volk_32f_x2_dot_prod_32f.h

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/* -*- c++ -*- */
/*
 * Copyright 2012, 2014 Free Software Foundation, Inc.
 *
 * This file is part of VOLK
 *
 * SPDX-License-Identifier: LGPL-3.0-or-later
 */

 
#ifndef INCLUDED_volk_32f_x2_dot_prod_32f_u_H
#define INCLUDED_volk_32f_x2_dot_prod_32f_u_H
 
#include <stdio.h>
#include <volk/volk_common.h>
 
 
#ifdef LV_HAVE_GENERIC
 
 
static inline void volk_32f_x2_dot_prod_32f_generic(float* result,
                                                    const float* input,
                                                    const float* taps,
                                                    unsigned int num_points)
{
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
    unsigned int number = 0;
 
    for (number = 0; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_GENERIC*/
 
 
#ifdef LV_HAVE_SSE
 
 
static inline void volk_32f_x2_dot_prod_32f_u_sse(float* result,
                                                  const float* input,
                                                  const float* taps,
                                                  unsigned int num_points)
{
 
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m128 a0Val, a1Val, a2Val, a3Val;
    __m128 b0Val, b1Val, b2Val, b3Val;
    __m128 c0Val, c1Val, c2Val, c3Val;
 
    __m128 dotProdVal0 = _mm_setzero_ps();
    __m128 dotProdVal1 = _mm_setzero_ps();
    __m128 dotProdVal2 = _mm_setzero_ps();
    __m128 dotProdVal3 = _mm_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        a0Val = _mm_loadu_ps(aPtr);
        a1Val = _mm_loadu_ps(aPtr + 4);
        a2Val = _mm_loadu_ps(aPtr + 8);
        a3Val = _mm_loadu_ps(aPtr + 12);
        b0Val = _mm_loadu_ps(bPtr);
        b1Val = _mm_loadu_ps(bPtr + 4);
        b2Val = _mm_loadu_ps(bPtr + 8);
        b3Val = _mm_loadu_ps(bPtr + 12);
 
        c0Val = _mm_mul_ps(a0Val, b0Val);
        c1Val = _mm_mul_ps(a1Val, b1Val);
        c2Val = _mm_mul_ps(a2Val, b2Val);
        c3Val = _mm_mul_ps(a3Val, b3Val);
 
        dotProdVal0 = _mm_add_ps(c0Val, dotProdVal0);
        dotProdVal1 = _mm_add_ps(c1Val, dotProdVal1);
        dotProdVal2 = _mm_add_ps(c2Val, dotProdVal2);
        dotProdVal3 = _mm_add_ps(c3Val, dotProdVal3);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal1);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal2);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal3);
 
    __VOLK_ATTR_ALIGNED(16) float dotProductVector[4];
 
    _mm_store_ps(dotProductVector,
                 dotProdVal0); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_SSE*/
 
#ifdef LV_HAVE_SSE3
 
#include <pmmintrin.h>
 
static inline void volk_32f_x2_dot_prod_32f_u_sse3(float* result,
                                                   const float* input,
                                                   const float* taps,
                                                   unsigned int num_points)
{
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m128 a0Val, a1Val, a2Val, a3Val;
    __m128 b0Val, b1Val, b2Val, b3Val;
    __m128 c0Val, c1Val, c2Val, c3Val;
 
    __m128 dotProdVal0 = _mm_setzero_ps();
    __m128 dotProdVal1 = _mm_setzero_ps();
    __m128 dotProdVal2 = _mm_setzero_ps();
    __m128 dotProdVal3 = _mm_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        a0Val = _mm_loadu_ps(aPtr);
        a1Val = _mm_loadu_ps(aPtr + 4);
        a2Val = _mm_loadu_ps(aPtr + 8);
        a3Val = _mm_loadu_ps(aPtr + 12);
        b0Val = _mm_loadu_ps(bPtr);
        b1Val = _mm_loadu_ps(bPtr + 4);
        b2Val = _mm_loadu_ps(bPtr + 8);
        b3Val = _mm_loadu_ps(bPtr + 12);
 
        c0Val = _mm_mul_ps(a0Val, b0Val);
        c1Val = _mm_mul_ps(a1Val, b1Val);
        c2Val = _mm_mul_ps(a2Val, b2Val);
        c3Val = _mm_mul_ps(a3Val, b3Val);
 
        dotProdVal0 = _mm_add_ps(dotProdVal0, c0Val);
        dotProdVal1 = _mm_add_ps(dotProdVal1, c1Val);
        dotProdVal2 = _mm_add_ps(dotProdVal2, c2Val);
        dotProdVal3 = _mm_add_ps(dotProdVal3, c3Val);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal1);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal2);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal3);
 
