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27 
28 #ifdef HAVE_CONFIG_H
29 #include "config.h"
30 #endif
31 
32 #include "main_FLP.h"
33 
34 #define MAX_ITERATIONS_RESIDUAL_NRG         10
35 #define REGULARIZATION_FACTOR               1e-8f
36 
37 /* Residual energy: nrg = wxx - 2 * wXx * c + c' * wXX * c */
silk_residual_energy_covar_FLP(const silk_float * c,silk_float * wXX,const silk_float * wXx,const silk_float wxx,const opus_int D)38 silk_float silk_residual_energy_covar_FLP(                              /* O    Weighted residual energy                    */
39     const silk_float                *c,                                 /* I    Filter coefficients                         */
40     silk_float                      *wXX,                               /* I/O  Weighted correlation matrix, reg. out       */
41     const silk_float                *wXx,                               /* I    Weighted correlation vector                 */
42     const silk_float                wxx,                                /* I    Weighted correlation value                  */
43     const opus_int                  D                                   /* I    Dimension                                   */
44 )
45 {
46     opus_int   i, j, k;
47     silk_float tmp, nrg = 0.0f, regularization;
48 
49     /* Safety checks */
50     silk_assert( D >= 0 );
51 
52     regularization = REGULARIZATION_FACTOR * ( wXX[ 0 ] + wXX[ D * D - 1 ] );
53     for( k = 0; k < MAX_ITERATIONS_RESIDUAL_NRG; k++ ) {
54         nrg = wxx;
55 
56         tmp = 0.0f;
57         for( i = 0; i < D; i++ ) {
58             tmp += wXx[ i ] * c[ i ];
59         }
60         nrg -= 2.0f * tmp;
61 
62         /* compute c' * wXX * c, assuming wXX is symmetric */
63         for( i = 0; i < D; i++ ) {
64             tmp = 0.0f;
65             for( j = i + 1; j < D; j++ ) {
66                 tmp += matrix_c_ptr( wXX, i, j, D ) * c[ j ];
67             }
68             nrg += c[ i ] * ( 2.0f * tmp + matrix_c_ptr( wXX, i, i, D ) * c[ i ] );
69         }
70         if( nrg > 0 ) {
71             break;
72         } else {
73             /* Add white noise */
74             for( i = 0; i < D; i++ ) {
75                 matrix_c_ptr( wXX, i, i, D ) +=  regularization;
76             }
77             /* Increase noise for next run */
78             regularization *= 2.0f;
79         }
80     }
81     if( k == MAX_ITERATIONS_RESIDUAL_NRG ) {
82         silk_assert( nrg == 0 );
83         nrg = 1.0f;
84     }
85 
86     return nrg;
87 }
88 
89 /* Calculates residual energies of input subframes where all subframes have LPC_order   */
90 /* of preceding samples                                                                 */
silk_residual_energy_FLP(silk_float nrgs[MAX_NB_SUBFR],const silk_float x[],silk_float a[2][MAX_LPC_ORDER],const silk_float gains[],const opus_int subfr_length,const opus_int nb_subfr,const opus_int LPC_order)91 void silk_residual_energy_FLP(
92     silk_float                      nrgs[ MAX_NB_SUBFR ],               /* O    Residual energy per subframe                */
93     const silk_float                x[],                                /* I    Input signal                                */
94     silk_float                      a[ 2 ][ MAX_LPC_ORDER ],            /* I    AR coefs for each frame half                */
95     const silk_float                gains[],                            /* I    Quantization gains                          */
96     const opus_int                  subfr_length,                       /* I    Subframe length                             */
97     const opus_int                  nb_subfr,                           /* I    number of subframes                         */
98     const opus_int                  LPC_order                           /* I    LPC order                                   */
99 )
100 {
101     opus_int     shift;
102     silk_float   *LPC_res_ptr, LPC_res[ ( MAX_FRAME_LENGTH + MAX_NB_SUBFR * MAX_LPC_ORDER ) / 2 ];
103 
104     LPC_res_ptr = LPC_res + LPC_order;
105     shift = LPC_order + subfr_length;
106 
107     /* Filter input to create the LPC residual for each frame half, and measure subframe energies */
108     silk_LPC_analysis_filter_FLP( LPC_res, a[ 0 ], x + 0 * shift, 2 * shift, LPC_order );
109     nrgs[ 0 ] = ( silk_float )( gains[ 0 ] * gains[ 0 ] * silk_energy_FLP( LPC_res_ptr + 0 * shift, subfr_length ) );
110     nrgs[ 1 ] = ( silk_float )( gains[ 1 ] * gains[ 1 ] * silk_energy_FLP( LPC_res_ptr + 1 * shift, subfr_length ) );
111 
112     if( nb_subfr == MAX_NB_SUBFR ) {
113         silk_LPC_analysis_filter_FLP( LPC_res, a[ 1 ], x + 2 * shift, 2 * shift, LPC_order );
114         nrgs[ 2 ] = ( silk_float )( gains[ 2 ] * gains[ 2 ] * silk_energy_FLP( LPC_res_ptr + 0 * shift, subfr_length ) );
115         nrgs[ 3 ] = ( silk_float )( gains[ 3 ] * gains[ 3 ] * silk_energy_FLP( LPC_res_ptr + 1 * shift, subfr_length ) );
116     }
117 }
118