/*
 * Licensed to the OpenAirInterface (OAI) Software Alliance under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The OpenAirInterface Software Alliance licenses this file to You under
 * the OAI Public License, Version 1.0  (the "License"); you may not use this file
 * except in compliance with the License.
 * You may obtain a copy of the License at
 *
 *      http://www.openairinterface.org/?page_id=698
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 *-------------------------------------------------------------------------------
 * For more information about the OpenAirInterface (OAI) Software Alliance:
 *      contact@openairinterface.org
 */


#include <string.h>

#include "nr_ul_estimation.h"
#include "PHY/sse_intrin.h"
#include "PHY/NR_REFSIG/nr_refsig.h"
#include "PHY/NR_REFSIG/dmrs_nr.h"
#include "PHY/NR_REFSIG/ptrs_nr.h"
#include "PHY/NR_TRANSPORT/nr_transport_proto.h"
#include "PHY/NR_UE_TRANSPORT/srs_modulation_nr.h"
#include "PHY/NR_UE_ESTIMATION/filt16a_32.h"

#include "PHY/NR_REFSIG/ul_ref_seq_nr.h"
#include "executables/softmodem-common.h"


//#define DEBUG_CH
//#define DEBUG_PUSCH
//#define SRS_DEBUG

#define NO_INTERP 1
#define dBc(x,y) (dB_fixed(((int32_t)(x))*(x) + ((int32_t)(y))*(y)))

void freq2time(uint16_t ofdm_symbol_size,
               int16_t *freq_signal,
               int16_t *time_signal) {

  switch (ofdm_symbol_size) {
    case 128:
      idft(IDFT_128, freq_signal, time_signal, 1);
      break;
    case 256:
      idft(IDFT_256, freq_signal, time_signal, 1);
      break;
    case 512:
      idft(IDFT_512, freq_signal, time_signal, 1);
      break;
    case 1024:
      idft(IDFT_1024, freq_signal, time_signal, 1);
      break;
    case 1536:
      idft(IDFT_1536, freq_signal, time_signal, 1);
      break;
    case 2048:
      idft(IDFT_2048, freq_signal, time_signal, 1);
      break;
    case 4096:
      idft(IDFT_4096, freq_signal, time_signal, 1);
      break;
    case 8192:
      idft(IDFT_8192, freq_signal, time_signal, 1);
      break;
    default:
      idft(IDFT_512, freq_signal, time_signal, 1);
      break;
  }
}


__attribute__((always_inline)) inline c16_t c32x16cumulVectVectWithSteps(c16_t *in1,
                                                                         int *offset1,
                                                                         const int step1,
                                                                         c16_t *in2,
                                                                         int *offset2,
                                                                         const int step2,
                                                                         const int modulo2,
                                                                         const int N) {

  int localOffset1=*offset1;
  int localOffset2=*offset2;
  c32_t cumul={0};
  for (int i=0; i<N; i++) {
    cumul=c32x16maddShift(in1[localOffset1], in2[localOffset2], cumul, 15);
    localOffset1+=step1;
    localOffset2= (localOffset2 + step2) % modulo2;
  }
  *offset1=localOffset1;
  *offset2=localOffset2;
  return c16x32div(cumul, N);
}

int nr_pusch_channel_estimation(PHY_VARS_gNB *gNB,
                                unsigned char Ns,
                                unsigned short p,
                                unsigned char symbol,
                                int ul_id,
                                unsigned short bwp_start_subcarrier,
                                nfapi_nr_pusch_pdu_t *pusch_pdu,
                                int *max_ch) {

  c16_t pilot[3280] __attribute__((aligned(16)));
  const int chest_freq = gNB->chest_freq;

#ifdef DEBUG_CH
  FILE *debug_ch_est;
  debug_ch_est = fopen("debug_ch_est.txt","w");
#endif
  //uint16_t Nid_cell = (eNB_offset == 0) ? gNB->frame_parms.Nid_cell : gNB->measurements.adj_cell_id[eNB_offset-1];
  c16_t **ul_ch_estimates  = (c16_t **) gNB->pusch_vars[ul_id]->ul_ch_estimates;
  const int symbolSize = gNB->frame_parms.ofdm_symbol_size;
  const int soffset = (Ns&3)*gNB->frame_parms.symbols_per_slot*symbolSize;
  const int nushift = (p>>1)&1;
  gNB->frame_parms.nushift = nushift;
  int ch_offset     = symbolSize*symbol;
  const int symbol_offset = symbolSize*symbol;

  const int k0 = bwp_start_subcarrier;
  const int nb_rb_pusch = pusch_pdu->rb_size;

  LOG_D(PHY, "In %s: ch_offset %d, soffset %d, symbol_offset %d, OFDM size %d, Ns = %d, k0 = %d, symbol %d\n",
        __FUNCTION__,
        ch_offset, soffset,
        symbol_offset,
        symbolSize,
        Ns,
        k0,
        symbol);

  //------------------generate DMRS------------------//

  if(pusch_pdu->ul_dmrs_scrambling_id != gNB->pusch_gold_init[pusch_pdu->scid])  {
    gNB->pusch_gold_init[pusch_pdu->scid] = pusch_pdu->ul_dmrs_scrambling_id;
    nr_gold_pusch(gNB, pusch_pdu->scid, pusch_pdu->ul_dmrs_scrambling_id);
  }