    __VOLK_ATTR_ALIGNED(16) float dotProductVector[4];
    _mm_store_ps(dotProductVector,
                 dotProdVal0); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_SSE3*/
 
#ifdef LV_HAVE_SSE4_1
 
#include <smmintrin.h>
 
static inline void volk_32f_x2_dot_prod_32f_u_sse4_1(float* result,
                                                     const float* input,
                                                     const float* taps,
                                                     unsigned int num_points)
{
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m128 aVal1, bVal1, cVal1;
    __m128 aVal2, bVal2, cVal2;
    __m128 aVal3, bVal3, cVal3;
    __m128 aVal4, bVal4, cVal4;
 
    __m128 dotProdVal = _mm_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        aVal1 = _mm_loadu_ps(aPtr);
        aPtr += 4;
        aVal2 = _mm_loadu_ps(aPtr);
        aPtr += 4;
        aVal3 = _mm_loadu_ps(aPtr);
        aPtr += 4;
        aVal4 = _mm_loadu_ps(aPtr);
        aPtr += 4;
 
        bVal1 = _mm_loadu_ps(bPtr);
        bPtr += 4;
        bVal2 = _mm_loadu_ps(bPtr);
        bPtr += 4;
        bVal3 = _mm_loadu_ps(bPtr);
        bPtr += 4;
        bVal4 = _mm_loadu_ps(bPtr);
        bPtr += 4;
 
        cVal1 = _mm_dp_ps(aVal1, bVal1, 0xF1);
        cVal2 = _mm_dp_ps(aVal2, bVal2, 0xF2);
        cVal3 = _mm_dp_ps(aVal3, bVal3, 0xF4);
        cVal4 = _mm_dp_ps(aVal4, bVal4, 0xF8);
 
        cVal1 = _mm_or_ps(cVal1, cVal2);
        cVal3 = _mm_or_ps(cVal3, cVal4);
        cVal1 = _mm_or_ps(cVal1, cVal3);
 
        dotProdVal = _mm_add_ps(dotProdVal, cVal1);
    }
 
    __VOLK_ATTR_ALIGNED(16) float dotProductVector[4];
    _mm_store_ps(dotProductVector,
                 dotProdVal); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_SSE4_1*/
 
#ifdef LV_HAVE_AVX
 
#include <immintrin.h>
 
static inline void volk_32f_x2_dot_prod_32f_u_avx(float* result,
                                                  const float* input,
                                                  const float* taps,
                                                  unsigned int num_points)
{
 
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m256 a0Val, a1Val;
    __m256 b0Val, b1Val;
    __m256 c0Val, c1Val;
 
    __m256 dotProdVal0 = _mm256_setzero_ps();
    __m256 dotProdVal1 = _mm256_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        a0Val = _mm256_loadu_ps(aPtr);
        a1Val = _mm256_loadu_ps(aPtr + 8);
        b0Val = _mm256_loadu_ps(bPtr);
        b1Val = _mm256_loadu_ps(bPtr + 8);
 
        c0Val = _mm256_mul_ps(a0Val, b0Val);
        c1Val = _mm256_mul_ps(a1Val, b1Val);
 
        dotProdVal0 = _mm256_add_ps(c0Val, dotProdVal0);
        dotProdVal1 = _mm256_add_ps(c1Val, dotProdVal1);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    dotProdVal0 = _mm256_add_ps(dotProdVal0, dotProdVal1);
 
    __VOLK_ATTR_ALIGNED(32) float dotProductVector[8];
 
    _mm256_storeu_ps(dotProductVector,
                     dotProdVal0); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
    dotProduct += dotProductVector[4];
    dotProduct += dotProductVector[5];
    dotProduct += dotProductVector[6];
    dotProduct += dotProductVector[7];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_AVX*/
 
