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27 
28 #ifdef HAVE_CONFIG_H
29 #include "config.h"
30 #endif
31 
32 #include "main_FLP.h"
33 #include "tuning_parameters.h"
34 
silk_find_LTP_FLP(silk_float b[MAX_NB_SUBFR * LTP_ORDER],silk_float WLTP[MAX_NB_SUBFR * LTP_ORDER * LTP_ORDER],silk_float * LTPredCodGain,const silk_float r_lpc[],const opus_int lag[MAX_NB_SUBFR],const silk_float Wght[MAX_NB_SUBFR],const opus_int subfr_length,const opus_int nb_subfr,const opus_int mem_offset)35 void silk_find_LTP_FLP(
36     silk_float                      b[ MAX_NB_SUBFR * LTP_ORDER ],      /* O    LTP coefs                                   */
37     silk_float                      WLTP[ MAX_NB_SUBFR * LTP_ORDER * LTP_ORDER ], /* O    Weight for LTP quantization       */
38     silk_float                      *LTPredCodGain,                     /* O    LTP coding gain                             */
39     const silk_float                r_lpc[],                            /* I    LPC residual                                */
40     const opus_int                  lag[  MAX_NB_SUBFR ],               /* I    LTP lags                                    */
41     const silk_float                Wght[ MAX_NB_SUBFR ],               /* I    Weights                                     */
42     const opus_int                  subfr_length,                       /* I    Subframe length                             */
43     const opus_int                  nb_subfr,                           /* I    number of subframes                         */
44     const opus_int                  mem_offset                          /* I    Number of samples in LTP memory             */
45 )
46 {
47     opus_int   i, k;
48     silk_float *b_ptr, temp, *WLTP_ptr;
49     silk_float LPC_res_nrg, LPC_LTP_res_nrg;
50     silk_float d[ MAX_NB_SUBFR ], m, g, delta_b[ LTP_ORDER ];
51     silk_float w[ MAX_NB_SUBFR ], nrg[ MAX_NB_SUBFR ], regu;
52     silk_float Rr[ LTP_ORDER ], rr[ MAX_NB_SUBFR ];
53     const silk_float *r_ptr, *lag_ptr;
54 
55     b_ptr    = b;
56     WLTP_ptr = WLTP;
57     r_ptr    = &r_lpc[ mem_offset ];
58     for( k = 0; k < nb_subfr; k++ ) {
59         lag_ptr = r_ptr - ( lag[ k ] + LTP_ORDER / 2 );
60 
61         silk_corrMatrix_FLP( lag_ptr, subfr_length, LTP_ORDER, WLTP_ptr );
62         silk_corrVector_FLP( lag_ptr, r_ptr, subfr_length, LTP_ORDER, Rr );
63 
64         rr[ k ] = ( silk_float )silk_energy_FLP( r_ptr, subfr_length );
65         regu = 1.0f + rr[ k ] +
66             matrix_ptr( WLTP_ptr, 0, 0, LTP_ORDER ) +
67             matrix_ptr( WLTP_ptr, LTP_ORDER-1, LTP_ORDER-1, LTP_ORDER );
68         regu *= LTP_DAMPING / 3;
69         silk_regularize_correlations_FLP( WLTP_ptr, &rr[ k ], regu, LTP_ORDER );
70         silk_solve_LDL_FLP( WLTP_ptr, LTP_ORDER, Rr, b_ptr );
71 
72         /* Calculate residual energy */
73         nrg[ k ] = silk_residual_energy_covar_FLP( b_ptr, WLTP_ptr, Rr, rr[ k ], LTP_ORDER );
74 
75         temp = Wght[ k ] / ( nrg[ k ] * Wght[ k ] + 0.01f * subfr_length );
76         silk_scale_vector_FLP( WLTP_ptr, temp, LTP_ORDER * LTP_ORDER );
77         w[ k ] = matrix_ptr( WLTP_ptr, LTP_ORDER / 2, LTP_ORDER / 2, LTP_ORDER );
78 
79         r_ptr    += subfr_length;
80         b_ptr    += LTP_ORDER;
81         WLTP_ptr += LTP_ORDER * LTP_ORDER;
82     }
83 
84     /* Compute LTP coding gain */
85     if( LTPredCodGain != NULL ) {
86         LPC_LTP_res_nrg = 1e-6f;
87         LPC_res_nrg     = 0.0f;
88         for( k = 0; k < nb_subfr; k++ ) {
89             LPC_res_nrg     += rr[  k ] * Wght[ k ];
90             LPC_LTP_res_nrg += nrg[ k ] * Wght[ k ];
91         }
92 
93         silk_assert( LPC_LTP_res_nrg > 0 );
94         *LTPredCodGain = 3.0f * silk_log2( LPC_res_nrg / LPC_LTP_res_nrg );
95     }
96 
97     /* Smoothing */
98     /* d = sum( B, 1 ); */
99     b_ptr = b;
100     for( k = 0; k < nb_subfr; k++ ) {
101         d[ k ] = 0;
102         for( i = 0; i < LTP_ORDER; i++ ) {
103             d[ k ] += b_ptr[ i ];
104         }
105         b_ptr += LTP_ORDER;
106     }
107     /* m = ( w * d' ) / ( sum( w ) + 1e-3 ); */
108     temp = 1e-3f;
109     for( k = 0; k < nb_subfr; k++ ) {
110         temp += w[ k ];
111     }
112     m = 0;
113     for( k = 0; k < nb_subfr; k++ ) {
114         m += d[ k ] * w[ k ];
115     }
116     m = m / temp;
117 
118     b_ptr = b;
119     for( k = 0; k < nb_subfr; k++ ) {
120         g = LTP_SMOOTHING / ( LTP_SMOOTHING + w[ k ] ) * ( m - d[ k ] );
121         temp = 0;
122         for( i = 0; i < LTP_ORDER; i++ ) {
123             delta_b[ i ] = silk_max_float( b_ptr[ i ], 0.1f );
124             temp += delta_b[ i ];
125         }
126         temp = g / temp;
127         for( i = 0; i < LTP_ORDER; i++ ) {
128             b_ptr[ i ] = b_ptr[ i ] + delta_b[ i ] * temp;
129         }
130         b_ptr += LTP_ORDER;
131     }
132 }
133