예제 #1
0
파일: cb_search.c 프로젝트: 0culus/ioq3
void split_cb_shape_sign_unquant(
spx_sig_t *exc,
const void *par,                      /* non-overlapping codebook */
int   nsf,                      /* number of samples in subframe */
SpeexBits *bits,
char *stack,
spx_int32_t *seed
)
{
   int i,j;
   VARDECL(int *ind);
   VARDECL(int *signs);
   const signed char *shape_cb;
   //int shape_cb_size;
   int subvect_size, nb_subvect;
   const split_cb_params *params;
   int have_sign;

   params = (const split_cb_params *) par;
   subvect_size = params->subvect_size;
   nb_subvect = params->nb_subvect;
   //shape_cb_size = 1<<params->shape_bits;
   shape_cb = params->shape_cb;
   have_sign = params->have_sign;

   ALLOC(ind, nb_subvect, int);
   ALLOC(signs, nb_subvect, int);

   /* Decode codewords and gains */
   for (i=0;i<nb_subvect;i++)
   {
      if (have_sign)
         signs[i] = speex_bits_unpack_unsigned(bits, 1);
      else
         signs[i] = 0;
      ind[i] = speex_bits_unpack_unsigned(bits, params->shape_bits);
   }
   /* Compute decoded excitation */
   for (i=0;i<nb_subvect;i++)
   {
      spx_word16_t s=1;
      if (signs[i])
         s=-1;
#ifdef FIXED_POINT
      if (s==1)
      {
         for (j=0;j<subvect_size;j++)
            exc[subvect_size*i+j]=SHL32(EXTEND32(shape_cb[ind[i]*subvect_size+j]),SIG_SHIFT-5);
      } else {
         for (j=0;j<subvect_size;j++)
            exc[subvect_size*i+j]=NEG32(SHL32(EXTEND32(shape_cb[ind[i]*subvect_size+j]),SIG_SHIFT-5));
      }
#else
      for (j=0;j<subvect_size;j++)
         exc[subvect_size*i+j]+=s*0.03125*shape_cb[ind[i]*subvect_size+j];      
#endif
   }
}
예제 #2
0
파일: lpc.c 프로젝트: 03050903/godot
/* returns minimum mean square error    */
spx_word32_t _spx_lpc(
spx_coef_t       *lpc, /* out: [0...p-1] LPC coefficients      */
const spx_word16_t *ac,  /* in:  [0...p] autocorrelation values  */
int          p
)
{
   int i, j;  
   spx_word16_t r;
   spx_word16_t error = ac[0];

   if (ac[0] == 0)
   {
      for (i = 0; i < p; i++)
         lpc[i] = 0;
      return 0;
   }

   for (i = 0; i < p; i++) {

      /* Sum up this iteration's reflection coefficient */
      spx_word32_t rr = NEG32(SHL32(EXTEND32(ac[i + 1]),13));
      for (j = 0; j < i; j++) 
         rr = SUB32(rr,MULT16_16(lpc[j],ac[i - j]));
#ifdef FIXED_POINT
      r = DIV32_16(rr+PSHR32(error,1),ADD16(error,8));
#else
      r = rr/(error+.003*ac[0]);
#endif
      /*  Update LPC coefficients and total error */
      lpc[i] = r;
      for (j = 0; j < i>>1; j++) 
      {
         spx_word16_t tmp  = lpc[j];
         lpc[j]     = MAC16_16_P13(lpc[j],r,lpc[i-1-j]);
         lpc[i-1-j] = MAC16_16_P13(lpc[i-1-j],r,tmp);
      }
      if (i & 1) 
         lpc[j] = MAC16_16_P13(lpc[j],lpc[j],r);

      error = SUB16(error,MULT16_16_Q13(r,MULT16_16_Q13(error,r)));
   }
   return error;
}
예제 #3
0
void split_cb_search_shape_sign(
spx_word16_t target[],			/* target vector */
spx_coef_t ak[],			/* LPCs for this subframe */
spx_coef_t awk1[],			/* Weighted LPCs for this subframe */
spx_coef_t awk2[],			/* Weighted LPCs for this subframe */
const void *par,                      /* Codebook/search parameters*/
int   p,                        /* number of LPC coeffs */
int   nsf,                      /* number of samples in subframe */
spx_sig_t *exc,
spx_word16_t *r,
SpeexBits *bits,
char *stack,
int   complexity,
int   update_target
)
{
   int i,j,k,m,n,q;
   VARDECL(spx_word16_t *resp);
#ifdef _USE_SSE
   VARDECL(__m128 *resp2);
   VARDECL(__m128 *E);
#else
   spx_word16_t *resp2;
   VARDECL(spx_word32_t *E);
#endif
   VARDECL(spx_word16_t *t);
   VARDECL(spx_sig_t *e);
   VARDECL(spx_word16_t *tmp);
   VARDECL(spx_word32_t *ndist);
   VARDECL(spx_word32_t *odist);
   VARDECL(int *itmp);
   VARDECL(spx_word16_t **ot2);
   VARDECL(spx_word16_t **nt2);
   spx_word16_t **ot, **nt;
   VARDECL(int **nind);
   VARDECL(int **oind);
   VARDECL(int *ind);
   const signed char *shape_cb;
   int shape_cb_size, subvect_size, nb_subvect;
   const split_cb_params *params;
   int N=2;
   VARDECL(int *best_index);
   VARDECL(spx_word32_t *best_dist);
   VARDECL(int *best_nind);
   VARDECL(int *best_ntarget);
   int have_sign;
   N=complexity;
   if (N>10)
      N=10;
   /* Complexity isn't as important for the codebooks as it is for the pitch */
   N=(2*N)/3;
   if (N<1)
      N=1;
   if (N==1)
   {
      split_cb_search_shape_sign_N1(target,ak,awk1,awk2,par,p,nsf,exc,r,bits,stack,update_target);
      return;
   }
   ALLOC(ot2, N, spx_word16_t*);
   ALLOC(nt2, N, spx_word16_t*);
   ALLOC(oind, N, int*);
   ALLOC(nind, N, int*);

   params = (const split_cb_params *) par;
   subvect_size = params->subvect_size;
   nb_subvect = params->nb_subvect;
   shape_cb_size = 1<<params->shape_bits;
   shape_cb = params->shape_cb;
   have_sign = params->have_sign;
   ALLOC(resp, shape_cb_size*subvect_size, spx_word16_t);
#ifdef _USE_SSE
   ALLOC(resp2, (shape_cb_size*subvect_size)>>2, __m128);
   ALLOC(E, shape_cb_size>>2, __m128);
#else
   resp2 = resp;
   ALLOC(E, shape_cb_size, spx_word32_t);
#endif
   ALLOC(t, nsf, spx_word16_t);
   ALLOC(e, nsf, spx_sig_t);
   ALLOC(ind, nb_subvect, int);

   ALLOC(tmp, 2*N*nsf, spx_word16_t);
   for (i=0;i<N;i++)
   {
      ot2[i]=tmp+2*i*nsf;
      nt2[i]=tmp+(2*i+1)*nsf;
   }
   ot=ot2;
   nt=nt2;
   ALLOC(best_index, N, int);
   ALLOC(best_dist, N, spx_word32_t);
   ALLOC(best_nind, N, int);
   ALLOC(best_ntarget, N, int);
   ALLOC(ndist, N, spx_word32_t);
   ALLOC(odist, N, spx_word32_t);
   
   ALLOC(itmp, 2*N*nb_subvect, int);
   for (i=0;i<N;i++)
   {
      nind[i]=itmp+2*i*nb_subvect;
      oind[i]=itmp+(2*i+1)*nb_subvect;
   }
   