  if (pusch_pdu->transform_precoding == transformPrecoder_disabled) {
    nr_pusch_dmrs_rx(gNB, Ns, gNB->nr_gold_pusch_dmrs[pusch_pdu->scid][Ns][symbol], (int32_t *)pilot, (1000+p), 0, nb_rb_pusch,
                     (pusch_pdu->bwp_start + pusch_pdu->rb_start)*NR_NB_SC_PER_RB, pusch_pdu->dmrs_config_type);
  } else { // if transform precoding or SC-FDMA is enabled in Uplink
    // NR_SC_FDMA supports type1 DMRS so only 6 DMRS REs per RB possible
    const uint16_t index = get_index_for_dmrs_lowpapr_seq(nb_rb_pusch * (NR_NB_SC_PER_RB/2));
    const uint8_t u = pusch_pdu->dfts_ofdm.low_papr_group_number;
    const uint8_t v = pusch_pdu->dfts_ofdm.low_papr_sequence_number;
    int16_t *dmrs_seq = gNB_dmrs_lowpaprtype1_sequence[u][v][index];
    AssertFatal(index >= 0, "Num RBs not configured according to 3GPP 38.211 section 6.3.1.4. For PUSCH with transform precoding, num RBs cannot be multiple of any other primenumber other than 2,3,5\n");
    AssertFatal(dmrs_seq != NULL, "DMRS low PAPR seq not found, check if DMRS sequences are generated");
    LOG_D(PHY,"Transform Precoding params. u: %d, v: %d, index for dmrsseq: %d\n", u, v, index);
    nr_pusch_lowpaprtype1_dmrs_rx(gNB, Ns, dmrs_seq, (int32_t *)pilot, 1000, 0, nb_rb_pusch, 0, pusch_pdu->dmrs_config_type);
#ifdef DEBUG_PUSCH
    printf ("NR_UL_CHANNEL_EST: index %d, u %d,v %d\n", index, u, v);
    LOG_M("gNb_DMRS_SEQ.m","gNb_DMRS_SEQ", dmrs_seq,6*nb_rb_pusch,1,1);
#endif
  }
  //------------------------------------------------//

#ifdef DEBUG_PUSCH

  for (int i = 0; i < (6 * nb_rb_pusch); i++) {
    LOG_I(PHY, "In %s: %d + j*(%d)\n", __FUNCTION__, pilot[i].r,pilot[i].i);
  }

#endif

  for (int aarx=0; aarx<gNB->frame_parms.nb_antennas_rx; aarx++) {
    c16_t *rxdataF = (c16_t *)&gNB->common_vars.rxdataF[aarx][symbol_offset];
    c16_t *ul_ch = &ul_ch_estimates[p*gNB->frame_parms.nb_antennas_rx+aarx][ch_offset];

    memset(ul_ch,0,sizeof(*ul_ch)*symbolSize);
#ifdef DEBUG_PUSCH
    LOG_I(PHY, "In %s symbol_offset %d, nushift %d\n", __FUNCTION__, symbol_offset, nushift);
    LOG_I(PHY, "In %s ch est pilot, N_RB_UL %d\n", __FUNCTION__, gNB->frame_parms.N_RB_UL);
    LOG_I(PHY, "In %s bwp_start_subcarrier %d, k0 %d, first_carrier %d, nb_rb_pusch %d\n", __FUNCTION__, bwp_start_subcarrier, k0, gNB->frame_parms.first_carrier_offset, nb_rb_pusch);
    LOG_I(PHY, "In %s ul_ch addr %p nushift %d\n", __FUNCTION__, ul_ch, nushift);
#endif

    if (pusch_pdu->dmrs_config_type == pusch_dmrs_type1 && chest_freq == 0) {
      c16_t *pil   = pilot;
      int re_offset = k0;
      LOG_D(PHY,"PUSCH estimation DMRS type 1, Freq-domain interpolation");
      // For configuration type 1: k = 4*n + 2*k' + delta,
      // where k' is 0 or 1, and delta is in Table 6.4.1.1.3-1 from TS 38.211
      int pilot_cnt = 0;
      int delta = nr_pusch_dmrs_delta(pusch_dmrs_type1, p);

      for (int n = 0; n < 3*nb_rb_pusch; n++) {
        // LS estimation
        c32_t ch = {0};

        for (int k_line = 0; k_line <= 1; k_line++) {
          re_offset = (k0 + (n << 2) + (k_line << 1) + delta) % symbolSize;
          ch=c32x16maddShift(*pil,
                             rxdataF[soffset + re_offset],
                             ch,
                             16);
          pil++;
        }

        c16_t ch16= {.r=(int16_t)ch.r, .i=(int16_t)ch.i};
        *max_ch = max(*max_ch, max(abs(ch.r), abs(ch.i)));

        // Channel interpolation
        for (int k_line = 0; k_line <= 1; k_line++) {
#ifdef DEBUG_PUSCH
          re_offset = (k0 + (n << 2) + (k_line << 1)) % symbolSize;
          c16_t *rxF = &rxdataF[soffset + re_offset];
          printf("pilot %4u: pil -> (%6d,%6d), rxF -> (%4d,%4d), ch -> (%4d,%4d)\n",
                 pilot_cnt, pil->r, pil->i, rxF->r, rxF->i, ch.r, ch.i);
#endif

          if (pilot_cnt == 0) {
            c16multaddVectRealComplex(filt16_ul_p0, &ch16, ul_ch, 16);
          } else if (pilot_cnt == 1 || pilot_cnt == 2) {
            c16multaddVectRealComplex(filt16_ul_p1p2, &ch16, ul_ch, 16);
          } else if (pilot_cnt == (6 * nb_rb_pusch - 1)) {
            c16multaddVectRealComplex(filt16_ul_last, &ch16, ul_ch, 16);
          } else {
            c16multaddVectRealComplex(filt16_ul_middle, &ch16, ul_ch, 16);
            if (pilot_cnt % 2 == 0) {
              ul_ch += 4;
            }
          }

          pilot_cnt++;
        }
      }

#ifdef DEBUG_PUSCH
      ul_ch = &ul_ch_estimates[p*gNB->frame_parms.nb_antennas_rx+aarx][ch_offset];

      for(uint16_t idxP=0; idxP<ceil((float)nb_rb_pusch*12/8); idxP++) {
        printf("(%3d)\t",idxP);

        for(uint8_t idxI=0; idxI<8; idxI++) {
          printf("%d\t%d\t",ul_ch[idxP*8+idxI].r,ul_ch[idxP*8+idxI].i);
        }

        printf("\n");
      }
#endif

    } else if (pusch_pdu->dmrs_config_type == pusch_dmrs_type2 && chest_freq == 0) { //pusch_dmrs_type2  |p_r,p_l,d,d,d,d,p_r,p_l,d,d,d,d|
      LOG_D(PHY,"PUSCH estimation DMRS type 2, Freq-domain interpolation");
      c16_t *pil   = pilot;
      int re_offset = k0;
      // Treat first DMRS specially (left edge)
      *ul_ch=c16mulShift(*pil,
                         rxdataF[soffset+nushift+re_offset],
                         15);
      pil++;
      ul_ch++;
      re_offset = (re_offset + 1)%symbolSize;
      ch_offset++;

