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Commit 5449a37b authored by Elena Lukashova's avatar Elena Lukashova
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Adding changes related to whitening filter. 

MRC core function to be further optimized in the future commits.
At this point some configurations could fail.
parent 38925d35
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Showing with 824 additions and 438 deletions
openair1/PHY/LTE_UE_TRANSPORT/dlsch_demodulation.c
View file @ 5449a37b
......@@ -46,7 +46,7 @@
#include "linear_preprocessing_rec.h"
#define NOCYGWIN_STATIC
//#define DEBUG_MMSE
//#define DEBUG_FRONT_END
/* dynamic shift for LLR computation for TM3/4
......@@ -1782,6 +1782,7 @@ void dlsch_channel_compensation_core(int **rxdataF_ext,
length2 = length>>3;
for (ii=0; ii<length2; ++ii) {
if (mod_order>2) {
// get channel amplitude if not QPSK
......@@ -3366,7 +3367,6 @@ void dlsch_dual_stream_correlation_core(int **dl_ch_estimates_ext,
{
#if defined(__x86_64__)||defined(__i386__)
unsigned short rb;
__m128i *dl_ch128,*dl_ch128i,*dl_ch_rho128,mmtmpD0,mmtmpD1,mmtmpD2,mmtmpD3;
unsigned char aarx;
int ii, length2, length_mod8;
......@@ -3601,8 +3601,11 @@ void dlsch_detection_mrc_core(int **rxdataF_comp,
unsigned char aatx;
int i;
__m128i *rxdataF_comp128_0,*rxdataF_comp128_1,*rxdataF_comp128_i0,*rxdataF_comp128_i1,*dl_ch_mag128_0,*dl_ch_mag128_1,*dl_ch_mag128_0b,*dl_ch_mag128_1b,*rho128_0,*rho128_1,*rho128_i0,*rho128_i1,
*dl_ch_mag128_i0,*dl_ch_mag128_i1,*dl_ch_mag128_i0b,*dl_ch_mag128_i1b;
__m128i *rxdataF_comp128_0, *rxdataF_comp128_1, *rxdataF_comp128_2, *rxdataF_comp128_3;
__m128i *dl_ch_mag128_0, *dl_ch_mag128_1, *dl_ch_mag128_2, *dl_ch_mag128_3;
__m128i *dl_ch_mag128_0b, *dl_ch_mag128_1b, *dl_ch_mag128_2b, *dl_ch_mag128_3b;
__m128i *rho128_0, *rho128_1, *rho128_2, *rho128_3;
__m128i *rho128_i0, *rho128_i1, *rho128_i2, *rho128_i3;
int length_mod4 = 0;
int length2;
......@@ -3628,16 +3631,19 @@ void dlsch_detection_mrc_core(int **rxdataF_comp,
}
}
if (rho) {
rho128_0 = (__m128i *) &rho[0][start_point];
rho128_1 = (__m128i *) &rho[1][start_point];
rho128_2 = (__m128i *) &rho[2][start_point];
rho128_3 = (__m128i *) &rho[3][start_point];
if (length_mod4 == 0){
length2 = length>>2;
for (i=0; i<length2; ++i) {
rho128_0[i] = _mm_adds_epi16(_mm_srai_epi16(rho128_0[i],1),_mm_srai_epi16(rho128_1[i],1));
rho128_2[i] = _mm_adds_epi16(_mm_srai_epi16(rho128_2[i],1),_mm_srai_epi16(rho128_3[i],1));
}
}
}
......@@ -3645,14 +3651,63 @@ void dlsch_detection_mrc_core(int **rxdataF_comp,
if (rho_i){
rho128_i0 = (__m128i *) &rho_i[0][start_point];
rho128_i1 = (__m128i *) &rho_i[1][start_point];
rho128_i2 = (__m128i *) &rho_i[2][start_point];
rho128_i3 = (__m128i *) &rho_i[3][start_point];
if (length_mod4 == 0){
length2 = length>>2;
for (i=0; i<length2; ++i)
rho128_i0[i] = _mm_adds_epi16(_mm_srai_epi16(rho128_i0[i],1),_mm_srai_epi16(rho128_i1[i],1));
rho128_i2[i] = _mm_adds_epi16(_mm_srai_epi16(rho128_i2[i],1),_mm_srai_epi16(rho128_i3[i],1));
}
}
if (n_tx == 4){
rxdataF_comp128_0 = (__m128i *)&rxdataF_comp[0][start_point];
rxdataF_comp128_1 = (__m128i *)&rxdataF_comp[2][start_point];
rxdataF_comp128_2 = (__m128i *)&rxdataF_comp[4][start_point];
rxdataF_comp128_3 = (__m128i *)&rxdataF_comp[6][start_point];
dl_ch_mag128_0 = (__m128i *)&dl_ch_mag[0][start_point];
dl_ch_mag128_1 = (__m128i *)&dl_ch_mag[2][start_point];
dl_ch_mag128_2 = (__m128i *)&dl_ch_mag[4][start_point];
dl_ch_mag128_3 = (__m128i *)&dl_ch_mag[6][start_point];
dl_ch_mag128_0b = (__m128i *)&dl_ch_magb[0][start_point];
dl_ch_mag128_1b = (__m128i *)&dl_ch_magb[2][start_point];
dl_ch_mag128_2b = (__m128i *)&dl_ch_magb[4][start_point];
dl_ch_mag128_3b = (__m128i *)&dl_ch_magb[6][start_point];
rho128_0 = (__m128i *)&rho[0][start_point];
rho128_1 = (__m128i *)&rho[2][start_point];
rho128_i0 = (__m128i *)&rho_i[0][start_point];
rho128_i1 = (__m128i *)&rho_i[2][start_point];
if (length_mod4 == 0){
length2 = length>>2;
for (i=0; i<length2; ++i) {
rxdataF_comp128_0[i] = _mm_adds_epi16(_mm_srai_epi16(rxdataF_comp128_0[i],1),_mm_srai_epi16(rxdataF_comp128_1[i],1));
rxdataF_comp128_2[i] = _mm_adds_epi16(_mm_srai_epi16(rxdataF_comp128_2[i],1),_mm_srai_epi16(rxdataF_comp128_3[i],1));
dl_ch_mag128_0[i] = _mm_adds_epi16(_mm_srai_epi16(dl_ch_mag128_0[i],1),_mm_srai_epi16(dl_ch_mag128_1[i],1));
dl_ch_mag128_2[i] = _mm_adds_epi16(_mm_srai_epi16(dl_ch_mag128_2[i],1),_mm_srai_epi16(dl_ch_mag128_3[i],1));
dl_ch_mag128_0b[i] = _mm_adds_epi16(_mm_srai_epi16(dl_ch_mag128_0b[i],1),_mm_srai_epi16(dl_ch_mag128_1b[i],1));
dl_ch_mag128_2b[i] = _mm_adds_epi16(_mm_srai_epi16(dl_ch_mag128_2b[i],1),_mm_srai_epi16(dl_ch_mag128_3b[i],1));
rho128_0[i] = _mm_adds_epi16(_mm_srai_epi16(rho128_0[i],1),_mm_srai_epi16(rho128_1[i],1));
rho128_i0[i] = _mm_adds_epi16(_mm_srai_epi16(rho128_i0[i],1),_mm_srai_epi16(rho128_i1[i],1));
}
}
}
}
_mm_empty();
......@@ -3662,7 +3717,7 @@ void dlsch_detection_mrc_core(int **rxdataF_comp,
unsigned char aatx;
int i;
int16x8_t *rxdataF_comp128_0,*rxdataF_comp128_1,*rxdataF_comp128_i0,*rxdataF_comp128_i1,*dl_ch_mag128_0,*dl_ch_mag128_1,*dl_ch_mag128_0b,*dl_ch_mag128_1b,*rho128_0,*rho128_1,*rho128_i0,*rho128_i1,*dl_ch_mag128_i0,*dl_ch_mag128_i1,*dl_ch_mag128_i0b,*dl_ch_mag128_i1b;
int16x8_t *rxdataF_comp128_0,*rxdataF_comp128_1,*dl_ch_mag128_0,*dl_ch_mag128_1,*dl_ch_mag128_0b,*dl_ch_mag128_1b,*rho128_0,*rho128_1,*rho128_i0,*rho128_i1;
int length_mod4 = 0;
int length2;
int ii=0;
......@@ -4174,14 +4229,12 @@ void dlsch_channel_level_median(int **dl_ch_estimates_ext,
short ii;
int aatx,aarx;
int length_mod4;
int length_mod8;
int length2;
int max = 0, min=0;
int norm_pack;
__m128i *dl_ch128, norm128D;
int16_t x = factor2(length);
int16_t y = (length)>>x;
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
......@@ -4191,14 +4244,15 @@ void dlsch_channel_level_median(int **dl_ch_estimates_ext,
dl_ch128=(__m128i *)&dl_ch_estimates_ext[aatx*2 + aarx][start_point];
length_mod4=length&3;
length_mod8=length&3;
if (length_mod8 == 0){
length2 = length>>2;
for (ii=0;ii<length2;ii++) {
norm128D = _mm_srai_epi32( _mm_madd_epi16(dl_ch128[0],dl_ch128[0]), 1);
//print_ints("norm128D",&norm128D[0]);
norm_pack = ((int32_t*)&norm128D)[0] +
((int32_t*)&norm128D)[1] +
((int32_t*)&norm128D)[2] +
......@@ -4208,12 +4262,13 @@ void dlsch_channel_level_median(int **dl_ch_estimates_ext,
max = norm_pack;
if (norm_pack < min)
min = norm_pack;
dl_ch128+=1;
}