   SPEEX_COPY(t, target, nsf);

   for (j=0;j<N;j++)
      SPEEX_COPY(&ot[j][0], t, nsf);

   /* Pre-compute codewords response and energy */
   compute_weighted_codebook(shape_cb, r, resp, resp2, E, shape_cb_size, subvect_size, stack);

   for (j=0;j<N;j++)
      odist[j]=0;
   
   /*For all subvectors*/
   for (i=0;i<nb_subvect;i++)
   {
      /*"erase" nbest list*/
      for (j=0;j<N;j++)
         ndist[j]=VERY_LARGE32;
      /* This is not strictly necessary, but it provides an additonal safety 
         to prevent crashes in case something goes wrong in the previous
         steps (e.g. NaNs) */
      for (j=0;j<N;j++)
         best_nind[j] = best_ntarget[j] = 0;
      /*For all n-bests of previous subvector*/
      for (j=0;j<N;j++)
      {
         spx_word16_t *x=ot[j]+subvect_size*i;
         spx_word32_t tener = 0;
         for (m=0;m<subvect_size;m++)
            tener = MAC16_16(tener, x[m],x[m]);
#ifdef FIXED_POINT
         tener = SHR32(tener,1);
#else
         tener *= .5;
#endif
         /*Find new n-best based on previous n-best j*/
#ifndef DISABLE_WIDEBAND
         if (have_sign)
            vq_nbest_sign(x, resp2, subvect_size, shape_cb_size, E, N, best_index, best_dist, stack);
         else
#endif /* DISABLE_WIDEBAND */
            vq_nbest(x, resp2, subvect_size, shape_cb_size, E, N, best_index, best_dist, stack);

         /*For all new n-bests*/
         for (k=0;k<N;k++)
         {
            /* Compute total distance (including previous sub-vectors */
            spx_word32_t err = ADD32(ADD32(odist[j],best_dist[k]),tener);
            
            /*update n-best list*/
            if (err<ndist[N-1])
            {
               for (m=0;m<N;m++)
               {
                  if (err < ndist[m])
                  {
                     for (n=N-1;n>m;n--)
                     {
                        ndist[n] = ndist[n-1];
                        best_nind[n] = best_nind[n-1];
                        best_ntarget[n] = best_ntarget[n-1];
                     }
                     /* n is equal to m here, so they're interchangeable */
                     ndist[m] = err;
                     best_nind[n] = best_index[k];
                     best_ntarget[n] = j;
                     break;
                  }
               }
            }
         }
         if (i==0)
            break;
      }
      for (j=0;j<N;j++)
      {
         /*previous target (we don't care what happened before*/
         for (m=(i+1)*subvect_size;m<nsf;m++)
            nt[j][m]=ot[best_ntarget[j]][m];
         
         /* New code: update the rest of the target only if it's worth it */
         for (m=0;m<subvect_size;m++)
         {
            spx_word16_t g;
            int rind;
            spx_word16_t sign=1;
            rind = best_nind[j];
            if (rind>=shape_cb_size)
            {
               sign=-1;
               rind-=shape_cb_size;
            }

            q=subvect_size-m;
#ifdef FIXED_POINT
            g=sign*shape_cb[rind*subvect_size+m];
#else
            g=sign*0.03125*shape_cb[rind*subvect_size+m];
#endif
            target_update(nt[j]+subvect_size*(i+1), g, r+q, nsf-subvect_size*(i+1));
         }

         for (q=0;q<nb_subvect;q++)
            nind[j][q]=oind[best_ntarget[j]][q];
         nind[j][i]=best_nind[j];
      }

      /*update old-new data*/
      /* just swap pointers instead of a long copy */
      {
         spx_word16_t **tmp2;
         tmp2=ot;
         ot=nt;
         nt=tmp2;
      }
      for (j=0;j<N;j++)
         for (m=0;m<nb_subvect;m++)
            oind[j][m]=nind[j][m];
      for (j=0;j<N;j++)
         odist[j]=ndist[j];
   }

   /*save indices*/
   for (i=0;i<nb_subvect;i++)
   {
      ind[i]=nind[0][i];
      speex_bits_pack(bits,ind[i],params->shape_bits+have_sign);
   }
   
   /* Put everything back together */
   for (i=0;i<nb_subvect;i++)
   {
      int rind;
      spx_word16_t sign=1;
      rind = ind[i];
      if (rind>=shape_cb_size)
      {
         sign=-1;
         rind-=shape_cb_size;
      }
#ifdef FIXED_POINT
      if (sign==1)
      {
         for (j=0;j<subvect_size;j++)
            e[subvect_size*i+j]=SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5);
      } else {
         for (j=0;j<subvect_size;j++)
            e[subvect_size*i+j]=NEG32(SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5));
      }
#else
      for (j=0;j<subvect_size;j++)
         e[subvect_size*i+j]=sign*0.03125*shape_cb[rind*subvect_size+j];
#endif
   }   
   /* Update excitation */
   for (j=0;j<nsf;j++)
      exc[j]=ADD32(exc[j],e[j]);
   
   /* Update target: only update target if necessary */
   if (update_target)
   {
      VARDECL(spx_word16_t *r2);
      ALLOC(r2, nsf, spx_word16_t);
      for (j=0;j<nsf;j++)
         r2[j] = EXTRACT16(PSHR32(e[j] ,6));
      syn_percep_zero16(r2, ak, awk1, awk2, r2, nsf,p, stack);
      for (j=0;j<nsf;j++)
         target[j]=SUB16(target[j],PSHR16(r2[j],2));
   }
}
예제 #4
0
static void split_cb_search_shape_sign_N1(
spx_word16_t target[],			/* target vector */
spx_coef_t ak[],			/* LPCs for this subframe */
spx_coef_t awk1[],			/* Weighted LPCs for this subframe */
spx_coef_t awk2[],			/* Weighted LPCs for this subframe */
const void *par,                      /* Codebook/search parameters*/
int   p,                        /* number of LPC coeffs */
int   nsf,                      /* number of samples in subframe */
spx_sig_t *exc,
spx_word16_t *r,
SpeexBits *bits,
char *stack,
int   update_target
)
{
   int i,j,m,q;
   VARDECL(spx_word16_t *resp);
#ifdef _USE_SSE
   VARDECL(__m128 *resp2);
   VARDECL(__m128 *E);
#else
   spx_word16_t *resp2;
   VARDECL(spx_word32_t *E);
#endif
   VARDECL(spx_word16_t *t);
   VARDECL(spx_sig_t *e);
   const signed char *shape_cb;
   int shape_cb_size, subvect_size, nb_subvect;
   const split_cb_params *params;
   int best_index;
   spx_word32_t best_dist;
   int have_sign;
   
   params = (const split_cb_params *) par;
   subvect_size = params->subvect_size;
   nb_subvect = params->nb_subvect;
   shape_cb_size = 1<<params->shape_bits;
   shape_cb = params->shape_cb;
   have_sign = params->have_sign;
   ALLOC(resp, shape_cb_size*subvect_size, spx_word16_t);
#ifdef _USE_SSE
   ALLOC(resp2, (shape_cb_size*subvect_size)>>2, __m128);
   ALLOC(E, shape_cb_size>>2, __m128);
#else
   resp2 = resp;
   ALLOC(E, shape_cb_size, spx_word32_t);
#endif
   ALLOC(t, nsf, spx_word16_t);
   ALLOC(e, nsf, spx_sig_t);
   