      // TO verify: used after the loop, likely a piece of code is missing for ch_r
      c16_t ch_r;
      for (int re_cnt = 1; re_cnt < (nb_rb_pusch*NR_NB_SC_PER_RB) - 5; re_cnt += 6) {
        c16_t ch_l=c16mulShift(*pil,
                               rxdataF[soffset+nushift+re_offset],
                               15);
        *ul_ch = ch_l;
        pil++;
        ul_ch++;
        ch_offset++;
        multadd_real_four_symbols_vector_complex_scalar(filt8_ml2,
                                                      &ch_l,
                                                      ul_ch);
        *max_ch = max(*max_ch, max(abs(ch_l.r), abs(ch_l.i)));

        re_offset = (re_offset+5)%symbolSize;
        ch_r=c16mulShift(*pil,
                         rxdataF[soffset+nushift+re_offset],
                         15);
        multadd_real_four_symbols_vector_complex_scalar(filt8_mr2,
                                                        &ch_r,
                                                        ul_ch);
        *max_ch = max(*max_ch, max(abs(ch_r.r), abs(ch_r.i)));

        //for (int re_idx = 0; re_idx < 8; re_idx += 2)
        //printf("ul_ch = %d + j*%d\n", ul_ch[re_idx], ul_ch[re_idx+1]);
        ul_ch += 4;
        ch_offset += 4;
        *ul_ch = ch_r;
        pil++;
        ul_ch++;
        ch_offset++;
        re_offset = (re_offset + 1)%symbolSize;
      }

      // Treat last pilot specially (right edge)
      c16_t ch_l=c16mulShift(*pil,
                             rxdataF[soffset+nushift+re_offset],
                             15);
      *ul_ch = ch_l;
      ul_ch++;
      ch_offset++;
      multadd_real_four_symbols_vector_complex_scalar(filt8_rr1,
                                                      &ch_l,
                                                      ul_ch);
      multadd_real_four_symbols_vector_complex_scalar(filt8_rr2,
                                                      &ch_r,
                                                      ul_ch);
      __m128i *ul_ch_128 = (__m128i *)&ul_ch_estimates[p*gNB->frame_parms.nb_antennas_rx+aarx][ch_offset];
      ul_ch_128[0] = _mm_slli_epi16 (ul_ch_128[0], 2);
    }

    else if (pusch_pdu->dmrs_config_type == pusch_dmrs_type1) { // this is case without frequency-domain linear interpolation, just take average of LS channel estimates of 6 DMRS REs and use a common value for the whole PRB
      LOG_D(PHY,"PUSCH estimation DMRS type 1, no Freq-domain interpolation\n");
      c16_t *rxF   =  &rxdataF[soffset + nushift];
      int pil_offset = 0;
      int re_offset = k0;
      c16_t ch;

      // First PRB
      ch=c32x16cumulVectVectWithSteps(pilot, &pil_offset, 1, rxF, &re_offset, 2, symbolSize, 6);

#if NO_INTERP
      for (c16_t *end=ul_ch+12; ul_ch<end; ul_ch++)
        *ul_ch=ch;
#else
      c16multaddVectRealComplex(filt8_avlip0, &ch, ul_ch, 8);
      ul_ch += 8;
      c16multaddVectRealComplex(filt8_avlip1, &ch, ul_ch, 8);
      ul_ch += 8;
      c16multaddVectRealComplex(filt8_avlip2, &ch, ul_ch, 8);
      ul_ch -= 12;
#endif

      for (int pilot_cnt=6; pilot_cnt<6*(nb_rb_pusch-1); pilot_cnt += 6) {
        ch=c32x16cumulVectVectWithSteps(pilot, &pil_offset, 1, rxF, &re_offset, 2, symbolSize, 6);
        *max_ch = max(*max_ch, max(abs(ch.r), abs(ch.i)));

#if NO_INTERP
      for (c16_t *end=ul_ch+12; ul_ch<end; ul_ch++)
          *ul_ch=ch;
#else
        ul_ch[3].r += (ch.r * 1365)>>15; // 1/12*16384
        ul_ch[3].i += (ch.i * 1365)>>15; // 1/12*16384

        ul_ch += 4;
        c16multaddVectRealComplex(filt8_avlip3, &ch, ul_ch, 8);
        ul_ch += 8;
        c16multaddVectRealComplex(filt8_avlip4, &ch, ul_ch, 8);
        ul_ch += 8;
        c16multaddVectRealComplex(filt8_avlip5, &ch, ul_ch, 8);
        ul_ch -= 8;
#endif
      }
      // Last PRB
      ch=c32x16cumulVectVectWithSteps(pilot, &pil_offset, 1, rxF, &re_offset, 2, symbolSize, 6);

#if NO_INTERP
      for (c16_t *end=ul_ch+12; ul_ch<end; ul_ch++)
        *ul_ch=ch;
#else
      ul_ch[3].r += (ch.r * 1365)>>15; // 1/12*16384
      ul_ch[3].i += (ch.i * 1365)>>15; // 1/12*16384

      ul_ch += 4;
      c16multaddVectRealComplex(filt8_avlip3, &ch, ul_ch, 8);
      ul_ch += 8;
      c16multaddVectRealComplex(filt8_avlip6, &ch, ul_ch, 8);
#endif
    } else  { // this is case without frequency-domain linear interpolation, just take average of LS channel estimates of 4 DMRS REs and use a common value for the whole PRB
      LOG_D(PHY,"PUSCH estimation DMRS type 2, no Freq-domain interpolation");
      c16_t *pil   = pilot;
      int re_offset = k0;
      c32_t ch0={0};
      //First PRB
      ch0=c32x16mulShift(*pil,
                         rxdataF[soffset + nushift + re_offset],
                         15);
      pil++;
      re_offset = (re_offset+1) % symbolSize;
      ch0=c32x16maddShift(*pil,
                          rxdataF[nushift+re_offset],
                          ch0,
                          15);
      pil++;
      re_offset = (re_offset+5) % symbolSize;
      ch0=c32x16maddShift(*pil,
                          rxdataF[nushift+re_offset],
                          ch0,
                          15);
      re_offset = (re_offset+1) % symbolSize;
      ch0=c32x16maddShift(*pil,
                          rxdataF[nushift+re_offset],
                          ch0,
                          15);
      pil++;
      re_offset = (re_offset+5) % symbolSize;

