introducing 16 bit viterbi support

master
yagoda 7 years ago
parent cc6828feef
commit d749ee66f4

@ -57,10 +57,13 @@ typedef struct SRSLTE_API{
float gain_quant;
int16_t gain_quant_s;
int (*decode) (void*, uint8_t*, uint8_t*, uint32_t);
int (*decode_s) (void*, uint16_t*, uint8_t*, uint32_t);
int (*decode_f) (void*, float*, uint8_t*, uint32_t);
void (*free) (void*);
uint8_t *tmp;
uint16_t *tmp_s;
uint8_t *symbols_uc;
uint16_t *symbols_us;
}srslte_viterbi_t;
SRSLTE_API int srslte_viterbi_init(srslte_viterbi_t *q,
@ -87,6 +90,8 @@ SRSLTE_API int srslte_viterbi_decode_s(srslte_viterbi_t *q,
uint8_t *data,
uint32_t frame_length);
SRSLTE_API int srslte_viterbi_decode_us(srslte_viterbi_t *q, uint16_t *symbols, uint8_t *data, uint32_t frame_length);
SRSLTE_API int srslte_viterbi_decode_uc(srslte_viterbi_t *q,
uint8_t *symbols,
uint8_t *data,

@ -141,8 +141,9 @@ SRSLTE_API uint32_t srslte_vec_max_abs_ci(const cf_t *x, const uint32_t len);
/* quantify vector of floats or int16 and convert to uint8_t */
SRSLTE_API void srslte_vec_quant_fuc(const float *in, uint8_t *out, const float gain, const float offset, const float clip, const uint32_t len);
SRSLTE_API void srslte_vec_quant_fus(float *in, uint16_t *out, float gain, float offset, float clip, uint32_t len);
SRSLTE_API void srslte_vec_quant_suc(const int16_t *in, uint8_t *out, const float gain, const int16_t offset, const int16_t clip, const uint32_t len);
SRSLTE_API void srslte_vec_quant_sus(const int16_t *in, uint16_t *out, const float gain, const int16_t offset, const uint32_t len);
/* magnitude of each vector element */
SRSLTE_API void srslte_vec_abs_cf(const cf_t *x, float *abs, const uint32_t len);
SRSLTE_API void srslte_vec_abs_square_cf(const cf_t *x, float *abs_square, const uint32_t len);

@ -36,8 +36,10 @@
#include "viterbi_test.h"
#define VITERBI_16
int frame_length = 1000, nof_frames = 128;
int frame_length = 1000, nof_frames = 256;
float ebno_db = 100.0;
uint32_t seed = 0;
bool tail_biting = false;
@ -84,6 +86,7 @@ void parse_args(int argc, char **argv) {
int main(int argc, char **argv) {
int frame_cnt;
float *llr;
uint16_t *llr_s;
uint8_t *llr_c;
uint8_t *data_tx, *data_rx, *data_rx2, *symbols;
int i, j;
@ -154,6 +157,11 @@ int main(int argc, char **argv) {
perror("malloc");
exit(-1);
}
llr_s = malloc(2 * coded_length * sizeof(uint16_t));
if (!llr_s) {
perror("malloc");
exit(-1);
}
llr_c = malloc(2 * coded_length * sizeof(uint8_t));
if (!llr_c) {
perror("malloc");
@ -177,7 +185,7 @@ int main(int argc, char **argv) {
snr_points = 1;
}
float Gain = 32;
float Gain = 2500;
for (i = 0; i < snr_points; i++) {
frame_cnt = 0;
@ -206,17 +214,22 @@ int main(int argc, char **argv) {
}
srslte_ch_awgn_f(llr, llr, var[i], coded_length);
//srslte_vec_fprint_f(stdout, llr, 100);
srslte_vec_quant_fuc(llr, llr_c, 32, 127.5, 255, coded_length);
srslte_vec_quant_fus(llr, llr_s, 8192, 32767.5, 65535, coded_length);
srslte_vec_quant_fuc(llr, llr_c, Gain, 127.5, 255, coded_length);
struct timeval t[3];
gettimeofday(&t[1], NULL);
int M = 1;
//srslte_vec_fprint_b(stdout, data_tx, frame_length);
for (int i=0;i<M;i++) {
srslte_viterbi_decode_uc(&dec, llr_c, data_rx, frame_length);