median[aatx*n_rx + aarx] = (max+min)>>1;
}else {
printf ("channel_level_median: Received number of subcarriers is not multiple of 8, \n"
"need to adapt the code!\n");
}
// printf("Channel level median [%d]: %d\n",aatx*n_rx + aarx, median[aatx*n_rx + aarx]);
}
}
......@@ -4224,12 +4279,14 @@ void dlsch_channel_level_median(int **dl_ch_estimates_ext,
#elif defined(__arm__)
short rb;
unsigned char aatx,aarx,nre=12,symbol_mod;
unsigned char aatx,aarx;
int length_mod8;
int length2;
int32x4_t norm128D;
int16x4_t *dl_ch128;
for (aatx=0; aatx<frame_parms->nb_antenna_ports_eNB; aatx++){
for (aarx=0; aarx<frame_parms->nb_antennas_rx; aarx++) {
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
max = 0;
min = 0;
norm128D = vdupq_n_s32(0);
......@@ -4237,6 +4294,8 @@ void dlsch_channel_level_median(int **dl_ch_estimates_ext,
dl_ch128=(int16x4_t *)&dl_ch_estimates_ext[aatx*n_rx + aarx][start_point];
length_mod8=length&3;
if (length_mod8 == 0){
length2 = length>>2;
for (ii=0;ii<length2;ii++) {
......@@ -4255,6 +4314,10 @@ void dlsch_channel_level_median(int **dl_ch_estimates_ext,
}
median[aatx*n_rx + aarx] = (max+min)>>1;
}else {
printf ("channel_level_median: Received number of subcarriers is not multiple of 8, \n"
"need to adapt the code!\n");
}
//printf("Channel level median [%d]: %d\n",aatx*n_rx + aarx, median[aatx*n_rx + aarx]);
}
......@@ -4346,26 +4409,36 @@ void mmse_processing_core(int32_t **rxdataF_ext,
float real;
float complex **W_MMSE= malloc(n_tx*n_rx*sizeof(float complex*));
float complex **W_MMSE = malloc(n_tx*n_rx*sizeof(float complex*));
for (int j=0; j<n_tx*n_rx; j++) {
W_MMSE[j] = malloc(sizeof(float complex)*length);
}
float complex *H= malloc(n_tx*n_rx*sizeof(float complex));
float complex *H = malloc(n_tx*n_rx*sizeof(float complex));
float complex *W_MMSE_re= malloc(n_tx*n_rx*sizeof(float complex));
float complex** dl_ch_estimates_ext_flcpx = malloc(n_tx*n_rx*sizeof(float complex*));
float complex** dl_ch_estimates_ext_flp = malloc(n_tx*n_rx*sizeof(float complex*));
for (int j=0; j<n_tx*n_rx; j++) {
dl_ch_estimates_ext_flp[j] = malloc(sizeof(float complex)*length);
}
float complex** dl_ch_estimates_ext_eff_flp = malloc(n_tx*n_rx*sizeof(float complex*));
for (int j=0; j<n_tx*n_rx; j++) {
dl_ch_estimates_ext_flcpx[j] = malloc(sizeof(float complex)*length);
dl_ch_estimates_ext_eff_flp[j] = malloc(sizeof(float complex)*length);
}
float complex** rxdataF_ext_flcpx = malloc(n_rx*sizeof(float complex*));
float complex** rxdataF_ext_flp = malloc(n_rx*sizeof(float complex*));
for (int j=0; j<n_rx; j++) {
rxdataF_ext_flcpx[j] = malloc(sizeof(float complex)*length);
rxdataF_ext_flp[j] = malloc(sizeof(float complex)*length);
}
float complex** rxdataF_ext_mmse_flp = malloc(n_rx*sizeof(float complex*));
for (int j=0; j<n_rx; j++) {
rxdataF_ext_mmse_flp[j] = malloc(sizeof(float complex)*length);
}
chan_est_to_float(dl_ch_estimates_ext,
dl_ch_estimates_ext_flcpx,
dl_ch_estimates_ext_flp,
n_tx,
n_rx,
length,
......@@ -4374,8 +4447,8 @@ void mmse_processing_core(int32_t **rxdataF_ext,
for (re=0; re<length; re++){
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
imag = cimag(dl_ch_estimates_ext_flcpx[aatx*n_rx + aarx][re]);
real = creal(dl_ch_estimates_ext_flcpx[aatx*n_rx + aarx][re]);
imag = cimag(dl_ch_estimates_ext_flp[aatx*n_rx + aarx][re]);
real = creal(dl_ch_estimates_ext_flp[aatx*n_rx + aarx][re]);
H[aatx*n_rx + aarx] = real+ I*imag;
}
}
......@@ -4388,37 +4461,40 @@ void mmse_processing_core(int32_t **rxdataF_ext,
}
rxdataF_to_float(rxdataF_ext,
rxdataF_ext_flcpx,
rxdataF_ext_flp,
n_rx,
length,
start_point);
mult_mmse_rxdataF(W_MMSE,
rxdataF_ext_flcpx,
mult_filter_rxdataF(W_MMSE,
rxdataF_ext_flp,
rxdataF_ext_mmse_flp,
n_tx,
n_rx,
length,
start_point);
mult_mmse_chan_est(W_MMSE,
dl_ch_estimates_ext_flcpx,
mult_filter_chan_est(W_MMSE,
dl_ch_estimates_ext_flp,
dl_ch_estimates_ext_eff_flp,
n_tx,
n_rx,
n_tx,
length,
start_point);
float_to_rxdataF(rxdataF_ext,
rxdataF_ext_flcpx,
float_to_rxdataF(rxdataF_ext_mmse_flp,
rxdataF_ext,
n_tx,
n_rx,
length,
start_point);
float_to_chan_est(dl_ch_estimates_ext,
dl_ch_estimates_ext_flcpx,
float_to_chan_est(dl_ch_estimates_ext_eff_flp,
dl_ch_estimates_ext,
n_tx,
n_rx,
length,
......@@ -4427,48 +4503,253 @@ void mmse_processing_core(int32_t **rxdataF_ext,
free(W_MMSE);
free(H);
free(W_MMSE_re);
free(dl_ch_estimates_ext_flcpx);
free(rxdataF_ext_flcpx);
free(dl_ch_estimates_ext_flp);
free(dl_ch_estimates_ext_eff_flp);
free(rxdataF_ext_flp);
free(rxdataF_ext_mmse_flp);
}
/*THIS FUNCTION TAKES FLOAT_POINT INPUT. SHOULD NOT BE USED WITH OAI*/
void mmse_processing_core_flp(float complex** rxdataF_ext_flcpx,
float complex **H,
int32_t **rxdataF_ext,
int32_t **dl_ch_estimates_ext,
float noise_power,
int n_tx,
int n_rx,
int length,
int start_point){
void whitening_processing_core_flp(float complex **rxdataF_flp,
float complex **chan_est_flp_0,
float complex **chan_est_flp_1,
int32_t **rxdataF_filt_fp_0,
int32_t **rxdataF_filt_fp_1,
int32_t **chan_est_eff_fp_0,
int32_t **chan_est_eff_fp_1,
float sigma2,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point)
{
uint8_t aatx, aarx;
float max_0 = 0.0;
float max_1 = 0.0;
float one_over_max_0 = 0.0;
float one_over_max_1 = 0.0;
int32_t i, re;
float complex *W_Wh_0_vec, *W_Wh_1_vec;
float complex *rxdataF_filt_flp_0_vec, *rxdataF_filt_flp_1_vec;
float complex *chan_est_eff_flp_0_vec, *chan_est_eff_flp_1_vec;
float complex *W_Wh_0[n_tx*n_rx], *W_Wh_1[n_tx*n_rx];
float complex *rxdataF_filt_flp_0[n_rx], *rxdataF_filt_flp_1[n_rx];
float complex *chan_est_eff_flp_0[n_rx*(n_tx>>1)], *chan_est_eff_flp_1[n_rx*(n_tx>>1)];
float complex *W_Wh_0_re, *W_Wh_1_re;
float complex *chan_est_flp_re_0, *chan_est_flp_re_1;
int aatx, aarx, re;
float max = 0;
float one_over_max = 0;
W_Wh_0_vec = (float complex*)calloc(n_tx*n_rx*length, sizeof(float complex*));
W_Wh_1_vec = (float complex*)calloc(n_tx*n_rx*length, sizeof(float complex*));
float complex **W_MMSE= malloc(n_tx*n_rx*sizeof(float complex*));
for (int j=0; j<n_tx*n_rx; j++) {
W_MMSE[j] = malloc(sizeof(float complex)*length);
for (i = 0; i < n_tx*n_rx; ++i) {
W_Wh_0[i] = &W_Wh_0_vec[i*length];
W_Wh_1[i] = &W_Wh_1_vec[i*length];
}
float complex *H_re= malloc(n_tx*n_rx*sizeof(float complex));
float complex *W_MMSE_re= malloc(n_tx*n_rx*sizeof(float complex));
rxdataF_filt_flp_0_vec = (float complex*)calloc(n_rx*length,sizeof(float complex*));
rxdataF_filt_flp_1_vec = (float complex*)calloc(n_rx*length,sizeof(float complex*));
