eden-emu/opus
15
0
Fork 0
mirror of https://github.com/xiph/opus.git synced 2025-05-18 01:18:30 +00:00
Code Issues Projects Releases Packages Wiki Activity Actions
opus/dnn/freq.c
Jean-Marc Valin 60450472a6 Merge branch 'plc_challenge' into master
2022-09-07 00:38:55 -04:00

380 lines
10 KiB
C
Raw Blame History

/* Copyright (c) 2017-2018 Mozilla */
/*
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions
are met:
- Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
- Redistributions in binary form must reproduce the above copyright
notice, this list of conditions and the following disclaimer in the
documentation and/or other materials provided with the distribution.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION OR
CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
#ifdef HAVE_CONFIG_H
#include "config.h"
#endif
#include <stdlib.h>
#include <string.h>
#include <stdio.h>
#include "kiss_fft.h"
#include "common.h"
#include <math.h>
#include "freq.h"
#include "pitch.h"
#include "arch.h"
#include "burg.h"
#include <assert.h>
#define SQUARE(x) ((x)*(x))
static const opus_int16 eband5ms[] = {
/*0 200 400 600 800 1k 1.2 1.4 1.6 2k 2.4 2.8 3.2 4k 4.8 5.6 6.8 8k*/
0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 14, 16, 20, 24, 28, 34, 40
};
static const float compensation[] = {
0.8f, 1.f, 1.f, 1.f, 1.f, 1.f, 1.f, 1.f, 0.666667f, 0.5f, 0.5f, 0.5f, 0.333333f, 0.25f, 0.25f, 0.2f, 0.166667f, 0.173913f
};
typedef struct {
int init;
kiss_fft_state *kfft;
float half_window[OVERLAP_SIZE];
float dct_table[NB_BANDS*NB_BANDS];
} CommonState;
void compute_band_energy_inverse(float *bandE, const kiss_fft_cpx *X) {
int i;
float sum[NB_BANDS] = {0};
for (i=0;i<NB_BANDS-1;i++)
{
int j;
int band_size;
band_size = (eband5ms[i+1]-eband5ms[i])*WINDOW_SIZE_5MS;
for (j=0;j<band_size;j++) {
float tmp;
float frac = (float)j/band_size;
tmp = SQUARE(X[(eband5ms[i]*WINDOW_SIZE_5MS) + j].r);
tmp += SQUARE(X[(eband5ms[i]*WINDOW_SIZE_5MS) + j].i);
tmp = 1.f/(tmp + 1e-9);
sum[i] += (1-frac)*tmp;
sum[i+1] += frac*tmp;
}
}
sum[0] *= 2;
sum[NB_BANDS-1] *= 2;
for (i=0;i<NB_BANDS;i++)
{
bandE[i] = sum[i];
}
}
float _lpcnet_lpc(
opus_val16 *lpc, /* out: [0...p-1] LPC coefficients */
opus_val16 *rc,
const opus_val32 *ac, /* in: [0...p] autocorrelation values */
int p
)
{
int i, j;
opus_val32 r;
opus_val32 error = ac[0];
RNN_CLEAR(lpc, p);
RNN_CLEAR(rc, p);
if (ac[0] != 0)
{
for (i = 0; i < p; i++) {
/* Sum up this iteration's reflection coefficient */
opus_val32 rr = 0;
for (j = 0; j < i; j++)
rr += MULT32_32_Q31(lpc[j],ac[i - j]);
rr += SHR32(ac[i + 1],3);
r = -SHL32(rr,3)/error;
rc[i] = r;
/* Update LPC coefficients and total error */
lpc[i] = SHR32(r,3);
for (j = 0; j < (i+1)>>1; j++)
{
opus_val32 tmp1, tmp2;
tmp1 = lpc[j];
tmp2 = lpc[i-1-j];
lpc[j] = tmp1 + MULT32_32_Q31(r,tmp2);
lpc[i-1-j] = tmp2 + MULT32_32_Q31(r,tmp1);
}
error = error - MULT32_32_Q31(MULT32_32_Q31(r,r),error);
