With the changes in https://github.com/JuliaQuantumControl/QuantumControlBase.jl/pull/46 and https://github.com/JuliaQuantumControl/Krotov.jl/pull/21, pulse parametrization in GRAPE should work out of the box. The example from Krotov can be ported to GRAPE.