Both torch.renorm and torch.norm always computes infinity norm as 1 because they actually computes norm = (\sum_i x_i^p)^(1/p)` as `\infty^0 = 1.

relevant post: https://discuss.pytorch.org/t/weird-behavior-in-torch-renorm-for-l-infinity-norms/16731