[96fb8ad] | 1 | /* |
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[e6a78ea] | 2 | Copyright (C) 2003-2009 Paul Brossier <piem@aubio.org> |
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[96fb8ad] | 3 | |
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[e6a78ea] | 4 | This file is part of aubio. |
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[96fb8ad] | 5 | |
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[e6a78ea] | 6 | aubio is free software: you can redistribute it and/or modify |
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| 7 | it under the terms of the GNU General Public License as published by |
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| 8 | the Free Software Foundation, either version 3 of the License, or |
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| 9 | (at your option) any later version. |
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[96fb8ad] | 10 | |
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[e6a78ea] | 11 | aubio is distributed in the hope that it will be useful, |
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| 12 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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| 13 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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| 14 | GNU General Public License for more details. |
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| 15 | |
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| 16 | You should have received a copy of the GNU General Public License |
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| 17 | along with aubio. If not, see <http://www.gnu.org/licenses/>. |
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[96fb8ad] | 18 | |
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| 19 | */ |
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| 20 | |
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| 21 | #include "aubio_priv.h" |
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[aadd27a] | 22 | #include "fvec.h" |
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| 23 | #include "cvec.h" |
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[96fb8ad] | 24 | #include "mathutils.h" |
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[32d6958] | 25 | #include "spectral/fft.h" |
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[96fb8ad] | 26 | |
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[54dd945] | 27 | #ifdef HAVE_FFTW3 // using FFTW3 |
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[f3bee79] | 28 | /* note that <complex.h> is not included here but only in aubio_priv.h, so that |
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| 29 | * c++ projects can still use their own complex definition. */ |
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| 30 | #include <fftw3.h> |
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[d453a4a] | 31 | #include <pthread.h> |
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[f3bee79] | 32 | |
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| 33 | #ifdef HAVE_COMPLEX_H |
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[729a3c0] | 34 | #ifdef HAVE_FFTW3F |
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[f3bee79] | 35 | /** fft data type with complex.h and fftw3f */ |
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| 36 | #define FFTW_TYPE fftwf_complex |
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| 37 | #else |
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| 38 | /** fft data type with complex.h and fftw3 */ |
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| 39 | #define FFTW_TYPE fftw_complex |
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| 40 | #endif |
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| 41 | #else |
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[729a3c0] | 42 | #ifdef HAVE_FFTW3F |
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[f3bee79] | 43 | /** fft data type without complex.h and with fftw3f */ |
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| 44 | #define FFTW_TYPE float |
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| 45 | #else |
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| 46 | /** fft data type without complex.h and with fftw */ |
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| 47 | #define FFTW_TYPE double |
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| 48 | #endif |
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| 49 | #endif |
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| 50 | |
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| 51 | /** fft data type */ |
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| 52 | typedef FFTW_TYPE fft_data_t; |
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| 53 | |
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[729a3c0] | 54 | #ifdef HAVE_FFTW3F |
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[a47cd35] | 55 | #define fftw_malloc fftwf_malloc |
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| 56 | #define fftw_free fftwf_free |
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| 57 | #define fftw_execute fftwf_execute |
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| 58 | #define fftw_plan_dft_r2c_1d fftwf_plan_dft_r2c_1d |
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| 59 | #define fftw_plan_dft_c2r_1d fftwf_plan_dft_c2r_1d |
