What does replacement mean in numpy.random.choice?

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既然无缘
既然无缘 2020-12-13 08:03

Here explains the function numpy.random.choice. However, I am confused about the third parameter replace. What is it? And in which case will it be

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  • 2020-12-13 08:42

    You can use it when you want sample some elements from a list, and meanwhile you want the elements no repeat, then you can set the "replace=False".
    eg.

    from numpy import random as rd
    
    ary = list(range(10))
    # usage
    In[18]: rd.choice(ary, size=8, replace=False)
    Out[18]: array([0, 5, 9, 8, 2, 1, 6, 3])  # no repeated elements
    In[19]: rd.choice(ary, size=8, replace=True)
    Out[19]: array([4, 9, 8, 5, 4, 1, 1, 9])  # elements may be repeated
    
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  • 2020-12-13 09:00

    It controls whether the sample is returned to the sample pool. If you want only unique samples then this should be false.

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