NumPy numpy.expand_dims 函数

  • 简述

    此函数通过在指定位置插入新轴来扩展数组。此函数需要两个参数。
    
    numpy.expand_dims(arr, axis)
    
    参数说明
    序号 参数及说明
    1
    arr
    输入数组
    2
    axis
    要插入新轴的位置
  • 例子

    
    import numpy as np 
    x = np.array(([1,2],[3,4])) 
    print 'Array x:' 
    print x 
    print '\n'  
    y = np.expand_dims(x, axis = 0) 
    print 'Array y:' 
    print y 
    print '\n'
    print 'The shape of X and Y array:' 
    print x.shape, y.shape 
    print '\n'  
    # insert axis at position 1 
    y = np.expand_dims(x, axis = 1) 
    print 'Array Y after inserting axis at position 1:' 
    print y 
    print '\n'  
    print 'x.ndim and y.ndim:' 
    print x.ndim,y.ndim 
    print '\n'  
    print 'x.shape and y.shape:' 
    print x.shape, y.shape
    
    上述程序的输出如下 -
    
    Array x:
    [[1 2]
     [3 4]]
    Array y:
    [[[1 2]
     [3 4]]]
    The shape of X and Y array:
    (2, 2) (1, 2, 2)
    Array Y after inserting axis at position 1:
    [[[1 2]]
     [[3 4]]]
    x.ndim and y.ndim:
    2 3
    x.shape and y.shape:
    (2, 2) (2, 1, 2)