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annotate libs/kissfft/README @ 0:b2f14e535253

initial commit
author John Tsiombikas <nuclear@member.fsf.org>
date Sat, 01 Feb 2014 19:58:19 +0200
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nuclear@0 1 KISS FFT - A mixed-radix Fast Fourier Transform based up on the principle,
nuclear@0 2 "Keep It Simple, Stupid."
nuclear@0 3
nuclear@0 4 There are many great fft libraries already around. Kiss FFT is not trying
nuclear@0 5 to be better than any of them. It only attempts to be a reasonably efficient,
nuclear@0 6 moderately useful FFT that can use fixed or floating data types and can be
nuclear@0 7 incorporated into someone's C program in a few minutes with trivial licensing.
nuclear@0 8
nuclear@0 9 USAGE:
nuclear@0 10
nuclear@0 11 The basic usage for 1-d complex FFT is:
nuclear@0 12
nuclear@0 13 #include "kiss_fft.h"
nuclear@0 14
nuclear@0 15 kiss_fft_cfg cfg = kiss_fft_alloc( nfft ,is_inverse_fft ,0,0 );
nuclear@0 16
nuclear@0 17 while ...
nuclear@0 18
nuclear@0 19 ... // put kth sample in cx_in[k].r and cx_in[k].i
nuclear@0 20
nuclear@0 21 kiss_fft( cfg , cx_in , cx_out );
nuclear@0 22
nuclear@0 23 ... // transformed. DC is in cx_out[0].r and cx_out[0].i
nuclear@0 24
nuclear@0 25 free(cfg);
nuclear@0 26
nuclear@0 27 Note: frequency-domain data is stored from dc up to 2pi.
nuclear@0 28 so cx_out[0] is the dc bin of the FFT
nuclear@0 29 and cx_out[nfft/2] is the Nyquist bin (if exists)
nuclear@0 30
nuclear@0 31 Declarations are in "kiss_fft.h", along with a brief description of the
nuclear@0 32 functions you'll need to use.
nuclear@0 33
nuclear@0 34 Code definitions for 1d complex FFTs are in kiss_fft.c.
nuclear@0 35
nuclear@0 36 You can do other cool stuff with the extras you'll find in tools/
nuclear@0 37
nuclear@0 38 * multi-dimensional FFTs
nuclear@0 39 * real-optimized FFTs (returns the positive half-spectrum: (nfft/2+1) complex frequency bins)
nuclear@0 40 * fast convolution FIR filtering (not available for fixed point)
nuclear@0 41 * spectrum image creation
nuclear@0 42
nuclear@0 43 The core fft and most tools/ code can be compiled to use float, double,
nuclear@0 44 Q15 short or Q31 samples. The default is float.
nuclear@0 45
nuclear@0 46
nuclear@0 47 BACKGROUND:
nuclear@0 48
nuclear@0 49 I started coding this because I couldn't find a fixed point FFT that didn't
nuclear@0 50 use assembly code. I started with floating point numbers so I could get the
nuclear@0 51 theory straight before working on fixed point issues. In the end, I had a
nuclear@0 52 little bit of code that could be recompiled easily to do ffts with short, float
nuclear@0 53 or double (other types should be easy too).
nuclear@0 54
nuclear@0 55 Once I got my FFT working, I was curious about the speed compared to
nuclear@0 56 a well respected and highly optimized fft library. I don't want to criticize
nuclear@0 57 this great library, so let's call it FFT_BRANDX.
nuclear@0 58 During this process, I learned:
nuclear@0 59
nuclear@0 60 1. FFT_BRANDX has more than 100K lines of code. The core of kiss_fft is about 500 lines (cpx 1-d).
nuclear@0 61 2. It took me an embarrassingly long time to get FFT_BRANDX working.
nuclear@0 62 3. A simple program using FFT_BRANDX is 522KB. A similar program using kiss_fft is 18KB (without optimizing for size).
nuclear@0 63 4. FFT_BRANDX is roughly twice as fast as KISS FFT in default mode.
nuclear@0 64
nuclear@0 65 It is wonderful that free, highly optimized libraries like FFT_BRANDX exist.
