046.Python协程
协程
1 生成器
初始化生成器函数 返回生成器对象,简称生成器
def gen():
for i in range(10):
#yield 返回便能够保留状态
yield i
mygen = gen()
for i in mygen:
print(i)
执行
[root@node10 python]# python3 test.py 0 1 2 3 4 5 6 7 8 9
使用next定义遍历里次数
def gen():
for i in range(10):
yield i
# 初始化生成器函数 返回生成器对象,简称生成器
mygen = gen()
for i in range (3):
res = next(mygen)
print (res)
执行
[root@node10 python]# python3 test.py 0 1 2
2 用协程改写生产者消费者模型
def producer():
for i in range(100):
yield i
def consumer():
g = producer()
for i in g:
print(i)
consumer()
3 协程的具体实现
switch 一般遇到阻塞时,可以手动调用该函数进行任务切换
缺点:不能够自动规避io,即不能自动实现遇到阻塞就切换
from greenlet import greenlet
import time
def plane():
print ("plane one")
print ("Plane two")
def fly():
print ("fly to newyork")
print ("fly to beijing")
g1 = greenlet(plane)
g2 = greenlet(fly)
g1.switch()
在执行之前,需要安装greenlet模块
[root@node10 python]# pip-3 install wheel
[root@node10 python]# pip-3 install gevent
执行python
[root@node10 python]# python3 test.py plane one Plane two
添加阻塞,并配置一个swith
import time
def plane():
print ("plane one")
g2.switch()
time.sleep(2)
print ("Plane two")
def fly():
print ("fly to newyork")
time.sleep(2)
print ("fly to beijing")
g1 = greenlet(plane)
g2 = greenlet(fly)
g1.switch()
执行
[root@node10 python]# python3 test.py plane one fly to newyork fly to beijing
有阻塞不能启动切换
from greenlet import greenlet
import time
def plane():
print ("plane one")
g2.switch()
time.sleep(2)
print ("Plane two")
def fly():
print ("fly to newyork")
time.sleep(2)
print ("fly to beijing")
g1.switch()
g1 = greenlet(plane)
g2 = greenlet(fly)
g1.switch()
执行
[root@node10 python]# python3 test.py plane one fly to newyork fly to beijing Plane two
4 使用gevent
缺陷:不能够识别time.sleep 阻塞
from greenlet import greenlet
import gevent
import time
def plane():
print ("plane one")
time.sleep(2)
print ("Plane two")
def fly():
print ("fly to newyork")
time.sleep(2)
print ("fly to beijing")
# 利用gevent 创建协程对象g1
g1 = gevent.spawn(plane)
# 利用gevent 创建协程对象g2
g2 = gevent.spawn(fly)
g1.join() #阻塞,直到g1协程任务执行完毕
g2.join() #阻塞,直到g2协程任务执行完毕
print("主线程执行完毕")
执行
[root@node10 python]# python3 test.py plane one Plane two fly to newyork fly to beijing 主线程执行完毕
阻塞没有生效
进阶改造
5 用gevent.sleep 取代 time.sleep()
from greenlet import greenlet
import gevent
import time
def plane():
print ("plane one")
gevent.sleep(2)
print ("Plane two")
def fly():
print ("fly to newyork")
gevent.sleep(2)
print ("fly to beijing")
# 利用gevent 创建协程对象g1
g1 = gevent.spawn(plane)
# 利用gevent 创建协程对象g2
g2 = gevent.spawn(fly)
g1.join() #阻塞,直到g1协程任务执行完毕
g2.join() #阻塞,直到g2协程任务执行完毕
print("主线程执行完毕")
执行,自动实现任务切换
[root@node10 python]# python3 test.py plane one fly to newyork Plane two fly to beijing 主线程执行完毕
终极解决不识别问题
6 引入ba patch_all
下面所有引入的模块所包含的阻塞,重新识别出来.
