Hướng dẫn dùng squeeze method python

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numpy.squeeze() function is used when we want to remove single-dimensional entries from the shape of an array.

Syntax : numpy.squeeze(arr, axis=None )

Parameters :
arr : [array_like] Input array.
axis : [None or int or tuple of ints, optional] Selects a subset of the single-dimensional entries in the shape. If an axis is selected with shape entry greater than one, an error is raised.

Return :
squeezed [ndarray] The input array, but with all or a subset of the dimensions of length 1 removed. This is always a itself or a view into arr.

Code #1 :

import numpy as geek

in_arr = geek.array([[[2, 2, 2], [2, 2, 2]]])

print ("Input array : ", in_arr) 

print("Shape of input array : ", in_arr.shape)  

out_arr = geek.squeeze(in_arr) 

print ("output squeezed array : ", out_arr)

print("Shape of output array : ", out_arr.shape) 

Output :

Input array :  [[[2 2 2]
  [2 2 2]]]
Shape of input array :  (1, 2, 3)
output squeezed array :  [[2 2 2]
 [2 2 2]]
Shape of output array :  (2, 3)

 
Code #2 :

import numpy as geek

in_arr = geek.arange(9).reshape(1, 3, 3) 

print ("Input array : ", in_arr)  

out_arr = geek.squeeze(in_arr, axis = 0) 

print ("output array : ", out_arr)  

print("The shapes of Input and Output array : ") 

print(in_arr.shape, out_arr.shape)

Output :

Input array :  [[[0 1 2]
  [3 4 5]
  [6 7 8]]]
output array :  [[0 1 2]
 [3 4 5]
 [6 7 8]]
The shapes of Input and Output array : 
(1, 3, 3) (3, 3)

Note :

ValueError :
If axis is not None, and an axis being squeezed is not of length 1.

 
Code #3 :

import numpy as geek

in_arr = geek.arange(9).reshape(1, 3, 3) 

print ("Input array : ", in_arr)  

out_arr = geek.squeeze(in_arr, axis = 1) 

print ("output array : ", out_arr)  

print("The shapes of Input and Output array : ")

print(in_arr.shape, out_arr.shape)

Output :

ValueError                                Traceback (most recent call last)
 in ()
      5 
      6 print ("Input array : ", in_arr)
----> 7 out_arr = geek.squeeze(in_arr, axis=1)
      8 print ("output array : ", out_arr)
      9 print("The shapes of Input and Output array : ")

~\Anaconda3\lib\site-packages\numpy\core\fromnumeric.py in squeeze(a, axis)
   1196     try:
   1197         # First try to use the new axis= parameter
-> 1198         return squeeze(axis=axis)
   1199     except TypeError:
   1200         # For backwards compatibility

ValueError: cannot select an axis to squeeze out which has size not equal to one