/* Bail out once we get 30 dB gain */
if (error<.001f*ac[0])
break;
}
}
return error;
}
void compute_band_energy(float *bandE, const kiss_fft_cpx *X) {
int i;
float sum[NB_BANDS] = {0};
for (i=0;i<NB_BANDS-1;i++)
{
int j;
int band_size;
band_size = (eband5ms[i+1]-eband5ms[i])*WINDOW_SIZE_5MS;
for (j=0;j<band_size;j++) {
float tmp;
float frac = (float)j/band_size;
tmp = SQUARE(X[(eband5ms[i]*WINDOW_SIZE_5MS) + j].r);
tmp += SQUARE(X[(eband5ms[i]*WINDOW_SIZE_5MS) + j].i);
sum[i] += (1-frac)*tmp;
sum[i+1] += frac*tmp;
}
}
sum[0] *= 2;
sum[NB_BANDS-1] *= 2;
for (i=0;i<NB_BANDS;i++)
{
bandE[i] = sum[i];
}
}
void compute_burg_cepstrum(const float *pcm, float *burg_cepstrum, int len, int order) {
int i;
float burg_in[FRAME_SIZE];
float burg_lpc[LPC_ORDER];
float x[WINDOW_SIZE];
float Eburg[NB_BANDS];
float g;
float E;
kiss_fft_cpx LPC[FREQ_SIZE];
float Ly[NB_BANDS];
assert(order <= LPC_ORDER);
assert(len <= FRAME_SIZE);
for (i=0;i<len-1;i++) burg_in[i] = pcm[i+1] - PREEMPHASIS*pcm[i];
g = silk_burg_analysis(burg_lpc, burg_in, 1e-3, len-1, 1, order);
g /= len - 2*(order-1);
//printf("%g\n", g);
RNN_CLEAR(x, WINDOW_SIZE);
x[0] = 1;
for (i=0;i<order;i++) x[i+1] = -burg_lpc[i]*pow(.995, i+1);
forward_transform(LPC, x);
compute_band_energy_inverse(Eburg, LPC);
for (i=0;i<NB_BANDS;i++) Eburg[i] *= .45*g*(1.f/((float)WINDOW_SIZE*WINDOW_SIZE*WINDOW_SIZE));
float logMax = -2;
float follow = -2;
for (i=0;i<NB_BANDS;i++) {
Ly[i] = log10(1e-2+Eburg[i]);
Ly[i] = MAX16(logMax-8, MAX16(follow-2.5, Ly[i]));
logMax = MAX16(logMax, Ly[i]);
follow = MAX16(follow-2.5, Ly[i]);
E += Eburg[i];
}
dct(burg_cepstrum, Ly);
burg_cepstrum[0] += - 4;
}
void burg_cepstral_analysis(float *ceps, const float *x) {
int i;
compute_burg_cepstrum(x, &ceps[0 ], FRAME_SIZE/2, LPC_ORDER);
compute_burg_cepstrum(&x[FRAME_SIZE/2], &ceps[NB_BANDS], FRAME_SIZE/2, LPC_ORDER);
for (i=0;i<NB_BANDS;i++) {
float c0, c1;
c0 = ceps[i];
c1 = ceps[NB_BANDS+i];
ceps[i ] = .5*(c0+c1);
ceps[NB_BANDS+i] = (c0-c1);
}
}
void compute_band_corr(float *bandE, const kiss_fft_cpx *X, const kiss_fft_cpx *P) {
int i;
float sum[NB_BANDS] = {0};
for (i=0;i<NB_BANDS-1;i++)
{
int j;
int band_size;
band_size = (eband5ms[i+1]-eband5ms[i])*WINDOW_SIZE_5MS;
for (j=0;j<band_size;j++) {
float tmp;
float frac = (float)j/band_size;
tmp = X[(eband5ms[i]*WINDOW_SIZE_5MS) + j].r * P[(eband5ms[i]*WINDOW_SIZE_5MS) + j].r;
tmp += X[(eband5ms[i]*WINDOW_SIZE_5MS) + j].i * P[(eband5ms[i]*WINDOW_SIZE_5MS) + j].i;
sum[i] += (1-frac)*tmp;
sum[i+1] += frac*tmp;
}
}
sum[0] *= 2;
sum[NB_BANDS-1] *= 2;
for (i=0;i<NB_BANDS;i++)
{
bandE[i] = sum[i];
}
}
void interp_band_gain(float *g, const float *bandE) {
int i;
memset(g, 0, FREQ_SIZE);
for (i=0;i<NB_BANDS-1;i++)
{
int j;
int band_size;
band_size = (eband5ms[i+1]-eband5ms[i])*WINDOW_SIZE_5MS;
for (j=0;j<band_size;j++) {
float frac = (float)j/band_size;
g[(eband5ms[i]*WINDOW_SIZE_5MS) + j] = (1-frac)*bandE[i] + frac*bandE[i+1];