      c16_t ch=c16x32div(ch0, 4);
#if NO_INTERP
      for (c16_t *end=ul_ch+12; ul_ch<end; ul_ch++)
        *ul_ch=ch;
#else
      c16multaddVectRealComplex(filt8_avlip0, &ch, ul_ch, 8);
      ul_ch += 8;
      c16multaddVectRealComplex(filt8_avlip1, &ch, ul_ch, 8);
      ul_ch += 8;
      c16multaddVectRealComplex(filt8_avlip2, &ch, ul_ch, 8);
      ul_ch -= 12;
#endif

      for (int pilot_cnt=4; pilot_cnt<4*(nb_rb_pusch-1); pilot_cnt += 4) {
        c32_t ch0;
        ch0=c32x16mulShift(*pil, rxdataF[nushift+re_offset], 15);
        pil++;
        re_offset = (re_offset+1) % symbolSize;

        ch0=c32x16maddShift(*pil, rxdataF[nushift+re_offset], ch0, 15);
        pil++;
        re_offset = (re_offset+5) % symbolSize;

        ch0=c32x16maddShift(*pil, rxdataF[nushift+re_offset], ch0, 15);
        pil++;
        re_offset = (re_offset+1) % symbolSize;

        ch0=c32x16maddShift(*pil, rxdataF[nushift+re_offset], ch0, 15);
        pil++;
        re_offset = (re_offset+5) % symbolSize;

        ch=c16x32div(ch0, 4);
        *max_ch = max(*max_ch, max(abs(ch.r), abs(ch.i)));

#if NO_INTERP
        for (c16_t *end=ul_ch+12; ul_ch<end; ul_ch++)
          *ul_ch=ch;
#else
        ul_ch[3] = c16maddShift(ch, (c16_t){1365, 1365}, (c16_t){0, 0}, 15); // 1365 = 1/12*16384 (full range is +/- 32768)
        ul_ch += 4;
        c16multaddVectRealComplex(filt8_avlip3, &ch, ul_ch, 8);
        ul_ch += 8;
        c16multaddVectRealComplex(filt8_avlip4, &ch, ul_ch, 8);
        ul_ch += 8;
        c16multaddVectRealComplex(filt8_avlip5, &ch, ul_ch, 8);
        ul_ch -= 8;
#endif
      }

      // Last PRB
      ch0=c32x16mulShift(*pil, rxdataF[nushift+re_offset], 15);
      pil++;
      re_offset = (re_offset+1) % symbolSize;

      ch0=c32x16maddShift(*pil, rxdataF[nushift+re_offset], ch0, 15);
      pil++;
      re_offset = (re_offset+5) % symbolSize;

      ch0=c32x16maddShift(*pil, rxdataF[nushift+re_offset], ch0, 15);
      pil++;
      re_offset = (re_offset+1) % symbolSize;

      ch0=c32x16maddShift(*pil, rxdataF[nushift+re_offset], ch0, 15);
      pil++;
      re_offset = (re_offset+5) % symbolSize;

      ch=c16x32div(ch0, 4);
#if NO_INTERP
      for (c16_t *end=ul_ch+12; ul_ch<end; ul_ch++)
          *ul_ch=ch;
#else
      ul_ch[3] = c16maddShift(ch, (c16_t){1365, 1365}, (c16_t){0, 0}, 15); // 1365 = 1/12*16384 (full range is +/- 32768)
      ul_ch += 4;
      c16multaddVectRealComplex(filt8_avlip3, &ch, ul_ch, 8);
      ul_ch += 8;
      c16multaddVectRealComplex(filt8_avlip6, &ch, ul_ch, 8);
#endif
    }

#ifdef DEBUG_PUSCH
    ul_ch = &ul_ch_estimates[p*gNB->frame_parms.nb_antennas_rx+aarx][ch_offset];

    for(int idxP=0; idxP<ceil((float)nb_rb_pusch*12/8); idxP++) {
      for(int idxI=0; idxI<8; idxI++) {
        printf("%d\t%d\t",ul_ch[idxP*8+idxI].r,ul_ch[idxP*8+idxI].i);
      }

      printf("%d\n",idxP);
    }
#endif

    // Convert to time domain
    freq2time(symbolSize,
              (int16_t *) &ul_ch_estimates[aarx][symbol_offset],
              (int16_t *) gNB->pusch_vars[ul_id]->ul_ch_estimates_time[aarx]);
  }

#ifdef DEBUG_CH
  fclose(debug_ch_est);
#endif
  return(0);
}


/*******************************************************************
 *
 * NAME :         nr_pusch_ptrs_processing
 *
 * PARAMETERS :   gNB         : gNB data structure
 *                rel15_ul    : UL parameters
 *                UE_id       : UE ID
 *                nr_tti_rx   : slot rx TTI
 *            dmrs_symbol_flag: DMRS Symbol Flag
 *                symbol      : OFDM Symbol
 *                nb_re_pusch : PUSCH RE's
 *                nb_re_pusch : PUSCH RE's
 *
 * RETURN :       nothing
 *
 * DESCRIPTION :
 *  If ptrs is enabled process the symbol accordingly
 *  1) Estimate phase noise per PTRS symbol
 *  2) Interpolate PTRS estimated value in TD after all PTRS symbols
 *  3) Compensated DMRS based estimated signal with PTRS estimation for slot
 *********************************************************************/
void nr_pusch_ptrs_processing(PHY_VARS_gNB *gNB,
                              NR_DL_FRAME_PARMS *frame_parms,
                              nfapi_nr_pusch_pdu_t *rel15_ul,
                              uint8_t ulsch_id,
                              uint8_t nr_tti_rx,
                              unsigned char symbol,
                              uint32_t nb_re_pusch) {
  //#define DEBUG_UL_PTRS 1
  int32_t *ptrs_re_symbol   = NULL;
  int8_t   ret = 0;
  uint8_t  symbInSlot       = rel15_ul->start_symbol_index + rel15_ul->nr_of_symbols;
  uint8_t *startSymbIndex   = &rel15_ul->start_symbol_index;
  uint8_t *nbSymb           = &rel15_ul->nr_of_symbols;
  uint8_t  *L_ptrs          = &rel15_ul->pusch_ptrs.ptrs_time_density;
  uint8_t  *K_ptrs          = &rel15_ul->pusch_ptrs.ptrs_freq_density;
  uint16_t *dmrsSymbPos     = &rel15_ul->ul_dmrs_symb_pos;
  uint16_t *ptrsSymbPos     = &gNB->pusch_vars[ulsch_id]->ptrs_symbols;
  uint8_t  *ptrsSymbIdx     = &gNB->pusch_vars[ulsch_id]->ptrs_symbol_index;
  uint8_t  *dmrsConfigType  = &rel15_ul->dmrs_config_type;
  uint16_t *nb_rb           = &rel15_ul->rb_size;
  uint8_t  *ptrsReOffset    = &rel15_ul->pusch_ptrs.ptrs_ports_list[0].ptrs_re_offset;