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| 60 | #define fftw_plan_r2r_1d fftwf_plan_r2r_1d |
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| 61 | #define fftw_plan fftwf_plan |
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| 62 | #define fftw_destroy_plan fftwf_destroy_plan |
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[96fb8ad] | 63 | #endif |
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| 64 | |
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[729a3c0] | 65 | #ifdef HAVE_FFTW3F |
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[c204928] | 66 | #if HAVE_AUBIO_DOUBLE |
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[4369cb9] | 67 | #warning "Using aubio in double precision with fftw3 in single precision" |
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[fd6b90f] | 68 | #endif /* HAVE_AUBIO_DOUBLE */ |
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[4369cb9] | 69 | #define real_t float |
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[fd6b90f] | 70 | #else /* HAVE_FFTW3F */ |
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[c204928] | 71 | #if !HAVE_AUBIO_DOUBLE |
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[fd6b90f] | 72 | #warning "Using aubio in single precision with fftw3 in double precision" |
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| 73 | #endif /* HAVE_AUBIO_DOUBLE */ |
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[4369cb9] | 74 | #define real_t double |
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[fd6b90f] | 75 | #endif /* HAVE_FFTW3F */ |
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[96fb8ad] | 76 | |
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[d453a4a] | 77 | // a global mutex for FFTW thread safety |
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| 78 | pthread_mutex_t aubio_fftw_mutex = PTHREAD_MUTEX_INITIALIZER; |
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| 79 | |
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[54dd945] | 80 | #else |
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| 81 | #ifdef HAVE_ACCELERATE // using ACCELERATE |
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| 82 | // https://developer.apple.com/library/mac/#documentation/Accelerate/Reference/vDSPRef/Reference/reference.html |
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| 83 | #include <Accelerate/Accelerate.h> |
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| 84 | |
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| 85 | #else // using OOURA |
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| 86 | // let's use ooura instead |
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| 87 | extern void rdft(int, int, double *, int *, double *); |
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| 88 | |
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| 89 | #endif /* HAVE_ACCELERATE */ |
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[729a3c0] | 90 | #endif /* HAVE_FFTW3 */ |
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| 91 | |
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[96fb8ad] | 92 | struct _aubio_fft_t { |
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[aadd27a] | 93 | uint_t winsize; |
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| 94 | uint_t fft_size; |
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[54dd945] | 95 | #ifdef HAVE_FFTW3 // using FFTW3 |
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[aadd27a] | 96 | real_t *in, *out; |
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[4b6937b] | 97 | fftw_plan pfw, pbw; |
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[aadd27a] | 98 | fft_data_t * specdata; /* complex spectral data */ |
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[729a3c0] | 99 | #else |
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[54dd945] | 100 | #ifdef HAVE_ACCELERATE // using ACCELERATE |
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| 101 | int log2fftsize; |
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[69c39ca] | 102 | #if !HAVE_AUBIO_DOUBLE |
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[54dd945] | 103 | FFTSetup fftSetup; |
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| 104 | DSPSplitComplex spec; |
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| 105 | float *in, *out; |
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[69c39ca] | 106 | #else |
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| 107 | FFTSetupD fftSetup; |
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| 108 | DSPDoubleSplitComplex spec; |
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| 109 | double *in, *out; |
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| 110 | #endif |
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[54dd945] | 111 | #else // using OOURA |
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[729a3c0] | 112 | double *in, *out; |
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| 113 | double *w; |
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| 114 | int *ip; |
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[54dd945] | 115 | #endif /* HAVE_ACCELERATE */ |
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[729a3c0] | 116 | #endif /* HAVE_FFTW3 */ |
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[aadd27a] | 117 | fvec_t * compspec; |
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[96fb8ad] | 118 | }; |
