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Based on LuxDL/Lux.jl#659
but with some fixes up to use ChainRulesCore types.
Initial PR is not inferable.
I suspect i will need to rewrite this as a generated funcition to make it infer.
@avik-pal do you want to test this branch against your use case, with it deleted from Lux?