ref: e8376605d5e9157a026fd3c3d8e7b380d4046dda
dir: /libcelt/vq.c/
/* (C) 2007 Jean-Marc Valin, CSIRO
*/
/*
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.
- Neither the name of the Xiph.org Foundation nor the names of its
contributors may be used to endorse or promote products derived from
this software without specific prior written permission.
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.
*/
#include <math.h>
#include <stdlib.h>
#include "cwrs.h"
/* Algebraic pulse-base quantiser. The signal x is replaced by the sum of the pitch
a combination of pulses such that its norm is still equal to 1 */
void alg_quant(float *x, int N, int K, float *p)
{
float y[N];
int i,j;
float xy = 0;
float yy = 0;
float yp = 0;
float Rpp=0;
float gain=0;
for (j=0;j<N;j++)
Rpp += p[j]*p[j];
for (i=0;i<N;i++)
y[i] = 0;
for (i=0;i<K;i++)
{
int best_id=0;
float max_val=-1e10;
float best_xy=0, best_yy=0, best_yp = 0;
for (j=0;j<N;j++)
{
float tmp_xy, tmp_yy, tmp_yp;
float score;
float g;
tmp_xy = xy + fabs(x[j]);
tmp_yy = yy + 2*fabs(y[j]) + 1;
if (x[j]>0)
tmp_yp = yp + p[j];
else
tmp_yp = yp - p[j];
g = (sqrt(tmp_yp*tmp_yp + tmp_yy - tmp_yy*Rpp) - tmp_yp)/tmp_yy;
score = 2*g*tmp_xy - g*g*tmp_yy;
if (score>max_val)
{
max_val = score;
best_id = j;
best_xy = tmp_xy;
best_yy = tmp_yy;
best_yp = tmp_yp;
gain = g;
}
}
xy = best_xy;
yy = best_yy;
yp = best_yp;
if (x[best_id]>0)
y[best_id] += 1;
else
y[best_id] -= 1;
}
for (i=0;i<N;i++)
x[i] = p[i]+gain*y[i];
}
/* Improved algebraic pulse-base quantiser. The signal x is replaced by the sum of the pitch
a combination of pulses such that its norm is still equal to 1. The only difference with
the quantiser above is that the search is more complete. */
int alg_quant2(float *x, int N, int K, float *p)
{
int L = 5;
//float tata[200];
float y[L][N];
int iy[L][N];
//float tata2[200];
float ny[L][N];
int iny[L][N];
int i, j, m;
float xy[L], nxy[L];
float yy[L], nyy[L];
float yp[L], nyp[L];
float best_scores[L];
float Rpp=0, Rxp=0;
float gain[L];
int maxL = 1;
float alpha = .9;
for (j=0;j<N;j++)
Rpp += p[j]*p[j];
for (j=0;j<N;j++)
Rxp += x[j]*p[j];
for (m=0;m<L;m++)
for (i=0;i<N;i++)
y[m][i] = 0;
for (m=0;m<L;m++)
for (i=0;i<N;i++)
ny[m][i] = 0;
for (m=0;m<L;m++)
for (i=0;i<N;i++)
iy[m][i] = iny[m][i] = 0;
for (m=0;m<L;m++)
xy[m] = yy[m] = yp[m] = gain[m] = 0;
for (i=0;i<K;i++)
{
int L2 = L;
if (L>maxL)
{
L2 = maxL;
maxL *= N;
}
for (m=0;m<L;m++)
best_scores[m] = -1e10;
for (m=0;m<L2;m++)
{
for (j=0;j<N;j++)
{
int sign;
for (sign=-1;sign<=1;sign+=2)
{
if (iy[m][j]*sign < 0)
continue;
//fprintf (stderr, "%d/%d %d/%d %d/%d\n", i, K, m, L2, j, N);
float tmp_xy, tmp_yy, tmp_yp;