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| 119 | |
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[729a3c0] | 120 | aubio_fft_t * new_aubio_fft (uint_t winsize) { |
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[a47cd35] | 121 | aubio_fft_t * s = AUBIO_NEW(aubio_fft_t); |
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[729a3c0] | 122 | #ifdef HAVE_FFTW3 |
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[8b3a7e7] | 123 | uint_t i; |
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[aadd27a] | 124 | s->winsize = winsize; |
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[a47cd35] | 125 | /* allocate memory */ |
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[aadd27a] | 126 | s->in = AUBIO_ARRAY(real_t,winsize); |
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| 127 | s->out = AUBIO_ARRAY(real_t,winsize); |
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[d95ff38] | 128 | s->compspec = new_fvec(winsize); |
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[a47cd35] | 129 | /* create plans */ |
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[d453a4a] | 130 | pthread_mutex_lock(&aubio_fftw_mutex); |
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[237f632] | 131 | #ifdef HAVE_COMPLEX_H |
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[4b6937b] | 132 | s->fft_size = winsize/2 + 1; |
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[a47cd35] | 133 | s->specdata = (fft_data_t*)fftw_malloc(sizeof(fft_data_t)*s->fft_size); |
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[aadd27a] | 134 | s->pfw = fftw_plan_dft_r2c_1d(winsize, s->in, s->specdata, FFTW_ESTIMATE); |
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| 135 | s->pbw = fftw_plan_dft_c2r_1d(winsize, s->specdata, s->out, FFTW_ESTIMATE); |
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[237f632] | 136 | #else |
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[aadd27a] | 137 | s->fft_size = winsize; |
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[a47cd35] | 138 | s->specdata = (fft_data_t*)fftw_malloc(sizeof(fft_data_t)*s->fft_size); |
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[aadd27a] | 139 | s->pfw = fftw_plan_r2r_1d(winsize, s->in, s->specdata, FFTW_R2HC, FFTW_ESTIMATE); |
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| 140 | s->pbw = fftw_plan_r2r_1d(winsize, s->specdata, s->out, FFTW_HC2R, FFTW_ESTIMATE); |
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[237f632] | 141 | #endif |
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[d453a4a] | 142 | pthread_mutex_unlock(&aubio_fftw_mutex); |
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[4f4299d] | 143 | for (i = 0; i < s->winsize; i++) { |
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| 144 | s->in[i] = 0.; |
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| 145 | s->out[i] = 0.; |
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| 146 | } |
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| 147 | for (i = 0; i < s->fft_size; i++) { |
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| 148 | s->specdata[i] = 0.; |
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| 149 | } |
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[729a3c0] | 150 | #else |
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[54dd945] | 151 | #ifdef HAVE_ACCELERATE // using ACCELERATE |
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| 152 | s->winsize = winsize; |
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| 153 | s->fft_size = winsize; |
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| 154 | s->compspec = new_fvec(winsize); |
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| 155 | s->log2fftsize = (uint_t)log2f(s->fft_size); |
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[69c39ca] | 156 | #if !HAVE_AUBIO_DOUBLE |
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[54dd945] | 157 | s->in = AUBIO_ARRAY(float, s->fft_size); |
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| 158 | s->out = AUBIO_ARRAY(float, s->fft_size); |
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| 159 | s->spec.realp = AUBIO_ARRAY(float, s->fft_size/2); |
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| 160 | s->spec.imagp = AUBIO_ARRAY(float, s->fft_size/2); |
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| 161 | s->fftSetup = vDSP_create_fftsetup(s->log2fftsize, FFT_RADIX2); |
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[69c39ca] | 162 | #else |
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| 163 | s->in = AUBIO_ARRAY(double, s->fft_size); |
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| 164 | s->out = AUBIO_ARRAY(double, s->fft_size); |
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| 165 | s->spec.realp = AUBIO_ARRAY(double, s->fft_size/2); |
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| 166 | s->spec.imagp = AUBIO_ARRAY(double, s->fft_size/2); |
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| 167 | s->fftSetup = vDSP_create_fftsetupD(s->log2fftsize, FFT_RADIX2); |
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| 168 | #endif |
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[54dd945] | 169 | #else // using OOURA |
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[729a3c0] | 170 | s->winsize = winsize; |
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| 171 | s->fft_size = winsize / 2 + 1; |
