import numpy as np

din = np.arange(64, dtype=np.uint8).reshape(8,8)
h, w = din.shape[:2]

left = din[1:-1,0:-2]
right = din[1:-1,2:]
top = din[0:-2,1:-1]
bottom = din[2:,1:-1]
out = din[1:-1,1:-1]

xx, yy = np.meshgrid(np.arange(1, h-1), np.arange(1,h-1))
colour = (xx ^ yy) & 1

result = np.dstack([left,top,right,bottom,out,colour])

print(din)
print(result.reshape(-1, 6))