for (i = 0; i < n_rx; ++i) {
// Received signal after W_wh on branch 0 and branch 1
rxdataF_filt_flp_0[i] = &rxdataF_filt_flp_0_vec[i*length];
rxdataF_filt_flp_1[i] = &rxdataF_filt_flp_1_vec[i*length];
}
chan_est_eff_flp_0_vec = (float complex*)calloc(n_rx*(n_tx>>1)*length, sizeof(float complex*));
chan_est_eff_flp_1_vec = (float complex*)calloc(n_rx*(n_tx>>1)*length, sizeof(float complex*));
for (i = 0; i < n_rx*(n_tx>>1); ++i) {
// Received signal after W_wh on branch 0 and branch 1
chan_est_eff_flp_0[i] = &chan_est_eff_flp_0_vec[i*length];
chan_est_eff_flp_1[i] = &chan_est_eff_flp_1_vec[i*length];
}
W_Wh_0_re = (float complex*)calloc(n_tx*n_rx, sizeof(float complex));
W_Wh_1_re = (float complex*)calloc(n_tx*n_rx, sizeof(float complex));
chan_est_flp_re_0 = (float complex*)calloc(n_rx*(n_tx>>1), sizeof(float complex));
chan_est_flp_re_1 = (float complex*)calloc(n_rx*(n_tx>>1), sizeof(float complex));
for (re = 0; re < length; ++re){
for (aatx = 0; aatx < n_tx/2; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx) {
chan_est_flp_re_0[aatx*n_rx + aarx] = chan_est_flp_0[aatx*n_rx + aarx][re];
chan_est_flp_re_1[aatx*n_rx + aarx] = chan_est_flp_1[aatx*n_rx + aarx][re];
}
}
compute_white_filter(chan_est_flp_re_0, chan_est_flp_re_1, sigma2, n_tx, n_rx, W_Wh_0_re, W_Wh_1_re);
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx) {
W_Wh_0[aatx*n_rx + aarx][re] = W_Wh_0_re[aatx*n_rx + aarx];
W_Wh_1[aatx*n_rx + aarx][re] = W_Wh_1_re[aatx*n_rx + aarx];
if (fabs(creal(W_Wh_0_re[aatx*n_rx + aarx])) > max_0)
max_0 = fabs(creal(W_Wh_0_re[aatx*n_rx + aarx]));
if (fabs(cimag(W_Wh_0_re[aatx*n_rx + aarx])) > max_0)
max_0 = fabs(cimag(W_Wh_0_re[aatx*n_rx + aarx]));
if (fabs(creal(W_Wh_1_re[aatx*n_rx + aarx])) > max_1)
max_1 = fabs(creal(W_Wh_1_re[aatx*n_rx + aarx]));
if (fabs(cimag(W_Wh_1_re[aatx*n_rx + aarx])) > max_1)
max_1 = fabs(cimag(W_Wh_1_re[aatx*n_rx + aarx]));
}
}
}
// Not convinced normalization is needed.
#if 0
one_over_max_0 = 1.0;///max_0;
one_over_max_1 = 1.0;//max_1;
for (re=0; re<length; re++){
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
H_re[aatx*n_rx + aarx] = H[aatx*n_rx + aarx][re];
#ifdef DEBUG_MMSE
for (aarx=0; aarx<n_rx; aarx++){
#ifdef DEBUG_FRONT_END
if (re == 0){
printf("whitening_processing_core_flp: W_Wh_0[%d] = (%f + i%f)\n", aatx*n_rx + aarx, creal(W_Wh_0[aatx*n_rx + aarx][re]), cimag(W_Wh_0[aatx*n_rx + aarx][re]));
printf("whitening_processing_core_flp: W_Wh_1[%d] = (%f + i%f)\n", aatx*n_rx + aarx, creal(W_Wh_1[aatx*n_rx + aarx][re]), cimag(W_Wh_1[aatx*n_rx + aarx][re]));
}
#endif
W_Wh_0[aatx*n_rx + aarx][re] = one_over_max_0*W_Wh_0[aatx*n_rx + aarx][re];
W_Wh_1[aatx*n_rx + aarx][re] = one_over_max_1*W_Wh_1[aatx*n_rx + aarx][re];
#ifdef DEBUG_FRONT_END
if (re == 0)
printf(" H_re[%d]= (%f + i%f)\n", aatx*n_rx + aarx, creal(H_re[aatx*n_rx + aarx]), cimag(H_re[aatx*n_rx + aarx]));
printf("whitening_processing_core_flp: AFTER NORM W_Wh_0[%d] = (%f + i%f), max_0 = %f \n", aatx*n_rx + aarx, creal(W_Wh_0[aatx*n_rx + aarx][re]), cimag(W_Wh_0[aatx*n_rx + aarx][re]), max_0);
printf("whitening_processing_core_flp: AFTER NORM W_Wh_1[%d] = (%f + i%f), max_1 = %f \n", aatx*n_rx + aarx, creal(W_Wh_1[aatx*n_rx + aarx][re]), cimag(W_Wh_1[aatx*n_rx + aarx][re]), max_1);
#endif
}
}
compute_MMSE(H_re, n_tx, noise_power, W_MMSE_re);
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
}
#endif
// Branch 0
mult_filter_rxdataF(W_Wh_0,
rxdataF_flp,
rxdataF_filt_flp_0,
n_tx,
n_rx,
length,
start_point);
mult_filter_chan_est(W_Wh_0,
chan_est_flp_0,
chan_est_eff_flp_0,
n_tx,
n_rx,
(n_tx>>1),
length,
start_point);
float_to_rxdataF(rxdataF_filt_flp_0,
rxdataF_filt_fp_0,
n_tx,
n_rx,
length,
start_point);
float_to_chan_est(chan_est_eff_flp_0,
chan_est_eff_fp_0,
(n_tx>>1),
n_rx,
length,
start_point);
// Branch 1
mult_filter_rxdataF(W_Wh_1,
rxdataF_flp,
rxdataF_filt_flp_1,
n_tx,
n_rx,
length,
start_point);
mult_filter_chan_est(W_Wh_1,
chan_est_flp_1,
chan_est_eff_flp_1,
n_tx,
n_rx,
(n_tx>>1),
length,
start_point);
float_to_rxdataF(rxdataF_filt_flp_1,
rxdataF_filt_fp_1,
n_tx,
n_rx,
length,
start_point);
float_to_chan_est(chan_est_eff_flp_1,
chan_est_eff_fp_1,
(n_tx>>1),
n_rx,
length,
start_point);
free(W_Wh_0_vec);
free(W_Wh_1_vec);
free(rxdataF_filt_flp_0_vec);
free(rxdataF_filt_flp_1_vec);
free(chan_est_eff_flp_0_vec);
free(chan_est_eff_flp_1_vec);
free(W_Wh_0_re);
free(W_Wh_1_re);
free(chan_est_flp_re_0);
free(chan_est_flp_re_1);
}
/*THIS FUNCTION TAKES FLOAT_POINT INPUT. SHOULD NOT BE USED WITH OAI*/
void mmse_processing_core_flp(float complex** rxdataF_flp,
float complex **chan_est_flp,
int32_t **rxdataF_filt_fp,
int32_t **chan_est_eff_fp,
float noise_power,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point){
uint8_t aatx, aarx;
float max = 0;
float one_over_max = 0;
int32_t i, re;
float complex *W_MMSE_vec, *rxdataF_filt_flp_vec, *chan_est_eff_flp_vec;
float complex *W_MMSE[n_tx*n_rx], *rxdataF_filt_flp[n_rx], *chan_est_eff_flp[n_tx*n_rx];
W_MMSE_vec = (float complex*)calloc(n_tx*n_rx*length, sizeof(float complex*));
for (i = 0; i < n_tx*n_rx; ++i) {
W_MMSE[i] = &W_MMSE_vec[i*length];
}
rxdataF_filt_flp_vec = (float complex*)calloc(n_rx*length, sizeof(float complex*));
for (i = 0; i < n_rx; ++i) {
rxdataF_filt_flp[i] = &rxdataF_filt_flp_vec[i*length];
}
chan_est_eff_flp_vec = (float complex*)calloc(n_tx*n_rx*length, sizeof(float complex*));
for (i = 0; i < n_tx*n_rx; ++i) {
chan_est_eff_flp[i] = &chan_est_eff_flp_vec[i*length];
}
float complex *chan_est_flp_re = calloc(n_tx*n_rx, sizeof(float complex));
float complex *W_MMSE_re = calloc(n_tx*n_rx, sizeof(float complex));
for (re = 0; re < length; ++re){
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx) {
chan_est_flp_re[aatx*n_rx + aarx] = chan_est_flp[aatx*n_rx + aarx][re];
}
}
compute_MMSE(chan_est_flp_re, n_tx, noise_power, W_MMSE_re);
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx) {
W_MMSE[aatx*n_rx + aarx][re] = W_MMSE_re[aatx*n_rx + aarx];
if (fabs(creal(W_MMSE_re[aatx*n_rx + aarx])) > max)
max = fabs(creal(W_MMSE_re[aatx*n_rx + aarx]));
......@@ -4477,54 +4758,67 @@ void mmse_processing_core_flp(float complex** rxdataF_ext_flcpx,
}
}
}
one_over_max = 1.0/max;
for (re=0; re<length; re++)
for (aatx=0; aatx<n_tx; aatx++)
for (aarx=0; aarx<n_rx; aarx++){
#ifdef DEBUG_MMSE
if (re == 0)
printf(" W_MMSE[%d] = (%f + i%f)\n", aatx*n_rx + aarx, creal(W_MMSE[aatx*n_rx + aarx][re]), cimag(W_MMSE[aatx*n_rx + aarx][re]));
