Backport PR #42200 on branch 1.3.x (TYP: update for numpy-1.21.0)
Backport PR #42200: TYP: update for numpy-1.21.0
i'll push some changes for the mypy failures shortly (or can merge and i'll open a PR against 1.3.x to fix)