Get ith elements in numpy nested arrays given an array of indices (i1, i2, …)

Question

Given x, a numpy array:

>>> x
array([[ 1,  2,  3,  4],
       [ 5,  6,  7,  8],
       [ 9, 10, 11, 12]])

And another a