  /* loop over antennas */
  for (int aarx=0; aarx<frame_parms->nb_antennas_rx; aarx++) {
    c16_t *phase_per_symbol = (c16_t*)gNB->pusch_vars[ulsch_id]->ptrs_phase_per_slot[aarx];
    ptrs_re_symbol = &gNB->pusch_vars[ulsch_id]->ptrs_re_per_slot;
    *ptrs_re_symbol = 0;
    phase_per_symbol[symbol].i = 0; 
    /* set DMRS estimates to 0 angle with magnitude 1 */
    if(is_dmrs_symbol(symbol,*dmrsSymbPos)) {
      /* set DMRS real estimation to 32767 */
      phase_per_symbol[symbol].r=INT16_MAX; // 32767
#ifdef DEBUG_UL_PTRS
      printf("[PHY][PTRS]: DMRS Symbol %d -> %4d + j*%4d\n", symbol, phase_per_symbol[symbol].r,phase_per_symbol[symbol].i);
#endif
    }
    else {// real ptrs value is set to 0
      phase_per_symbol[symbol].r = 0; 
    }

    if(symbol == *startSymbIndex) {
      *ptrsSymbPos = 0;
      set_ptrs_symb_idx(ptrsSymbPos,
                        *nbSymb,
                        *startSymbIndex,
                        1<< *L_ptrs,
                        *dmrsSymbPos);
    }

    /* if not PTRS symbol set current ptrs symbol index to zero*/
    *ptrsSymbIdx = 0;

    /* Check if current symbol contains PTRS */
    if(is_ptrs_symbol(symbol, *ptrsSymbPos)) {
      *ptrsSymbIdx = symbol;
      /*------------------------------------------------------------------------------------------------------- */
      /* 1) Estimate common phase error per PTRS symbol                                                                */
      /*------------------------------------------------------------------------------------------------------- */
      nr_ptrs_cpe_estimation(*K_ptrs,*ptrsReOffset,*dmrsConfigType,*nb_rb,
                             rel15_ul->rnti,
                             nr_tti_rx,
                             symbol,frame_parms->ofdm_symbol_size,
                             (int16_t *)&gNB->pusch_vars[ulsch_id]->rxdataF_comp[aarx][(symbol * nb_re_pusch)],
                             gNB->nr_gold_pusch_dmrs[rel15_ul->scid][nr_tti_rx][symbol],
                             (int16_t*)&phase_per_symbol[symbol],
                             ptrs_re_symbol);
    }

    /* For last OFDM symbol at each antenna perform interpolation and compensation for the slot*/
    if(symbol == (symbInSlot -1)) {
      /*------------------------------------------------------------------------------------------------------- */
      /* 2) Interpolate PTRS estimated value in TD */
      /*------------------------------------------------------------------------------------------------------- */
      /* If L-PTRS is > 0 then we need interpolation */
      if(*L_ptrs > 0) {
        ret = nr_ptrs_process_slot(*dmrsSymbPos, *ptrsSymbPos, (int16_t*)phase_per_symbol, *startSymbIndex, *nbSymb);
        if(ret != 0) {
          LOG_W(PHY,"[PTRS] Compensation is skipped due to error in PTRS slot processing !!\n");
        }
      }

#ifdef DEBUG_UL_PTRS
      LOG_M("ptrsEstUl.m","est",gNB->pusch_vars[ulsch_id]->ptrs_phase_per_slot[aarx],frame_parms->symbols_per_slot,1,1 );
      LOG_M("rxdataF_bf_ptrs_comp_ul.m","bf_ptrs_cmp",
            &gNB->pusch_vars[0]->rxdataF_comp[aarx][rel15_ul->start_symbol_index * NR_NB_SC_PER_RB * rel15_ul->rb_size],
            rel15_ul->nr_of_symbols * NR_NB_SC_PER_RB * rel15_ul->rb_size,1,1);
#endif

      /*------------------------------------------------------------------------------------------------------- */
      /* 3) Compensated DMRS based estimated signal with PTRS estimation                                        */
      /*--------------------------------------------------------------------------------------------------------*/
      for(uint8_t i = *startSymbIndex; i < symbInSlot; i++) {
        /* DMRS Symbol has 0 phase so no need to rotate the respective symbol */
        /* Skip rotation if the slot processing is wrong */
        if((!is_dmrs_symbol(i,*dmrsSymbPos)) && (ret == 0)) {
#ifdef DEBUG_UL_PTRS
          printf("[PHY][UL][PTRS]: Rotate Symbol %2d with  %d + j* %d\n", i, phase_per_symbol[i].r,phase_per_symbol[i].i);
#endif
          rotate_cpx_vector((c16_t*)&gNB->pusch_vars[ulsch_id]->rxdataF_comp[aarx][(i * rel15_ul->rb_size * NR_NB_SC_PER_RB)],
                            &phase_per_symbol[i],
                            (c16_t*)&gNB->pusch_vars[ulsch_id]->rxdataF_comp[aarx][(i * rel15_ul->rb_size * NR_NB_SC_PER_RB)],
                            ((*nb_rb) * NR_NB_SC_PER_RB), 15);
        }// if not DMRS Symbol
      }// symbol loop
    }// last symbol check
  }//Antenna loop
}