#ifdef VITERBI_16
srslte_viterbi_decode_us(&dec, llr_s, data_rx, frame_length);
#else
srslte_viterbi_decode_uc(&dec, llr_c, data_rx, frame_length);
#endif
}
#ifdef TEST_SSE

@ -42,6 +42,13 @@
#define DEFAULT_GAIN 100
#define DEFAULT_GAIN_16 10000
#define VITERBI_16
#ifndef LV_HAVE_AVX2
#undef VITERBI_16
#endif
//#undef LV_HAVE_SSE
@ -123,7 +130,7 @@ void free37_sse(void *o) {
#ifdef LV_HAVE_AVX2
int decode37_avx2(void *o, uint8_t *symbols, uint8_t *data, uint32_t frame_length) {
int decode37_avx2_16bit(void *o, uint16_t *symbols, uint8_t *data, uint32_t frame_length) {
srslte_viterbi_t *q = o;
uint32_t best_state;
@ -133,10 +140,51 @@ int decode37_avx2(void *o, uint8_t *symbols, uint8_t *data, uint32_t frame_lengt
q->framebits);
return -1;
}
/* Initialize Viterbi decoder */
init_viterbi37_avx2_16bit(q->ptr, q->tail_biting?-1:0);
/* Decode block */
if (q->tail_biting) {
for (int i=0;i<TB_ITER;i++) {
memcpy(&q->tmp_s[i*3*frame_length], symbols, 3*frame_length*sizeof(uint16_t));
}
update_viterbi37_blk_avx2_16bit(q->ptr, q->tmp_s, TB_ITER*frame_length, &best_state);
chainback_viterbi37_avx2_16bit(q->ptr, q->tmp, TB_ITER*frame_length, best_state);
memcpy(data, &q->tmp[((int) (TB_ITER/2))*frame_length], frame_length*sizeof(uint8_t));
} else {
update_viterbi37_blk_avx2_16bit(q->ptr, symbols, frame_length+q->K-1, NULL);
chainback_viterbi37_avx2_16bit(q->ptr, data, frame_length, 0);
}
return q->framebits;
}
void free37_avx2_16bit(void *o) {
srslte_viterbi_t *q = o;
if (q->symbols_uc) {
free(q->symbols_uc);
}
if (q->tmp) {
free(q->tmp);
}
delete_viterbi37_avx2_16bit(q->ptr);
}
int decode37_avx2(void *o, uint8_t *symbols, uint8_t *data, uint32_t frame_length) {
srslte_viterbi_t *q = o;
uint32_t best_state;
if (frame_length > q->framebits) {
fprintf(stderr, "Initialized decoder for max frame length %d bits\n",
q->framebits);
return -1;
}
/* Initialize Viterbi decoder */
init_viterbi37_avx2(q->ptr, q->tail_biting?-1:0);
/* Decode block */
if (q->tail_biting) {
for (int i=0;i<TB_ITER;i++) {
@ -164,6 +212,7 @@ void free37_avx2(void *o) {
delete_viterbi37_avx2(q->ptr);
}
#endif
#ifdef HAVE_NEON
@ -368,6 +417,44 @@ int init37_avx2(srslte_viterbi_t *q, int poly[3], uint32_t framebits, bool tail_
return 0;
}
}
int init37_avx2_16bit(srslte_viterbi_t *q, int poly[3], uint32_t framebits, bool tail_biting) {
q->K = 7;
q->R = 3;
q->framebits = framebits;
q->gain_quant_s = 4;
q->gain_quant = DEFAULT_GAIN;
q->tail_biting = tail_biting;
q->decode_s = decode37_avx2_16bit;
q->free = free37_avx2_16bit;
q->decode_f = NULL;
q->symbols_uc = srslte_vec_malloc(3 * (q->framebits + q->K - 1) * sizeof(uint8_t));
q->symbols_us = srslte_vec_malloc(3 * (q->framebits + q->K - 1) * sizeof(uint16_t));
if (!q->symbols_uc || !q->symbols_us) {
perror("malloc");
return -1;
}
if (q->tail_biting) {
q->tmp = srslte_vec_malloc(TB_ITER*3*(q->framebits + q->K - 1) * sizeof(uint8_t));
q->tmp_s = srslte_vec_malloc(TB_ITER*3*(q->framebits + q->K - 1) * sizeof(uint16_t));
if (!q->tmp) {
perror("malloc");
free37(q);
return -1;
}
} else {
q->tmp = NULL;
}
//printf("pt0\n");
if ((q->ptr = create_viterbi37_avx2_16bit(poly, TB_ITER*framebits)) == NULL) {
fprintf(stderr, "create_viterbi37 failed\n");