#if LV_HAVE_AVX2 && LV_HAVE_FMA
#include <immintrin.h>
static inline void volk_32f_x2_dot_prod_32f_u_avx2_fma(float* result,
                                                       const float* input,
                                                       const float* taps,
                                                       unsigned int num_points)
{
    unsigned int number;
    const unsigned int eighthPoints = num_points / 8;
 
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m256 dotProdVal = _mm256_setzero_ps();
    __m256 aVal1, bVal1;
 
    for (number = 0; number < eighthPoints; number++) {
 
        aVal1 = _mm256_loadu_ps(aPtr);
        bVal1 = _mm256_loadu_ps(bPtr);
        aPtr += 8;
        bPtr += 8;
 
        dotProdVal = _mm256_fmadd_ps(aVal1, bVal1, dotProdVal);
    }
 
    __VOLK_ATTR_ALIGNED(32) float dotProductVector[8];
    _mm256_storeu_ps(dotProductVector,
                     dotProdVal); // Store the results back into the dot product vector
 
    float dotProduct = dotProductVector[0] + dotProductVector[1] + dotProductVector[2] +
                       dotProductVector[3] + dotProductVector[4] + dotProductVector[5] +
                       dotProductVector[6] + dotProductVector[7];
 
    for (number = eighthPoints * 8; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
#endif /* LV_HAVE_AVX2 && LV_HAVE_FMA */
 
#if LV_HAVE_AVX512F
#include <immintrin.h>
static inline void volk_32f_x2_dot_prod_32f_u_avx512f(float* result,
                                                      const float* input,
                                                      const float* taps,
                                                      unsigned int num_points)
{
    unsigned int number;
    const unsigned int sixteenthPoints = num_points / 16;
 
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m512 dotProdVal = _mm512_setzero_ps();
    __m512 aVal1, bVal1;
 
    for (number = 0; number < sixteenthPoints; number++) {
 
        aVal1 = _mm512_loadu_ps(aPtr);
        bVal1 = _mm512_loadu_ps(bPtr);
        aPtr += 16;
        bPtr += 16;
 
        dotProdVal = _mm512_fmadd_ps(aVal1, bVal1, dotProdVal);
    }
 
    __VOLK_ATTR_ALIGNED(64) float dotProductVector[16];
    _mm512_storeu_ps(dotProductVector,
                     dotProdVal); // Store the results back into the dot product vector
 
    float dotProduct = dotProductVector[0] + dotProductVector[1] + dotProductVector[2] +
                       dotProductVector[3] + dotProductVector[4] + dotProductVector[5] +
                       dotProductVector[6] + dotProductVector[7] + dotProductVector[8] +
                       dotProductVector[9] + dotProductVector[10] + dotProductVector[11] +
                       dotProductVector[12] + dotProductVector[13] +
                       dotProductVector[14] + dotProductVector[15];
 
    for (number = sixteenthPoints * 16; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
#endif /* LV_HAVE_AVX512F */
 
#endif /*INCLUDED_volk_32f_x2_dot_prod_32f_u_H*/
 
#ifndef INCLUDED_volk_32f_x2_dot_prod_32f_a_H
#define INCLUDED_volk_32f_x2_dot_prod_32f_a_H
 
#include <stdio.h>
#include <volk/volk_common.h>
 
 
#ifdef LV_HAVE_SSE
 
 
static inline void volk_32f_x2_dot_prod_32f_a_sse(float* result,
                                                  const float* input,
                                                  const float* taps,
                                                  unsigned int num_points)
{
 
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m128 a0Val, a1Val, a2Val, a3Val;
    __m128 b0Val, b1Val, b2Val, b3Val;
    __m128 c0Val, c1Val, c2Val, c3Val;
 