   /* FIXME: Do we still need to copy the target? */
   SPEEX_COPY(t, target, nsf);

   compute_weighted_codebook(shape_cb, r, resp, resp2, E, shape_cb_size, subvect_size, stack);

   for (i=0;i<nb_subvect;i++)
   {
      spx_word16_t *x=t+subvect_size*i;
      /*Find new n-best based on previous n-best j*/
#ifndef DISABLE_WIDEBAND
      if (have_sign)
         vq_nbest_sign(x, resp2, subvect_size, shape_cb_size, E, 1, &best_index, &best_dist, stack);
      else
#endif /* DISABLE_WIDEBAND */
         vq_nbest(x, resp2, subvect_size, shape_cb_size, E, 1, &best_index, &best_dist, stack);
      
      speex_bits_pack(bits,best_index,params->shape_bits+have_sign);
      
      {
         int rind;
         spx_word16_t *res;
         spx_word16_t sign=1;
         rind = best_index;
         if (rind>=shape_cb_size)
         {
            sign=-1;
            rind-=shape_cb_size;
         }
         res = resp+rind*subvect_size;
         if (sign>0)
            for (m=0;m<subvect_size;m++)
               t[subvect_size*i+m] = SUB16(t[subvect_size*i+m], res[m]);
         else
            for (m=0;m<subvect_size;m++)
               t[subvect_size*i+m] = ADD16(t[subvect_size*i+m], res[m]);

#ifdef FIXED_POINT
         if (sign==1)
         {
            for (j=0;j<subvect_size;j++)
               e[subvect_size*i+j]=SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5);
         } else {
            for (j=0;j<subvect_size;j++)
               e[subvect_size*i+j]=NEG32(SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5));
         }
#else
         for (j=0;j<subvect_size;j++)
            e[subvect_size*i+j]=sign*0.03125*shape_cb[rind*subvect_size+j];
#endif
      
      }
            
      for (m=0;m<subvect_size;m++)
      {
         spx_word16_t g;
         int rind;
         spx_word16_t sign=1;
         rind = best_index;
         if (rind>=shape_cb_size)
         {
            sign=-1;
            rind-=shape_cb_size;
         }
         
         q=subvect_size-m;
#ifdef FIXED_POINT
         g=sign*shape_cb[rind*subvect_size+m];
#else
         g=sign*0.03125*shape_cb[rind*subvect_size+m];
#endif
         target_update(t+subvect_size*(i+1), g, r+q, nsf-subvect_size*(i+1));
      }
   }

   /* Update excitation */
   /* FIXME: We could update the excitation directly above */
   for (j=0;j<nsf;j++)
      exc[j]=ADD32(exc[j],e[j]);
   
   /* Update target: only update target if necessary */
   if (update_target)
   {
      VARDECL(spx_word16_t *r2);
      ALLOC(r2, nsf, spx_word16_t);
      for (j=0;j<nsf;j++)
         r2[j] = EXTRACT16(PSHR32(e[j] ,6));
      syn_percep_zero16(r2, ak, awk1, awk2, r2, nsf,p, stack);
      for (j=0;j<nsf;j++)
         target[j]=SUB16(target[j],PSHR16(r2[j],2));
   }
}
예제 #5
0
void split_cb_search_shape_sign(
spx_word16_t target[],			/* target vector */
spx_coef_t ak[],			/* LPCs for this subframe */
spx_coef_t awk1[],			/* Weighted LPCs for this subframe */
spx_coef_t awk2[],			/* Weighted LPCs for this subframe */
const void *par,                      /* Codebook/search parameters*/
int   p,                        /* number of LPC coeffs */
int   nsf,                      /* number of samples in subframe */
spx_sig_t *exc,
spx_word16_t *r,
SpeexBits *bits,
char *stack,
int   complexity,
int   update_target
)
{
   int i,j,m,q;
   const signed char *shape_cb;
   int shape_cb_size = 32, subvect_size = 10;
   int best_index;
   spx_word32_t best_dist;
   spx_word16_t resp[320];
   spx_word16_t *resp2 = resp;
   spx_word32_t E[32];
   spx_word16_t t[40];
   spx_sig_t  e[40];
   shape_cb=exc_10_32_table;

   
   /* FIXME: Do we still need to copy the target? */
   SPEEX_COPY(t, target, nsf);

   //compute_weighted_codebook
   {
     int i, k;
     spx_word16_t shape[10];
	 for (i=0;i<shape_cb_size;i++)
     {
       spx_word16_t *res;
      
       res = resp+i*subvect_size;
       for (k=0;k<subvect_size;k++)
          shape[k] = (spx_word16_t)shape_cb[i*subvect_size+k];
       E[i]=0;

       /* Compute codeword response using convolution with impulse response */
       {
	     spx_word32_t resj;
         spx_word16_t res16;
	  	 
		 // 0          
         resj = MULT16_16(shape[0],r[0]);
		 res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[0] = res16;
         //++++++++++++++++++++++++++
         
		 // 1          
         resj = MULT16_16(shape[0],r[1]);    
		 resj = MAC16_16(resj,shape[1],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[1] = res16;
         //++++++++++++++++++++++++++
         
         // 2         
         resj = MULT16_16(shape[0],r[2]);    
		 resj = MAC16_16(resj,shape[1],r[1]);
         resj = MAC16_16(resj,shape[2],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[2] = res16;
         //++++++++++++++++++++++++++
         
         // 3          
         resj = MULT16_16(shape[0],r[3]);
         resj = MAC16_16(resj,shape[1],r[2]);
         resj = MAC16_16(resj,shape[2],r[1]);
		 resj = MAC16_16(resj,shape[3],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[3] = res16;
         //++++++++++++++++++++++++++
         
         // 4        
         resj = MULT16_16(shape[0],r[4]);
         resj = MAC16_16(resj,shape[1],r[3]);
         resj = MAC16_16(resj,shape[2],r[2]);
         resj = MAC16_16(resj,shape[3],r[1]);
		 resj = MAC16_16(resj,shape[4],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[4] = res16;
         //++++++++++++++++++++++++++
         
         // 5   
         resj = MULT16_16(shape[0],r[5]);
         resj = MAC16_16(resj,shape[1],r[4]);
         resj = MAC16_16(resj,shape[2],r[3]);
         resj = MAC16_16(resj,shape[3],r[2]);
         resj = MAC16_16(resj,shape[4],r[1]);
		 resj = MAC16_16(resj,shape[5],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[5] = res16;
         //++++++++++++++++++++++++++
         
         // 6         
         resj = MULT16_16(shape[0],r[6]);
         resj = MAC16_16(resj,shape[1],r[5]);
         resj = MAC16_16(resj,shape[2],r[4]);
         resj = MAC16_16(resj,shape[3],r[3]);
         resj = MAC16_16(resj,shape[4],r[2]);
         resj = MAC16_16(resj,shape[5],r[1]);
		 resj = MAC16_16(resj,shape[6],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[6] = res16;
         //++++++++++++++++++++++++++
         
         // 7 
         resj = MULT16_16(shape[0],r[7]);
         resj = MAC16_16(resj,shape[1],r[6]);
         resj = MAC16_16(resj,shape[2],r[5]);
         resj = MAC16_16(resj,shape[3],r[4]);
         resj = MAC16_16(resj,shape[4],r[3]);
         resj = MAC16_16(resj,shape[5],r[2]);
         resj = MAC16_16(resj,shape[6],r[1]);
		 resj = MAC16_16(resj,shape[7],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[7] = res16;
         //++++++++++++++++++++++++++
         