free37(q);
return -1;
} else {
return 0;
}
}
#endif
void srslte_viterbi_set_gain_quant(srslte_viterbi_t *q, float gain_quant) {
@ -383,8 +470,13 @@ int srslte_viterbi_init(srslte_viterbi_t *q, srslte_viterbi_type_t type, int pol
switch (type) {
case SRSLTE_VITERBI_37:
#ifdef LV_HAVE_SSE
#ifdef LV_HAVE_AVX2
#ifdef VITERBI_16
return init37_avx2_16bit(q, poly, max_frame_length, tail_bitting);
#else
return init37_avx2(q, poly, max_frame_length, tail_bitting);
#endif
#else
return init37_sse(q, poly, max_frame_length, tail_bitting);
#endif
@ -444,8 +536,13 @@ int srslte_viterbi_decode_f(srslte_viterbi_t *q, float *symbols, uint8_t *data,
max = fabs(symbols[i]);
}
}
srslte_vec_quant_fuc(symbols, q->symbols_uc, q->gain_quant/max, 127.5, 255, len);
return srslte_viterbi_decode_uc(q, q->symbols_uc, data, frame_length);
#ifdef VITERBI_16
srslte_vec_quant_fus(symbols, q->symbols_us, DEFAULT_GAIN_16/max, 32767.5, 65535, len);
return srslte_viterbi_decode_us(q, q->symbols_us, data, frame_length);
#else
srslte_vec_quant_fuc(symbols, q->symbols_uc, q->gain_quant/max, 127.5, 255, len);
return srslte_viterbi_decode_uc(q, q->symbols_uc, data, frame_length);
#endif
} else {
return q->decode_f(q, symbols, data, frame_length);
}
@ -472,8 +569,20 @@ int srslte_viterbi_decode_s(srslte_viterbi_t *q, int16_t *symbols, uint8_t *data
max = abs(symbols[i]);
}
}
srslte_vec_quant_suc(symbols, q->symbols_uc, (float) q->gain_quant/max, 127, 255, len);
return srslte_viterbi_decode_uc(q, q->symbols_uc, data, frame_length);
#ifdef VITERBI_16
srslte_vec_quant_sus(symbols, q->symbols_us, 1, 32767, len);
return srslte_viterbi_decode_us(q, q->symbols_us, data, frame_length);
#else
srslte_vec_quant_suc(symbols, q->symbols_uc, (float) q->gain_quant/max, 127, 255, len);
return srslte_viterbi_decode_uc(q, q->symbols_uc, data, frame_length);
#endif
}
int srslte_viterbi_decode_us(srslte_viterbi_t *q, uint16_t *symbols, uint8_t *data, uint32_t frame_length)
{
return q->decode_s(q, symbols, data, frame_length);
}

@ -110,3 +110,23 @@ int update_viterbi37_blk_avx2(void *p,
uint32_t *best_state);
void *create_viterbi37_avx2_16bit(int polys[3],
uint32_t len);
int init_viterbi37_avx2_16bit(void *p,
int starting_state);
void reset_blk_avx2_16bit(void *p, int nbits);
int chainback_viterbi37_avx2_16bit(void *p,
uint8_t *data,
uint32_t nbits,
uint32_t endstate);
void delete_viterbi37_avx2_16bit(void *p);
int update_viterbi37_blk_avx2_16bit(void *p,
uint16_t *syms,
uint32_t nbits,
uint32_t *best_state);

@ -76,14 +76,16 @@ int init_viterbi37_avx2(void *p, int starting_state) {
struct v37 *vp = p;
uint32_t i;
firstGo = 1;
for(i=0;i<64;i++)
vp->metrics1.c[i] = 63;
clear_v37_avx2(vp);
vp->old_metrics = &vp->metrics1;
vp->new_metrics = &vp->metrics2;
vp->dp = vp->decisions;
if (starting_state != -1) {
vp->old_metrics->c[starting_state & 63] = 0; /* Bias known start state */
}
@ -259,7 +261,7 @@ void update_viterbi37_blk_avx2(void *p,unsigned char *syms,int nbits, uint32_t *
d->s[0] = (short) y;
d->s[1] = (short) x;
d->s[2] = (short) (y >>16);
d->s[3] = (short)(x>> 16);
d->s[3] = (short) (x >>16);
__m256i unpack;

@ -0,0 +1,363 @@
/* Adapted Phil Karn's r=1/3 k=9 viterbi decoder to r=1/3 k=7