    __m128 dotProdVal0 = _mm_setzero_ps();
    __m128 dotProdVal1 = _mm_setzero_ps();
    __m128 dotProdVal2 = _mm_setzero_ps();
    __m128 dotProdVal3 = _mm_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        a0Val = _mm_load_ps(aPtr);
        a1Val = _mm_load_ps(aPtr + 4);
        a2Val = _mm_load_ps(aPtr + 8);
        a3Val = _mm_load_ps(aPtr + 12);
        b0Val = _mm_load_ps(bPtr);
        b1Val = _mm_load_ps(bPtr + 4);
        b2Val = _mm_load_ps(bPtr + 8);
        b3Val = _mm_load_ps(bPtr + 12);
 
        c0Val = _mm_mul_ps(a0Val, b0Val);
        c1Val = _mm_mul_ps(a1Val, b1Val);
        c2Val = _mm_mul_ps(a2Val, b2Val);
        c3Val = _mm_mul_ps(a3Val, b3Val);
 
        dotProdVal0 = _mm_add_ps(c0Val, dotProdVal0);
        dotProdVal1 = _mm_add_ps(c1Val, dotProdVal1);
        dotProdVal2 = _mm_add_ps(c2Val, dotProdVal2);
        dotProdVal3 = _mm_add_ps(c3Val, dotProdVal3);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal1);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal2);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal3);
 
    __VOLK_ATTR_ALIGNED(16) float dotProductVector[4];
 
    _mm_store_ps(dotProductVector,
                 dotProdVal0); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_SSE*/
 
#ifdef LV_HAVE_SSE3
 
#include <pmmintrin.h>
 
static inline void volk_32f_x2_dot_prod_32f_a_sse3(float* result,
                                                   const float* input,
                                                   const float* taps,
                                                   unsigned int num_points)
{
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m128 a0Val, a1Val, a2Val, a3Val;
    __m128 b0Val, b1Val, b2Val, b3Val;
    __m128 c0Val, c1Val, c2Val, c3Val;
 
    __m128 dotProdVal0 = _mm_setzero_ps();
    __m128 dotProdVal1 = _mm_setzero_ps();
    __m128 dotProdVal2 = _mm_setzero_ps();
    __m128 dotProdVal3 = _mm_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        a0Val = _mm_load_ps(aPtr);
        a1Val = _mm_load_ps(aPtr + 4);
        a2Val = _mm_load_ps(aPtr + 8);
        a3Val = _mm_load_ps(aPtr + 12);
        b0Val = _mm_load_ps(bPtr);
        b1Val = _mm_load_ps(bPtr + 4);
        b2Val = _mm_load_ps(bPtr + 8);
        b3Val = _mm_load_ps(bPtr + 12);
 
        c0Val = _mm_mul_ps(a0Val, b0Val);
        c1Val = _mm_mul_ps(a1Val, b1Val);
        c2Val = _mm_mul_ps(a2Val, b2Val);
        c3Val = _mm_mul_ps(a3Val, b3Val);
 
        dotProdVal0 = _mm_add_ps(dotProdVal0, c0Val);
        dotProdVal1 = _mm_add_ps(dotProdVal1, c1Val);
        dotProdVal2 = _mm_add_ps(dotProdVal2, c2Val);
        dotProdVal3 = _mm_add_ps(dotProdVal3, c3Val);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal1);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal2);
    dotProdVal0 = _mm_add_ps(dotProdVal0, dotProdVal3);
 
    __VOLK_ATTR_ALIGNED(16) float dotProductVector[4];
    _mm_store_ps(dotProductVector,
                 dotProdVal0); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_SSE3*/
 
#ifdef LV_HAVE_SSE4_1
 
#include <smmintrin.h>
 
static inline void volk_32f_x2_dot_prod_32f_a_sse4_1(float* result,
                                                     const float* input,
                                                     const float* taps,
                                                     unsigned int num_points)
{
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m128 aVal1, bVal1, cVal1;
    __m128 aVal2, bVal2, cVal2;
    __m128 aVal3, bVal3, cVal3;
    __m128 aVal4, bVal4, cVal4;
 