for (re = 0; re < length; ++re){
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx){
#ifdef DEBUG_FRONT_END
if (re == 0){
printf("mmse_processing_core_flp: W_MMSE[%d] = (%f + i%f)\n", aatx*n_rx + aarx, creal(W_MMSE[aatx*n_rx + aarx][re]), cimag(W_MMSE[aatx*n_rx + aarx][re]));
}
#endif
W_MMSE[aatx*n_rx + aarx][re] = one_over_max*W_MMSE[aatx*n_rx + aarx][re];
#ifdef DEBUG_MMSE
if (re == 0)
printf(" AFTER NORM W_MMSE[%d] = (%f + i%f), max = %f \n", aatx*n_rx + aarx, creal(W_MMSE[aatx*n_rx + aarx][re]), cimag(W_MMSE[aatx*n_rx + aarx][re]), max);
#endif
#ifdef DEBUG_FRONT_END
if (re == 0){
printf("mmse_processing_core_flp: AFTER NORM W_MMSE[%d] = (%f + i%f), max = %f \n", aatx*n_rx + aarx, creal(W_MMSE[aatx*n_rx + aarx][re]), cimag(W_MMSE[aatx*n_rx + aarx][re]), max);
}
#endif
}
}
}
mult_mmse_rxdataF(W_MMSE,
rxdataF_ext_flcpx,
mult_filter_rxdataF(W_MMSE,
rxdataF_flp,
rxdataF_filt_flp,
n_tx,
n_rx,
length,
start_point);
mult_mmse_chan_est(W_MMSE,
H,
mult_filter_chan_est(W_MMSE,
chan_est_flp,
chan_est_eff_flp,
n_tx,
n_rx,
n_tx,
length,
start_point);
float_to_rxdataF(rxdataF_ext,
rxdataF_ext_flcpx,
float_to_rxdataF(rxdataF_filt_flp,
rxdataF_filt_fp,
n_tx,
n_rx,
length,
start_point);
float_to_chan_est(dl_ch_estimates_ext,
H,
float_to_chan_est(chan_est_eff_flp,
chan_est_eff_fp,
n_tx,
n_rx,
length,
start_point);
free(H_re);
free(W_MMSE);
free(W_MMSE_re);
free(W_MMSE_vec);
free(W_MMSE_re);
free(rxdataF_filt_flp_vec);
free(chan_est_eff_flp_vec);
free(chan_est_flp_re);
}
......@@ -4636,7 +4930,7 @@ void rxdataF_to_float(int32_t **rxdataF_ext,
imag = (int16_t) (rxdataF_ext[aarx][start_point + re] >> 16);
real = (int16_t) (rxdataF_ext[aarx][start_point + re] & 0xffff);
rxdataF_f[aarx][re] = (float)(real/(32768.0)) + I*(float)(imag/(32768.0));
#ifdef DEBUG_MMSE
#ifdef DEBUG_FRONT_END
if (re==0){
printf("rxdataF_to_float: aarx = %d, real= %d, imag = %d\n", aarx, real, imag);
//printf("rxdataF_to_float: rxdataF_ext[%d][%d] = %d\n", aarx, start_point + re, rxdataF_ext[aarx][start_point + re]);
......@@ -4651,26 +4945,26 @@ void rxdataF_to_float(int32_t **rxdataF_ext,
void chan_est_to_float(int32_t **dl_ch_estimates_ext,
float complex **dl_ch_estimates_ext_f,
int n_tx,
int n_rx,
int length,
int start_point)
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point)
{
short re;
int aatx,aarx;
int32_t re;
uint8_t aatx,aarx;
int16_t imag;
int16_t real;
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
for (re=0; re<length; re++){
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx) {
for (re = 0; re < length; ++re){
imag = (int16_t) (dl_ch_estimates_ext[aatx*n_rx + aarx][start_point + re] >> 16);
real = (int16_t) (dl_ch_estimates_ext[aatx*n_rx + aarx][start_point+ re] & 0xffff);
dl_ch_estimates_ext_f[aatx*n_rx + aarx][re] = (float)(real/(32768.0)) + I*(float)(imag/(32768.0));
#ifdef DEBUG_MMSE
if (re==0){
printf("ant %d, re = %d, real = %d, imag = %d \n", aatx*n_rx + aarx, re, real, imag);
printf("ant %d, re = %d, real = %f, imag = %f \n", aatx*n_rx + aarx, re, creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]), cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]));
#ifdef DEBUG_FRONT_END
if (re == 0){
printf("chan_est_to_float: ant %d, re = %d, real = %d, imag = %d \n", aatx*n_rx + aarx, re, real, imag);
printf("chan_est_to_float: ant %d, re = %d, real = %f, imag = %f \n", aatx*n_rx + aarx, re, creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]), cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]));
}
#endif
}
......@@ -4678,82 +4972,84 @@ void chan_est_to_float(int32_t **dl_ch_estimates_ext,
}
}
void float_to_chan_est(int32_t **dl_ch_estimates_ext,
float complex **dl_ch_estimates_ext_f,
void float_to_chan_est(float complex **chan_est_flp,
int32_t **result,
int n_tx,
int n_rx,
int length,
int start_point)
{
short re;
int aarx, aatx;
int16_t imag;
int16_t real;
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
for (re=0; re<length; re++){
if (cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re])<-1)
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx) {
for (re = 0; re < length; ++re){
if (cimag(chan_est_flp[aatx*n_rx + aarx][re]) < -1)
imag = 0x8000;
else if (cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re])>=1)
else if (cimag(chan_est_flp[aatx*n_rx + aarx][re]) >= 1)
imag = 0x7FFF;
else
imag = cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re])*32768;
if (creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re])<-1)
imag = cimag(chan_est_flp[aatx*n_rx + aarx][re]) * 32768;
if (creal(chan_est_flp[aatx*n_rx + aarx][re]) < -1)
real = 0x8000;
else if (creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re])>=1)
else if (creal(chan_est_flp[aatx*n_rx + aarx][re]) >= 1)
real = 0x7FFF;
else
real = creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re])*32768;
real = creal(chan_est_flp[aatx*n_rx + aarx][re]) * 32768;
dl_ch_estimates_ext[aatx*n_rx + aarx][start_point + re] = (((int32_t)imag)<<16)|((int32_t)real & 0xffff);
#ifdef DEBUG_MMSE
if (re==0){
printf(" float_to_chan_est: chan est real = %f, chan est imag = %f\n",creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]), cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]));
result[aatx*n_rx + aarx][start_point + re] = (((int32_t)imag)<<16)|((int32_t)real & 0xffff);
#ifdef DEBUG_FRONT_END
if (re == 0){
printf(" float_to_chan_est: chan est real = %f, chan est imag = %f\n",creal(chan_est_flp[aatx*n_rx + aarx][re]), cimag(chan_est_flp[aatx*n_rx + aarx][re]));
printf("float_to_chan_est: real fixed = %d, imag fixed = %d\n", real, imag);
printf("float_to_chan_est: ant %d, re = %d, dl_ch_estimates_ext = %d \n", aatx*n_rx + aarx, re, dl_ch_estimates_ext[aatx*n_rx + aarx][start_point + re]);
printf("float_to_chan_est: ant %d, re = %d, result = %d \n", aatx*n_rx + aarx, re, result[aatx*n_rx + aarx][start_point + re]);
}
#endif
}
}
}
}
void float_to_rxdataF(int32_t **rxdataF_ext,
float complex **rxdataF_f,
int n_tx,
int n_rx,
int length,
int start_point)
void float_to_rxdataF(float complex **rxdataF_flp,
int32_t **result,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point)
{
short re;
int aarx;
int32_t re;
uint8_t aarx;
int16_t imag;
int16_t real;
for (aarx=0; aarx<n_rx; aarx++) {
for (re=0; re<length; re++){
if (cimag(rxdataF_f[aarx][re])<-1)
for (aarx = 0; aarx < n_rx; ++aarx) {
for (re = 0; re < length; ++re){
if (cimag(rxdataF_flp[aarx][re]) < -1)
imag = 0x8000;
else if (cimag(rxdataF_f[aarx][re])>=1)