from greenlet import greenlet
from gevent import monkey
monkey.patch_all()
import gevent
import time
def plane():
print ("plane one")
time.sleep(2)
print ("Plane two")
def fly():
print ("fly to newyork")
time.sleep(2)
print ("fly to beijing")
# 利用gevent 创建协程对象g1
g1 = gevent.spawn(plane)
# 利用gevent 创建协程对象g2
g2 = gevent.spawn(fly)
g1.join() #阻塞,直到g1协程任务执行完毕
g2.join() #阻塞,直到g2协程任务执行完毕
print("主线程执行完毕")
执行
[root@node10 python]# python3 test.py plane one fly to newyork Plane two fly to beijing 主线程执行完毕
7 协程案例
- spawn(函数,参数1,参数2,参数3....) 启动切换一个协程
- join() 阻塞,直到某个协成执行完毕
- joinall() 等待所有协成执行任务完毕
- g1.join() g2.join() 可以通过joinall简写
- gevent.joinall( [g1,g2] ) 等价于 1; 参数是一个列表;
- value 获取协成返回值
oinall value函数的用法
rom gevent import monkey;monkey.patch_all()
import time
import gevent
def plane():
print ("plane one")
time.sleep(2)
print ("Plane two")
return ("有两架飞机")
def fly():
print ("fly to newyork")
time.sleep(2)
print ("fly to beijing")
return ("fly two place")
g1 = gevent.spawn(plane)
g2 = gevent.spawn(fly)
gevent.joinall( [g1,g2] )
# 获取协成的返回值
print(g1.value)
print(g2.value)
print("主线程执行完毕")
执行
plane one fly to newyork Plane two fly to beijing 有两架飞机 fly two place 主线程执行完毕
利用协程爬取页面数据
安装request模块
[root@node10 python]# pip-3 install requests
import gevent
import requests
import time
# 抓取网站信息,返回响应对象
print ("<++++++++++++抓取网站信息,返回响应对象+++++++++++++++++>")
response = requests.get("http://www.baidu.com")
print(response)
# 获取状态码
print ("<++++++++++++获取状态码+++++++++++++++++>")
res = response.status_code
print(res)
# 获取字符编码集 apparent_encoding
print ("<++++++++++++获取字符编码集 apparent_encoding+++++++++++++++++>")
res_code = response.apparent_encoding
print(res_code)
# 设置编码集
print ("<++++++++++++++设置编码集+++++++++++++++++>")
response.encoding = res_code
print ("<++++++++++++获取网页里面的内容+++++++++++++++++>")
res = response.text
print(res)
import re
strvar = r'<img hidefocus=true src="https://www.baidu.com/img/bd_logo1.png" width=270 height=129>'
obj = re.search("src=(.*?) ",strvar)
res = obj.group()
print (res)
res = obj.groups()
print (res)
res = obj.groups()[0]
print (res)
执行
<++++++++++++抓取网站信息,返回响应对象+++++++++++++++++>
<Response [200]>
<++++++++++++获取状态码+++++++++++++++++>
200
<++++++++++++获取字符编码集 apparent_encoding+++++++++++++++++>
utf-8
<++++++++++++++设置编码集+++++++++++++++++>
<++++++++++++获取网页里面的内容+++++++++++++++++>
<!DOCTYPE html>
<!--STATUS OK--><html> <head><meta http-equiv=content-type content=text/html;charset=utf-8><meta http-equiv=X-UA-Compatible content=IE=Edge><meta content=always name=referrer><link rel=stylesheet type=text/css href=http://s1.bdstatic.com/r/www/cache/bdorz/baidu.min.css><title>百度一下,你就知道</title></head> <body link=#0000cc> <div id=wrapper> <div id=head> <div class="head_wrapper"> <div class="s_form"> <div class="s_form_wrapper"> <div id=lg> <img hidefocus=true src=//www.baidu.com/img/bd_logo1.png width=270 height=129> </div> <form id=form name=f action=//www.baidu.com/s class="fm"> <input type=hidden name=bdorz_come value=1> <input type=hidden name=ie value=utf-8> <input type=hidden name=f value=8> <input type=hidden name=rsv_bp value=1> <input type=hidden name=rsv_idx value=1> <input type=hidden name=tn value=baidu><span class="bg s_ipt_wr"><input id=kw name=wd class="s_ipt" value maxlength=255 autocomplete=off autofocus></span><span class="bg s_btn_wr"><input type=submit id=su value=百度一下 class="bg s_btn"></span> </form> </div> </div> <div id=u1> <a href=http://news.baidu.com name=tj_trnews class="mnav">新闻</a> <a href=http://www.hao123.com name=tj_trhao123 class="mnav">hao123</a> <a href=http://map.baidu.com name=tj_trmap class="mnav">地图</a> <a href=http://v.baidu.com name=tj_trvideo class="mnav">视频</a> <a href=http://tieba.baidu.com name=tj_trtieba class="mnav">贴吧</a> <noscript> <a href=http://www.baidu.com/bdorz/login.gif?login&tpl=mn&u=http%3A%2F%2Fwww.baidu.com%2f%3fbdorz_come%3d1 name=tj_login class="lb">登录</a> </noscript> <script>document.write('<a href="http://www.baidu.com/bdorz/login.gif?login&tpl=mn&u='+ encodeURIComponent(window.location.href+ (window.location.search === "" ? "?" : "&")+ "bdorz_come=1")+ '" name="tj_login" class="lb">登录</a>');</script> <a href=//www.baidu.com/more/ name=tj_briicon class="bri" style="display: block;">更多产品</a> </div> </div> </div> <div id=ftCon> <div id=ftConw> <p id=lh> <a href=http://home.baidu.com>关于百度</a> <a href=http://ir.baidu.com>About Baidu</a> </p> <p id=cp>©2017 Baidu <a href=http://www.baidu.com/duty/>使用百度前必读</a> <a href=http://jianyi.baidu.com/ class="cp-feedback">意见反馈</a> 京ICP证030173号 <img src=//www.baidu.com/img/gs.gif> </p> </div> </div> </div> </body> </html>