*
* K=15 r=1/6 Viterbi decoder for x86 SSE2
* Copyright Mar 2004, Phil Karn, KA9Q
* May be used under the terms of the GNU Lesser General Public License (LGPL)
*/
#include <stdio.h>
#include <stdint.h>
#include <stdlib.h>
#include <memory.h>
#include <limits.h>
#include "parity.h"
//#define DEBUG
#ifdef LV_HAVE_AVX2
#include <emmintrin.h>
#include <tmmintrin.h>
#include <immintrin.h>
#include <emmintrin.h>
typedef union {
//unsigned char c[64];
//__m128i v[4];
unsigned short c[64];
__m256i v[4];
} metric_t;
typedef union {
unsigned int w[2];
unsigned char c[8];
unsigned short s[4];
__m64 v[1];
} decision_t;
union branchtab27 {
//unsigned char c[32];
//__m128i v[2];
unsigned short c[32];
__m256i v[2];
} Branchtab37_sse2[3];
int firstGo;
/* State info for instance of Viterbi decoder */
struct v37 {
metric_t metrics1; /* path metric buffer 1 */
metric_t metrics2; /* path metric buffer 2 */
decision_t *dp; /* Pointer to current decision */
metric_t *old_metrics,*new_metrics; /* Pointers to path metrics, swapped on every bit */
decision_t *decisions; /* Beginning of decisions for block */
uint32_t len;
};
void set_viterbi37_polynomial_avx2_16bit(int polys[3]) {
int state;
for(state=0;state < 32;state++){
Branchtab37_sse2[0].c[state] = (polys[0] < 0) ^ parity((2*state) & polys[0]) ? 65535:0;
Branchtab37_sse2[1].c[state] = (polys[1] < 0) ^ parity((2*state) & polys[1]) ? 65535:0;
Branchtab37_sse2[2].c[state] = (polys[2] < 0) ^ parity((2*state) & polys[2]) ? 65535:0;
}
}
void clear_v37_avx2_16bit(struct v37 *vp) {
bzero(vp->decisions, sizeof(decision_t)*vp->len);
vp->dp = NULL;
bzero(&vp->metrics1, sizeof(metric_t));
bzero(&vp->metrics2, sizeof(metric_t));
vp->old_metrics = NULL;
vp->new_metrics = NULL;
}
/* Initialize Viterbi decoder for start of new frame */
int init_viterbi37_avx2_16bit(void *p, int starting_state) {
struct v37 *vp = p;
uint32_t i;
for(i=0;i<64;i++)
vp->metrics1.c[i] = 63;
clear_v37_avx2_16bit(vp);
firstGo = 1;
vp->old_metrics = &vp->metrics1;
vp->new_metrics = &vp->metrics2;
vp->dp = vp->decisions;
if (starting_state != -1) {
vp->old_metrics->c[starting_state & 63] = 0; /* Bias known start state */
}
return 0;
}
/* Create a new instance of a Viterbi decoder */
void *create_viterbi37_avx2_16bit(int polys[3], uint32_t len) {
void *p;
struct v37 *vp;
set_viterbi37_polynomial_avx2_16bit(polys);
/* Ordinary malloc() only returns 8-byte alignment, we need 16 */
if(posix_memalign(&p, sizeof(__m256i),sizeof(struct v37)))
return NULL;
vp = (struct v37 *)p;
if(posix_memalign(&p, sizeof(__m256i),(len+6)*sizeof(decision_t))) {
free(vp);
return NULL;
}
vp->decisions = (decision_t *)p;
vp->len = len+6;
return vp;
}
/* Viterbi chainback */
int chainback_viterbi37_avx2_16bit(
void *p,
uint8_t *data, /* Decoded output data */
uint32_t nbits, /* Number of data bits */
uint32_t endstate) { /* Terminal encoder state */
struct v37 *vp = p;
if (p == NULL)
return -1;
decision_t *d = (decision_t *)vp->decisions;
/* Make room beyond the end of the encoder register so we can
* accumulate a full byte of decoded data
*/
endstate %= 64;
endstate <<= 2;
/* The store into data[] only needs to be done every 8 bits.
