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request for performant medium-size (<= 4096 pts) FFT on complex ndarray #204

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enhancementNew feature or request
@alainrollejr

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@alainrollejr

Is your feature request related to a problem? Please describe.
Medium size FFTs are required in telecom signal processing such as OFDM (de)modulation (eg Wifi, 4G,5G)

Describe the solution you'd like
I would like Numojo to offer an out of the box fft routine on complex ndarray types which have been recently added.

Describe alternatives you've considered
Alternatives would be ffi to otherwise working great FFTW(est) C routines, btw I think it makes sense benchmarking numojo FFT against FFTW on a couple of platforms (intel, neon) but I could live with the (nu)mojo implementation being up to 25% slower than FFT in exchange for the benefit of having it all in one mojo program without dynamically linking it to a FFTW library

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