ref: 752ce6dd5a4b8667a9aaf5d3e78fbc39bc2217df
dir: /src/spectral/mfcc.c/
/*
Copyright (C) 2007-2009 Paul Brossier <piem@aubio.org>
and Amaury Hazan <ahazan@iua.upf.edu>
This file is part of aubio.
aubio 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 3 of the License, or
(at your option) any later version.
aubio 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 aubio. If not, see <http://www.gnu.org/licenses/>.
*/
#include "aubio_priv.h"
#include "fvec.h"
#include "fmat.h"
#include "cvec.h"
#include "mathutils.h"
#include "vecutils.h"
#include "spectral/fft.h"
#include "spectral/filterbank.h"
#include "spectral/filterbank_mel.h"
#include "spectral/dct.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 n_filters; /** number of filters */
uint_t n_coefs; /** number of coefficients (<= n_filters/2 +1) */
aubio_filterbank_t *fb; /** filter bank */
fvec_t *in_dct; /** input buffer for dct * [fb->n_filters] */
aubio_dct_t *dct; /** dct object */
fvec_t *output; /** dct output */
smpl_t scale;
};
aubio_mfcc_t *
new_aubio_mfcc (uint_t win_s, uint_t n_filters, uint_t n_coefs,
uint_t samplerate)
{
/* allocate space for mfcc object */
aubio_mfcc_t *mfcc = AUBIO_NEW (aubio_mfcc_t);
if ((sint_t)n_coefs <= 0) {
AUBIO_ERR("mfcc: n_coefs should be > 0, got %d\n", n_coefs);
goto failure;
}
if ((sint_t)samplerate <= 0) {
AUBIO_ERR("mfcc: samplerate should be > 0, got %d\n", samplerate);
goto failure;
}
mfcc->win_s = win_s;
mfcc->samplerate = samplerate;
mfcc->n_filters = n_filters;
mfcc->n_coefs = n_coefs;
/* filterbank allocation */
mfcc->fb = new_aubio_filterbank (n_filters, mfcc->win_s);
if (!mfcc->fb)
goto failure;
if (n_filters == 40)
aubio_filterbank_set_mel_coeffs_slaney (mfcc->fb, samplerate);
else
aubio_filterbank_set_mel_coeffs(mfcc->fb, samplerate,
0, samplerate/2.);
/* allocating buffers */
mfcc->in_dct = new_fvec (n_filters);
mfcc->dct = new_aubio_dct (n_filters);
mfcc->output = new_fvec (n_filters);
if (!mfcc->in_dct || !mfcc->dct || !mfcc->output)
goto failure;
mfcc->scale = 1.;
return mfcc;
failure:
del_aubio_mfcc(mfcc);
return NULL;
}
void
del_aubio_mfcc (aubio_mfcc_t * mf)
{
if (mf->fb)
del_aubio_filterbank (mf->fb);
if (mf->in_dct)
del_fvec (mf->in_dct);
if (mf->dct)
del_aubio_dct (mf->dct);
if (mf->output)
del_fvec (mf->output);
AUBIO_FREE (mf);
}
void
aubio_mfcc_do (aubio_mfcc_t * mf, const cvec_t * in, fvec_t * out)
{
fvec_t tmp;
/* compute filterbank */
aubio_filterbank_do (mf->fb, in, mf->in_dct);
/* compute log10 */
fvec_log10 (mf->in_dct);
if (mf->scale != 1) fvec_mul (mf->in_dct, mf->scale);
/* compute mfccs */
aubio_dct_do(mf->dct, mf->in_dct, mf->output);
// copy only first n_coeffs elements
// TODO assert mf->output->length == n_coeffs
tmp.data = mf->output->data;
tmp.length = out->length;
fvec_copy(&tmp, out);
return;
}
uint_t aubio_mfcc_set_power (aubio_mfcc_t *mf, smpl_t power)
{
return aubio_filterbank_set_power(mf->fb, power);
}
uint_t aubio_mfcc_get_power (aubio_mfcc_t *mf)
{
return aubio_filterbank_get_power(mf->fb);
}
uint_t aubio_mfcc_set_scale (aubio_mfcc_t *mf, smpl_t scale)
{
mf->scale = scale;
return AUBIO_OK;
}
uint_t aubio_mfcc_get_scale (aubio_mfcc_t *mf)
{
return mf->scale;
}
uint_t aubio_mfcc_set_mel_coeffs (aubio_mfcc_t *mf, smpl_t freq_min,
smpl_t freq_max)
{
return aubio_filterbank_set_mel_coeffs(mf->fb, mf->samplerate,
freq_min, freq_max);
}
uint_t aubio_mfcc_set_mel_coeffs_htk (aubio_mfcc_t *mf, smpl_t freq_min,
smpl_t freq_max)
{
return aubio_filterbank_set_mel_coeffs_htk(mf->fb, mf->samplerate,
freq_min, freq_max);
}
uint_t aubio_mfcc_set_mel_coeffs_slaney (aubio_mfcc_t *mf)
{
return aubio_filterbank_set_mel_coeffs_slaney (mf->fb, mf->samplerate);
}