Python timeit.timeit的返回值是平均值还是最佳值?
timeit命令行界面清楚地告诉我们,timeit命令行界面输出的效果最好Python timeit.timeit的返回值是平均值还是最佳值?,python,performance,Python,Performance,timeit命令行界面清楚地告诉我们,timeit命令行界面输出的效果最好 python -m timeit '"-".join(map(str, range(100)))' 10000 loops, best of 3: 25.2 usec per loop Python接口怎么样 >>> import timeit >>> timeit.timeit('char in text', setup='text = "sample string"; char
python -m timeit '"-".join(map(str, range(100)))'
10000 loops, best of 3: 25.2 usec per loop
Python接口怎么样
>>> import timeit
>>> timeit.timeit('char in text', setup='text = "sample string"; char = "g"')
0.41440500499993504
它仍然是最好的吗?来自:它运行主语句的次数默认为1000000,
并返回执行所有次数所用的时间总和
您可以将number=10**8添加到您的通话中,并查看结果如何变化:
>>>导入时间信息
>>>timeit.timeit'charin text',setup='text=示例字符串;char=g'
0.03136014938354492
>>>timeit.timeit'charin text',setup='text=示例字符串;字符=g',数字=10**7
0.22713899612426758
>>>timeit.timeit'charin text',setup='text=示例字符串;字符=g',数字=10**8
2.130625009536743
>>>
命令行将“重复”选项设置为3:
重复计时器的次数默认为3次
“最好的”是这三个中最好的。这与number参数不同,当您不设置-n/-number参数时,它会自动为您确定
另一方面,timeit.timeit函数不会重复。它运行语句的次数,并给出总时间。从:
使用给定的语句、设置代码和计时器函数创建一个计时器实例,并使用数字执行运行其timeit方法
和来自:
主语句的执行次数。这将执行setup语句一次,然后返回执行main语句多次所需的时间,以秒为单位作为浮点值
如果要获得最佳结果,请使用:
在Python3中,通过新的和更好的规模处理,上述功能得到了很大的改进
使用您的语句和设置演示:
>>> import timeit
>>> t = timeit.Timer('char in text', setup='text = "sample string"; char = "g"')
>>> repeat = 3
>>> for i in range(1, 10):
... number = 10**i
... x = t.timeit(number)
... if x >= 0.2:
... break
...
>>> r = t.repeat(repeat, number)
>>> best = min(r)
>>> print "%d loops," % number,
10000000 loops,
>>> usec = best * 1e6 / number
>>> if usec < 1000:
... print "best of %d: %.*g usec per loop" % (repeat, 3, usec)
... else:
... msec = usec / 1000
... if msec < 1000:
... print "best of %d: %.*g msec per loop" % (repeat, 3, msec)
... else:
... sec = msec / 1000
... print "best of %d: %.*g sec per loop" % (repeat, 3, sec)
...
best of 3: 0.0305 usec per loop
timeit.repeat(stmt='pass', setup='pass', timer=<default timer>, repeat=3, number=1000000)
t = Timer(stmt, setup, timer)
repeat = 3
for i in range(1, 10):
number = 10**i
x = t.timeit(number)
if x >= 0.2:
break
r = t.repeat(repeat, number)
best = min(r)
print "%d loops," % number,
usec = best * 1e6 / number
if usec < 1000:
print "best of %d: %.*g usec per loop" % (repeat, 3, usec)
else:
msec = usec / 1000
if msec < 1000:
print "best of %d: %.*g msec per loop" % (repeat, 3, msec)
else:
sec = msec / 1000
print "best of %d: %.*g sec per loop" % (repeat, 3, sec)
>>> import timeit
>>> t = timeit.Timer('char in text', setup='text = "sample string"; char = "g"')
>>> repeat = 3
>>> for i in range(1, 10):
... number = 10**i
... x = t.timeit(number)
... if x >= 0.2:
... break
...
>>> r = t.repeat(repeat, number)
>>> best = min(r)
>>> print "%d loops," % number,
10000000 loops,
>>> usec = best * 1e6 / number
>>> if usec < 1000:
... print "best of %d: %.*g usec per loop" % (repeat, 3, usec)
... else:
... msec = usec / 1000
... if msec < 1000:
... print "best of %d: %.*g msec per loop" % (repeat, 3, msec)
... else:
... sec = msec / 1000
... print "best of %d: %.*g sec per loop" % (repeat, 3, sec)
...
best of 3: 0.0305 usec per loop