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| 172 | s->compspec = new_fvec(winsize); |
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[f61c88a] | 173 | s->in = AUBIO_ARRAY(double, s->winsize); |
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| 174 | s->out = AUBIO_ARRAY(double, s->winsize); |
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[729a3c0] | 175 | s->ip = AUBIO_ARRAY(int , s->fft_size); |
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| 176 | s->w = AUBIO_ARRAY(double, s->fft_size); |
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| 177 | s->ip[0] = 0; |
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[54dd945] | 178 | #endif /* HAVE_ACCELERATE */ |
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| 179 | #endif /* HAVE_FFTW3 */ |
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[a47cd35] | 180 | return s; |
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[96fb8ad] | 181 | } |
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| 182 | |
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| 183 | void del_aubio_fft(aubio_fft_t * s) { |
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[a47cd35] | 184 | /* destroy data */ |
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[aadd27a] | 185 | del_fvec(s->compspec); |
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[54dd945] | 186 | #ifdef HAVE_FFTW3 // using FFTW3 |
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[a47cd35] | 187 | fftw_destroy_plan(s->pfw); |
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| 188 | fftw_destroy_plan(s->pbw); |
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| 189 | fftw_free(s->specdata); |
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[729a3c0] | 190 | #else /* HAVE_FFTW3 */ |
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[54dd945] | 191 | #ifdef HAVE_ACCELERATE // using ACCELERATE |
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| 192 | AUBIO_FREE(s->spec.realp); |
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| 193 | AUBIO_FREE(s->spec.imagp); |
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| 194 | #else // using OOURA |
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[729a3c0] | 195 | AUBIO_FREE(s->w); |
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| 196 | AUBIO_FREE(s->ip); |
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[54dd945] | 197 | #endif /* HAVE_ACCELERATE */ |
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[729a3c0] | 198 | #endif /* HAVE_FFTW3 */ |
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[a47cd35] | 199 | AUBIO_FREE(s->out); |
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[729a3c0] | 200 | AUBIO_FREE(s->in); |
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[a47cd35] | 201 | AUBIO_FREE(s); |
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[96fb8ad] | 202 | } |
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| 203 | |
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[aadd27a] | 204 | void aubio_fft_do(aubio_fft_t * s, fvec_t * input, cvec_t * spectrum) { |
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| 205 | aubio_fft_do_complex(s, input, s->compspec); |
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| 206 | aubio_fft_get_spectrum(s->compspec, spectrum); |
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[96fb8ad] | 207 | } |
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| 208 | |
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[aadd27a] | 209 | void aubio_fft_rdo(aubio_fft_t * s, cvec_t * spectrum, fvec_t * output) { |
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| 210 | aubio_fft_get_realimag(spectrum, s->compspec); |
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| 211 | aubio_fft_rdo_complex(s, s->compspec, output); |
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[96fb8ad] | 212 | } |
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| 213 | |
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[aadd27a] | 214 | void aubio_fft_do_complex(aubio_fft_t * s, fvec_t * input, fvec_t * compspec) { |
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[729a3c0] | 215 | uint_t i; |
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| 216 | for (i=0; i < s->winsize; i++) { |
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| 217 | s->in[i] = input->data[i]; |
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[d95ff38] | 218 | } |
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[54dd945] | 219 | #ifdef HAVE_FFTW3 // using FFTW3 |
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[d95ff38] | 220 | fftw_execute(s->pfw); |
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[4b6937b] | 221 | #ifdef HAVE_COMPLEX_H |
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[d95ff38] | 222 | compspec->data[0] = REAL(s->specdata[0]); |
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[729a3c0] | 223 | for (i = 1; i < s->fft_size -1 ; i++) { |
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| 224 | compspec->data[i] = REAL(s->specdata[i]); |
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| 225 | compspec->data[compspec->length - i] = IMAG(s->specdata[i]); |
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[d95ff38] | 226 | } |
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| 227 | compspec->data[s->fft_size-1] = REAL(s->specdata[s->fft_size-1]); |