uint32_t calc_power(const int16_t *x, const uint32_t size) {
  int64_t sum_x = 0;
  int64_t sum_x2 = 0;
  for(int k = 0; k<size; k++) {
    sum_x = sum_x + x[k];
    sum_x2 = sum_x2 + x[k]*x[k];
  }

  return sum_x2/size - (sum_x/size)*(sum_x/size);
}

int nr_srs_channel_estimation(const PHY_VARS_gNB *gNB,
                              const int frame,
                              const int slot,
                              const nfapi_nr_srs_pdu_t *srs_pdu,
                              const nr_srs_info_t *nr_srs_info,
                              const int32_t **srs_generated_signal,
                              int32_t srs_received_signal[][gNB->frame_parms.ofdm_symbol_size*(1<<srs_pdu->num_symbols)],
                              int32_t srs_estimated_channel_freq[][1<<srs_pdu->num_ant_ports][gNB->frame_parms.ofdm_symbol_size*(1<<srs_pdu->num_symbols)],
                              int32_t srs_estimated_channel_time[][1<<srs_pdu->num_ant_ports][gNB->frame_parms.ofdm_symbol_size],
                              int32_t srs_estimated_channel_time_shifted[][1<<srs_pdu->num_ant_ports][gNB->frame_parms.ofdm_symbol_size],
                              int8_t *snr_per_rb,
                              int8_t *snr) {

#ifdef SRS_DEBUG
  LOG_I(NR_PHY,"Calling %s function\n", __FUNCTION__);
#endif

  const NR_DL_FRAME_PARMS *frame_parms = &gNB->frame_parms;
  const uint64_t subcarrier_offset = frame_parms->first_carrier_offset + srs_pdu->bwp_start*NR_NB_SC_PER_RB;

  const uint8_t N_ap = 1<<srs_pdu->num_ant_ports;
  const uint8_t K_TC = 2<<srs_pdu->comb_size;
  const uint16_t m_SRS_b = srs_bandwidth_config[srs_pdu->config_index][srs_pdu->bandwidth_index][0];
  const uint16_t M_sc_b_SRS = m_SRS_b * NR_NB_SC_PER_RB/K_TC;
  uint8_t fd_cdm = N_ap;
  if (N_ap == 4 && ((K_TC == 2 && srs_pdu->cyclic_shift >= 4) || (K_TC == 4 && srs_pdu->cyclic_shift >= 6))) {
    fd_cdm = 2;
  }

  c16_t srs_ls_estimated_channel[frame_parms->ofdm_symbol_size*(1<<srs_pdu->num_symbols)];
  uint32_t noise_power_per_rb[srs_pdu->bwp_size];
  int16_t ch_real[frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS];
  int16_t ch_imag[frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS];
  int16_t noise_real[frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS];
  int16_t noise_imag[frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS];
  int16_t ls_estimated[2];

  uint8_t mem_offset = ((16 - ((long)&srs_estimated_channel_freq[0][0][subcarrier_offset + nr_srs_info->k_0_p[0][0]])) & 0xF) >> 2; // >> 2 <=> /sizeof(int32_t)

  // filt16_end is {4096,8192,8192,8192,12288,16384,16384,16384,0,0,0,0,0,0,0,0}
  // The End of OFDM symbol corresponds to the position of last 16384 in the filter
  // The multadd_real_vector_complex_scalar applies the remaining 8 zeros of filter, therefore, to avoid a buffer overflow,
  // we added 8 in the array size
  int32_t srs_est[frame_parms->ofdm_symbol_size*(1<<srs_pdu->num_symbols) + mem_offset + 8] __attribute__ ((aligned(32)));

  for (int ant = 0; ant < frame_parms->nb_antennas_rx; ant++) {

    for (int p_index = 0; p_index < N_ap; p_index++) {

      memset(srs_ls_estimated_channel, 0, frame_parms->ofdm_symbol_size*(1<<srs_pdu->num_symbols)*sizeof(c16_t));
      memset(srs_est, 0, (frame_parms->ofdm_symbol_size*(1<<srs_pdu->num_symbols) + mem_offset)*sizeof(int32_t));

#ifdef SRS_DEBUG
      LOG_I(NR_PHY,"====================== UE port %d --> gNB Rx antenna %i ======================\n", p_index, ant);
#endif

      uint16_t subcarrier = subcarrier_offset + nr_srs_info->k_0_p[p_index][0];
      if (subcarrier>frame_parms->ofdm_symbol_size) {
        subcarrier -= frame_parms->ofdm_symbol_size;
      }

      int16_t *srs_estimated_channel16 = (int16_t *)&srs_est[subcarrier + mem_offset];

      for (int k = 0; k < M_sc_b_SRS; k++) {

        if (k%fd_cdm==0) {

          ls_estimated[0] = 0;
          ls_estimated[1] = 0;
          uint16_t subcarrier_cdm = subcarrier;

          for (int cdm_idx = 0; cdm_idx < fd_cdm; cdm_idx++) {

            int16_t generated_real = ((c16_t*)srs_generated_signal[p_index])[subcarrier_cdm].r;
            int16_t generated_imag = ((c16_t*)srs_generated_signal[p_index])[subcarrier_cdm].i;

            int16_t received_real = ((c16_t*)srs_received_signal[ant])[subcarrier_cdm].r;
            int16_t received_imag = ((c16_t*)srs_received_signal[ant])[subcarrier_cdm].i;

            // We know that nr_srs_info->srs_generated_signal_bits bits are enough to represent the generated_real and generated_imag.
            // So we only need a nr_srs_info->srs_generated_signal_bits shift to ensure that the result fits into 16 bits.
            ls_estimated[0] += (int16_t)(((int32_t)generated_real*received_real + (int32_t)generated_imag*received_imag)>>nr_srs_info->srs_generated_signal_bits);
            ls_estimated[1] += (int16_t)(((int32_t)generated_real*received_imag - (int32_t)generated_imag*received_real)>>nr_srs_info->srs_generated_signal_bits);

            // Subcarrier increment
            subcarrier_cdm += K_TC;
            if (subcarrier_cdm >= frame_parms->ofdm_symbol_size) {
              subcarrier_cdm=subcarrier_cdm-frame_parms->ofdm_symbol_size;
            }
          }
        }

        srs_ls_estimated_channel[subcarrier].r = ls_estimated[0];
        srs_ls_estimated_channel[subcarrier].i = ls_estimated[1];