* But this avoids a conditional branch, and the writes will
* combine in the cache anyway
*/
d += 6; /* Look past tail */
while(nbits--) {
int k;
k = (d[nbits].c[(endstate>>2)/8] >> ((endstate>>2)%8)) & 1;
endstate = (endstate >> 1) | (k << 7);
data[nbits] = k;
//printf("nbits=%d, endstate=%3d, k=%d, w[0]=%d, w[1]=%d, c=%d\n", nbits, endstate, k, d[nbits].s[1]&1, d[nbits].s[2]&1, d[nbits].c[(endstate>>2)/8]&1);
}
return 0;
}
/* Delete instance of a Viterbi decoder */
void delete_viterbi37_avx2_16bit(void *p){
struct v37 *vp = p;
if(vp != NULL){
free(vp->decisions);
free(vp);
}
}
void print_256i(char *s, __m256i val) {
printf("%s: ", s);
uint16_t *x = (uint16_t*) &val;
for (int i=0;i<16;i++) {
printf("%.5f, ", (float)x[i]/65535);
}
printf("\n");
}
void print_256i_char(char *s, __m256i val) {
printf("%s: ", s);
uint8_t *x = (uint8_t*) &val;
for (int i=0;i<32;i++) {
printf("%d, ",x[31-i]);
}
printf("\n");
}
inline unsigned short my_mm256_movemask_epi16(__m256i x) {
uint32_t x1 = _mm256_movemask_epi8(x);
uint16_t tmp = 0;
for(int i = 0; i<16;i++){
tmp |= ((x1 >> ((i*2)+1)) & 0x01) << i;
}
return (tmp);
}
void update_viterbi37_blk_avx2_16bit(void *p, unsigned short *syms, int nbits, uint32_t *best_state) {
struct v37 *vp = p;
decision_t *d;
if(p == NULL)
return;
#ifdef DEBUG
printf("[");
#endif
d = (decision_t *) vp->dp;
for (int s=0;s<nbits;s++) {
memset(d+s,0,sizeof(decision_t));
}
while(nbits--) {
__m256i sym0v,sym1v,sym2v;
void *tmp;
int i;
// printf("nbits=%d, syms=%d,%d,%d\n", nbits, syms[0], syms[1], syms[2]);fflush(stdout);
/* Splat the 0th symbol across sym0v, the 1st symbol across sym1v, etc */
sym0v = _mm256_set1_epi16(syms[0]);
sym1v = _mm256_set1_epi16(syms[1]);
sym2v = _mm256_set1_epi16(syms[2]);
syms += 3;
for(i=0;i<2;i++){
__m256i decision0,decision1,metric,m_metric,m0,m1,m2,m3,survivor0,survivor1;
/* Form branch metrics */
m0 = _mm256_avg_epu16(_mm256_xor_si256(Branchtab37_sse2[0].v[i],sym0v),_mm256_xor_si256(Branchtab37_sse2[1].v[i],sym1v));
metric = _mm256_avg_epu16(_mm256_xor_si256(Branchtab37_sse2[2].v[i],sym2v),m0);
#ifdef DEBUG
print_128i("metric_initial", metric);
#endif
/* There's no packed bytes right shift in SSE2, so we use the word version and mask
*/
metric = _mm256_srli_epi16(metric,3);
m_metric = _mm256_sub_epi16(_mm256_set1_epi16(8191),metric);
#ifdef DEBUG
print_128i("metric ", metric);
print_128i("m_metric ", m_metric);
#endif
/* Add branch metrics to path metrics */
m0 = _mm256_add_epi16(vp->old_metrics->v[i],metric);
m3 = _mm256_add_epi16(vp->old_metrics->v[2+i],metric);
m1 = _mm256_add_epi16(vp->old_metrics->v[2+i],m_metric);
m2 = _mm256_add_epi16(vp->old_metrics->v[i],m_metric);
/* Compare and select, using modulo arithmetic */
decision0 = _mm256_cmpgt_epi16(_mm256_sub_epi16(m0,m1),_mm256_setzero_si256());
decision1 = _mm256_cmpgt_epi16(_mm256_sub_epi16(m2,m3),_mm256_setzero_si256());
survivor0 = _mm256_or_si256(_mm256_and_si256(decision0,m1),_mm256_andnot_si256(decision0,m0));
survivor1 = _mm256_or_si256(_mm256_and_si256(decision1,m3),_mm256_andnot_si256(decision1,m2));