         // 8          
         resj = MULT16_16(shape[0],r[8]);
         resj = MAC16_16(resj,shape[1],r[7]);
         resj = MAC16_16(resj,shape[2],r[6]);
         resj = MAC16_16(resj,shape[3],r[5]);
         resj = MAC16_16(resj,shape[4],r[4]);
         resj = MAC16_16(resj,shape[5],r[3]);
         resj = MAC16_16(resj,shape[6],r[2]);
         resj = MAC16_16(resj,shape[7],r[1]);
		 resj = MAC16_16(resj,shape[8],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[8] = res16;
         //++++++++++++++++++++++++++
         
         // 9       
         resj = MULT16_16(shape[0],r[9]);
         resj = MAC16_16(resj,shape[1],r[8]);
         resj = MAC16_16(resj,shape[2],r[7]);
         resj = MAC16_16(resj,shape[3],r[6]);
         resj = MAC16_16(resj,shape[4],r[5]);
         resj = MAC16_16(resj,shape[5],r[4]);
         resj = MAC16_16(resj,shape[6],r[3]);
         resj = MAC16_16(resj,shape[7],r[2]);
         resj = MAC16_16(resj,shape[8],r[1]);
		 resj = MAC16_16(resj,shape[9],r[0]);
         res16 = EXTRACT16(SHR32(resj, 13));
         // Compute codeword energy 
         E[i]=MAC16_16(E[i],res16,res16);
         res[9] = res16;
         //++++++++++++++++++++++++++
       }
     }
   }

   for (i=0;i<4;i++)
   {
      spx_word16_t *x=t+subvect_size*i;
      /*Find new n-best based on previous n-best j*/
      vq_nbest(x, resp2, subvect_size, shape_cb_size, E, 1, &best_index, &best_dist, stack);
      
      speex_bits_pack(bits,best_index,5);
      
      {
         int rind;
         spx_word16_t *res;
         spx_word16_t sign=1;
         rind = best_index;
         if (rind>=shape_cb_size)
         {
            sign=-1;
            rind-=shape_cb_size;
         }
         res = resp+rind*subvect_size;
         if (sign>0)
            for (m=0;m<subvect_size;m++)
               t[subvect_size*i+m] = SUB16(t[subvect_size*i+m], res[m]);
         else
            for (m=0;m<subvect_size;m++)
               t[subvect_size*i+m] = ADD16(t[subvect_size*i+m], res[m]);

         if (sign==1)
         {
            for (j=0;j<subvect_size;j++)
               e[subvect_size*i+j]=SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5);
         } else {
            for (j=0;j<subvect_size;j++)
               e[subvect_size*i+j]=NEG32(SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5));
         }
      
      }
            
      for (m=0;m<subvect_size;m++)
      {
         spx_word16_t g;
         int rind;
         spx_word16_t sign=1;
         rind = best_index;
         if (rind>=shape_cb_size)
         {
            sign=-1;
            rind-=shape_cb_size;
         }
         
         q=subvect_size-m;
         g=sign*shape_cb[rind*subvect_size+m];

         target_update(t+subvect_size*(i+1), g, r+q, nsf-subvect_size*(i+1));
      }
   }

   /* Update excitation */
   /* FIXME: We could update the excitation directly above */
   for (j=0;j<nsf;j++)
      exc[j]=ADD32(exc[j],e[j]);

}
예제 #6
0
void split_cb_search_shape_sign(
spx_sig_t target[],			/* target vector */
spx_coef_t ak[],			/* LPCs for this subframe */
spx_coef_t awk1[],			/* Weighted LPCs for this subframe */
spx_coef_t awk2[],			/* Weighted LPCs for this subframe */
const void *par,                      /* Codebook/search parameters*/
int   p,                        /* number of LPC coeffs */
int   nsf,                      /* number of samples in subframe */
spx_sig_t *exc,
spx_word16_t *r,
SpeexBits *bits,
char *stack,
int   complexity,
int   update_target
)
{
   int i,j,k,m,n,q;
   VARDECL(spx_word16_t *resp);
#ifdef _USE_SSE
   VARDECL(__m128 *resp2);
   VARDECL(__m128 *E);
#else
   spx_word16_t *resp2;
   VARDECL(spx_word32_t *E);
#endif
   VARDECL(spx_word16_t *t);
   VARDECL(spx_sig_t *e);
   VARDECL(spx_sig_t *r2);
   VARDECL(spx_word16_t *tmp);
   VARDECL(spx_word32_t *ndist);
   VARDECL(spx_word32_t *odist);
   VARDECL(int *itmp);
   VARDECL(spx_word16_t **ot2);
   VARDECL(spx_word16_t **nt2);
   spx_word16_t **ot, **nt;
   VARDECL(int **nind);
   VARDECL(int **oind);
   VARDECL(int *ind);
   const signed char *shape_cb;
   int shape_cb_size, subvect_size, nb_subvect;
   const split_cb_params *params;
   int N=2;
   VARDECL(int *best_index);
   VARDECL(spx_word32_t *best_dist);
   int have_sign;
   N=complexity;
   if (N>10)
      N=10;
   if (N<1)
      N=1;
   
   if (N==1)
   {
      split_cb_search_shape_sign_N1(target,ak,awk1,awk2,par,p,nsf,exc,r,bits,stack,complexity,update_target);
      return;
   }
   ALLOC(ot2, N, spx_word16_t*);
   ALLOC(nt2, N, spx_word16_t*);
   ALLOC(oind, N, int*);
   ALLOC(nind, N, int*);

   params = (const split_cb_params *) par;
   subvect_size = params->subvect_size;
   nb_subvect = params->nb_subvect;
   shape_cb_size = 1<<params->shape_bits;
   shape_cb = params->shape_cb;
   have_sign = params->have_sign;
   ALLOC(resp, shape_cb_size*subvect_size, spx_word16_t);
#ifdef _USE_SSE
   ALLOC(resp2, (shape_cb_size*subvect_size)>>2, __m128);
   ALLOC(E, shape_cb_size>>2, __m128);
#else
   resp2 = resp;
   ALLOC(E, shape_cb_size, spx_word32_t);
#endif
   ALLOC(t, nsf, spx_word16_t);
   ALLOC(e, nsf, spx_sig_t);
   ALLOC(r2, nsf, spx_sig_t);
   ALLOC(ind, nb_subvect, int);

   ALLOC(tmp, 2*N*nsf, spx_word16_t);
   for (i=0;i<N;i++)
   {
      ot2[i]=tmp+2*i*nsf;
      nt2[i]=tmp+(2*i+1)*nsf;
   }
   ot=ot2;
   nt=nt2;
   ALLOC(best_index, N, int);
   ALLOC(best_dist, N, spx_word32_t);
   ALLOC(ndist, N, spx_word32_t);
   ALLOC(odist, N, spx_word32_t);
   
   ALLOC(itmp, 2*N*nb_subvect, int);
   for (i=0;i<N;i++)
   {
      nind[i]=itmp+2*i*nb_subvect;
      oind[i]=itmp+(2*i+1)*nb_subvect;
      for (j=0;j<nb_subvect;j++)
         nind[i][j]=oind[i][j]=-1;
   }
   
   /* FIXME: make that adaptive? */
   for (i=0;i<nsf;i++)
      t[i]=EXTRACT16(PSHR32(target[i],6));

   for (j=0;j<N;j++)
      for (i=0;i<nsf;i++)
         ot[j][i]=t[i];

   /*for (i=0;i<nsf;i++)
     printf ("%d\n", (int)t[i]);*/

   /* Pre-compute codewords response and energy */
   compute_weighted_codebook(shape_cb, r, resp, resp2, E, shape_cb_size, subvect_size, stack);

   for (j=0;j<N;j++)
      odist[j]=0;
   /*For all subvectors*/
   for (i=0;i<nb_subvect;i++)
   {
      /*"erase" nbest list*/
      for (j=0;j<N;j++)
         ndist[j]=-2;

