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fourier: new package for fourier analysis and related functions

Sebastien Binet requested to merge fourier into master

Created by: kortschak

Please take a look.

So far I have only added the backing code. I want to add CFFT[IFB] and then I will dismantle some of the array.go support (remove 1-based indexing and the linear support types). It makes sense to add the API in this PR, so suggestions welcome here.

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