[numpy]random.choice()随机选取内容

读代码看到这句

    np.random.choice([i for i in images[:200] if not is_empty(i)], size = 8)

https://www.kaggle.com/rackovic1994/convolutional-neural-network

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。

   
1
2

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.

   
1
2
3
4
5
6
7
8
9
10
11
12

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'],

   
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17

官方介绍

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

        <link rel="stylesheet" href="https://csdnimg.cn/release/phoenix/template/css/markdown_views-ea0013b516.css">
            </div>

感谢 https://blog.youkuaiyun.com/autoliuweijie/article/details/51982514