python运行时间的方法
这篇文章主要为大家详细介绍了python运行时间的几种方法,分析每一种运行时间方法的利弊,感兴趣的小伙伴们可以参考一下
最早见过手写的,类似于下面这种:
import datetime def time_1(): begin = datetime.datetime.now() sum = 0 for i in xrange(10000000): sum = sum + i end = datetime.datetime.now() return end-beginprint time_1()
输出如下:
➜ Python python time_1.py
立即学习“Python免费学习笔记(深入)”;
0:00:00.280797
另外一种方法是使用timeit模块,使用方法如下:
In [5]: import timeitIn [6]: timeit.timeit("sum(range(100))")Out[6]: 1.2272648811340332
还可以在命令行上使用这种timeit模块,如下:
➜ Python python -m timeit -s"import time_1 as t" "t.time_1()"0:00:00.28204410 loops, best of 3: 279 msec per loop
注意:timeit模块会多次运行程序以获得更精确的时间,所以需要避免重复执行带来的影响。比方说x.sort()这种操作,因为第一次执行之后,后边已经是排好的了,准确性就收到了影响。
还有一种方法是使用cProfile模块,代码如下,名字为time_1.py:
import datetime def time_1(): begin = datetime.datetime.now() sum = 0 for i in xrange(10000000): sum = sum + i end = datetime.datetime.now() return end-begin if __name__ == '__main__': print time_1()import cProfile cProfile.run('time_1()')
运行程序结果如下:
➜ Python python time_1.py0:00:00.282828 2 function calls in 0.000 seconds Ordered by: standard name ncalls tottime percall cumtime percall filename:lineno(function) 1 0.000 0.000 0.000 0.000 <string>:1(<module>) 1 0.000 0.000 0.000 0.000 {method 'disable' of '_lsprof.Profiler' objects}Traceback (most recent call last): File "time_1.py", line 15, in <module> cProfile.run('main()') File "/usr/lib/python2.7/cProfile.py", line 29, in run prof = prof.run(statement) File "/usr/lib/python2.7/cProfile.py", line 135, in run return self.runctx(cmd, dict, dict) File "/usr/lib/python2.7/cProfile.py", line 140, in runctx exec cmd in globals, locals File "<string>", line 1, in <module>NameError: name 'main' is not defined➜ Python vi time_1.py➜ Python python time_1.py0:00:00.284642 5 function calls in 0.281 seconds Ordered by: standard name ncalls tottime percall cumtime percall filename:lineno(function) 1 0.000 0.000 0.281 0.281 <string>:1(<module>) 1 0.281 0.281 0.281 0.281 time_1.py:3(time_1) 2 0.000 0.000 0.000 0.000 {built-in method now} 1 0.000 0.000 0.000 0.000 {method 'disable' of '_lsprof.Profiler' objects}</module></string></module></string></module></module></string>
一开始代码里最后一行写的是cProfile.run('main()'),提示没有main(),将main()改成函数名字就可以了。