src="https://www.baidu.com/img/bd_logo1.png"
('"https://www.baidu.com/img/bd_logo1.png"',)
"https://www.baidu.com/img/bd_logo1.png"
爬虫实例
import gevent
import requests
import time
# 抓取网站信息,返回响应对象
response = requests.get("http://www.baidu.com")
print(response)
# 获取状态码
res = response.status_code
print(res)
# 获取字符编码集 apparent_encoding
res_code = response.apparent_encoding
print(res_code)
# 设置编码集
response.encoding = res_code
res = response.text
print(res)
url_list = [
"http://www.baidu.com",
"http://www.4399.com",
"http://www.7k7k.com",
"http://www.jingdong.com",
"http://www.taobao.com",
]
def get_url(url):
response = requests.get(url)
if response.status_code == 200:
pass
# print(response.text)
# (1) 正常方式爬取数据
startime = time.time()
for i in url_list:
get_url(i)
endtime = time.time()
print("<=1=1=1=1=1=1=1=1=>")
print(endtime-startime)
# (2) 用协程爬取数据 更快
startime = time.time()
lst = []
for i in url_list:
g = gevent.spawn(get_url,i)
lst.append(g)
gevent.joinall(lst)
endtime = time.time()
print("<=2=2=2=2=2=2=2=2=2=>")
print(endtime - startime)
执行
<Response [200]>
200
utf-8
<!DOCTYPE html>
<!--STATUS OK--><html> <head><meta http-equiv=content-type content=text/html;charset=utf-8><meta http-equiv=X-UA-Compatible content=IE=Edge><meta content=always name=referrer><link rel=stylesheet type=text/css href=http://s1.bdstatic.com/r/www/cache/bdorz/baidu.min.css><title>百度一下,你就知道</title></head> <body link=#0000cc> <div id=wrapper> <div id=head> <div class="head_wrapper"> <div class="s_form"> <div class="s_form_wrapper"> <div id=lg> <img hidefocus=true src=//www.baidu.com/img/bd_logo1.png width=270 height=129> </div> <form id=form name=f action=//www.baidu.com/s class="fm"> <input type=hidden name=bdorz_come value=1> <input type=hidden name=ie value=utf-8> <input type=hidden name=f value=8> <input type=hidden name=rsv_bp value=1> <input type=hidden name=rsv_idx value=1> <input type=hidden name=tn value=baidu><span class="bg s_ipt_wr"><input id=kw name=wd class="s_ipt" value maxlength=255 autocomplete=off autofocus></span><span class="bg s_btn_wr"><input type=submit id=su value=百度一下 class="bg s_btn"></span> </form> </div> </div> <div id=u1> <a href=http://news.baidu.com name=tj_trnews class="mnav">新闻</a> <a href=http://www.hao123.com name=tj_trhao123 class="mnav">hao123</a> <a href=http://map.baidu.com name=tj_trmap class="mnav">地图</a> <a href=http://v.baidu.com name=tj_trvideo class="mnav">视频</a> <a href=http://tieba.baidu.com name=tj_trtieba class="mnav">贴吧</a> <noscript> <a href=http://www.baidu.com/bdorz/login.gif?login&tpl=mn&u=http%3A%2F%2Fwww.baidu.com%2f%3fbdorz_come%3d1 name=tj_login class="lb">登录</a> </noscript> <script>document.write('<a href="http://www.baidu.com/bdorz/login.gif?login&tpl=mn&u='+ encodeURIComponent(window.location.href+ (window.location.search === "" ? "?" : "&")+ "bdorz_come=1")+ '" name="tj_login" class="lb">登录</a>');</script> <a href=//www.baidu.com/more/ name=tj_briicon class="bri" style="display: block;">更多产品</a> </div> </div> </div> <div id=ftCon> <div id=ftConw> <p id=lh> <a href=http://home.baidu.com>关于百度</a> <a href=http://ir.baidu.com>About Baidu</a> </p> <p id=cp>©2017 Baidu <a href=http://www.baidu.com/duty/>使用百度前必读</a> <a href=http://jianyi.baidu.com/ class="cp-feedback">意见反馈</a> 京ICP证030173号 <img src=//www.baidu.com/img/gs.gif> </p> </div> </div> </div> </body> </html>
<=1=1=1=1=1=1=1=1=>
14.512077331542969
<=2=2=2=2=2=2=2=2=2=>
6.321309566497803
协程的速度比较快
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