#ifdef SRS_DEBUG
        int subcarrier_log = subcarrier-subcarrier_offset;
        if(subcarrier_log < 0) {
          subcarrier_log = subcarrier_log + frame_parms->ofdm_symbol_size;
        }
        if(subcarrier_log%12 == 0) {
          LOG_I(NR_PHY,"------------------------------------ %d ------------------------------------\n", subcarrier_log/12);
          LOG_I(NR_PHY,"\t  __genRe________genIm__|____rxRe_________rxIm__|____lsRe________lsIm_\n");
        }
        LOG_I(NR_PHY,"(%4i) %6i\t%6i  |  %6i\t%6i  |  %6i\t%6i\n",
              subcarrier_log,
              ((c16_t*)srs_generated_signal[p_index])[subcarrier].r, ((c16_t*)srs_generated_signal[p_index])[subcarrier].i,
              ((c16_t*)srs_received_signal[ant])[subcarrier].r, ((c16_t*)srs_received_signal[ant])[subcarrier].i,
              ls_estimated[0], ls_estimated[1]);
#endif

        const uint16_t sc_offset = subcarrier + mem_offset;

        // Channel interpolation
        if(srs_pdu->comb_size == 0) {
          if(k == 0) { // First subcarrier case
            // filt8_start is {12288,8192,4096,0,0,0,0,0}
            multadd_real_vector_complex_scalar(filt8_start, ls_estimated, srs_estimated_channel16, 8);
          } else if(subcarrier < K_TC) { // Start of OFDM symbol case
            // filt8_start is {12288,8192,4096,0,0,0,0,0}
            srs_estimated_channel16 = (int16_t *)&srs_est[subcarrier];
            short *filter = mem_offset==0 ? filt8_start:filt8_start_shift2;
            multadd_real_vector_complex_scalar(filter, ls_estimated, srs_estimated_channel16, 8);
          } else if((subcarrier+K_TC)>=frame_parms->ofdm_symbol_size || k == (M_sc_b_SRS-1)) { // End of OFDM symbol or last subcarrier cases
            // filt8_end is {4096,8192,12288,16384,0,0,0,0}
            short *filter = mem_offset==0 || k == (M_sc_b_SRS-1) ? filt8_end:filt8_end_shift2;
            multadd_real_vector_complex_scalar(filter, ls_estimated, srs_estimated_channel16, 8);
          } else if(k%2 == 1) { // 1st middle case
            // filt8_middle2 is {4096,8192,8192,8192,4096,0,0,0}
            multadd_real_vector_complex_scalar(filt8_middle2, ls_estimated, srs_estimated_channel16, 8);
          } else if(k%2 == 0) { // 2nd middle case
            // filt8_middle4 is {0,0,4096,8192,8192,8192,4096,0}
            multadd_real_vector_complex_scalar(filt8_middle4, ls_estimated, srs_estimated_channel16, 8);
            srs_estimated_channel16 = (int16_t *)&srs_est[sc_offset];
          }
        } else {
          if(k == 0) { // First subcarrier case
            // filt16_start is {12288,8192,8192,8192,4096,0,0,0,0,0,0,0,0,0,0,0}
            multadd_real_vector_complex_scalar(filt16_start, ls_estimated, srs_estimated_channel16, 16);
          } else if(subcarrier < K_TC) { // Start of OFDM symbol case
            srs_estimated_channel16 = (int16_t *)&srs_est[sc_offset];
            // filt16_start is {12288,8192,8192,8192,4096,0,0,0,0,0,0,0,0,0,0,0}
            multadd_real_vector_complex_scalar(filt16_start, ls_estimated, srs_estimated_channel16, 16);
          } else if((subcarrier+K_TC)>=frame_parms->ofdm_symbol_size || k == (M_sc_b_SRS-1)) { // End of OFDM symbol or last subcarrier cases
            // filt16_end is {4096,8192,8192,8192,12288,16384,16384,16384,0,0,0,0,0,0,0,0}
            multadd_real_vector_complex_scalar(filt16_end, ls_estimated, srs_estimated_channel16, 16);
          } else { // Middle case
            // filt16_middle4 is {4096,8192,8192,8192,8192,8192,8192,8192,4096,0,0,0,0,0,0,0}
            multadd_real_vector_complex_scalar(filt16_middle4, ls_estimated, srs_estimated_channel16, 16);
            srs_estimated_channel16 = (int16_t *)&srs_est[sc_offset];
          }
        }

        // Subcarrier increment
        subcarrier += K_TC;
        if (subcarrier >= frame_parms->ofdm_symbol_size) {
          subcarrier=subcarrier-frame_parms->ofdm_symbol_size;
        }

      } // for (int k = 0; k < M_sc_b_SRS; k++)

      memcpy(&srs_estimated_channel_freq[ant][p_index][0],
             &srs_est[mem_offset],
             (frame_parms->ofdm_symbol_size*(1<<srs_pdu->num_symbols))*sizeof(int32_t));

      // Compute noise
      subcarrier = subcarrier_offset + nr_srs_info->k_0_p[p_index][0];
      if (subcarrier>frame_parms->ofdm_symbol_size) {
        subcarrier -= frame_parms->ofdm_symbol_size;
      }
      uint16_t base_idx = ant*N_ap*M_sc_b_SRS + p_index*M_sc_b_SRS;
      for (int k = 0; k < M_sc_b_SRS; k++) {
        ch_real[base_idx+k] = ((c16_t*)srs_estimated_channel_freq[ant][p_index])[subcarrier].r;
        ch_imag[base_idx+k] = ((c16_t*)srs_estimated_channel_freq[ant][p_index])[subcarrier].i;
        noise_real[base_idx+k] = abs(srs_ls_estimated_channel[subcarrier].r - ch_real[base_idx+k]);
        noise_imag[base_idx+k] = abs(srs_ls_estimated_channel[subcarrier].i - ch_imag[base_idx+k]);
        subcarrier += K_TC;
        if (subcarrier >= frame_parms->ofdm_symbol_size) {
          subcarrier=subcarrier-frame_parms->ofdm_symbol_size;
        }
      }