      /*For all n-bests of previous subvector*/
      for (j=0;j<N;j++)
      {
         spx_word16_t *x=ot[j]+subvect_size*i;
         /*Find new n-best based on previous n-best j*/
         if (have_sign)
            vq_nbest_sign(x, resp2, subvect_size, shape_cb_size, E, N, best_index, best_dist, stack);
         else
            vq_nbest(x, resp2, subvect_size, shape_cb_size, E, N, best_index, best_dist, stack);

         /*For all new n-bests*/
         for (k=0;k<N;k++)
         {
            spx_word16_t *ct;
            spx_word32_t err=0;
            ct = ot[j];
            /*update target*/

            /*previous target*/
            for (m=i*subvect_size;m<(i+1)*subvect_size;m++)
               t[m]=ct[m];

            /* New code: update only enough of the target to calculate error*/
            {
               int rind;
               spx_word16_t *res;
               spx_word16_t sign=1;
               rind = best_index[k];
               if (rind>=shape_cb_size)
               {
                  sign=-1;
                  rind-=shape_cb_size;
               }
               res = resp+rind*subvect_size;
               if (sign>0)
                  for (m=0;m<subvect_size;m++)
                     t[subvect_size*i+m] = SUB16(t[subvect_size*i+m], res[m]);
               else
                  for (m=0;m<subvect_size;m++)
                     t[subvect_size*i+m] = ADD16(t[subvect_size*i+m], res[m]);
            }
            
            /*compute error (distance)*/
            err=odist[j];
            for (m=i*subvect_size;m<(i+1)*subvect_size;m++)
               err = MAC16_16(err, t[m],t[m]);
            /*update n-best list*/
            if (err<ndist[N-1] || ndist[N-1]<-1)
            {

               /*previous target (we don't care what happened before*/
               for (m=(i+1)*subvect_size;m<nsf;m++)
                  t[m]=ct[m];
               /* New code: update the rest of the target only if it's worth it */
               for (m=0;m<subvect_size;m++)
               {
                  spx_word16_t g;
                  int rind;
                  spx_word16_t sign=1;
                  rind = best_index[k];
                  if (rind>=shape_cb_size)
                  {
                     sign=-1;
                     rind-=shape_cb_size;
                  }

                  q=subvect_size-m;
#ifdef FIXED_POINT
                  g=sign*shape_cb[rind*subvect_size+m];
                  for (n=subvect_size*(i+1);n<nsf;n++,q++)
                     t[n] = SUB32(t[n],MULT16_16_Q11_32(g,r[q]));
#else
                  g=sign*0.03125*shape_cb[rind*subvect_size+m];
                  for (n=subvect_size*(i+1);n<nsf;n++,q++)
                     t[n] = SUB32(t[n],g*r[q]);
#endif
               }


               for (m=0;m<N;m++)
               {
                  if (err < ndist[m] || ndist[m]<-1)
                  {
                     for (n=N-1;n>m;n--)
                     {
                        for (q=(i+1)*subvect_size;q<nsf;q++)
                           nt[n][q]=nt[n-1][q];
                        for (q=0;q<nb_subvect;q++)
                           nind[n][q]=nind[n-1][q];
                        ndist[n]=ndist[n-1];
                     }
                     for (q=(i+1)*subvect_size;q<nsf;q++)
                        nt[m][q]=t[q];
                     for (q=0;q<nb_subvect;q++)
                        nind[m][q]=oind[j][q];
                     nind[m][i]=best_index[k];
                     ndist[m]=err;
                     break;
                  }
               }
            }
         }
         if (i==0)
           break;
      }

      /*update old-new data*/
      /* just swap pointers instead of a long copy */
      {
         spx_word16_t **tmp2;
         tmp2=ot;
         ot=nt;
         nt=tmp2;
      }
      for (j=0;j<N;j++)
         for (m=0;m<nb_subvect;m++)
            oind[j][m]=nind[j][m];
      for (j=0;j<N;j++)
         odist[j]=ndist[j];
   }

   /*save indices*/
   for (i=0;i<nb_subvect;i++)
   {
      ind[i]=nind[0][i];
      speex_bits_pack(bits,ind[i],params->shape_bits+have_sign);
   }
   
   /* Put everything back together */
   for (i=0;i<nb_subvect;i++)
   {
      int rind;
      spx_word16_t sign=1;
      rind = ind[i];
      if (rind>=shape_cb_size)
      {
         sign=-1;
         rind-=shape_cb_size;
      }
#ifdef FIXED_POINT
      if (sign==1)
      {
         for (j=0;j<subvect_size;j++)
            e[subvect_size*i+j]=SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5);
      } else {
         for (j=0;j<subvect_size;j++)
            e[subvect_size*i+j]=NEG32(SHL32(EXTEND32(shape_cb[rind*subvect_size+j]),SIG_SHIFT-5));
      }
#else
      for (j=0;j<subvect_size;j++)
         e[subvect_size*i+j]=sign*0.03125*shape_cb[rind*subvect_size+j];
#endif
   }   
   /* Update excitation */
   for (j=0;j<nsf;j++)
      exc[j]=ADD32(exc[j],e[j]);
   
   /* Update target: only update target if necessary */
   if (update_target)
   {
      syn_percep_zero(e, ak, awk1, awk2, r2, nsf,p, stack);
      for (j=0;j<nsf;j++)
         target[j]=SUB32(target[j],r2[j]);
   }
}
예제 #7
0
파일: mdf.c 프로젝트: FreshLeaf8865/mumble
/** Performs echo cancellation on a frame */
EXPORT void speex_echo_cancellation(SpeexEchoState *st, const spx_int16_t *in, const spx_int16_t *far_end, spx_int16_t *out)
{
   int i,j, chan, speak;
   int N,M, C, K;
   spx_word32_t Syy,See,Sxx,Sdd, Sff;
#ifdef TWO_PATH
   spx_word32_t Dbf;
   int update_foreground;
#endif
   spx_word32_t Sey;
   spx_word16_t ss, ss_1;
   spx_float_t Pey = FLOAT_ONE, Pyy=FLOAT_ONE;
   spx_float_t alpha, alpha_1;
   spx_word16_t RER;
   spx_word32_t tmp32;
   
   N = st->window_size;
   M = st->M;
   C = st->C;
   K = st->K;

   st->cancel_count++;
#ifdef FIXED_POINT
   ss=DIV32_16(11469,M);
   ss_1 = SUB16(32767,ss);
#else
   ss=.35/M;
   ss_1 = 1-ss;
#endif

   for (chan = 0; chan < C; chan++)
   {
      /* Apply a notch filter to make sure DC doesn't end up causing problems */
      filter_dc_notch16(in+chan, st->notch_radius, st->input+chan*st->frame_size, st->frame_size, st->notch_mem+2*chan, C);
      /* Copy input data to buffer and apply pre-emphasis */
      /* Copy input data to buffer */
      for (i=0;i<st->frame_size;i++)
      {
         spx_word32_t tmp32;
         /* FIXME: This core has changed a bit, need to merge properly */
         tmp32 = SUB32(EXTEND32(st->input[chan*st->frame_size+i]), EXTEND32(MULT16_16_P15(st->preemph, st->memD[chan])));
#ifdef FIXED_POINT
         if (tmp32 > 32767)
         {
            tmp32 = 32767;
            if (st->saturated == 0)
               st->saturated = 1;
         }      
         if (tmp32 < -32767)
         {
            tmp32 = -32767;
            if (st->saturated == 0)
               st->saturated = 1;
         }
#endif
         st->memD[chan] = st->input[chan*st->frame_size+i];
         st->input[chan*st->frame_size+i] = EXTRACT16(tmp32);
      }
   }

