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Functions

Name
void plp_mat_mult_i16s_xpulpv2(const int16_t restrict pSrcA, const int16_t restrict pSrcB, uint32_t M, uint32_t N, uint32_t O, int32_t *restrict pDstC)
Matrix multiplication of 16-bit integer matrices kernel for XPULPV2 extension.

Functions Documentation

function plp_mat_mult_i16s_xpulpv2

void plp_mat_mult_i16s_xpulpv2(
    const int16_t *__restrict__ pSrcA,
    const int16_t *__restrict__ pSrcB,
    uint32_t M,
    uint32_t N,
    uint32_t O,
    int32_t *__restrict__ pDstC
)

Matrix multiplication of 16-bit integer matrices kernel for XPULPV2 extension.

Parameters:

  • pSrcA points to the first input matrix
  • pSrcB points to the second input matrix
  • M height of the first input matrix
  • N width of the first input matrix and hight of the second
  • O width of the second input matrix
  • pDstC points to the output matrix

Return: none

Matrix matrix multiplication of a 16-bit integer matrices for XPULPV2 extension.

Source code

/* =====================================================================
 * Project:      PULP DSP Library
 * Title:        plp_mat_mult_i16s_xpulpv2.c
 * Description:  16-bit integer matrix multiplication for XPULPV2
 *
 * $Date:        18. July 2019
 * $Revision:    V0
 *
 * Target Processor: PULP cores
 * ===================================================================== */
/*
 * Copyright (C) 2019 ETH Zurich and University of Bologna.
 *
 * Author: Tom Kuchler, ETH Zurich
 *
 * SPDX-License-Identifier: Apache-2.0
 *
 * Licensed under the Apache License, Version 2.0 (the License); you may
 * not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * www.apache.org/licenses/LICENSE-2.0
 *
 * 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.
 */

#include "plp_math.h"

// define BASIC_VERSION // if used don't forget to also use the undefine at end of file

#ifdef BASIC_VERSION

void plp_mat_mult_i16s_xpulpv2(const int16_t *__restrict__ pSrcA,
                               const int16_t *__restrict__ pSrcB,
                               uint32_t M,
                               uint32_t N,
                               uint32_t O,
                               int32_t *__restrict__ pDstC) {

    uint32_t i; // loop counter
    uint32_t j; // loop counter
    uint32_t k; // loop counter

    for (i = 0; i < M; i++) {
        for (k = 0; k < O; k++) {
            int16_t sum = 0;
            for (j = 0; j < N; j++) {
                sum = sum + pSrcA[i * N + j] * pSrcB[j * O + k];
            }
            pDstC[i * O + k] = sum;
        }
    }
}

#else

void plp_mat_mult_i16s_xpulpv2(const int16_t *__restrict__ pSrcA,
                               const int16_t *__restrict__ pSrcB,
                               uint32_t M,
                               uint32_t N,
                               uint32_t O,
                               int32_t *__restrict__ pDstC) {

    uint32_t i = 0; // loop counter for M
    uint32_t j = 0; // loop counter for N
    uint32_t k = 0; // loop counter for O

    for (i = 0; i < M / 4; i++) {
        for (k = 0; k < O / 2; k++) {

            int32_t sum00 = 0;
            int32_t sum01 = 0;
            int32_t sum10 = 0;
            int32_t sum11 = 0;
            int32_t sum20 = 0;
            int32_t sum21 = 0;
            int32_t sum30 = 0;
            int32_t sum31 = 0;

            for (j = 0; j < N / 2; j++) {

                v2s aVec0 = *((v2s *)&(pSrcA[(i * 4) * N + (j * 2)]));
                v2s aVec1 = *((v2s *)&(pSrcA[(i * 4 + 1) * N + (j * 2)]));
                v2s aVec2 = *((v2s *)&(pSrcA[(i * 4 + 2) * N + (j * 2)]));
                v2s aVec3 = *((v2s *)&(pSrcA[(i * 4 + 3) * N + (j * 2)]));

                v2s bTemp0 = *((v2s *)&(pSrcB[(j * 2) * O + (k * 2)]));
                v2s bTemp1 = *((v2s *)&(pSrcB[(j * 2 + 1) * O + (k * 2)]));

                v2s bVec0 = __builtin_shuffle(bTemp0, bTemp1, (v2s){ 0, 2 });
                v2s bVec1 = __builtin_shuffle(bTemp0, bTemp1, (v2s){ 1, 3 });

                sum00 = __SUMDOTP2(aVec0, bVec0, sum00);
                sum01 = __SUMDOTP2(aVec0, bVec1, sum01);
                sum10 = __SUMDOTP2(aVec1, bVec0, sum10);
                sum11 = __SUMDOTP2(aVec1, bVec1, sum11);
                sum20 = __SUMDOTP2(aVec2, bVec0, sum20);
                sum21 = __SUMDOTP2(aVec2, bVec1, sum21);
                sum30 = __SUMDOTP2(aVec3, bVec0, sum30);
                sum31 = __SUMDOTP2(aVec3, bVec1, sum31);
            }

            pDstC[(i * 4) * O + (k * 2)] = sum00;
            pDstC[(i * 4) * O + (k * 2 + 1)] = sum01;
            pDstC[(i * 4 + 1) * O + (k * 2)] = sum10;
            pDstC[(i * 4 + 1) * O + (k * 2 + 1)] = sum11;
            pDstC[(i * 4 + 2) * O + (k * 2)] = sum20;
            pDstC[(i * 4 + 2) * O + (k * 2 + 1)] = sum21;
            pDstC[(i * 4 + 3) * O + (k * 2)] = sum30;
            pDstC[(i * 4 + 3) * O + (k * 2 + 1)] = sum31;
        }
    }

    // clean up code
    i = i * 4;
    j = j * 2;
    k = k * 2;
    // check if every index is nicely finished
    if (i == M && j == N && k == O) {

    } else {
        uint32_t iEnd = i;
        uint32_t jEnd = j;
        uint32_t kEnd = k;

        // clean up for j
        if (jEnd != N) {
            for (i = 0; i < iEnd; i++) {
                for (k = 0; k < kEnd; k++) {
                    int32_t sum = 0;
                    for (j = jEnd; j < N; j++) {
                        sum += sum + pSrcA[i * N + j] * pSrcB[j * O + k];
                    }
                    pDstC[i * O + k] += sum;
                }
            }
        }

        // clean up for k
        if (kEnd != O) {
            for (i = 0; i < iEnd; i++) {
                for (k = kEnd; k < O; k++) {
                    int32_t sum = 0;
                    for (j = 0; j < N; j++) {
                        sum = sum + pSrcA[i * N + j] * pSrcB[j * O + k];
                    }
                    pDstC[i * O + k] = sum;
                }
            }
        }

        // clean up for i
        for (i = iEnd; i < M; i++) {
            for (k = 0; k < O; k++) {
                int32_t sum = 0;
                for (j = 0; j < N; j++) {
                    sum = sum + pSrcA[i * N + j] * pSrcB[j * O + k];
                }
                pDstC[i * O + k] = sum;
            }
        }
    }
}

#endif

// undefine BASIC_VERSION

Updated on 2023-03-01 at 16:16:33 +0000