[SciPy-Dev] fftconvolve speedup / non powers of two

Nicolas Rougier Nicolas.Rougier at inria.fr
Sat Feb 11 05:52:21 EST 2012



Hi,


FFTW documentation (http://www.fftw.org/fftw2_doc/fftw_3.html) states that:

"FFTW is best at handling sizes of the form 2^a*3^b*5^c*7^d*11^e*13^f, where e+f is either 0 or 1."

But the code from fftconvolve is only using (internally) sizes that are power of two, is there a specific reason ?


I tried a naive implementation handling size of the above form and it seems to speedup things a bit:

In [1]: from fftconvolve import *

In [2]: %timeit fftconvolve(Z,K,'full')
10 loops, best of 3: 57.3 ms per loop

In [3]: %timeit fftconvolve2(Z,K,'full')
100 loops, best of 3: 13.2 ms per loop


This is for the worst case where the internal size is 257. fftconvolve uses a size of 512 while fftconvolve2 uses 260. For powers of two, it should not change performances (only the time to compute best fft shape that may be probably improved).




Nicolas



Here is the code:

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