   for (speak = 0; speak < K; speak++)
   {
      for (i=0;i<st->frame_size;i++)
      {
         spx_word32_t tmp32;
         st->x[speak*N+i] = st->x[speak*N+i+st->frame_size];
         tmp32 = SUB32(EXTEND32(far_end[i*K+speak]), EXTEND32(MULT16_16_P15(st->preemph, st->memX[speak])));
#ifdef FIXED_POINT
         /*FIXME: If saturation occurs here, we need to freeze adaptation for M frames (not just one) */
         if (tmp32 > 32767)
         {
            tmp32 = 32767;
            st->saturated = M+1;
         }      
         if (tmp32 < -32767)
         {
            tmp32 = -32767;
            st->saturated = M+1;
         }      
#endif
         st->x[speak*N+i+st->frame_size] = EXTRACT16(tmp32);
         st->memX[speak] = far_end[i*K+speak];
      }
   }   
   
   for (speak = 0; speak < K; speak++)
   {
      /* Shift memory: this could be optimized eventually*/
      for (j=M-1;j>=0;j--)
      {
         for (i=0;i<N;i++)
            st->X[(j+1)*N*K+speak*N+i] = st->X[j*N*K+speak*N+i];
      }
      /* Convert x (echo input) to frequency domain */
      spx_fft(st->fft_table, st->x+speak*N, &st->X[speak*N]);
   }
   
   Sxx = 0;
   for (speak = 0; speak < K; speak++)
   {
      Sxx += mdf_inner_prod(st->x+speak*N+st->frame_size, st->x+speak*N+st->frame_size, st->frame_size);
      power_spectrum_accum(st->X+speak*N, st->Xf, N);
   }
   
   Sff = 0;  
   for (chan = 0; chan < C; chan++)
   {
#ifdef TWO_PATH
      /* Compute foreground filter */
      spectral_mul_accum16(st->X, st->foreground+chan*N*K*M, st->Y+chan*N, N, M*K);
      spx_ifft(st->fft_table, st->Y+chan*N, st->e+chan*N);
      for (i=0;i<st->frame_size;i++)
         st->e[chan*N+i] = SUB16(st->input[chan*st->frame_size+i], st->e[chan*N+i+st->frame_size]);
      Sff += mdf_inner_prod(st->e+chan*N, st->e+chan*N, st->frame_size);
#endif
   }
   
   /* Adjust proportional adaption rate */
   /* FIXME: Adjust that for C, K*/
   if (st->adapted)
      mdf_adjust_prop (st->W, N, M, C*K, st->prop);
   /* Compute weight gradient */
   if (st->saturated == 0)
   {
      for (chan = 0; chan < C; chan++)
      {
         for (speak = 0; speak < K; speak++)
         {
            for (j=M-1;j>=0;j--)
            {
               weighted_spectral_mul_conj(st->power_1, FLOAT_SHL(PSEUDOFLOAT(st->prop[j]),-15), &st->X[(j+1)*N*K+speak*N], st->E+chan*N, st->PHI, N);
               for (i=0;i<N;i++)
                  st->W[chan*N*K*M + j*N*K + speak*N + i] += st->PHI[i];
            }
         }
      }
   } else {
      st->saturated--;
   }
   
   /* FIXME: MC conversion required */ 
   /* Update weight to prevent circular convolution (MDF / AUMDF) */
   for (chan = 0; chan < C; chan++)
   {
      for (speak = 0; speak < K; speak++)
      {
         for (j=0;j<M;j++)
         {
            /* This is a variant of the Alternatively Updated MDF (AUMDF) */
            /* Remove the "if" to make this an MDF filter */
            if (j==0 || st->cancel_count%(M-1) == j-1)
            {
#ifdef FIXED_POINT
               for (i=0;i<N;i++)
                  st->wtmp2[i] = EXTRACT16(PSHR32(st->W[chan*N*K*M + j*N*K + speak*N + i],NORMALIZE_SCALEDOWN+16));
               spx_ifft(st->fft_table, st->wtmp2, st->wtmp);
               for (i=0;i<st->frame_size;i++)
               {
                  st->wtmp[i]=0;
               }
               for (i=st->frame_size;i<N;i++)
               {
                  st->wtmp[i]=SHL16(st->wtmp[i],NORMALIZE_SCALEUP);
               }
               spx_fft(st->fft_table, st->wtmp, st->wtmp2);
               /* The "-1" in the shift is a sort of kludge that trades less efficient update speed for decrease noise */
               for (i=0;i<N;i++)
                  st->W[chan*N*K*M + j*N*K + speak*N + i] -= SHL32(EXTEND32(st->wtmp2[i]),16+NORMALIZE_SCALEDOWN-NORMALIZE_SCALEUP-1);
#else
               spx_ifft(st->fft_table, &st->W[chan*N*K*M + j*N*K + speak*N], st->wtmp);
               for (i=st->frame_size;i<N;i++)
               {
                  st->wtmp[i]=0;
               }
               spx_fft(st->fft_table, st->wtmp, &st->W[chan*N*K*M + j*N*K + speak*N]);
#endif
            }
         }
      }
   }
   
   /* So we can use power_spectrum_accum */ 
   for (i=0;i<=st->frame_size;i++)
      st->Rf[i] = st->Yf[i] = st->Xf[i] = 0;
      
   Dbf = 0;
   See = 0;    
#ifdef TWO_PATH
   /* Difference in response, this is used to estimate the variance of our residual power estimate */
   for (chan = 0; chan < C; chan++)
   {
      spectral_mul_accum(st->X, st->W+chan*N*K*M, st->Y+chan*N, N, M*K);
      spx_ifft(st->fft_table, st->Y+chan*N, st->y+chan*N);
      for (i=0;i<st->frame_size;i++)
         st->e[chan*N+i] = SUB16(st->e[chan*N+i+st->frame_size], st->y[chan*N+i+st->frame_size]);
      Dbf += 10+mdf_inner_prod(st->e+chan*N, st->e+chan*N, st->frame_size);
      for (i=0;i<st->frame_size;i++)
         st->e[chan*N+i] = SUB16(st->input[chan*st->frame_size+i], st->y[chan*N+i+st->frame_size]);
      See += mdf_inner_prod(st->e+chan*N, st->e+chan*N, st->frame_size);
   }
#endif

#ifndef TWO_PATH
   Sff = See;
#endif

#ifdef TWO_PATH
   /* Logic for updating the foreground filter */
   
   /* For two time windows, compute the mean of the energy difference, as well as the variance */
   st->Davg1 = ADD32(MULT16_32_Q15(QCONST16(.6f,15),st->Davg1), MULT16_32_Q15(QCONST16(.4f,15),SUB32(Sff,See)));
   st->Davg2 = ADD32(MULT16_32_Q15(QCONST16(.85f,15),st->Davg2), MULT16_32_Q15(QCONST16(.15f,15),SUB32(Sff,See)));
   st->Dvar1 = FLOAT_ADD(FLOAT_MULT(VAR1_SMOOTH, st->Dvar1), FLOAT_MUL32U(MULT16_32_Q15(QCONST16(.4f,15),Sff), MULT16_32_Q15(QCONST16(.4f,15),Dbf)));
   st->Dvar2 = FLOAT_ADD(FLOAT_MULT(VAR2_SMOOTH, st->Dvar2), FLOAT_MUL32U(MULT16_32_Q15(QCONST16(.15f,15),Sff), MULT16_32_Q15(QCONST16(.15f,15),Dbf)));
   