#ifdef SRS_DEBUG
      subcarrier = subcarrier_offset + nr_srs_info->k_0_p[p_index][0];
      if (subcarrier>frame_parms->ofdm_symbol_size) {
        subcarrier -= frame_parms->ofdm_symbol_size;
      }

      for (int k = 0; k < K_TC*M_sc_b_SRS; k++) {

        int subcarrier_log = subcarrier-subcarrier_offset;
        if(subcarrier_log < 0) {
          subcarrier_log = subcarrier_log + frame_parms->ofdm_symbol_size;
        }

        if(subcarrier_log%12 == 0) {
          LOG_I(NR_PHY,"------------------------------------- %d -------------------------------------\n", subcarrier_log/12);
          LOG_I(NR_PHY,"\t  __lsRe__________lsIm__|____intRe_______intIm__|____noiRe_______noiIm__\n");
        }

        LOG_I(NR_PHY,"(%4i) %6i\t%6i  |  %6i\t%6i  |  %6i\t%6i\n",
              subcarrier_log,
              srs_ls_estimated_channel[subcarrier].r,
              srs_ls_estimated_channel[subcarrier].i,
              ((c16_t*)srs_estimated_channel_freq[ant][p_index])[subcarrier].r,
              ((c16_t*)srs_estimated_channel_freq[ant][p_index])[subcarrier].i,
              noise_real[base_idx+(k/K_TC)], noise_imag[base_idx+(k/K_TC)]);

        // Subcarrier increment
        subcarrier++;
        if (subcarrier >= frame_parms->ofdm_symbol_size) {
          subcarrier=subcarrier-frame_parms->ofdm_symbol_size;
        }
      }
#endif

      // Convert to time domain
      freq2time(gNB->frame_parms.ofdm_symbol_size,
                (int16_t*) srs_estimated_channel_freq[ant][p_index],
                (int16_t*) srs_estimated_channel_time[ant][p_index]);

      memcpy(&srs_estimated_channel_time_shifted[ant][p_index][0],
             &srs_estimated_channel_time[ant][p_index][gNB->frame_parms.ofdm_symbol_size>>1],
             (gNB->frame_parms.ofdm_symbol_size>>1)*sizeof(int32_t));

      memcpy(&srs_estimated_channel_time_shifted[ant][p_index][gNB->frame_parms.ofdm_symbol_size>>1],
             &srs_estimated_channel_time[ant][p_index][0],
             (gNB->frame_parms.ofdm_symbol_size>>1)*sizeof(int32_t));

    } // for (int p_index = 0; p_index < N_ap; p_index++)
  } // for (int ant = 0; ant < frame_parms->nb_antennas_rx; ant++)

  // Compute signal power
  uint32_t signal_power = calc_power(ch_real,frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS)
                          + calc_power(ch_imag,frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS);

#ifdef SRS_DEBUG
  LOG_I(NR_PHY,"signal_power = %u\n", signal_power);
#endif

  if (signal_power == 0) {
    LOG_W(NR_PHY, "Received SRS signal power is 0\n");
    return -1;
  }

  // Compute noise power

  const uint8_t signal_power_bits = log2_approx(signal_power);
  const uint8_t factor_bits = signal_power_bits < 32 ? 32 - signal_power_bits : 0; // 32 due to input of dB_fixed(uint32_t x)
  const int32_t factor_dB = dB_fixed(1<<factor_bits);

  const uint8_t srs_symbols_per_rb = srs_pdu->comb_size == 0 ? 6 : 3;
  const uint8_t n_noise_est = frame_parms->nb_antennas_rx*N_ap*srs_symbols_per_rb;
  uint64_t sum_re = 0;
  uint64_t sum_re2 = 0;
  uint64_t sum_im = 0;
  uint64_t sum_im2 = 0;

  for (int rb = 0; rb < m_SRS_b; rb++) {

    sum_re = 0;
    sum_re2 = 0;
    sum_im = 0;
    sum_im2 = 0;

    for (int ant = 0; ant < frame_parms->nb_antennas_rx; ant++) {
      for (int p_index = 0; p_index < N_ap; p_index++) {
        uint16_t base_idx = ant*N_ap*M_sc_b_SRS + p_index*M_sc_b_SRS + rb*srs_symbols_per_rb;
        for (int srs_symb = 0; srs_symb < srs_symbols_per_rb; srs_symb++) {
          sum_re = sum_re + noise_real[base_idx+srs_symb];
          sum_re2 = sum_re2 + noise_real[base_idx+srs_symb]*noise_real[base_idx+srs_symb];
          sum_im = sum_im + noise_imag[base_idx+srs_symb];
          sum_im2 = sum_im2 + noise_imag[base_idx+srs_symb]*noise_imag[base_idx+srs_symb];
        } // for (int srs_symb = 0; srs_symb < srs_symbols_per_rb; srs_symb++)
      } // for (int p_index = 0; p_index < N_ap; p_index++)
    } // for (int ant = 0; ant < frame_parms->nb_antennas_rx; ant++)

    noise_power_per_rb[rb] = max(sum_re2 / n_noise_est - (sum_re / n_noise_est) * (sum_re / n_noise_est) +
                                 sum_im2 / n_noise_est - (sum_im / n_noise_est) * (sum_im / n_noise_est), 1);
    snr_per_rb[rb] = dB_fixed((int32_t)((signal_power<<factor_bits)/noise_power_per_rb[rb])) - factor_dB;

#ifdef SRS_DEBUG
    LOG_I(NR_PHY,"noise_power_per_rb[%i] = %i, snr_per_rb[%i] = %i dB\n", rb, noise_power_per_rb[rb], rb, snr_per_rb[rb]);
#endif

  } // for (int rb = 0; rb < m_SRS_b; rb++)

  uint32_t noise_power = max(calc_power(noise_real,frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS)
                             + calc_power(noise_imag,frame_parms->nb_antennas_rx*N_ap*M_sc_b_SRS), 1);

  *snr = dB_fixed((int32_t)((signal_power<<factor_bits)/(noise_power))) - factor_dB;

#ifdef SRS_DEBUG
  LOG_I(NR_PHY,"noise_power = %u, SNR = %i dB\n", noise_power, *snr);
#endif

  return 0;
}
