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CMSIS-DSP/Source/MatrixFunctions/arm_mat_vec_mult_q7.c

421 lines
12 KiB
C

/* ----------------------------------------------------------------------
* Project: CMSIS DSP Library
* Title: arm_mat_vec_mult_q7.c
* Description: Q7 matrix and vector multiplication
*
* $Date: 23 April 2021
*
* $Revision: V1.9.0
*
* Target Processor: Cortex-M and Cortex-A cores
* -------------------------------------------------------------------- */
/*
* Copyright (C) 2010-2021 ARM Limited or its affiliates. All rights reserved.
*
* 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 "dsp/matrix_functions.h"
/**
* @ingroup groupMatrix
*/
/**
* @addtogroup MatrixVectMult
* @{
*/
/**
* @brief Q7 matrix and vector multiplication.
* @param[in] *pSrcMat points to the input matrix structure
* @param[in] *pVec points to the input vector
* @param[out] *pDst points to the output vector
*/
#if defined(ARM_MATH_MVEI) && !defined(ARM_MATH_AUTOVECTORIZE)
#include "arm_helium_utils.h"
void arm_mat_vec_mult_q7(
const arm_matrix_instance_q7 * pSrcMat,
const q7_t *pSrcVec,
q7_t *pDstVec)
{
const q7_t *pMatSrc = pSrcMat->pData;
const q7_t *pMat0, *pMat1;
uint32_t numRows = pSrcMat->numRows;
uint32_t numCols = pSrcMat->numCols;
q7_t *px;
int32_t row;
uint16_t blkCnt; /* loop counters */
row = numRows;
px = pDstVec;
/*
* compute 4x64-bit accumulators per loop
*/
while (row >= 4)
{
q7_t const *pMat0Vec, *pMat1Vec, *pMat2Vec, *pMat3Vec, *pVec;
const q7_t *pMat2, *pMat3;
q7_t const *pSrcVecPtr = pSrcVec;
q31_t acc0, acc1, acc2, acc3;
q7x16_t vecMatA0, vecMatA1, vecMatA2, vecMatA3, vecIn;
pVec = pSrcVec;
/*
* Initialize the pointer pIn1 to point to the starting address of the column being processed
*/
pMat0 = pMatSrc;
pMat1 = pMat0 + numCols;
pMat2 = pMat1 + numCols;
pMat3 = pMat2 + numCols;
acc0 = 0L;
acc1 = 0L;
acc2 = 0L;
acc3 = 0L;
pMat0Vec = pMat0;
pMat1Vec = pMat1;
pMat2Vec = pMat2;
pMat3Vec = pMat3;
pVec = pSrcVecPtr;
blkCnt = numCols >> 4;
while (blkCnt > 0U)
{
vecMatA0 = vld1q(pMat0Vec);
pMat0Vec += 16;
vecMatA1 = vld1q(pMat1Vec);
pMat1Vec += 16;
vecMatA2 = vld1q(pMat2Vec);
pMat2Vec += 16;
vecMatA3 = vld1q(pMat3Vec);
pMat3Vec += 16;
vecIn = vld1q(pVec);
pVec += 16;
acc0 = vmladavaq(acc0, vecIn, vecMatA0);
acc1 = vmladavaq(acc1, vecIn, vecMatA1);
acc2 = vmladavaq(acc2, vecIn, vecMatA2);
acc3 = vmladavaq(acc3, vecIn, vecMatA3);
blkCnt--;
}
/*
* tail
* (will be merged thru tail predication)
*/
blkCnt = numCols & 0xF;
if (blkCnt > 0U)
{
mve_pred16_t p0 = vctp8q(blkCnt);
vecMatA0 = vld1q(pMat0Vec);
vecMatA1 = vld1q(pMat1Vec);
vecMatA2 = vld1q(pMat2Vec);
vecMatA3 = vld1q(pMat3Vec);
vecIn = vldrbq_z_s8(pVec, p0);
acc0 = vmladavaq(acc0, vecIn, vecMatA0);
acc1 = vmladavaq(acc1, vecIn, vecMatA1);
acc2 = vmladavaq(acc2, vecIn, vecMatA2);
acc3 = vmladavaq(acc3, vecIn, vecMatA3);
}
*px++ = __SSAT(acc0 >> 7, 8);
*px++ = __SSAT(acc1 >> 7, 8);
*px++ = __SSAT(acc2 >> 7, 8);
*px++ = __SSAT(acc3 >> 7, 8);
pMatSrc += numCols * 4;
/*
* Decrement the row loop counter
*/
row -= 4;
}
/*
* process any remaining rows pair
*/
if (row >= 2)
{
q7_t const *pMat0Vec, *pMat1Vec, *pVec;
q7_t const *pSrcVecPtr = pSrcVec;
q31_t acc0, acc1;
q7x16_t vecMatA0, vecMatA1, vecIn;
/*
* For every row wise process, the pInVec pointer is set
* to the starting address of the vector
*/
pVec = pSrcVec;
/*
* Initialize the pointer pIn1 to point to the starting address of the column being processed
*/
pMat0 = pMatSrc;
pMat1 = pMat0 + numCols;
acc0 = 0;
acc1 = 0;
pMat0Vec = pMat0;
pMat1Vec = pMat1;
pVec = pSrcVecPtr;
blkCnt = numCols >> 4;
