Python 多线程与多进程的性能分析

1、多进程多进程:

优点:可以利用多核优势

缺点:开销大

2 、多线程:

优点:开销小

缺点:不能利用多核优势

3、结论:计算密集型可以选择多进程,IO密集型可以选择多线程

from threading import Thread
from multiprocessing import Process
import time
#计算密集型
def work():
    res=1
    for i in range(100000000):
        res+=i

if __name__ == '__main__':
    p_l=[]
    start=time.time()
    for i in range(4):
        # p=Process(target=work) #6.7473859786987305
        p=Thread(target=work) #24.466399431228638
        p_l.append(p)
        p.start()
    for p in p_l:
        p.join()

    print(time.time()-start)
from threading import Thread
from multiprocessing import Process
import time
#IO密集型
def work():
    time.sleep(2)

if __name__ == '__main__':
    p_l=[]
    start=time.time()
    for i in range(400):
        # p=Process(target=work) #12.104692220687866
        p=Thread(target=work) #2.038116455078125
        p_l.append(p)
        p.start()
    for p in p_l:
        p.join()

 

posted @ 2017-09-08 10:44  刘小伟  阅读(849)  评论(0编辑  收藏  举报