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[729a3c0] | 228 | #else /* HAVE_COMPLEX_H */ |
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| 229 | for (i = 0; i < s->fft_size; i++) { |
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| 230 | compspec->data[i] = s->specdata[i]; |
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[237f632] | 231 | } |
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[729a3c0] | 232 | #endif /* HAVE_COMPLEX_H */ |
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| 233 | #else /* HAVE_FFTW3 */ |
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[54dd945] | 234 | #ifdef HAVE_ACCELERATE // using ACCELERATE |
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[69c39ca] | 235 | #if !HAVE_AUBIO_DOUBLE |
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[54dd945] | 236 | // convert real data to even/odd format used in vDSP |
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[69c39ca] | 237 | vDSP_ctoz((DSPComplex*)s->in, 2, &s->spec, 1, s->fft_size/2); |
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[54dd945] | 238 | // compute the FFT |
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| 239 | vDSP_fft_zrip(s->fftSetup, &s->spec, 1, s->log2fftsize, FFT_FORWARD); |
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[69c39ca] | 240 | #else |
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| 241 | // convert real data to even/odd format used in vDSP |
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| 242 | vDSP_ctozD((DSPDoubleComplex*)s->in, 2, &s->spec, 1, s->fft_size/2); |
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| 243 | // compute the FFT |
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| 244 | vDSP_fft_zripD(s->fftSetup, &s->spec, 1, s->log2fftsize, FFT_FORWARD); |
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| 245 | #endif |
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[54dd945] | 246 | // convert from vDSP complex split to [ r0, r1, ..., rN, iN-1, .., i2, i1] |
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| 247 | compspec->data[0] = s->spec.realp[0]; |
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| 248 | compspec->data[s->fft_size / 2] = s->spec.imagp[0]; |
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| 249 | for (i = 1; i < s->fft_size / 2; i++) { |
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| 250 | compspec->data[i] = s->spec.realp[i]; |
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| 251 | compspec->data[s->fft_size - i] = s->spec.imagp[i]; |
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| 252 | } |
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| 253 | // apply scaling |
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| 254 | smpl_t scale = 1./2.; |
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[69c39ca] | 255 | #if !HAVE_AUBIO_DOUBLE |
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[54dd945] | 256 | vDSP_vsmul(compspec->data, 1, &scale, compspec->data, 1, s->fft_size); |
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[69c39ca] | 257 | #else |
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| 258 | vDSP_vsmulD(compspec->data, 1, &scale, compspec->data, 1, s->fft_size); |
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| 259 | #endif |
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[54dd945] | 260 | #else // using OOURA |
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[729a3c0] | 261 | rdft(s->winsize, 1, s->in, s->ip, s->w); |
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| 262 | compspec->data[0] = s->in[0]; |
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| 263 | compspec->data[s->winsize / 2] = s->in[1]; |
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| 264 | for (i = 1; i < s->fft_size - 1; i++) { |
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| 265 | compspec->data[i] = s->in[2 * i]; |
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| 266 | compspec->data[s->winsize - i] = - s->in[2 * i + 1]; |
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| 267 | } |
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[54dd945] | 268 | #endif /* HAVE_ACCELERATE */ |
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[729a3c0] | 269 | #endif /* HAVE_FFTW3 */ |
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[96fb8ad] | 270 | } |
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| 271 | |
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[aadd27a] | 272 | void aubio_fft_rdo_complex(aubio_fft_t * s, fvec_t * compspec, fvec_t * output) { |
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[729a3c0] | 273 | uint_t i; |
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| 274 | #ifdef HAVE_FFTW3 |
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[aadd27a] | 275 | const smpl_t renorm = 1./(smpl_t)s->winsize; |
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[4b6937b] | 276 | #ifdef HAVE_COMPLEX_H |
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[d95ff38] | 277 | s->specdata[0] = compspec->data[0]; |
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[729a3c0] | 278 | for (i=1; i < s->fft_size - 1; i++) { |
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| 279 | s->specdata[i] = compspec->data[i] + |
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| 280 | I * compspec->data[compspec->length - i]; |
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[d95ff38] | 281 | } |