else if (cimag(rxdataF_flp[aarx][re]) >= 1)
imag = 0x7FFF;
else
imag = cimag(rxdataF_f[aarx][re])*32768;
if (creal(rxdataF_f[aarx][re])<-1)
imag = cimag(rxdataF_flp[aarx][re]) * 32768;
if (creal(rxdataF_flp[aarx][re]) < -1)
real = 0x8000;
else if (creal(rxdataF_f[aarx][re])>=1)
else if (creal(rxdataF_flp[aarx][re]) >= 1)
real = 0x7FFF;
else
real = creal(rxdataF_f[aarx][re])*32768;
rxdataF_ext[aarx][start_point + re] = (((int32_t)imag)<<16)|(((int32_t)real) & 0xffff);
#ifdef DEBUG_MMSE
if (re==0){
printf(" float_to_rxdataF: real = %f, imag = %f\n",creal(rxdataF_f[aarx][re]), cimag(rxdataF_f[aarx][re]));
real = creal(rxdataF_flp[aarx][re]) * 32768;
result[aarx][start_point + re] = (((int32_t)imag)<<16)|(((int32_t)real) & 0xffff);
#ifdef DEBUG_FRONT_END
if (re == 0){
printf(" float_to_rxdataF: real = %f, imag = %f\n",creal(rxdataF_flp[aarx][re]), cimag(rxdataF_flp[aarx][re]));
printf("float_to_rxdataF: real fixed = %d, imag fixed = %d\n", real, imag);
printf("float_to_rxdataF: ant %d, re = %d, rxdataF_ext = %d \n", aarx, re, rxdataF_ext[aarx][start_point + re]);
printf("float_to_rxdataF: ant %d, re = %d, result = %d \n", aarx, re, result[aarx][start_point + re]);
}
#endif
}
......@@ -4761,95 +5057,110 @@ void float_to_rxdataF(int32_t **rxdataF_ext,
}
void mult_mmse_rxdataF(float complex** Wmmse,
float complex** rxdataF_ext_f,
int n_tx,
int n_rx,
int length,
int start_point)
void mult_filter_rxdataF(float complex **W,
float complex **rxdataF_flp,
float complex **result,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point)
{
short re;
int aarx, aatx;
int32_t re;
uint8_t aarx, aatx;
float complex *rxdata_re = malloc(n_rx*sizeof(float complex));
float complex *result_re = malloc(n_rx*sizeof(float complex));
float complex *W_re = malloc(n_tx*n_rx*sizeof(float complex));
float complex* rxdata_re = malloc(n_rx*sizeof(float complex));
float complex* rxdata_mmse_re = malloc(n_rx*sizeof(float complex));
float complex* Wmmse_re = malloc(n_tx*n_rx*sizeof(float complex));
for (re = 0;re < length; ++re){
for (aarx = 0; aarx < n_rx; ++aarx){
rxdata_re[aarx] = rxdataF_flp[aarx][re];
for (re=0;re<length; re++){
for (aarx=0; aarx<n_rx; aarx++){
rxdata_re[aarx] = rxdataF_ext_f[aarx][re];
#ifdef DEBUG_MMSE
if (re==0)
printf("mult_mmse_rxdataF before: rxdata_re[%d] = (%f, %f)\n", aarx, creal(rxdata_re[aarx]), cimag(rxdata_re[aarx]));
#ifdef DEBUG_FRONT_END
if (re == 0)
printf("mult_filter_rxdataF before: rxdata_re[%d] = (%f, %f)\n", aarx, creal(rxdata_re[aarx]), cimag(rxdata_re[aarx]));
#endif
}
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++){
Wmmse_re[aatx*n_rx + aarx] = Wmmse[aatx*n_rx + aarx][re];
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx){
W_re[aatx*n_rx + aarx] = W[aatx*n_rx + aarx][re];
}
}
mutl_matrix_matrix_col_based(Wmmse_re, rxdata_re, n_rx, n_tx, n_rx, 1, rxdata_mmse_re);
for (aarx=0; aarx<n_rx; aarx++){
rxdataF_ext_f[aarx][re] = rxdata_mmse_re[aarx];
#ifdef DEBUG_MMSE
if (re==0)
printf("mult_mmse_rxdataF after: rxdataF_ext_f[%d] = (%f, %f)\n", aarx, creal(rxdataF_ext_f[aarx][re]), cimag(rxdataF_ext_f[aarx][re]));
mutl_matrix_matrix_col_based(W_re, rxdata_re, n_rx, n_tx, n_rx, 1, result_re);
for (aarx = 0; aarx < n_rx; ++aarx){
result[aarx][re] = result_re[aarx];
#ifdef DEBUG_FRONT_END
if (re == 0)
printf("mult_filter_rxdataF after: result[%d] = (%f, %f)\n", aarx, creal(result[aarx][re]), cimag(result[aarx][re]));
#endif
}
}
free(rxdata_re);
free(rxdata_mmse_re);
free(Wmmse_re);
free(result_re);
free(W_re);
}
void mult_mmse_chan_est(float complex** Wmmse,
float complex** dl_ch_estimates_ext_f,
int n_tx,
int n_rx,
int length,
int start_point)
void mult_filter_chan_est(float complex **W,
float complex **chan_est_flp,
float complex **result,
uint8_t n_tx,
uint8_t n_rx,
int32_t n_col_chan_est_flp,
int32_t length,
int32_t start_point)
{
short re;
int aarx, aatx;
int32_t re;
uint8_t aarx, aatx;
float complex* chan_est_re = malloc(n_tx*n_rx*sizeof(float complex));
float complex* chan_est_mmse_re = malloc(n_tx*n_rx*sizeof(float complex));
float complex* Wmmse_re = malloc(n_tx*n_rx*sizeof(float complex));
float complex* chan_est_re = malloc(n_col_chan_est_flp*n_rx*sizeof(float complex));
float complex* result_re = malloc(n_col_chan_est_flp*n_rx*sizeof(float complex));
float complex* W_re = malloc(n_tx*n_rx*sizeof(float complex));
for (re=0;re<length; re++){
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++){
chan_est_re[aatx*n_rx + aarx] = dl_ch_estimates_ext_f[aatx*n_rx + aarx][re];
Wmmse_re[aatx*n_rx + aarx] = Wmmse[aatx*n_rx + aarx][re];
#ifdef DEBUG_MMSE
for (re = 0;re < length; ++re){
for (aatx = 0; aatx < n_tx; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx){
W_re[aatx*n_rx + aarx] = W[aatx*n_rx + aarx][re];
}
}
for (aatx = 0; aatx < n_col_chan_est_flp; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx){
chan_est_re[aatx*n_rx + aarx] = chan_est_flp[aatx*n_rx + aarx][re];
#ifdef DEBUG_FRONT_END
if (re==0)
printf("mult_mmse_chan_est: chan_est_re[%d] = (%f, %f)\n", aatx*n_rx + aarx, creal(chan_est_re[aatx*n_rx + aarx]), cimag(chan_est_re[aatx*n_rx + aarx]));
printf("mult_filter_chan_est: chan_est_re[%d] = (%f, %f)\n", aatx*n_rx + aarx, creal(chan_est_re[aatx*n_rx + aarx]), cimag(chan_est_re[aatx*n_rx + aarx]));
#endif
}
}
mutl_matrix_matrix_col_based(Wmmse_re, chan_est_re, n_rx, n_tx, n_rx, n_tx, chan_est_mmse_re);
for (aatx=0; aatx<n_tx; aatx++){
for (aarx=0; aarx<n_rx; aarx++){
dl_ch_estimates_ext_f[aatx*n_rx + aarx][re] = chan_est_mmse_re[aatx*n_rx + aarx];
#ifdef DEBUG_MMSE
if (re==0)
printf("mult_mmse_chan_est: dl_ch_estimates_ext_f[%d][%d] = (%f, %f)\n", aatx*n_rx + aarx, re, creal(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]), cimag(dl_ch_estimates_ext_f[aatx*n_rx + aarx][re]));
mutl_matrix_matrix_col_based(W_re, chan_est_re, n_rx, n_tx, n_rx, n_col_chan_est_flp, result_re);
for (aatx = 0; aatx < n_col_chan_est_flp; ++aatx){
for (aarx = 0; aarx < n_rx; ++aarx){
result[aatx*n_rx + aarx][re] = result_re[aatx*n_rx + aarx];
#ifdef DEBUG_FRONT_END
if (re==0){
printf("mult_filter_chan_est: result[%d][%d] = (%f, %f)\n", aatx*n_rx + aarx, re, creal(result[aatx*n_rx + aarx][re]), cimag(result[aatx*n_rx + aarx][re]));
}
#endif
}
}
}
free(Wmmse_re);
free(W_re);
free(chan_est_re);
free(chan_est_mmse_re);
free(result_re);
}
//compute average channel_level of effective (precoded) channel
void dlsch_channel_level_TM34(int **dl_ch_estimates_ext,
LTE_DL_FRAME_PARMS *frame_parms,
......