    __m128 dotProdVal = _mm_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        aVal1 = _mm_load_ps(aPtr);
        aPtr += 4;
        aVal2 = _mm_load_ps(aPtr);
        aPtr += 4;
        aVal3 = _mm_load_ps(aPtr);
        aPtr += 4;
        aVal4 = _mm_load_ps(aPtr);
        aPtr += 4;
 
        bVal1 = _mm_load_ps(bPtr);
        bPtr += 4;
        bVal2 = _mm_load_ps(bPtr);
        bPtr += 4;
        bVal3 = _mm_load_ps(bPtr);
        bPtr += 4;
        bVal4 = _mm_load_ps(bPtr);
        bPtr += 4;
 
        cVal1 = _mm_dp_ps(aVal1, bVal1, 0xF1);
        cVal2 = _mm_dp_ps(aVal2, bVal2, 0xF2);
        cVal3 = _mm_dp_ps(aVal3, bVal3, 0xF4);
        cVal4 = _mm_dp_ps(aVal4, bVal4, 0xF8);
 
        cVal1 = _mm_or_ps(cVal1, cVal2);
        cVal3 = _mm_or_ps(cVal3, cVal4);
        cVal1 = _mm_or_ps(cVal1, cVal3);
 
        dotProdVal = _mm_add_ps(dotProdVal, cVal1);
    }
 
    __VOLK_ATTR_ALIGNED(16) float dotProductVector[4];
    _mm_store_ps(dotProductVector,
                 dotProdVal); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
 
#endif /*LV_HAVE_SSE4_1*/
 
#ifdef LV_HAVE_AVX
 
#include <immintrin.h>
 
static inline void volk_32f_x2_dot_prod_32f_a_avx(float* result,
                                                  const float* input,
                                                  const float* taps,
                                                  unsigned int num_points)
{
 
    unsigned int number = 0;
    const unsigned int sixteenthPoints = num_points / 16;
 
    float dotProduct = 0;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m256 a0Val, a1Val;
    __m256 b0Val, b1Val;
    __m256 c0Val, c1Val;
 
    __m256 dotProdVal0 = _mm256_setzero_ps();
    __m256 dotProdVal1 = _mm256_setzero_ps();
 
    for (; number < sixteenthPoints; number++) {
 
        a0Val = _mm256_load_ps(aPtr);
        a1Val = _mm256_load_ps(aPtr + 8);
        b0Val = _mm256_load_ps(bPtr);
        b1Val = _mm256_load_ps(bPtr + 8);
 
        c0Val = _mm256_mul_ps(a0Val, b0Val);
        c1Val = _mm256_mul_ps(a1Val, b1Val);
 
        dotProdVal0 = _mm256_add_ps(c0Val, dotProdVal0);
        dotProdVal1 = _mm256_add_ps(c1Val, dotProdVal1);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    dotProdVal0 = _mm256_add_ps(dotProdVal0, dotProdVal1);
 
    __VOLK_ATTR_ALIGNED(32) float dotProductVector[8];
 
    _mm256_store_ps(dotProductVector,
                    dotProdVal0); // Store the results back into the dot product vector
 
    dotProduct = dotProductVector[0];
    dotProduct += dotProductVector[1];
    dotProduct += dotProductVector[2];
    dotProduct += dotProductVector[3];
    dotProduct += dotProductVector[4];
    dotProduct += dotProductVector[5];
    dotProduct += dotProductVector[6];
    dotProduct += dotProductVector[7];
 
    number = sixteenthPoints * 16;
    for (; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
#endif /*LV_HAVE_AVX*/
 
 
#if LV_HAVE_AVX2 && LV_HAVE_FMA
#include <immintrin.h>
static inline void volk_32f_x2_dot_prod_32f_a_avx2_fma(float* result,
                                                       const float* input,
                                                       const float* taps,
                                                       unsigned int num_points)
{
    unsigned int number;
    const unsigned int eighthPoints = num_points / 8;
 
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m256 dotProdVal = _mm256_setzero_ps();
    __m256 aVal1, bVal1;
 
    for (number = 0; number < eighthPoints; number++) {
 
        aVal1 = _mm256_load_ps(aPtr);
        bVal1 = _mm256_load_ps(bPtr);
        aPtr += 8;
        bPtr += 8;
 
        dotProdVal = _mm256_fmadd_ps(aVal1, bVal1, dotProdVal);
    }
 
    __VOLK_ATTR_ALIGNED(32) float dotProductVector[8];
    _mm256_store_ps(dotProductVector,
                    dotProdVal); // Store the results back into the dot product vector
 
    float dotProduct = dotProductVector[0] + dotProductVector[1] + dotProductVector[2] +
                       dotProductVector[3] + dotProductVector[4] + dotProductVector[5] +
                       dotProductVector[6] + dotProductVector[7];
 
    for (number = eighthPoints * 8; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
#endif /* LV_HAVE_AVX2 && LV_HAVE_FMA */
 
