Why is sklearn's paired_distances a lot slower than pairwise_distances even when calculating the same data? How can we improve paired_distances?

Question

I\'ve been running this simple code to calculate the distance matrix of X:

import numpy as np
from sklearn.metrics import pairwise_distances
from sklearn.metr