}
}
}
CommonState common;
static void check_init(void) {
int i;
if (common.init) return;
common.kfft = opus_fft_alloc_twiddles(WINDOW_SIZE, NULL, NULL, NULL, 0);
for (i=0;i<OVERLAP_SIZE;i++)
common.half_window[i] = sin(.5*M_PI*sin(.5*M_PI*(i+.5)/OVERLAP_SIZE) * sin(.5*M_PI*(i+.5)/OVERLAP_SIZE));
for (i=0;i<NB_BANDS;i++) {
int j;
for (j=0;j<NB_BANDS;j++) {
common.dct_table[i*NB_BANDS + j] = cos((i+.5)*j*M_PI/NB_BANDS);
if (j==0) common.dct_table[i*NB_BANDS + j] *= sqrt(.5);
}
}
common.init = 1;
}
void dct(float *out, const float *in) {
int i;
check_init();
for (i=0;i<NB_BANDS;i++) {
int j;
float sum = 0;
for (j=0;j<NB_BANDS;j++) {
sum += in[j] * common.dct_table[j*NB_BANDS + i];
}
out[i] = sum*sqrt(2./NB_BANDS);
}
}
void idct(float *out, const float *in) {
int i;
check_init();
for (i=0;i<NB_BANDS;i++) {
int j;
float sum = 0;
for (j=0;j<NB_BANDS;j++) {
sum += in[j] * common.dct_table[i*NB_BANDS + j];
}
out[i] = sum*sqrt(2./NB_BANDS);
}
}
void forward_transform(kiss_fft_cpx *out, const float *in) {
int i;
kiss_fft_cpx x[WINDOW_SIZE];
kiss_fft_cpx y[WINDOW_SIZE];
check_init();
for (i=0;i<WINDOW_SIZE;i++) {
x[i].r = in[i];
x[i].i = 0;
}
opus_fft(common.kfft, x, y, 0);
for (i=0;i<FREQ_SIZE;i++) {
out[i] = y[i];
}
}
void inverse_transform(float *out, const kiss_fft_cpx *in) {
int i;
kiss_fft_cpx x[WINDOW_SIZE];
kiss_fft_cpx y[WINDOW_SIZE];
check_init();
for (i=0;i<FREQ_SIZE;i++) {
x[i] = in[i];
}
for (;i<WINDOW_SIZE;i++) {
x[i].r = x[WINDOW_SIZE - i].r;
x[i].i = -x[WINDOW_SIZE - i].i;
}
opus_fft(common.kfft, x, y, 0);
/* output in reverse order for IFFT. */
out[0] = WINDOW_SIZE*y[0].r;
for (i=1;i<WINDOW_SIZE;i++) {
out[i] = WINDOW_SIZE*y[WINDOW_SIZE - i].r;
}
}
float lpc_from_bands(float *lpc, const float *Ex)
{
int i;
float e;
float ac[LPC_ORDER+1];
float rc[LPC_ORDER];
float Xr[FREQ_SIZE];
kiss_fft_cpx X_auto[FREQ_SIZE];
float x_auto[WINDOW_SIZE];
interp_band_gain(Xr, Ex);
Xr[FREQ_SIZE-1] = 0;
RNN_CLEAR(X_auto, FREQ_SIZE);
for (i=0;i<FREQ_SIZE;i++) X_auto[i].r = Xr[i];
inverse_transform(x_auto, X_auto);
for (i=0;i<LPC_ORDER+1;i++) ac[i] = x_auto[i];
/* -40 dB noise floor. */
ac[0] += ac[0]*1e-4 + 320/12/38.;
/* Lag windowing. */
for (i=1;i<LPC_ORDER+1;i++) ac[i] *= (1 - 6e-5*i*i);
e = _lpcnet_lpc(lpc, rc, ac, LPC_ORDER);
return e;
}
void lpc_weighting(float *lpc, float gamma)
{
int i;
float gamma_i = gamma;
for (i = 0; i < LPC_ORDER; i++)
{
lpc[i] *= gamma_i;
gamma_i *= gamma;
}
}
float lpc_from_cepstrum(float *lpc, const float *cepstrum)
{
int i;
float Ex[NB_BANDS];
float tmp[NB_BANDS];
RNN_COPY(tmp, cepstrum, NB_BANDS);
tmp[0] += 4;
idct(Ex, tmp);
for (i=0;i<NB_BANDS;i++) Ex[i] = pow(10.f, Ex[i])*compensation[i];
return lpc_from_bands(lpc, Ex);
}
void apply_window(float *x) {
int i;
check_init();
for (i=0;i<OVERLAP_SIZE;i++) {
x[i] *= common.half_window[i];
x[WINDOW_SIZE - 1 - i] *= common.half_window[i];
}
}
Reference in a new issue View git blame Copy permalink