   /* Equivalent float code:
   st->Davg1 = .6*st->Davg1 + .4*(Sff-See);
   st->Davg2 = .85*st->Davg2 + .15*(Sff-See);
   st->Dvar1 = .36*st->Dvar1 + .16*Sff*Dbf;
   st->Dvar2 = .7225*st->Dvar2 + .0225*Sff*Dbf;
   */
   
   update_foreground = 0;
   /* Check if we have a statistically significant reduction in the residual echo */
   /* Note that this is *not* Gaussian, so we need to be careful about the longer tail */
   if (FLOAT_GT(FLOAT_MUL32U(SUB32(Sff,See),ABS32(SUB32(Sff,See))), FLOAT_MUL32U(Sff,Dbf)))
      update_foreground = 1;
   else if (FLOAT_GT(FLOAT_MUL32U(st->Davg1, ABS32(st->Davg1)), FLOAT_MULT(VAR1_UPDATE,(st->Dvar1))))
      update_foreground = 1;
   else if (FLOAT_GT(FLOAT_MUL32U(st->Davg2, ABS32(st->Davg2)), FLOAT_MULT(VAR2_UPDATE,(st->Dvar2))))
      update_foreground = 1;
   
   /* Do we update? */
   if (update_foreground)
   {
      st->Davg1 = st->Davg2 = 0;
      st->Dvar1 = st->Dvar2 = FLOAT_ZERO;
      /* Copy background filter to foreground filter */
      for (i=0;i<N*M*C*K;i++)
         st->foreground[i] = EXTRACT16(PSHR32(st->W[i],16));
      /* Apply a smooth transition so as to not introduce blocking artifacts */
      for (chan = 0; chan < C; chan++)
         for (i=0;i<st->frame_size;i++)
            st->e[chan*N+i+st->frame_size] = MULT16_16_Q15(st->window[i+st->frame_size],st->e[chan*N+i+st->frame_size]) + MULT16_16_Q15(st->window[i],st->y[chan*N+i+st->frame_size]);
   } else {
      int reset_background=0;
      /* Otherwise, check if the background filter is significantly worse */
      if (FLOAT_GT(FLOAT_MUL32U(NEG32(SUB32(Sff,See)),ABS32(SUB32(Sff,See))), FLOAT_MULT(VAR_BACKTRACK,FLOAT_MUL32U(Sff,Dbf))))
         reset_background = 1;
      if (FLOAT_GT(FLOAT_MUL32U(NEG32(st->Davg1), ABS32(st->Davg1)), FLOAT_MULT(VAR_BACKTRACK,st->Dvar1)))
         reset_background = 1;
      if (FLOAT_GT(FLOAT_MUL32U(NEG32(st->Davg2), ABS32(st->Davg2)), FLOAT_MULT(VAR_BACKTRACK,st->Dvar2)))
         reset_background = 1;
      if (reset_background)
      {
         /* Copy foreground filter to background filter */
         for (i=0;i<N*M*C*K;i++)
            st->W[i] = SHL32(EXTEND32(st->foreground[i]),16);
         /* We also need to copy the output so as to get correct adaptation */
         for (chan = 0; chan < C; chan++)
         {        
            for (i=0;i<st->frame_size;i++)
               st->y[chan*N+i+st->frame_size] = st->e[chan*N+i+st->frame_size];
            for (i=0;i<st->frame_size;i++)
               st->e[chan*N+i] = SUB16(st->input[chan*st->frame_size+i], st->y[chan*N+i+st->frame_size]);
         }        
         See = Sff;
         st->Davg1 = st->Davg2 = 0;
         st->Dvar1 = st->Dvar2 = FLOAT_ZERO;
      }
   }
#endif

   Sey = Syy = Sdd = 0;  
   for (chan = 0; chan < C; chan++)
   {    
      /* Compute error signal (for the output with de-emphasis) */ 
      for (i=0;i<st->frame_size;i++)
      {
         spx_word32_t tmp_out;
#ifdef TWO_PATH
         tmp_out = SUB32(EXTEND32(st->input[chan*st->frame_size+i]), EXTEND32(st->e[chan*N+i+st->frame_size]));
#else
         tmp_out = SUB32(EXTEND32(st->input[chan*st->frame_size+i]), EXTEND32(st->y[chan*N+i+st->frame_size]));
#endif
         tmp_out = ADD32(tmp_out, EXTEND32(MULT16_16_P15(st->preemph, st->memE[chan])));
      /* This is an arbitrary test for saturation in the microphone signal */
         if (in[i*C+chan] <= -32000 || in[i*C+chan] >= 32000)
         {
         if (st->saturated == 0)
            st->saturated = 1;
         }
         out[i*C+chan] = WORD2INT(tmp_out);
         st->memE[chan] = tmp_out;
      }

#ifdef DUMP_ECHO_CANCEL_DATA
      dump_audio(in, far_end, out, st->frame_size);
#endif
   
      /* Compute error signal (filter update version) */ 
      for (i=0;i<st->frame_size;i++)
      {
         st->e[chan*N+i+st->frame_size] = st->e[chan*N+i];
         st->e[chan*N+i] = 0;
      }
      
      /* Compute a bunch of correlations */
      /* FIXME: bad merge */
      Sey += mdf_inner_prod(st->e+chan*N+st->frame_size, st->y+chan*N+st->frame_size, st->frame_size);
      Syy += mdf_inner_prod(st->y+chan*N+st->frame_size, st->y+chan*N+st->frame_size, st->frame_size);
      Sdd += mdf_inner_prod(st->input+chan*st->frame_size, st->input+chan*st->frame_size, st->frame_size);
      
      /* Convert error to frequency domain */
      spx_fft(st->fft_table, st->e+chan*N, st->E+chan*N);
      for (i=0;i<st->frame_size;i++)
         st->y[i+chan*N] = 0;
      spx_fft(st->fft_table, st->y+chan*N, st->Y+chan*N);
   
      /* Compute power spectrum of echo (X), error (E) and filter response (Y) */
      power_spectrum_accum(st->E+chan*N, st->Rf, N);
      power_spectrum_accum(st->Y+chan*N, st->Yf, N);
    
   }
   
   /*printf ("%f %f %f %f\n", Sff, See, Syy, Sdd, st->update_cond);*/
   
   /* Do some sanity check */
   if (!(Syy>=0 && Sxx>=0 && See >= 0)
#ifndef FIXED_POINT
       || !(Sff < N*1e9 && Syy < N*1e9 && Sxx < N*1e9)
#endif
      )
   {
      /* Things have gone really bad */
      st->screwed_up += 50;
      for (i=0;i<st->frame_size*C;i++)
         out[i] = 0;
   } else if (SHR32(Sff, 2) > ADD32(Sdd, SHR32(MULT16_16(N, 10000),6)))
   {
      /* AEC seems to add lots of echo instead of removing it, let's see if it will improve */
      st->screwed_up++;
   } else {
      /* Everything's fine */
      st->screwed_up=0;
   }
   if (st->screwed_up>=50)
   {
      speex_warning("The echo canceller started acting funny and got slapped (reset). It swears it will behave now.");
      speex_echo_state_reset(st);
      return;
   }

   /* Add a small noise floor to make sure not to have problems when dividing */
   See = MAX32(See, SHR32(MULT16_16(N, 100),6));
     
   for (speak = 0; speak < K; speak++)
   {
      Sxx += mdf_inner_prod(st->x+speak*N+st->frame_size, st->x+speak*N+st->frame_size, st->frame_size);
      power_spectrum_accum(st->X+speak*N, st->Xf, N);
   }

