[numpy]random.choice()随机选取内容

时间:2021-12-12 12:32:34

概述:

可以从一个int数字或1维array里随机选取内容,并将选取结果放入n维array中返回。

说明:

numpy.random.choice(a, size=None, replace=True, p=None)

a : 1-D array-like or int
If an ndarray, a random sample is generated from its elements.
If an int, the random sample is generated as if a was np.arange(n)

size : int or tuple of ints, optional

replace : boolean, optional
Whether the sample is with or without replacement

p : 1-D array-like, optional
The probabilities associated with each entry in a. If not given the sample assumes a uniform distribution over all entries in a.

示例

>>> np.random.choice(5, 3)
array([0, 3, 4])

>>> np.random.choice(5, 3, p=[0.1, 0, 0.3, 0.6, 0])
array([3, 3, 0])

>>> np.random.choice(5, 3, replace=False)
array([3,1,0])

>>> np.random.choice(5, 3, replace=False, p=[0.1, 0, 0.3, 0.6, 0])
array([2, 3, 0])

>>> aa_milne_arr = ['pooh', 'rabbit', 'piglet', 'Christopher']

>>> np.random.choice(aa_milne_arr, 5, p=[0.5, 0.1, 0.1, 0.3])
array(['pooh', 'pooh', 'pooh', 'Christopher', 'piglet'],

官方介绍

http://docs.scipy.org/doc/numpy-dev/reference/generated/numpy.random.choice.html