openair1/PHY/LTE_UE_TRANSPORT/linear_preprocessing_rec.c
View file @ 5449a37b
......@@ -59,42 +59,26 @@ void transpose (int N, float complex *A, float complex *Result)
}
void conjugate_transpose (int N, float complex *A, float complex *Result)
void conjugate_transpose (int rows_A, int col_A, float complex *A, float complex *Result)
{
// Computes C := alpha*op(A)*op(B) + beta*C,
enum CBLAS_TRANSPOSE transa = CblasConjTrans;
enum CBLAS_TRANSPOSE transb = CblasNoTrans;
int rows_opA = N; // number of rows in op(A) and in C
int col_opB = N; //number of columns of op(B) and in C
int col_opA = N; //number of columns in op(A) and rows in op(B)
int col_B; //number of columns in B
float complex alpha = 1.0+I*0;
int lda = rows_opA;
float complex beta = 0.0+I*0;
int ldc = rows_opA;
float complex alpha = 1.0;
float complex beta = 0.0;
int i;
float complex* B;
int ldb = col_opB;
if (transb == CblasNoTrans) {
B = (float complex*)calloc(ldb*col_opB,sizeof(float complex));
col_B= col_opB;
}
else {
B = (float complex*)calloc(ldb*col_opA, sizeof(float complex));
col_B = col_opA;
}
float complex* C = (float complex*)malloc(ldc*col_opB*sizeof(float complex));
B = (float complex*)calloc(rows_A*rows_A,sizeof(float complex));
for (i=0; i<lda*col_B; i+=N+1)
B[i]=1.0+I*0;
cblas_cgemm(CblasRowMajor, transa, transb, rows_opA, col_opB, col_opA, &alpha, A, lda, B, ldb, &beta, C, ldc);
for (i=0; i<rows_A*rows_A; i+=rows_A+1)
B[i]=1.0;
memcpy(Result, C, N*N*sizeof(float complex));
cblas_cgemm(CblasColMajor, transa, transb, col_A, rows_A, rows_A, &alpha, A, rows_A, B, rows_A, &beta, Result, col_A);
free(B);
free(C);
}
void H_hermH_plus_sigma2I (int N, int M, float complex *A, float sigma2, float complex *Result)
......@@ -124,27 +108,20 @@ void H_hermH_plus_sigma2I (int N, int M, float complex *A, float sigma2, float c
}
void HH_herm_plus_sigma2I (int M, int N, float complex *A, float sigma2, float complex *Result)
void HH_herm_plus_sigma2I (int rows_A, int col_A, float complex *A, float sigma2, float complex *Result)
{
//C := alpha*op(A)*op(B) + beta*C,
enum CBLAS_TRANSPOSE transa = CblasNoTrans;
enum CBLAS_TRANSPOSE transb = CblasConjTrans;
int k = N; //number of columns in op(A) and rows in op(B),k
float complex alpha = 1.0+I*0;
int lda = N;
int ldb = N;
int ldc = M;
int i;
float complex* C = (float complex*)calloc(M*M, sizeof(float complex));
for (i = 0; i < rows_A*rows_A; i += rows_A+1)
Result[i]=1.0+I*0;
for (i=0; i<M*M; i+=M+1)
C[i]=1.0+I*0;
cblas_cgemm(CblasRowMajor, transa, transb, M, M, k, &alpha, A, lda, A, ldb, &sigma2, C, ldc);
memcpy(Result, C, M*M*sizeof(float complex));
free(C);
cblas_cgemm(CblasColMajor, transa, transb, rows_A, rows_A, col_A, &alpha, A, rows_A, A, rows_A, &sigma2, Result, rows_A);
}
......@@ -153,14 +130,14 @@ void eigen_vectors_values (int N, float complex *A, float complex *Vectors, floa
// This function computes ORTHONORMAL eigenvectors and eigenvalues of matrix A,
// where Values_Matrix is a diagonal matrix of eigenvalues.
// A=Vectors*Values_Matrix*Vectors'
char jobz = 'V';
char jobz = 'V'; // compute both eigenvectors and eigenvalues
char uplo = 'U';
int order_A = N;
int lda = N;
int i;
float* Values = (float*)malloc(sizeof(float)*1*N);
float* Values = (float*)calloc(1*N, sizeof(float));
LAPACKE_cheev(LAPACK_ROW_MAJOR, jobz, uplo, order_A, A, lda, Values);
LAPACKE_cheev(LAPACK_COL_MAJOR, jobz, uplo, order_A, A, lda, Values);
memcpy(Vectors, A, N*N*sizeof(float complex));
......@@ -178,7 +155,7 @@ void eigen_vectors_values (int N, float complex *A, float complex *Vectors, floa
int nrhs = N;
char transa = 'N';
int* IPIV = malloc(N*N*sizeof(int));
int* IPIV = calloc(N*N, sizeof(int));
// Compute LU-factorization
LAPACKE_cgetrf(LAPACK_ROW_MAJOR, n, nrhs, A, lda, IPIV);
......@@ -208,23 +185,24 @@ void mutl_matrix_matrix_row_based(float complex* M0, float complex* M1, int rows
#ifdef DEBUG_PREPROC
int i=0;
printf("rows_M0 %d, col_M0 %d, rows_M1 %d, col_M1 %d\n", rows_M0, col_M0, rows_M1, col_M1);
printf("mutl_matrix_matrix_row_based: rows_M0 %d, col_M0 %d, rows_M1 %d, col_M1 %d\n", rows_M0, col_M0, rows_M1, col_M1);
for(i=0; i<rows_M0*col_M0; ++i)
printf(" rows_opA = %d, col_opB = %d, W_MMSE[%d] = (%f + i%f)\n", rows_opA, col_opB, i , creal(M0[i]), cimag(M0[i]));
printf("mutl_matrix_matrix_row_based: rows_opA = %d, col_opB = %d, W_MMSE[%d] = (%f + i%f)\n", rows_opA, col_opB, i , creal(M0[i]), cimag(M0[i]));
for(i=0; i<rows_M1*col_M1; ++i)
printf(" M1[%d] = (%f + i%f)\n", i , creal(M1[i]), cimag(M1[i]));
printf("mutl_matrix_matrix_row_based: M1[%d] = (%f + i%f)\n", i , creal(M1[i]), cimag(M1[i]));
#endif
cblas_cgemm(CblasRowMajor, transa, transb, rows_opA, col_opB, col_opA, &alpha, M0, lda, M1, ldb, &beta, Result, ldc);
#ifdef DEBUG_PREPROC
for(i=0; i<rows_opA*col_opB; ++i)
printf(" result[%d] = (%f + i%f)\n", i , creal(Result[i]), cimag(Result[i]));
printf("mutl_matrix_matrix_row_based: result[%d] = (%f + i%f)\n", i , creal(Result[i]), cimag(Result[i]));
#endif
}
void mutl_matrix_matrix_col_based(float complex* M0, float complex* M1, int rows_M0, int col_M0, int rows_M1, int col_M1, float complex* Result ){
enum CBLAS_TRANSPOSE transa = CblasNoTrans;
enum CBLAS_TRANSPOSE transb = CblasNoTrans;
......@@ -239,21 +217,56 @@ void mutl_matrix_matrix_col_based(float complex* M0, float complex* M1, int rows
#ifdef DEBUG_PREPROC
int i = 0;
printf("rows_M0 %d, col_M0 %d, rows_M1 %d, col_M1 %d\n", rows_M0, col_M0, rows_M1, col_M1);
for(i=0; i<rows_M0*col_M0; ++i)
printf(" rows_opA = %d, col_opB = %d, W_MMSE[%d] = (%f + i%f)\n", rows_opA, col_opB, i , creal(M0[i]), cimag(M0[i]));
printf("mutl_matrix_matrix_col_based: rows_M0 %d, col_M0 %d, rows_M1 %d, col_M1 %d\n", rows_M0, col_M0, rows_M1, col_M1);
for(i = 0; i < rows_M0*col_M0; ++i)
printf("mutl_matrix_matrix_col_based: rows_opA = %d, col_opB = %d, filter[%d] = (%f + i%f)\n", rows_opA, col_opB, i , creal(M0[i]), cimag(M0[i]));
for(i=0; i<rows_M1*col_M1; ++i)
printf(" M1[%d] = (%f + i%f)\n", i , creal(M1[i]), cimag(M1[i]));
for(i = 0; i < rows_M1*col_M1; ++i)
printf("mutl_matrix_matrix_col_based: M1[%d] = (%f + i%f)\n", i , creal(M1[i]), cimag(M1[i]));
#endif
cblas_cgemm(CblasColMajor, transa, transb, rows_opA, col_opB, col_opA, &alpha, M0, lda, M1, ldb, &beta, Result, ldc);
#ifdef DEBUG_PREPROC
for(i=0; i<rows_opA*col_opB; ++i)
printf(" result[%d] = (%f + i%f)\n", i , creal(Result[i]), cimag(Result[i]));
for(i = 0; i < rows_opA*col_opB; ++i)
printf("mutl_matrix_matrix_col_based: result[%d] = (%f + i%f)\n", i , creal(Result[i]), cimag(Result[i]));
#endif
}
void mutl_scal_matrix_matrix_col_based(float *M0, float complex *M1, float alpha, int rows_M0, int col_M0, int rows_M1, int col_M1, float complex *Result ){
