8x faster graph normalization

2 changes:
1. numpy matrix inversion is 2x faster than scipy inversion
2. For diagonal matrices, np.sqrt and scipy.linalg.sqrtm give the same result because there are no interaction terms. But np.sqrt is 250x faster.