mdf.c

mediastreamer2是开源的网络传输媒体流的库

                  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];*/
   }

}

/* Compute spectrum of estimated echo for use in an echo post-filter */
void speex_echo_get_residual(SpeexEchoState *st, spx_word32_t *residual_echo, int len)
{
   int i;
   spx_word16_t leak2;
   int N;
   
   N = st->window_size;

   /* Apply hanning window (should pre-compute it)*/
   for (i=0;i<N;i++)
      st->y[i] = MULT16_16_Q15(st->window[i],st->last_y[i]);
      
   /* Compute power spectrum of the echo */
   spx_fft(st->fft_table, st->y, st->Y);
   power_spectrum(st->Y, residual_echo, N);
      
#ifdef FIXED_POINT
   if (st->leak_estimate > 16383)
      leak2 = 32767;
   else
      leak2 = SHL16(st->leak_estimate, 1);
#else
   if (st->leak_estimate>.5)
      leak2 = 1;
   else
      leak2 = 2*st->leak_estimate;
#endif
   /* Estimate residual echo */
   for (i=0;i<=st->frame_size;i++)
      residual_echo[i] = (spx_int32_t)MULT16_32_Q15(leak2,residual_echo[i]);
   
}

EXPORT int speex_echo_ctl(SpeexEchoState *st, int request, void *ptr)
{
   switch(request)
   {
      
      case SPEEX_ECHO_GET_FRAME_SIZE:
         (*(int*)ptr) = st->frame_size;
         break;
      case SPEEX_ECHO_SET_SAMPLING_RATE:
         st->sampling_rate = (*(int*)ptr);
         st->spec_average = DIV32_16(SHL32(EXTEND32(st->frame_size), 15), st->sampling_rate);
#ifdef FIXED_POINT
         st->beta0 = DIV32_16(SHL32(EXTEND32(st->frame_size), 16), st->sampling_rate);
         st->beta_max = DIV32_16(SHL32(EXTEND32(st->frame_size), 14), st->sampling_rate);
#else
         st->beta0 = (2.0f*st->frame_size)/st->sampling_rate;
         st->beta_max = (.5f*st->frame_size)/st->sampling_rate;
#endif
         if (st->sampling_rate<12000)
            st->notch_radius = QCONST16(.9, 15);
         else if (st->sampling_rate<24000)
            st->notch_radius = QCONST16(.982, 15);
         else
            st->notch_radius = QCONST16(.992, 15);
         break;
      case SPEEX_ECHO_GET_SAMPLING_RATE:
         (*(int*)ptr) = st->sampling_rate;
         break;
      case SPEEX_ECHO_GET_IMPULSE_RESPONSE_SIZE:
         /*FIXME: Implement this for multiple channels */
         *((spx_int32_t *)ptr) = st->M * st->frame_size;
         break;
      case SPEEX_ECHO_GET_IMPULSE_RESPONSE:
      {
         int M = st->M, N = st->window_size, n = st->frame_size, i, j;
         spx_int32_t *filt = (spx_int32_t *) ptr;
         for(j=0;j<M;j++)
         {
            /*FIXME: Implement this for multiple channels */
#ifdef FIXED_POINT
            for (i=0;i<N;i++)
               st->wtmp2[i] = EXTRACT16(PSHR32(st->W[j*N+i],16+NORMALIZE_SCALEDOWN));
            spx_ifft(st->fft_table, st->wtmp2, st->wtmp);
#else
            spx_ifft(st->fft_table, &st->W[j*N], st->wtmp);
#endif
            for(i=0;i<n;i++)
               filt[j*n+i] = PSHR32(MULT16_16(32767,st->wtmp[i]), WEIGHT_SHIFT-NORMALIZE_SCALEDOWN);
         }
      }
         break;
      default:
         speex_warning_int("Unknown speex_echo_ctl request: ", request);
         return -1;
   }
   return 0;
}