Write a NumPy program to extract all the contiguous 4x4 blocks from a given random 12x12 matrix

import numpy as np
arra1 = np.random.randint(0,5,(12,12))
print("Original arrays:")
print(arra1)
n = 4
i = 1 + (arra1.shape[0]-4)
j = 1 + (arra1.shape[1]-4)
result = np.lib.stride_tricks.as_strided(arra1, shape=(i, j, n, n), strides = arra1.strides + arra1.strides)
print("\nContiguous 4x4 blocks:")
print(result)

Sample Output:

Original arrays:
[[3 3 1 2 0 3 0 3 2 0 1 0]
 [4 0 4 2 0 0 0 0 2 2 2 3]
 [1 4 0 1 1 3 4 1 0 3 3 3]
 [1 4 2 4 2 0 0 4 2 1 2 3]
 [4 3 0 2 3 1 0 1 1 1 2 2]
 [1 0 1 1 4 4 3 1 4 2 3 4]
 [1 4 0 4 1 2 0 2 4 1 4 4]
 [2 2 0 4 1 4 2 4 1 4 0 3]
 [3 0 4 0 3 1 2 4 4 1 1 0]
 [3 1 3 3 0 0 4 3 1 0 2 2]
 [1 2 3 4 1 2 3 4 3 2 3 4]
 [4 0 4 2 2 4 1 4 2 0 0 0]]

Contiguous 4x4 blocks:
[[[[3 3 1 2]
   [4 0 4 2]
   [1 4 0 1]
   [1 4 2 4]]

  [[3 1 2 0]
   [0 4 2 0]
   [4 0 1 1]
   [4 2 4 2]]

  [[1 2 0 3]
   [4 2 0 0]
   [0 1 1 3]
   [2 4 2 0]]

  ...

  [[0 3 2 0]
   [0 0 2 2]
   [4 1 0 3]
   [0 4 2 1]]

  [[3 2 0 1]
   [0 2 2 2]
   [1 0 3 3]
   [4 2 1 2]]

  [[2 0 1 0]
   [2 2 2 3]
   [0 3 3 3]
   [2 1 2 3]]]


 [[[4 0 4 2]
   [1 4 0 1]
   [1 4 2 4]
   [4 3 0 2]]

  [[0 4 2 0]
   [4 0 1 1]
   [4 2 4 2]
   [3 0 2 3]]

  [[4 2 0 0]
   [0 1 1 3]
   [2 4 2 0]
   [0 2 3 1]]

  ...

  [[0 0 2 2]
   [4 1 0 3]
   [0 4 2 1]
   [0 1 1 1]]

  [[0 2 2 2]
   [1 0 3 3]
   [4 2 1 2]
   [1 1 1 2]]

  [[2 2 2 3]
   [0 3 3 3]
   [2 1 2 3]
   [1 1 2 2]]]


 [[[1 4 0 1]
   [1 4 2 4]
   [4 3 0 2]
   [1 0 1 1]]

  [[4 0 1 1]
   [4 2 4 2]
   [3 0 2 3]
   [0 1 1 4]]

  [[0 1 1 3]
   [2 4 2 0]
   [0 2 3 1]
   [1 1 4 4]]

  ...

  [[4 1 0 3]
   [0 4 2 1]
   [0 1 1 1]
   [3 1 4 2]]

  [[1 0 3 3]
   [4 2 1 2]
   [1 1 1 2]
   [1 4 2 3]]

  [[0 3 3 3]
   [2 1 2 3]
   [1 1 2 2]
   [4 2 3 4]]]


 ...


 [[[1 4 0 4]
   [2 2 0 4]
   [3 0 4 0]
   [3 1 3 3]]

  [[4 0 4 1]
   [2 0 4 1]
   [0 4 0 3]
   [1 3 3 0]]

  [[0 4 1 2]
   [0 4 1 4]
   [4 0 3 1]
   [3 3 0 0]]

  ...

  [[0 2 4 1]
   [2 4 1 4]
   [2 4 4 1]
   [4 3 1 0]]

  [[2 4 1 4]
   [4 1 4 0]
   [4 4 1 1]
   [3 1 0 2]]

  [[4 1 4 4]
   [1 4 0 3]
   [4 1 1 0]
   [1 0 2 2]]]


 [[[2 2 0 4]
   [3 0 4 0]
   [3 1 3 3]
   [1 2 3 4]]

  [[2 0 4 1]
   [0 4 0 3]
   [1 3 3 0]
   [2 3 4 1]]

  [[0 4 1 4]
   [4 0 3 1]
   [3 3 0 0]
   [3 4 1 2]]

  ...

  [[2 4 1 4]
   [2 4 4 1]
   [4 3 1 0]
   [3 4 3 2]]

  [[4 1 4 0]
   [4 4 1 1]
   [3 1 0 2]
   [4 3 2 3]]

  [[1 4 0 3]
   [4 1 1 0]
   [1 0 2 2]
   [3 2 3 4]]]


 [[[3 0 4 0]
   [3 1 3 3]
   [1 2 3 4]
   [4 0 4 2]]

  [[0 4 0 3]
   [1 3 3 0]
   [2 3 4 1]
   [0 4 2 2]]

  [[4 0 3 1]
   [3 3 0 0]
   [3 4 1 2]
   [4 2 2 4]]

  ...

  [[2 4 4 1]
   [4 3 1 0]
   [3 4 3 2]
   [1 4 2 0]]

  [[4 4 1 1]
   [3 1 0 2]
   [4 3 2 3]
   [4 2 0 0]]

  [[4 1 1 0]
   [1 0 2 2]
   [3 2 3 4]
   [2 0 0 0]]]]