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| 282 | s->specdata[s->fft_size - 1] = compspec->data[s->fft_size - 1]; |
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[237f632] | 283 | #else |
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[729a3c0] | 284 | for (i=0; i < s->fft_size; i++) { |
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| 285 | s->specdata[i] = compspec->data[i]; |
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[d95ff38] | 286 | } |
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[aadd27a] | 287 | #endif |
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[d95ff38] | 288 | fftw_execute(s->pbw); |
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[729a3c0] | 289 | for (i = 0; i < output->length; i++) { |
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| 290 | output->data[i] = s->out[i]*renorm; |
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| 291 | } |
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| 292 | #else /* HAVE_FFTW3 */ |
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[54dd945] | 293 | #ifdef HAVE_ACCELERATE // using ACCELERATE |
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| 294 | // convert from real imag [ r0, r1, ..., rN, iN-1, .., i2, i1] |
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| 295 | // to vDSP packed format [ r0, rN, r1, i1, ..., rN-1, iN-1 ] |
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| 296 | s->out[0] = compspec->data[0]; |
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| 297 | s->out[1] = compspec->data[s->winsize / 2]; |
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| 298 | for (i = 1; i < s->fft_size / 2; i++) { |
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| 299 | s->out[2 * i] = compspec->data[i]; |
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| 300 | s->out[2 * i + 1] = compspec->data[s->winsize - i]; |
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| 301 | } |
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[69c39ca] | 302 | #if !HAVE_AUBIO_DOUBLE |
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[54dd945] | 303 | // convert to split complex format used in vDSP |
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[69c39ca] | 304 | vDSP_ctoz((DSPComplex*)s->out, 2, &s->spec, 1, s->fft_size/2); |
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[54dd945] | 305 | // compute the FFT |
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| 306 | vDSP_fft_zrip(s->fftSetup, &s->spec, 1, s->log2fftsize, FFT_INVERSE); |
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| 307 | // convert result to real output |
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[69c39ca] | 308 | vDSP_ztoc(&s->spec, 1, (DSPComplex*)output->data, 2, s->fft_size/2); |
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[54dd945] | 309 | // apply scaling |
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| 310 | smpl_t scale = 1.0 / s->winsize; |
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| 311 | vDSP_vsmul(output->data, 1, &scale, output->data, 1, s->fft_size); |
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[69c39ca] | 312 | #else |
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| 313 | // convert to split complex format used in vDSP |
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| 314 | vDSP_ctozD((DSPDoubleComplex*)s->out, 2, &s->spec, 1, s->fft_size/2); |
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| 315 | // compute the FFT |
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| 316 | vDSP_fft_zripD(s->fftSetup, &s->spec, 1, s->log2fftsize, FFT_INVERSE); |
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| 317 | // convert result to real output |
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| 318 | vDSP_ztocD(&s->spec, 1, (DSPDoubleComplex*)output->data, 2, s->fft_size/2); |
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| 319 | // apply scaling |
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| 320 | smpl_t scale = 1.0 / s->winsize; |
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| 321 | vDSP_vsmulD(output->data, 1, &scale, output->data, 1, s->fft_size); |
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| 322 | #endif |
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[54dd945] | 323 | #else // using OOURA |
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[729a3c0] | 324 | smpl_t scale = 2.0 / s->winsize; |
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| 325 | s->out[0] = compspec->data[0]; |
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| 326 | s->out[1] = compspec->data[s->winsize / 2]; |
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| 327 | for (i = 1; i < s->fft_size - 1; i++) { |
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| 328 | s->out[2 * i] = compspec->data[i]; |
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| 329 | s->out[2 * i + 1] = - compspec->data[s->winsize - i]; |
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[aadd27a] | 330 | } |
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[729a3c0] | 331 | rdft(s->winsize, -1, s->out, s->ip, s->w); |
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| 332 | for (i=0; i < s->winsize; i++) { |
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| 333 | output->data[i] = s->out[i] * scale; |
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| 334 | } |
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[54dd945] | 335 | #endif /* HAVE_ACCELERATE */ |
