Is your feature request related to a problem? Please describe.
This is a low priority in the internal codebase of cvxpy. Currently, there is custom code across some places (ex: AxisAtom, reshape) that could be replaced with a more native numpy function (i.e. normalize_axis_tuple and normalize_axis_index).

Describe the solution you'd like
Replace the custom axis processing with numpy functions.