#if LV_HAVE_AVX512F
#include <immintrin.h>
static inline void volk_32f_x2_dot_prod_32f_a_avx512f(float* result,
                                                      const float* input,
                                                      const float* taps,
                                                      unsigned int num_points)
{
    unsigned int number;
    const unsigned int sixteenthPoints = num_points / 16;
 
    const float* aPtr = input;
    const float* bPtr = taps;
 
    __m512 dotProdVal = _mm512_setzero_ps();
    __m512 aVal1, bVal1;
 
    for (number = 0; number < sixteenthPoints; number++) {
 
        aVal1 = _mm512_load_ps(aPtr);
        bVal1 = _mm512_load_ps(bPtr);
        aPtr += 16;
        bPtr += 16;
 
        dotProdVal = _mm512_fmadd_ps(aVal1, bVal1, dotProdVal);
    }
 
    __VOLK_ATTR_ALIGNED(64) float dotProductVector[16];
    _mm512_store_ps(dotProductVector,
                    dotProdVal); // Store the results back into the dot product vector
 
    float dotProduct = dotProductVector[0] + dotProductVector[1] + dotProductVector[2] +
                       dotProductVector[3] + dotProductVector[4] + dotProductVector[5] +
                       dotProductVector[6] + dotProductVector[7] + dotProductVector[8] +
                       dotProductVector[9] + dotProductVector[10] + dotProductVector[11] +
                       dotProductVector[12] + dotProductVector[13] +
                       dotProductVector[14] + dotProductVector[15];
 
    for (number = sixteenthPoints * 16; number < num_points; number++) {
        dotProduct += ((*aPtr++) * (*bPtr++));
    }
 
    *result = dotProduct;
}
#endif /* LV_HAVE_AVX512F */
 
#ifdef LV_HAVE_NEON
#include <arm_neon.h>
 
static inline void volk_32f_x2_dot_prod_32f_neon(float* result,
                                                 const float* input,
                                                 const float* taps,
                                                 unsigned int num_points)
{
    const unsigned int sixteenthPoints = num_points / 16;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    // Use 4 independent accumulators for better pipelining
    float32x4_t acc0 = vdupq_n_f32(0);
    float32x4_t acc1 = vdupq_n_f32(0);
    float32x4_t acc2 = vdupq_n_f32(0);
    float32x4_t acc3 = vdupq_n_f32(0);
 
    for (unsigned int number = 0; number < sixteenthPoints; number++) {
        float32x4_t a0 = vld1q_f32(aPtr);
        float32x4_t a1 = vld1q_f32(aPtr + 4);
        float32x4_t a2 = vld1q_f32(aPtr + 8);
        float32x4_t a3 = vld1q_f32(aPtr + 12);
 
        float32x4_t b0 = vld1q_f32(bPtr);
        float32x4_t b1 = vld1q_f32(bPtr + 4);
        float32x4_t b2 = vld1q_f32(bPtr + 8);
        float32x4_t b3 = vld1q_f32(bPtr + 12);
 
        acc0 = vmlaq_f32(acc0, a0, b0);
        acc1 = vmlaq_f32(acc1, a1, b1);
        acc2 = vmlaq_f32(acc2, a2, b2);
        acc3 = vmlaq_f32(acc3, a3, b3);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    // Combine accumulators
    acc0 = vaddq_f32(acc0, acc1);
    acc2 = vaddq_f32(acc2, acc3);
    acc0 = vaddq_f32(acc0, acc2);
 
    // Horizontal sum (ARMv7 compatible)
    float32x2_t sum = vadd_f32(vget_low_f32(acc0), vget_high_f32(acc0));
    sum = vpadd_f32(sum, sum);
    float dotProduct = vget_lane_f32(sum, 0);
 
    // Handle remainder
    for (unsigned int number = sixteenthPoints * 16; number < num_points; number++) {
        dotProduct += (*aPtr++) * (*bPtr++);
    }
 
