Support AI trim (median filtering, sigma-clip)

For now only integrate1d_legacy() is called by StackIntegrator.

All the user parameters for supporting trim are here (trim_method, trim_n_pts, trim_bounds). Now they have to be connected to the StackIntegrator class.