ref: 8987df1a1291eb31e83dc78d877de211db145320
dir: /src/spectral/mfcc.c/
/*
Copyright (C) 2006 Amaury Hazan
Ported to aubio from LibXtract
http://libxtract.sourceforge.net/
This program is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; either version 2 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with this program; if not, write to the Free Software
Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
*/
#include "aubio_priv.h"
#include "fvec.h"
#include "cvec.h"
#include "spectral/fft.h"
#include "spectral/filterbank.h"
#include "spectral/mfcc.h"
/** Internal structure for mfcc object **/
struct aubio_mfcc_t_{
uint_t win_s; /** grain length */
uint_t samplerate; /** sample rate (needed?) */
uint_t channels; /** number of channels */
uint_t n_filters; /** number of *filters */
uint_t n_coefs; /** number of coefficients (<= n_filters/2 +1) */
smpl_t lowfreq; /** lowest frequency for filters */
smpl_t highfreq; /** highest frequency for filters */
aubio_filterbank_t * fb; /** filter bank */
fvec_t * in_dct; /** input buffer for dct * [fb->n_filters] */
aubio_fft_t * fft_dct; /** fft object for dct */
cvec_t * fftgrain_dct; /** output buffer for dct */
};
aubio_mfcc_t * new_aubio_mfcc (uint_t win_s, uint_t samplerate, uint_t n_filters, uint_t n_coefs, smpl_t lowfreq, smpl_t highfreq, uint_t channels){
/** allocating space for mfcc object */
aubio_mfcc_t * mfcc = AUBIO_NEW(aubio_mfcc_t);
//we need (n_coefs-1)*2 filters to obtain n_coefs coefficients after dct
//uint_t n_filters = (n_coefs-1)*2;
mfcc->win_s=win_s;
mfcc->samplerate=samplerate;
mfcc->channels=channels;
mfcc->n_filters=n_filters;
mfcc->n_coefs=n_coefs;
mfcc->lowfreq=lowfreq;
mfcc->highfreq=highfreq;
/** filterbank allocation */
mfcc->fb = new_aubio_filterbank_mfcc(n_filters, mfcc->win_s, samplerate, lowfreq, highfreq);
/** allocating space for fft object (used for dct) */
mfcc->fft_dct=new_aubio_fft(n_filters, 1);
/** allocating buffers */
mfcc->in_dct=new_fvec(mfcc->win_s, 1);
mfcc->fftgrain_dct=new_cvec(n_filters, 1);
return mfcc;
};
void del_aubio_mfcc(aubio_mfcc_t *mf){
/** deleting filterbank */
del_aubio_filterbank(mf->fb);
/** deleting fft object */
del_aubio_fft(mf->fft_dct);
/** deleting buffers */
del_fvec(mf->in_dct);
del_cvec(mf->fftgrain_dct);
/** deleting mfcc object */
AUBIO_FREE(mf);
}
/** intermediate dct involved in aubio_mfcc_do
\param mf mfcc object as returned by new_aubio_mfcc
\param in input spectrum (n_filters long)
\param out output mel coefficients buffer (n_filters/2 +1 long)
*/
void aubio_dct_do(aubio_mfcc_t * mf, fvec_t *in, fvec_t *out);
void aubio_mfcc_do(aubio_mfcc_t * mf, cvec_t *in, fvec_t *out){
// compute filterbank
aubio_filterbank_do(mf->fb, in, mf->in_dct);
//TODO: check that zero padding
// the following line seems useless since the in_dct buffer has the correct size
//for(n = filter + 1; n < N; n++) result[n] = 0;
aubio_dct_do(mf, mf->in_dct, out);
return;
}
void aubio_dct_do(aubio_mfcc_t * mf, fvec_t *in, fvec_t *out){
uint_t i;
//compute mag spectrum
aubio_fft_do (mf->fft_dct, in, mf->fftgrain_dct);
//extract real part of fft grain
for(i=0; i<mf->n_coefs ;i++){
//for(i=0; i<out->length;i++){
out->data[0][i]= mf->fftgrain_dct->norm[0][i]
*COS(mf->fftgrain_dct->phas[0][i]);
}
return;
}