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Support for unfold (and fold) with Lux.jl & Reactant.jl #1731

@bvdmitri

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@bvdmitri

Lux documentation mentions NNlib.unfold operation, but the current implementation within NNlib uses @threads thus is not compatible with @compile macro from Reactant.jl

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