#5812 breaks the release pipeline by using np.broadcast_shapes which is not available until numpy 1.20, but the release pipeline specifies a minimally supported version to be 1.16.

We can either avoid the use of np.broadcast_shapes, or bump the min supported numpy version to 1.20.

@galagam