Python并发之Gevent

Python并发之gevent

Python经过yield提供了对协程的基本支持,可是不彻底。而第三方的gevent为Python提供了比较完善的协程支持。python

gevent是第三方库,经过greenlet实现协程,其基本思想是: 当一个greenlet遇到IO操做时,好比访问网络,就自动切换到其余的greenlet,等到IO操做完成,再在适当的时候切换回来继续执行。因为IO操做很是耗时,常常使程序处于等待状态,有了gevent为咱们自动切换协程,就保证总有greenlet在运行,而不是等待IO。 因为切换是在IO操做时自动完成,因此gevent须要修改Python自带的一些标准库,这一过程在启动时经过monkey patch完成:git

from gevent import monkey; monkey.patch_socket()
import gevent

def f(n):
    for i in range(n):
        print gevent.getcurrent(), i

g1 = gevent.spawn(f, 5)
g2 = gevent.spawn(f, 5)
g3 = gevent.spawn(f, 5)
g1.join()
g2.join()
g3.join()

运行结果:github

<Greenlet at 0x10e49f550: f(5)> 0
<Greenlet at 0x10e49f550: f(5)> 1
<Greenlet at 0x10e49f550: f(5)> 2
<Greenlet at 0x10e49f550: f(5)> 3
<Greenlet at 0x10e49f550: f(5)> 4
<Greenlet at 0x10e49f910: f(5)> 0
<Greenlet at 0x10e49f910: f(5)> 1
<Greenlet at 0x10e49f910: f(5)> 2
<Greenlet at 0x10e49f910: f(5)> 3
<Greenlet at 0x10e49f910: f(5)> 4
<Greenlet at 0x10e49f4b0: f(5)> 0
<Greenlet at 0x10e49f4b0: f(5)> 1
<Greenlet at 0x10e49f4b0: f(5)> 2
<Greenlet at 0x10e49f4b0: f(5)> 3
<Greenlet at 0x10e49f4b0: f(5)> 4

能够看到,3个greenlet是依次运行而不是交替运行。要让greenlet交替运行,能够经过gevent.sleep()交出控制权:服务器

def f(n):
    for i in range(n):
        print gevent.getcurrent(), i
        gevent.sleep(0)

执行结果:网络

<Greenlet at 0x10cd58550: f(5)> 0
<Greenlet at 0x10cd58910: f(5)> 0
<Greenlet at 0x10cd584b0: f(5)> 0
<Greenlet at 0x10cd58550: f(5)> 1
<Greenlet at 0x10cd584b0: f(5)> 1
<Greenlet at 0x10cd58910: f(5)> 1
<Greenlet at 0x10cd58550: f(5)> 2
<Greenlet at 0x10cd58910: f(5)> 2
<Greenlet at 0x10cd584b0: f(5)> 2
<Greenlet at 0x10cd58550: f(5)> 3
<Greenlet at 0x10cd584b0: f(5)> 3
<Greenlet at 0x10cd58910: f(5)> 3
<Greenlet at 0x10cd58550: f(5)> 4
<Greenlet at 0x10cd58910: f(5)> 4
<Greenlet at 0x10cd584b0: f(5)> 4

3个greenlet交替运行, 把循环次数改成500000,让它们的运行时间长一点,而后在操做系统的进程管理器中看,线程数只有1个。 固然,实际代码里,咱们不会用gevent.sleep()去切换协程,而是在执行到IO操做时,gevent自动切换,代码以下:并发

from gevent import monkey; monkey.patch_all()
import gevent
import urllib2

def f(url):
    print("GET: %s" % url)
    resp = urllib2.urlopen(url)
    data = resp.read()
    print("%d bytes received from %s." % (len(data), url))

gevent.joinall([
        gevent.spawn(f, 'https://www.python.org/'),
        gevent.spawn(f, 'https://www.yahoo.com/'),
        gevent.spawn(f, 'https://github.com/'),
])

运行结果:socket

GET: https://www.python.org/
GET: https://www.yahoo.com/
GET: https://github.com/
45661 bytes received from https://www.python.org/.
14823 bytes received from https://github.com/.
304034 bytes received from https://www.yahoo.com/.

从结果看,3个网络操做是并发执行的,并且结束顺序不一样,但只有一个线程。性能

小结 使用gevent,能够得到极高的并发性能,但gevent只能在Unix/Linux下运行,在Windows下不保证正常安装和运行。 因为gevent是基于IO切换的协程,因此最神奇的是,咱们编写的Web App代码,不须要引入gevent的包,也不须要改任何代码,仅仅在部署的时候,用一个支持gevent的WSGI服务器,马上就得到了数倍的性能提高url

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