   
   /* Smooth far end energy estimate over time */
   for (j=0;j<=st->frame_size;j++)
      st->power[j] = MULT16_32_Q15(ss_1,st->power[j]) + 1 + MULT16_32_Q15(ss,st->Xf[j]);

   /* Compute filtered spectra and (cross-)correlations */
   for (j=st->frame_size;j>=0;j--)
   {
      spx_float_t Eh, Yh;
      Eh = PSEUDOFLOAT(st->Rf[j] - st->Eh[j]);
      Yh = PSEUDOFLOAT(st->Yf[j] - st->Yh[j]);
      Pey = FLOAT_ADD(Pey,FLOAT_MULT(Eh,Yh));
      Pyy = FLOAT_ADD(Pyy,FLOAT_MULT(Yh,Yh));
#ifdef FIXED_POINT
      st->Eh[j] = MAC16_32_Q15(MULT16_32_Q15(SUB16(32767,st->spec_average),st->Eh[j]), st->spec_average, st->Rf[j]);
      st->Yh[j] = MAC16_32_Q15(MULT16_32_Q15(SUB16(32767,st->spec_average),st->Yh[j]), st->spec_average, st->Yf[j]);
#else
      st->Eh[j] = (1-st->spec_average)*st->Eh[j] + st->spec_average*st->Rf[j];
      st->Yh[j] = (1-st->spec_average)*st->Yh[j] + st->spec_average*st->Yf[j];
#endif
   }
   
   Pyy = FLOAT_SQRT(Pyy);
   Pey = FLOAT_DIVU(Pey,Pyy);

   /* Compute correlation updatete rate */
   tmp32 = MULT16_32_Q15(st->beta0,Syy);
   if (tmp32 > MULT16_32_Q15(st->beta_max,See))
      tmp32 = MULT16_32_Q15(st->beta_max,See);
   alpha = FLOAT_DIV32(tmp32, See);
   alpha_1 = FLOAT_SUB(FLOAT_ONE, alpha);
   /* Update correlations (recursive average) */
   st->Pey = FLOAT_ADD(FLOAT_MULT(alpha_1,st->Pey) , FLOAT_MULT(alpha,Pey));
   st->Pyy = FLOAT_ADD(FLOAT_MULT(alpha_1,st->Pyy) , FLOAT_MULT(alpha,Pyy));
   if (FLOAT_LT(st->Pyy, FLOAT_ONE))
      st->Pyy = FLOAT_ONE;
   /* We don't really hope to get better than 33 dB (MIN_LEAK-3dB) attenuation anyway */
   if (FLOAT_LT(st->Pey, FLOAT_MULT(MIN_LEAK,st->Pyy)))
      st->Pey = FLOAT_MULT(MIN_LEAK,st->Pyy);
   if (FLOAT_GT(st->Pey, st->Pyy))
      st->Pey = st->Pyy;
   /* leak_estimate is the linear regression result */
   st->leak_estimate = FLOAT_EXTRACT16(FLOAT_SHL(FLOAT_DIVU(st->Pey, st->Pyy),14));
   /* This looks like a stupid bug, but it's right (because we convert from Q14 to Q15) */
   if (st->leak_estimate > 16383)
      st->leak_estimate = 32767;
   else
      st->leak_estimate = SHL16(st->leak_estimate,1);
   /*printf ("%f\n", st->leak_estimate);*/
   
   /* Compute Residual to Error Ratio */
#ifdef FIXED_POINT
   tmp32 = MULT16_32_Q15(st->leak_estimate,Syy);
   tmp32 = ADD32(SHR32(Sxx,13), ADD32(tmp32, SHL32(tmp32,1)));
   /* Check for y in e (lower bound on RER) */
   {
      spx_float_t bound = PSEUDOFLOAT(Sey);
      bound = FLOAT_DIVU(FLOAT_MULT(bound, bound), PSEUDOFLOAT(ADD32(1,Syy)));
      if (FLOAT_GT(bound, PSEUDOFLOAT(See)))
         tmp32 = See;
      else if (tmp32 < FLOAT_EXTRACT32(bound))
         tmp32 = FLOAT_EXTRACT32(bound);
   }
   if (tmp32 > SHR32(See,1))
      tmp32 = SHR32(See,1);
   RER = FLOAT_EXTRACT16(FLOAT_SHL(FLOAT_DIV32(tmp32,See),15));
#else
   RER = (.0001*Sxx + 3.*MULT16_32_Q15(st->leak_estimate,Syy)) / See;
   /* Check for y in e (lower bound on RER) */
   if (RER < Sey*Sey/(1+See*Syy))
      RER = Sey*Sey/(1+See*Syy);
   if (RER > .5)
      RER = .5;
#endif

   /* We consider that the filter has had minimal adaptation if the following is true*/
   if (!st->adapted && st->sum_adapt > SHL32(EXTEND32(M),15) && MULT16_32_Q15(st->leak_estimate,Syy) > MULT16_32_Q15(QCONST16(.03f,15),Syy))
   {
      st->adapted = 1;
   }

   if (st->adapted)
   {
      /* Normal learning rate calculation once we're past the minimal adaptation phase */
      for (i=0;i<=st->frame_size;i++)
      {
         spx_word32_t r, e;
         /* Compute frequency-domain adaptation mask */
         r = MULT16_32_Q15(st->leak_estimate,SHL32(st->Yf[i],3));
         e = SHL32(st->Rf[i],3)+1;
#ifdef FIXED_POINT
         if (r>SHR32(e,1))
            r = SHR32(e,1);
#else
         if (r>.5*e)
            r = .5*e;
#endif
         r = MULT16_32_Q15(QCONST16(.7,15),r) + MULT16_32_Q15(QCONST16(.3,15),(spx_word32_t)(MULT16_32_Q15(RER,e)));
         /*st->power_1[i] = adapt_rate*r/(e*(1+st->power[i]));*/
         st->power_1[i] = FLOAT_SHL(FLOAT_DIV32_FLOAT(r,FLOAT_MUL32U(e,st->power[i]+10)),WEIGHT_SHIFT+16);
      }
   } else {
      /* Temporary adaption rate if filter is not yet adapted enough */
      spx_word16_t adapt_rate=0;

      if (Sxx > SHR32(MULT16_16(N, 1000),6)) 
      {
         tmp32 = MULT16_32_Q15(QCONST16(.25f, 15), Sxx);
#ifdef FIXED_POINT
         if (tmp32 > SHR32(See,2))
            tmp32 = SHR32(See,2);
#else
         if (tmp32 > .25*See)
            tmp32 = .25*See;
#endif
         adapt_rate = FLOAT_EXTRACT16(FLOAT_SHL(FLOAT_DIV32(tmp32, See),15));
      }
      for (i=0;i<=st->frame_size;i++)
         st->power_1[i] = FLOAT_SHL(FLOAT_DIV32(EXTEND32(adapt_rate),ADD32(st->power[i],10)),WEIGHT_SHIFT+1);


      /* How much have we adapted so far? */
      st->sum_adapt = ADD32(st->sum_adapt,adapt_rate);
   }

   /* FIXME: MC conversion required */ 
      for (i=0;i<st->frame_size;i++)
         st->last_y[i] = st->last_y[st->frame_size+i];
   if (st->adapted)
   {
      /* If the filter is adapted, take the filtered echo */
      for (i=0;i<st->frame_size;i++)
         st->last_y[st->frame_size+i] = in[i]-out[i];
   } else {
      /* If filter isn't adapted yet, all we can do is take the far end signal directly */
      /* moved earlier: for (i=0;i<N;i++)
      st->last_y[i] = st->x[i];*/
   }

}