/* Pack each set of decisions into 16 bits */
decision0 = _mm256_permute4x64_epi64(decision0,216);
decision1 = _mm256_permute4x64_epi64(decision1,216);
__m256i packed = _mm256_packus_epi16( _mm256_srli_epi16(_mm256_unpacklo_epi16(decision0,decision1),8),_mm256_srli_epi16(_mm256_unpackhi_epi16(decision0,decision1),8));
d->w[i] = _mm256_movemask_epi8(packed);
unsigned char temp_char1 = d->c[4*i + 1];
unsigned char temp_char2 = d->c[4*i + 2];
d->c[4*i+1] = temp_char2;
d->c[4*i+2] = temp_char1;
/* Store surviving metrics */
survivor0 = _mm256_permute4x64_epi64(survivor0,216);
survivor1 = _mm256_permute4x64_epi64(survivor1,216);
vp->new_metrics->v[2*i] = _mm256_unpacklo_epi16(survivor0,survivor1);
vp->new_metrics->v[2*i+1] = _mm256_unpackhi_epi16(survivor0,survivor1);
}
// See if we need to normalize
if (vp->new_metrics->c[0] > 25600) {
int i;
uint16_t adjust;
__m256i adjustv;
union { __m256i v; signed short w[8]; } t;
adjustv = vp->new_metrics->v[0];
for(i=1;i<4;i++) {
adjustv = _mm256_min_epu16(adjustv,vp->new_metrics->v[i]);
}
adjustv = _mm256_min_epu16(adjustv,_mm256_srli_si256(adjustv,16));
adjustv = _mm256_min_epu16(adjustv,_mm256_srli_si256(adjustv,8));
adjustv = _mm256_min_epu16(adjustv,_mm256_srli_si256(adjustv,4));
t.v = adjustv;
adjust = t.w[0];
adjustv = _mm256_set1_epi16(adjust);
/* We cannot use a saturated subtract, because we often have to adjust by more than SHRT_MAX
* This is okay since it can't overflow anyway
*/
for(i=0;i<4;i++)
vp->new_metrics->v[i] = _mm256_sub_epi16(vp->new_metrics->v[i],adjustv);
}
d++;
/* Swap pointers to old and new metrics */
tmp = vp->old_metrics;
vp->old_metrics = vp->new_metrics;
vp->new_metrics = tmp;
}
if (best_state) {
uint32_t i, bst=0;
uint16_t minmetric= UINT16_MAX;
for (i=0;i<64;i++) {
if (vp->old_metrics->c[i] <= minmetric) {
bst = i;
minmetric = vp->old_metrics->c[i];
}
}
*best_state = bst;
}
#ifdef DEBUG
printf("];\n===========================================\n");
#endif
vp->dp = d;
}
#endif

@ -363,6 +363,20 @@ uint32_t srslte_vec_max_abs_ci(const cf_t *x, const uint32_t len) {
return srslte_vec_max_ci_simd(x, len);
}
void srslte_vec_quant_fus(float *in, uint16_t *out, float gain, float offset, float clip, uint32_t len) {
int i;
long tmp;
for (i=0;i<len;i++) {
tmp = (long) (offset + gain * in[i]);
if (tmp < 0)
tmp = 0;
if (tmp > clip)
tmp = clip;
out[i] = (uint16_t) tmp;
}
}
void srslte_vec_quant_fuc(const float *in, uint8_t *out, const float gain, const float offset, const float clip, const uint32_t len) {
int i;
int tmp;
@ -391,6 +405,18 @@ void srslte_vec_quant_suc(const int16_t *in, uint8_t *out, const float gain, con
}
}
void srslte_vec_quant_sus(const int16_t *in, uint16_t *out, const float gain, const int16_t offset, const uint32_t len) {
int i;
int16_t tmp;
for (i=0;i<len;i++) {
tmp = (offset + in[i]*gain);
if (tmp < 0)
tmp = 0;
out[i] = (uint16_t) tmp;
}
}
void srs_vec_cf_cpy(const cf_t *dst, cf_t *src, int len) {
srslte_vec_cp_simd(dst, src, len);
}

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