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[729a3c0] | 336 | #endif /* HAVE_FFTW3 */ |
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[237f632] | 337 | } |
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| 338 | |
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[aadd27a] | 339 | void aubio_fft_get_spectrum(fvec_t * compspec, cvec_t * spectrum) { |
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| 340 | aubio_fft_get_phas(compspec, spectrum); |
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| 341 | aubio_fft_get_norm(compspec, spectrum); |
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[237f632] | 342 | } |
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| 343 | |
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[aadd27a] | 344 | void aubio_fft_get_realimag(cvec_t * spectrum, fvec_t * compspec) { |
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| 345 | aubio_fft_get_imag(spectrum, compspec); |
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| 346 | aubio_fft_get_real(spectrum, compspec); |
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[237f632] | 347 | } |
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| 348 | |
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[aadd27a] | 349 | void aubio_fft_get_phas(fvec_t * compspec, cvec_t * spectrum) { |
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[729a3c0] | 350 | uint_t i; |
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[d95ff38] | 351 | if (compspec->data[0] < 0) { |
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| 352 | spectrum->phas[0] = PI; |
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| 353 | } else { |
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| 354 | spectrum->phas[0] = 0.; |
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| 355 | } |
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[729a3c0] | 356 | for (i=1; i < spectrum->length - 1; i++) { |
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| 357 | spectrum->phas[i] = ATAN2(compspec->data[compspec->length-i], |
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| 358 | compspec->data[i]); |
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[d95ff38] | 359 | } |
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| 360 | if (compspec->data[compspec->length/2] < 0) { |
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| 361 | spectrum->phas[spectrum->length - 1] = PI; |
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| 362 | } else { |
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| 363 | spectrum->phas[spectrum->length - 1] = 0.; |
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[aadd27a] | 364 | } |
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[f88a326] | 365 | } |
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| 366 | |
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[aadd27a] | 367 | void aubio_fft_get_norm(fvec_t * compspec, cvec_t * spectrum) { |
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[729a3c0] | 368 | uint_t i = 0; |
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[d95ff38] | 369 | spectrum->norm[0] = ABS(compspec->data[0]); |
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[729a3c0] | 370 | for (i=1; i < spectrum->length - 1; i++) { |
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| 371 | spectrum->norm[i] = SQRT(SQR(compspec->data[i]) |
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| 372 | + SQR(compspec->data[compspec->length - i]) ); |
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[a47cd35] | 373 | } |
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[729a3c0] | 374 | spectrum->norm[spectrum->length-1] = |
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[d95ff38] | 375 | ABS(compspec->data[compspec->length/2]); |
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[f88a326] | 376 | } |
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| 377 | |
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[aadd27a] | 378 | void aubio_fft_get_imag(cvec_t * spectrum, fvec_t * compspec) { |
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[729a3c0] | 379 | uint_t i; |
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| 380 | for (i = 1; i < ( compspec->length + 1 ) / 2 /*- 1 + 1*/; i++) { |
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| 381 | compspec->data[compspec->length - i] = |
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| 382 | spectrum->norm[i]*SIN(spectrum->phas[i]); |
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[a47cd35] | 383 | } |
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[f88a326] | 384 | } |
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| 385 | |
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[aadd27a] | 386 | void aubio_fft_get_real(cvec_t * spectrum, fvec_t * compspec) { |
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[729a3c0] | 387 | uint_t i; |
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| 388 | for (i = 0; i < compspec->length / 2 + 1; i++) { |
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| 389 | compspec->data[i] = |
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| 390 | spectrum->norm[i]*COS(spectrum->phas[i]); |
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[aadd27a] | 391 | } |
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[f88a326] | 392 | } |
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