Scipy Compute Mann Whitney U along Multiple Slices

Question

Given the following arrays:

import numpy as np
from scipy.stats import mannwhitneyu

s1 = np.array([[1,2,3,4,5,6,7,8,0,10],[10,9,8,7,6,5,4,3,2,1]])
s2 = np.array(