stop()

post_data = urllib.parse.urlencode({check_data: adf})
post_data = bytes(post_data, encoding=utf8)
headers = {bContent-Type: bapplication/x-www-form-urlencoded}
response = getPage(bytes(http://dig.chouti.com/login, encoding=utf8),
                   method=bytes(POST, encoding=utf8),
                   postdata=post_data,
                   cookies={},
                   headers=headers)
response.addBoth(one_done)

reactor.run()
twisted更多
技术分享图片
import select
import socket

class WrapSpider(object):
    ‘‘‘包装sock对象‘‘‘
    def __init__(self,sock,web_info):
        self.sock=sock
        self.web_info=web_info
    def fileno(self):
        return self.sock.fileno()       #####容易忘记

class GreatIO(object):

    def __init__(self):
        self.coons=[]
        self.sock_list=[]

    def add_spider(self,web_info):
        ‘‘‘添加相关请求‘‘‘
        sock=socket.socket()
        sock.setblocking(False)
        try:
            sock.connect((web_info[host],web_info[port]))
        except BlockingIOError as e:
            pass
        obj=WrapSpider(sock,web_info)
        self.sock_list.append(obj)
        self.coons.append(obj)

    def run(self):
        """
        执行请求
        :return:
        """
        while True:
            #select.select([对象])
            #可以是任意对象,但是对象要有fileno方法
            #现在对其对象进行包装,obj 是WrapSpider对象
            r, w, e = select.select(self.sock_list,self.coons, [], 0.05)
            for obj in w:       #连接成功的
                data=GET %s HTTP/1.1\r\nhost:%s\r\n\r\n.format(obj.web_info[path],obj.web_info[host]).encode(utf-8)
                obj.sock.send(data)
                self.coons.remove(obj)
            for obj in r:
                response=obj.sock.recv(8096)
                obj.web_info[callback](obj.web_info[host],response)
                self.sock_list.remove(obj)
            if not self.sock_list:
                break







def done(host,callbac):
    print(host,callbac)

Spider_list=[
    {host:www.baidu.com, port:80, path:/index.php?tn=06074089_9_pg, callback:done},
    {host:www.dig.chouti.com, port: 80,path: /,callback:done},
    {host:www.bing.com,port:80, path:/, callback:done},
]

qing=GreatIO()
for sp in Spider_list:
    qing.add_spider(sp)

qing.run()        
以上的类似原理(通过select)

 

爬虫相关

标签:deferred   socket   lex   nec   tpc   单线程   else   成功   type   

原文地址:https://www.cnblogs.com/hejunqing/p/9093537.html

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