BFFFT (Blazingly Fast FFT)
History
Discovered by the French mathematician Joseph Fourier in 1816, the forward
and
backward Fourier transforms (and its numerous variations) constitute, in a
sense, the beginning of modern mathematics.
FFT, a.k.a. Fast Fourier Transform
Today, Fourier transforms are performed by computers, on which the improved
FFT (Fast Fourier Transform) algorithm has proven extremely valuable in many
applications. The FFT of a given set of numbers can be defined recursively as
the sum of two FFTs over odd and even points. Thus, unlike the direct
implementation of Fourier's formulas, which are in O(n2),
the FFT complexity is in O(nlog(n)).
The 2-dimensional FFT algorithm is also very simple. Using a simple array as
input, a 2-dimensional Fast Fourier Transform consists of two one-dimensional
FFTs performed (for instance) on each line first, and on each column next.
Similar extentions exist in the case of dimension 3 or more.
Computerizing the FFT
An important limitation, in FFT computer applications dealing with large
arrays,
is the fact that the algorithm is not well suited to parallelization, due
to the
huge amount of data that has to be transfered between computers. Since the
transfers
are proportional to the number of operations, network time soon becomes
prominent when the number of
processors is high.
A good alternative to parallelization does exists, however! FFT can be
efficiently vectorized.
BFFFT, a 2D Vectorized FFT
BFFFT is largely based on VFFT, a public domain code which is
part of the
CMLIB mathematical package.
Paul Swarztrauber wrote 95% of it about 20 years ago. I only added
a few subroutines on top of it, that can be useful if one needs
to do 2-dimensional FFTs.
VFFT only
handles one-dimensional vectorized FFTs on arrays. BFFFT adds:
- 2-dimensional vectorized real-to-complex forward and backward subroutines,
- Fortran 90 language, while VFFT uses Fortran 77,
- double precision floats.
Note that BFFFT uses the OFFT utility. More information and sample instructions can be found in the beginning of the source file itself. Note that BFFFT is distributed under the GNU General Public License, you can use it, modify it and redistribute it under the conditions as mentioned in the license.
Download BFFFT.
Contact: <romo661@free.fr>,
my main page.