    *result = dotProduct;
}
 
#endif /* LV_HAVE_NEON */
 
#ifdef LV_HAVE_NEONV8
#include <arm_neon.h>
 
static inline void volk_32f_x2_dot_prod_32f_neonv8(float* result,
                                                   const float* input,
                                                   const float* taps,
                                                   unsigned int num_points)
{
    const unsigned int sixteenthPoints = num_points / 16;
    const float* aPtr = input;
    const float* bPtr = taps;
 
    /* Use 4 independent accumulators for better pipelining with FMA */
    float32x4_t acc0 = vdupq_n_f32(0);
    float32x4_t acc1 = vdupq_n_f32(0);
    float32x4_t acc2 = vdupq_n_f32(0);
    float32x4_t acc3 = vdupq_n_f32(0);
 
    for (unsigned int number = 0; number < sixteenthPoints; number++) {
        float32x4_t a0 = vld1q_f32(aPtr);
        float32x4_t a1 = vld1q_f32(aPtr + 4);
        float32x4_t a2 = vld1q_f32(aPtr + 8);
        float32x4_t a3 = vld1q_f32(aPtr + 12);
 
        float32x4_t b0 = vld1q_f32(bPtr);
        float32x4_t b1 = vld1q_f32(bPtr + 4);
        float32x4_t b2 = vld1q_f32(bPtr + 8);
        float32x4_t b3 = vld1q_f32(bPtr + 12);
        __VOLK_PREFETCH(aPtr + 32);
        __VOLK_PREFETCH(bPtr + 32);
 
        /* Use FMA for accumulate */
        acc0 = vfmaq_f32(acc0, a0, b0);
        acc1 = vfmaq_f32(acc1, a1, b1);
        acc2 = vfmaq_f32(acc2, a2, b2);
        acc3 = vfmaq_f32(acc3, a3, b3);
 
        aPtr += 16;
        bPtr += 16;
    }
 
    /* Combine accumulators */
    acc0 = vaddq_f32(acc0, acc1);
    acc2 = vaddq_f32(acc2, acc3);
    acc0 = vaddq_f32(acc0, acc2);
 
    /* Horizontal sum */
    float dotProduct = vaddvq_f32(acc0);
 
    /* Handle remainder */
    for (unsigned int number = sixteenthPoints * 16; number < num_points; number++) {
        dotProduct += (*aPtr++) * (*bPtr++);
    }
 
    *result = dotProduct;
}
#endif /* LV_HAVE_NEONV8 */
 
#ifdef LV_HAVE_NEONV7
extern void volk_32f_x2_dot_prod_32f_a_neonasm(float* cVector,
                                               const float* aVector,
                                               const float* bVector,
                                               unsigned int num_points);
#endif /* LV_HAVE_NEONV7 */
 
#ifdef LV_HAVE_NEONV7
extern void volk_32f_x2_dot_prod_32f_a_neonasm_opts(float* cVector,
                                                    const float* aVector,
                                                    const float* bVector,
                                                    unsigned int num_points);
#endif /* LV_HAVE_NEONV7 */
 
#ifdef LV_HAVE_RVV
#include <riscv_vector.h>
#include <volk/volk_rvv_intrinsics.h>
 
static inline void volk_32f_x2_dot_prod_32f_rvv(float* result,
                                                const float* input,
                                                const float* taps,
                                                unsigned int num_points)
{
    vfloat32m8_t vsum = __riscv_vfmv_v_f_f32m8(0, __riscv_vsetvlmax_e32m8());
    size_t n = num_points;
    for (size_t vl; n > 0; n -= vl, input += vl, taps += vl) {
        vl = __riscv_vsetvl_e32m8(n);
        vfloat32m8_t v0 = __riscv_vle32_v_f32m8(input, vl);
        vfloat32m8_t v1 = __riscv_vle32_v_f32m8(taps, vl);
        vsum = __riscv_vfmacc_tu(vsum, v0, v1, vl);
    }
    size_t vl = __riscv_vsetvlmax_e32m1();
    vfloat32m1_t v = RISCV_SHRINK8(vfadd, f, 32, vsum);
    v = __riscv_vfredusum(v, __riscv_vfmv_s_f_f32m1(0, vl), vl);
    *result = __riscv_vfmv_f(v);
}
#endif /*LV_HAVE_RVV*/
 
#endif /*INCLUDED_volk_32f_x2_dot_prod_32f_a_H*/