padding in numpy code example

Example 1: python how to pad a numpy array with zeros

# Basic syntax:
# For 1D array:
np.pad(numpy_array, (pad_left, pad_right), 'constant')

# For 2D array:
np.pad(numpy_array, ((pad_top, pad_bottom), (pad_left, pad_right)), 'constant')

# Example usage:
import numpy as np
numpy_array = np.array([1,2,3,4,5]) # 1D array
np.pad(numpy_array, (2, 3), 'constant') # Pad 2 left, 3 right
--> array([0, 0, 1, 2, 3, 4, 5, 0, 0, 0])

numpy_array = np.array([[1,2],[3,4]]) # 2D array
array([[1, 2], # Before padding
       [3, 4]])
np.pad(numpy_array, ((1,2),(2,1)), 'constant') # Pad 1 top, 2 bottom, 2 left, 1 right
array([[0, 0, 0, 0, 0], # After padding
       [0, 0, 1, 2, 0],
       [0, 0, 3, 4, 0],
       [0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0]])

Example 2: np.pad

>>> np.pad(a, [(1, 0), (2, 0)], mode='constant')
array([[ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.],
       [ 0.,  0.,  1.,  1.,  1.,  1.,  1.,  0.,  0.],
       [ 0.,  0.,  1.,  1.,  1.,  1.,  1.,  0.,  0.],
       [ 0.,  0.,  1.,  1.,  1.,  1.,  1.,  0.,  0.],
       [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.]])