enum CBLAS_TRANSPOSE transa = CblasNoTrans;
enum CBLAS_TRANSPOSE transb = CblasNoTrans;
float complex beta = 0.0;
int i;
float complex *D_0_complex = calloc(rows_M0*col_M0, sizeof(float complex));
for(i = 0; i < rows_M0*col_M0; ++i){
D_0_complex[i] = M0[i] + I*0.00001;
#ifdef DEBUG_PREPROC
printf("mutl_scal_matrix_matrix_col_based: D_0_complex[%d] = (%f, %f)\n", i , creal(D_0_complex[i]), cimag(D_0_complex[i]));
#endif
}
#ifdef DEBUG_PREPROC
printf("mutl_scal_matrix_matrix_col_based: alpha = %f\n", alpha);
for(i = 0; i < rows_M0*col_M0; ++i){
printf("mutl_scal_matrix_matrix_col_based M0[%d] = %f\n", i , M0[i]);
}
for(i = 0; i < rows_M1*col_M1; ++i)
printf("mutl_scal_matrix_matrix_col_based: M1[%d] = (%f + i%f)\n", i , creal(M1[i]), cimag(M1[i]));
#endif
cblas_cgemm(CblasColMajor, transa, transb, rows_M0, col_M1, col_M0, &alpha, D_0_complex, rows_M0, M1, col_M0, &beta, Result, rows_M0);
#ifdef DEBUG_PREPROC
for(i = 0; i < rows_M0*col_M1; ++i)
printf("mutl_scal_matrix_matrix_col_based: result[%d] = (%f + i%f)\n", i , creal(Result[i]), cimag(Result[i]));
#endif
}
......@@ -262,108 +275,154 @@ void mutl_matrix_matrix_col_based(float complex* M0, float complex* M1, int rows
void compute_MMSE(float complex* H, int order_H, float sigma2, float complex* W_MMSE)
{
int N = order_H;
float complex* H_hermH_sigmaI = malloc(N*N*sizeof(float complex));
float complex* H_herm = malloc(N*N*sizeof(float complex));
float complex* H_hermH_sigmaI = calloc(N*N, sizeof(float complex));
float complex* H_herm = calloc(N*N, sizeof(float complex));
H_hermH_plus_sigma2I(N, N, H, sigma2, H_hermH_sigmaI);
#ifdef DEBUG_PREPROC
int i =0;
for(i=0;i<N*N;i++)
printf(" H_hermH_sigmaI[%d] = (%f + i%f)\n", i , creal(H_hermH_sigmaI[i]), cimag(H_hermH_sigmaI[i]));
int i = 0;
for(i = 0;i < N*N; ++i)
printf("compute_MMSE: H_hermH_sigmaI[%d] = (%f + i%f)\n", i , creal(H_hermH_sigmaI[i]), cimag(H_hermH_sigmaI[i]));
#endif
conjugate_transpose (N, H, H_herm); //equals H_herm
conjugate_transpose (N, N, H, H_herm); //equals H_herm
#ifdef DEBUG_PREPROC
for(i=0;i<N*N;i++)
printf(" H_herm[%d] = (%f + i%f)\n", i , creal(H_herm[i]), cimag(H_herm[i]));
for(i = 0;i < N*N;i++)
printf("compute_MMSE: H_herm[%d] = (%f + i%f)\n", i , creal(H_herm[i]), cimag(H_herm[i]));
#endif
lin_eq_solver(N, H_hermH_sigmaI, H_herm, W_MMSE);
#ifdef DEBUG_PREPROC
for(i=0;i<N*N;i++)
printf(" W_MMSE[%d] = (%f + i%f)\n", i , creal(W_MMSE[i]), cimag(W_MMSE[i]));
for(i = 0;i < N*N; ++i)
printf("compute_MMSE: W_MMSE[%d] = (%f + i%f)\n", i , creal(W_MMSE[i]), cimag(W_MMSE[i]));
#endif
free(H_hermH_sigmaI);
free(H_herm);
}
#if 0
void compute_white_filter(float complex* H_re,
int order_H,
float sqrt_float(float x)
{
float sqrt_x = 0.0;
sqrt_x = (float)(sqrt((double)(x)));
return sqrt_x;
}
void compute_white_filter(float complex* H0_re,
float complex* H1_re,
float sigma2,
int n_rx,
int n_tx,
float complex* W_Wh_0_re,
float complex* W_Wh_1_re){
int aatx, aarx, re;
int i,j;
int M =n_rx;
int N = n_tx;
int sigma2=noise_power;
float complex *H0_re = malloc(n_rx*(n_tx>>2)*sizeof(float complex));
float complex *H1_re = malloc(n_rx*(n_tx>>2)*sizeof(float complex));
float complex *R_corr_col_n_0_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *R_corr_col_n_1_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *U_0_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *U_1_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *U_0_herm_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *U_1_herm_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *D_0_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *D_1_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *W_Wh_0_re = malloc(n_rx*n_tx*sizeof(float complex));
float complex *W_Wh_1_re = malloc(n_rx*n_tx*sizeof(float complex));
for (aatx=0; aatx<n_tx/2; aatx++){
for (aarx=0; aarx<n_rx; aarx++) {
H0_re[aatx*n_rx + aarx] = H_re[aatx*n_rx + aarx][re]; // H0 gets [0 1 2 3; 4,5,6,7].' coefficients of H
H1_re[aatx*n_rx + aarx] = H_re[aatx*n_rx + aarx + 8][re]; // H1 gets [8 9 10 11; 12, 13, 14, 15].' coefficients of H
if (re == 0)
printf("ant %d, H_re = (%f + i%f) \n", aatx*n_rx + aarx, creal(H[aatx*n_rx + aarx][re]), cimag(H[aatx*n_rx + aarx][re]));
}
}
float sigma = 0.0;
int i;
float complex *R_corr_col_n_0_re = calloc(n_rx*n_tx, sizeof(float complex));
float complex *R_corr_col_n_1_re = calloc(n_rx*n_tx, sizeof(float complex));
float complex *U_0_re = calloc(n_rx*n_tx, sizeof(float complex));
float complex *U_1_re = calloc(n_rx*n_tx, sizeof(float complex));
float complex *U_0_herm_re = calloc(n_rx*n_tx, sizeof(float complex));
float complex *U_1_herm_re = calloc(n_rx*n_tx, sizeof(float complex));
float *D_0_re = calloc(n_rx*n_tx, sizeof(float));
float *D_1_re = calloc(n_rx*n_tx, sizeof(float));
float *D_0_re_inv_sqrt = calloc(n_rx*n_tx, sizeof(float));
float *D_1_re_inv_sqrt = calloc(n_rx*n_tx, sizeof(float));
#ifdef DEBUG_PREPROC
printf("compute_white_filter: sigma2 = %f\n", sigma2);
for(i=0; i<n_rx*n_tx/2; i++){
printf("compute_white_filter: H1_re[%d] = (%f + i%f)\n", i , creal(H1_re[i]), cimag(H1_re[i]));
printf("compute_white_filter: H0_re[%d] = (%f + i%f)\n", i , creal(H0_re[i]), cimag(H0_re[i]));
}
#endif
HH_herm_plus_sigma2I(n_rx, n_tx/2, H1_re, sigma2, R_corr_col_n_0_re);
HH_herm_plus_sigma2I(n_rx, n_tx/2, H0_re, sigma2, R_corr_col_n_1_re);
#ifdef DEBUG_PREPROC
for(i=0;i<n_rx*n_tx;i++){
printf("compute_white_filter: R_corr_col_n_0_re[%d] = (%f + i%f)\n", i , creal(R_corr_col_n_0_re[i]), cimag(R_corr_col_n_0_re[i]));
printf("compute_white_filter: R_corr_col_n_1_re[%d] = (%f + i%f)\n", i , creal(R_corr_col_n_1_re[i]), cimag(R_corr_col_n_1_re[i]));
}
//HH_herm_plus_sigma2I(n_rx, (n_tx>>2), H1_re, sigma2, R_corr_col_n_0_re);
HH_herm_plus_sigma2I(n_rx, (n_tx>>2), H0_re, sigma2, R_corr_col_n_1_re);
#endif
eigen_vectors_values(n_rx, R_corr_col_n_0_re, U_0_re, D_0_re);
eigen_vectors_values(n_rx, R_corr_col_n_1_re, U_1_re, D_1_re);
transpose (n_rx, U_0_re, U_0_herm_re);
transpose (n_rx, U_1_re, U_1_herm_re);
#ifdef DEBUG_PREPROC
for(i=0;i<n_rx*n_tx;i++){
printf("compute_white_filter: U_0_re[%d] = (%f + i%f)\n", i , creal(U_0_re[i]), cimag(U_0_re[i]));
printf("compute_white_filter: D_0_re[%d] = (%f + i%f)\n", i , creal(D_0_re[i]), cimag(D_0_re[i]));
}
#endif
conjugate_transpose(n_rx, n_tx, U_0_re, U_0_herm_re);
conjugate_transpose(n_rx, n_tx, U_1_re, U_1_herm_re);
#ifdef DEBUG_PREPROC
for(i = 0;i < n_rx*n_tx; i++){
printf("compute_white_filter: U_0_herm_re[%d] = (%f + i%f)\n", i , creal(U_0_herm_re[i]), cimag(U_0_herm_re[i]));
}
#endif
sigma = (float)(sqrt((double)(sigma2)));
if (sigma <= 0.00001){
sigma = 0.00001;
}
/*The inverse of a diagonal matrix is obtained by replacing each element in the diagonal with its reciprocal.