float score;
float g;
float s = sign;
tmp_xy = xy[m] + s*x[j] - alpha*s*p[j]*Rxp;
tmp_yy = yy[m] + 2*s*y[m][j] + 1 +alpha*alpha*p[j]*p[j]*Rpp - 2*alpha*s*p[j]*yp[m] - 2*alpha*p[j]*p[j];
tmp_yp = yp[m] + s*p[j] *(1-alpha*Rpp);
g = (sqrt(tmp_yp*tmp_yp + tmp_yy - tmp_yy*Rpp) - tmp_yp)/tmp_yy;
score = 2*g*tmp_xy - g*g*tmp_yy;
if (score>best_scores[L-1])
{
int k, n;
int id = L-1;
while (id > 0 && score > best_scores[id-1])
id--;
for (k=L-1;k>id;k--)
{
nxy[k] = nxy[k-1];
nyy[k] = nyy[k-1];
nyp[k] = nyp[k-1];
//fprintf(stderr, "%d %d \n", N, k);
for (n=0;n<N;n++)
ny[k][n] = ny[k-1][n];
for (n=0;n<N;n++)
iny[k][n] = iny[k-1][n];
gain[k] = gain[k-1];
best_scores[k] = best_scores[k-1];
}
nxy[id] = tmp_xy;
nyy[id] = tmp_yy;
nyp[id] = tmp_yp;
gain[id] = g;
for (n=0;n<N;n++)
ny[id][n] = y[m][n];
ny[id][j] += s;
for (n=0;n<N;n++)
ny[id][n] -= alpha*s*p[j]*p[n];
for (n=0;n<N;n++)
iny[id][n] = iy[m][n];
if (s>0)
iny[id][j] += 1;
else
iny[id][j] -= 1;
best_scores[id] = score;
}
}
}
}
int k,n;
for (k=0;k<L;k++)
{
xy[k] = nxy[k];
yy[k] = nyy[k];
yp[k] = nyp[k];
for (n=0;n<N;n++)
y[k][n] = ny[k][n];
for (n=0;n<N;n++)
iy[k][n] = iny[k][n];
}
}
for (i=0;i<N;i++)
x[i] = p[i]+gain[0]*y[0][i];
if (0) {
float E=1e-15;
int ABS = 0;
for (i=0;i<N;i++)
ABS += abs(iy[0][i]);
//if (K != ABS)
// printf ("%d %d\n", K, ABS);
for (i=0;i<N;i++)
E += x[i]*x[i];
//printf ("%f\n", E);
E = 1/sqrt(E);
for (i=0;i<N;i++)
x[i] *= E;
}
int comb[K];
int signs[K];
pulse2comb(N, K, comb, signs, iy[0]);
return icwrs(N, K, comb, signs);
}
/* Just replace the band with noise of unit energy */
void noise_quant(float *x, int N, int K, float *p)
{
int i;
float E = 1e-10;
for (i=0;i<N;i++)
{
x[i] = (rand()%1000)/500.-1;
E += x[i]*x[i];
}
E = 1./sqrt(E);
for (i=0;i<N;i++)
{
x[i] *= E;
}
}
static const float pg[5] = {1.f, .82f, .75f, 0.7f, 0.6f};
/* Finds the right offset into Y and copy it */
void copy_quant(float *x, int N, int K, float *Y, int B, int N0)
{
int i,j;
int best=0;
float best_score=0;
float s = 1;
float E;
for (i=0;i<N0*B-N;i+=B)
{
int j;
float xy=0, yy=0;
float score;
for (j=0;j<N;j++)
{
xy += x[j]*Y[i+j];
yy += Y[i+j]*Y[i+j];
}
score = xy*xy/(.001+yy);
if (score > best_score)
{
best_score = score;
best = i;
if (xy>0)
s = 1;
else
s = -1;
}
}
//printf ("%d %f\n", best, best_score);
if (K==0)
{
E = 1e-10;
for (j=0;j<N;j++)
{
x[j] = s*Y[best+j];
E += x[j]*x[j];
}
E = 1/sqrt(E);
for (j=0;j<N;j++)
x[j] *= E;
} else {
float P[N];
float pred_gain;
if (K>4)
pred_gain = .5;
else
pred_gain = pg[K];
E = 1e-10;
for (j=0;j<N;j++)
{
P[j] = s*Y[best+j];
E += P[j]*P[j];
}
E = .8/sqrt(E);
for (j=0;j<N;j++)
P[j] *= E;
alg_quant2(x, N, K, P);
}
}