nuclear@0 66 But such libraries carry a huge burden of complexity necessary to extract every
nuclear@0 67 last bit of performance.
nuclear@0 68
nuclear@0 69 Sometimes simpler is better, even if it's not better.
nuclear@0 70
nuclear@0 71 FREQUENTLY ASKED QUESTIONS:
nuclear@0 72 Q: Can I use kissfft in a project with a ___ license?
nuclear@0 73 A: Yes. See LICENSE below.
nuclear@0 74
nuclear@0 75 Q: Why don't I get the output I expect?
nuclear@0 76 A: The two most common causes of this are
nuclear@0 77 1) scaling : is there a constant multiplier between what you got and what you want?
nuclear@0 78 2) mixed build environment -- all code must be compiled with same preprocessor
nuclear@0 79 definitions for FIXED_POINT and kiss_fft_scalar
nuclear@0 80
nuclear@0 81 Q: Will you write/debug my code for me?
nuclear@0 82 A: Probably not unless you pay me. I am happy to answer pointed and topical questions, but
nuclear@0 83 I may refer you to a book, a forum, or some other resource.
nuclear@0 84
nuclear@0 85
nuclear@0 86 PERFORMANCE:
nuclear@0 87 (on Athlon XP 2100+, with gcc 2.96, float data type)
nuclear@0 88
nuclear@0 89 Kiss performed 10000 1024-pt cpx ffts in .63 s of cpu time.
nuclear@0 90 For comparison, it took md5sum twice as long to process the same amount of data.
nuclear@0 91
nuclear@0 92 Transforming 5 minutes of CD quality audio takes less than a second (nfft=1024).
nuclear@0 93
nuclear@0 94 DO NOT:
nuclear@0 95 ... use Kiss if you need the Fastest Fourier Transform in the World
nuclear@0 96 ... ask me to add features that will bloat the code
nuclear@0 97
nuclear@0 98 UNDER THE HOOD:
nuclear@0 99
nuclear@0 100 Kiss FFT uses a time decimation, mixed-radix, out-of-place FFT. If you give it an input buffer
nuclear@0 101 and output buffer that are the same, a temporary buffer will be created to hold the data.
nuclear@0 102
nuclear@0 103 No static data is used. The core routines of kiss_fft are thread-safe (but not all of the tools directory).
nuclear@0 104
nuclear@0 105 No scaling is done for the floating point version (for speed).
nuclear@0 106 Scaling is done both ways for the fixed-point version (for overflow prevention).
nuclear@0 107
nuclear@0 108 Optimized butterflies are used for factors 2,3,4, and 5.
nuclear@0 109
nuclear@0 110 The real (i.e. not complex) optimization code only works for even length ffts. It does two half-length
nuclear@0 111 FFTs in parallel (packed into real&imag), and then combines them via twiddling. The result is
nuclear@0 112 nfft/2+1 complex frequency bins from DC to Nyquist. If you don't know what this means, search the web.
nuclear@0 113
nuclear@0 114 The fast convolution filtering uses the overlap-scrap method, slightly
nuclear@0 115 modified to put the scrap at the tail.
nuclear@0 116
nuclear@0 117 LICENSE:
nuclear@0 118 Revised BSD License, see COPYING for verbiage.
nuclear@0 119 Basically, "free to use&change, give credit where due, no guarantees"
nuclear@0 120 Note this license is compatible with GPL at one end of the spectrum and closed, commercial software at
nuclear@0 121 the other end. See http://www.fsf.org/licensing/licenses
nuclear@0 122
nuclear@0 123 A commercial license is available which removes the requirement for attribution. Contact me for details.
nuclear@0 124
nuclear@0 125
nuclear@0 126 TODO:
nuclear@0 127 *) Add real optimization for odd length FFTs
nuclear@0 128 *) Document/revisit the input/output fft scaling
nuclear@0 129 *) Make doc describing the overlap (tail) scrap fast convolution filtering in kiss_fastfir.c
nuclear@0 130 *) Test all the ./tools/ code with fixed point (kiss_fastfir.c doesn't work, maybe others)
nuclear@0 131
nuclear@0 132 AUTHOR:
nuclear@0 133 Mark Borgerding
nuclear@0 134 Mark@Borgerding.net