A square root of a diagonal matrix is given by the diagonal matrix, whose diagonal entries are just the square
roots of the original matrix.*/
//The inverse of a diagonal matrix is obtained by replacing each element in the diagonal with //its reciprocal.
//A square root of a diagonal matrix is given by the diagonal matrix, whose diagonal entries are //just the square
//roots of the original matrix.
//printf ("This linear preprocessing is line %d.\n", __LINE__);
for (i = 0; i < n_rx*n_tx; i += (n_rx + 1)){
D_0_re_inv_sqrt[0] = sqrt_float(1/D_0_re_inv[0]);
D_0_re_inv_sqrt[5] = sqrt_float(1/D_0_re_inv[5]);
D_0_re_inv_sqrt[10] = sqrt_float(1/D_0_re_inv[10]);
D_0_re_inv_sqrt[15] = sqrt_float(1/D_0_re_inv[15]);
if (D_0_re[i] <= 0.00001){
D_0_re[i] = 0.00001;
}
if (D_1_re[i] <= 0.00001){
D_1_re[i] = 0.00001;
}
D_1_re_inv[0] = sqrt_float(1/D_1_re_inv[0]);
D_1_re_inv[5] = sqrt_float(1/D_1_re_inv[5]);
D_1_re_inv[10] = sqrt_float(1/D_1_re_inv[10]);
D_1_re_inv[15] = sqrt_float(1/D_1_re_inv[15]);
D_0_re_inv_sqrt[i] = sqrt_float(1/D_0_re[i]);
D_1_re_inv_sqrt[i] = sqrt_float(1/D_1_re[i]);
}
now only to multiply
free(H0);
free(H1);
free(R_corr_col_n_0);
free(R_corr_col_n_1);
}
#ifdef DEBUG_PREPROC
for(i = 0;i <n_rx*n_tx; i++){
printf("compute_white_filter: D_0_re_inv_sqrt[%d] = %f\n", i , D_0_re_inv_sqrt[i]);
}
#endif
float sqrt_float(float x, float sqrt_x)
{
sqrt_x = (float)(sqrt((double)(x)));
return sqrt_x;
mutl_scal_matrix_matrix_col_based(D_0_re_inv_sqrt, U_0_herm_re, sigma, n_rx, n_tx, n_rx, n_tx, W_Wh_0_re);
#ifdef DEBUG_PREPROC
for(i = 0;i < n_rx*n_tx; i++){
printf("compute_white_filter: W_Wh_0_re[%d] = (%f + i%f)\n", i , creal(W_Wh_0_re[i]), cimag(W_Wh_0_re[i]));
}
#endif
mutl_scal_matrix_matrix_col_based(D_1_re_inv_sqrt, U_1_herm_re, sigma, n_rx, n_tx, n_rx, n_tx, W_Wh_1_re);
free(R_corr_col_n_0_re);
free(R_corr_col_n_1_re);
free(U_0_herm_re);
free(U_1_herm_re);
free(D_0_re_inv_sqrt);
free(D_1_re_inv_sqrt);
free(U_0_re);
free(U_1_re);
free(D_0_re);
free(D_1_re);
}
openair1/PHY/LTE_UE_TRANSPORT/linear_preprocessing_rec.h
View file @ 5449a37b
......@@ -9,7 +9,7 @@
/* FUNCTIONS FOR LINEAR PREPROCESSING: MMSE, WHITENNING, etc*/
void transpose(int N, float complex *A, float complex *Result);
void conjugate_transpose(int N, float complex *A, float complex *Result);
void conjugate_transpose (int rows_A, int col_A, float complex *A, float complex *Result);
void H_hermH_plus_sigma2I(int N, int M, float complex *A, float sigma2, float complex *Result);
......@@ -26,9 +26,19 @@ void mutl_matrix_matrix_row_based(float complex* M0, float complex* M1, int rows
/* mutl_matrix_matrix_col_based performs multiplications matrix is column-oriented H[0], H[2]; H[1], H[3]*/
void mutl_matrix_matrix_col_based(float complex* M0, float complex* M1, int rows_M0, int col_M0, int rows_M1, int col_M1, float complex* Result );
void mutl_scal_matrix_matrix_col_based(float complex* M0, float complex* M1, float complex alpha, int rows_M0, int col_M0, int rows_M1, int col_M1, float complex* Result);
void compute_MMSE(float complex* H, int order_H, float sigma2, float complex* W_MMSE);
void compute_white_filter(float complex* H, int order_H, float sigma2, float complex* U_1, float complex* D_1);
float sqrt_float(float x);
void compute_white_filter(float complex* H0_re,
float complex* H1_re,
float sigma2,
int n_rx,
int n_tx,
float complex* W_Wh_0_re,
float complex* W_Wh_1_re);
void mmse_processing_oai(LTE_UE_PDSCH *pdsch_vars,
LTE_DL_FRAME_PARMS *frame_parms,
......@@ -57,38 +67,41 @@ void rxdataF_to_float(int32_t **rxdataF_ext,
void chan_est_to_float(int32_t **dl_ch_estimates_ext,
float complex **dl_ch_estimates_ext_f,
int n_tx,
int n_rx,
int length,
int start_point);
void float_to_chan_est(int32_t **dl_ch_estimates_ext,
float complex **dl_ch_estimates_ext_f,
int n_tx,
int n_rx,
int length,
int start_point);
void float_to_rxdataF(int32_t **rxdataF_ext,
float complex **rxdataF_f,
int n_tx,
int n_rx,
int length,
int start_point);
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point);
void mult_mmse_rxdataF(float complex** Wmmse,
float complex** rxdataF_ext_f,
void float_to_chan_est(float complex **chan_est_flp,
int32_t **result,
int n_tx,
int n_rx,
int length,
int start_point);
void mult_mmse_chan_est(float complex** Wmmse,
float complex** dl_ch_estimates_ext_f,
int n_tx,
int n_rx,
int length,
int start_point);
void float_to_rxdataF(float complex **rxdataF_flp,
int32_t **result,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point);
void mult_filter_chan_est(float complex **W,
float complex **chan_est_flp,
float complex **result,
uint8_t n_tx,
uint8_t n_rx,
int32_t n_col_chan_est_flp,
int32_t length,
int32_t start_point);
void mult_filter_rxdataF(float complex **W,
float complex **rxdataF_flp,
float complex **result,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point);
void mmse_processing_core(int32_t **rxdataF_ext,
int32_t **dl_ch_estimates_ext,
......@@ -98,24 +111,27 @@ void mmse_processing_core(int32_t **rxdataF_ext,
int length,
int start_point);
void mmse_processing_core_flp(float complex** rxdataF_ext_flcpx,
float complex **H,
int32_t **rxdataF_ext,
int32_t **dl_ch_estimates_ext,
void mmse_processing_core_flp(float complex** rxdataF_flp,
float complex **chan_est_flp,
int32_t **rxdataF_filt_fp,
int32_t **chan_est_eff_fp,
float noise_power,
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point);
void whitening_processing_core_flp(float complex **rxdataF_flp,
float complex **chan_est_flp_0,
float complex **chan_est_flp_1,
int32_t **rxdataF_filt_fp_0,
int32_t **rxdataF_filt_fp_1,
int32_t **chan_est_eff_fp_0,
int32_t **chan_est_eff_fp_1,
float sigma2,
int n_tx,
int n_rx,
int length,
int start_point);
uint8_t n_tx,
uint8_t n_rx,
int32_t length,
int32_t start_point);
void whitening_processing_core_flp(float complex** rxdataF_ext_flcpx,
float complex **H,
int32_t **rxdataF_ext,
int32_t **dl_ch_estimates_ext,
float sigma2,
int n_tx,
int n_rx,
int length,
int start_point);
float sqrt_float(float x, float sqrt_x);
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