#ifdef HAVE_CONFIG_H
#include "config.h"
#endif
#include <stdlib.h>
#include <string.h>
#include <stdio.h>
#include "kiss_fft.h"
#include <math.h>
#include "freq.h"
#include "pitch.h"
#include "arch.h"
#include "burg.h"
#include <assert.h>
#include "os_support.h"
#define SQUARE(x) ((x)*(x))
static const opus_int16 eband5ms[] = {
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
};
extern const kiss_fft_state kfft;
extern const float half_window[OVERLAP_SIZE];
extern const float dct_table[NB_BANDS*NB_BANDS];
static 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];
}
}
static float lpcn_lpc(
opus_val16 *lpc,
opus_val16 *rc,
const opus_val32 *ac,
int p
)
{
int i, j;
opus_val32 r;
opus_val32 error = ac[0];
OPUS_CLEAR(lpc, p);
OPUS_CLEAR(rc, p);
if (ac[0] != 0)
{
for (i = 0; i < p; i++) {
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;
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);
if (error<.001f*ac[0])
break;
}
}
return error;
}
void lpcn_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];
}
}
static 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;
kiss_fft_cpx LPC[FREQ_SIZE];
float Ly[NB_BANDS];
float logMax = -2;
float follow = -2;
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);
OPUS_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));
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]);
}
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);
}
}
static 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];
}
}
}
void dct(float *out, const float *in) {
int i;
for (i=0;i<NB_BANDS;i++) {
int j;
float sum = 0;
for (j=0;j<NB_BANDS;j++) {
sum += in[j] * dct_table[j*NB_BANDS + i];
}
out[i] = sum*sqrt(2./NB_BANDS);
}
}
static void idct(float *out, const float *in) {
int i;
for (i=0;i<NB_BANDS;i++) {
int j;
float sum = 0;
for (j=0;j<NB_BANDS;j++) {
sum += in[j] * 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];
for (i=0;i<WINDOW_SIZE;i++) {
x[i].r = in[i];
x[i].i = 0;
}
opus_fft(&kfft, x, y, 0);
for (i=0;i<FREQ_SIZE;i++) {
out[i] = y[i];
}
}
static void inverse_transform(float *out, const kiss_fft_cpx *in) {
int i;
kiss_fft_cpx x[WINDOW_SIZE];
kiss_fft_cpx y[WINDOW_SIZE];
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(&kfft, x, y, 0);
out[0] = WINDOW_SIZE*y[0].r;
for (i=1;i<WINDOW_SIZE;i++) {
out[i] = WINDOW_SIZE*y[WINDOW_SIZE - i].r;
}
}
static 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;
OPUS_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];
ac[0] += ac[0]*1e-4 + 320/12/38.;
for (i=1;i<LPC_ORDER+1;i++) ac[i] *= (1 - 6e-5*i*i);
e = lpcn_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];
OPUS_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;
for (i=0;i<OVERLAP_SIZE;i++) {
x[i] *= half_window[i];
x[WINDOW_SIZE - 1 - i] *= half_window[i];
}
}