while (blkCnt > 0U)
{
vecMatA0 = vld1q(pMat0Vec);
pMat0Vec += 16;
vecMatA1 = vld1q(pMat1Vec);
pMat1Vec += 16;
vecIn = vld1q(pVec);
pVec += 16;
acc0 = vmladavaq(acc0, vecIn, vecMatA0);
acc1 = vmladavaq(acc1, vecIn, vecMatA1);
blkCnt--;
}
/*
* tail
* (will be merged thru tail predication)
*/
blkCnt = numCols & 0xF;
if (blkCnt > 0U)
{
mve_pred16_t p0 = vctp8q(blkCnt);
vecMatA0 = vld1q(pMat0Vec);
vecMatA1 = vld1q(pMat1Vec);
vecIn = vldrbq_z_s8(pVec, p0);
acc0 = vmladavaq(acc0, vecIn, vecMatA0);
acc1 = vmladavaq(acc1, vecIn, vecMatA1);
}
*px++ = __SSAT(acc0 >> 7, 8);
*px++ = __SSAT(acc1 >> 7, 8);
pMatSrc += numCols * 2;
/*
* Decrement the row loop counter
*/
row -= 2;
}
if (row >= 1)
{
q7_t const *pMat0Vec, *pVec;
q7_t const *pSrcVecPtr = pSrcVec;
q31_t acc0;
q7x16_t vecMatA0, vecIn;
/*
* For every row wise process, the pInVec pointer is set
* to the starting address of the vector
*/
pVec = pSrcVec;
/*
* Initialize the pointer pIn1 to point to the starting address of the column being processed
*/
pMat0 = pMatSrc;
acc0 = 0LL;
pMat0Vec = pMat0;
pVec = pSrcVecPtr;
blkCnt = numCols >> 4;
while (blkCnt > 0U)
{
vecMatA0 = vld1q(pMat0Vec);
pMat0Vec += 16;
vecIn = vld1q(pVec);
pVec += 16;
acc0 = vmladavaq(acc0, vecIn, vecMatA0);
blkCnt--;
}
/*
* tail
* (will be merged thru tail predication)
*/
blkCnt = numCols & 0xF;
if (blkCnt > 0U)
{
mve_pred16_t p0 = vctp8q(blkCnt);
vecMatA0 = vld1q(pMat0Vec);
vecIn = vldrbq_z_s8(pVec, p0);
acc0 = vmladavaq(acc0, vecIn, vecMatA0);
}
*px++ = __SSAT(acc0 >> 7, 8);
}
}
#else
void arm_mat_vec_mult_q7(const arm_matrix_instance_q7 *pSrcMat, const q7_t *pVec, q7_t *pDst)
{
uint32_t numRows = pSrcMat->numRows;
uint32_t numCols = pSrcMat->numCols;
const q7_t *pSrcA = pSrcMat->pData;
const q7_t *pInA1; /* input data matrix pointer of Q7 type */
const q7_t *pInA2; /* input data matrix pointer of Q7 type */
const q7_t *pInA3; /* input data matrix pointer of Q7 type */
const q7_t *pInA4; /* input data matrix pointer of Q7 type */
const q7_t *pInVec; /* input data vector pointer of Q7 type */
q7_t *px; /* output data pointer */
uint32_t i, row, colCnt; /* loop counters */
q31_t matData, matData2, vecData, vecData2;
/* Process 4 rows at a time */
row = numRows >> 2;
i = 0u;
px = pDst;
/* The following loop performs the dot-product of each row in pSrcA with the vector */
while (row > 0) {
/* Initialize accumulators */
q31_t sum1 = 0;
q31_t sum2 = 0;
q31_t sum3 = 0;
q31_t sum4 = 0;
/* For every row wise process, the pInVec pointer is set
** to the starting address of the vector */
pInVec = pVec;
/* Loop unrolling: process 4 columns per iteration */
colCnt = numCols >> 2;
/* Initialize row pointers so we can track 4 rows at once */
pInA1 = pSrcA + i;
pInA2 = pInA1 + numCols;
pInA3 = pInA2 + numCols;
pInA4 = pInA3 + numCols;
// Inner loop: matrix-vector multiplication
while (colCnt > 0u) {
// Read 4 values from vector
vecData = read_q7x4_ia (&pInVec);
vecData2 = __SXTB16(__ROR(vecData, 8));
vecData = __SXTB16(vecData);
// Read 16 values from the matrix - 4 values from each of 4 rows, and do multiply accumulate
matData = read_q7x4_ia (&pInA1);
matData2 = __SXTB16(__ROR(matData, 8));
matData = __SXTB16(matData);
sum1 = __SMLAD(matData, vecData, sum1);
sum1 = __SMLAD(matData2, vecData2, sum1);
matData = read_q7x4_ia (&pInA2);
matData2 = __SXTB16(__ROR(matData, 8));
matData = __SXTB16(matData);
sum2 = __SMLAD(matData, vecData, sum2);
sum2 = __SMLAD(matData2, vecData2, sum2);
matData = read_q7x4_ia (&pInA3);
matData2 = __SXTB16(__ROR(matData, 8));
matData = __SXTB16(matData);
sum3 = __SMLAD(matData, vecData, sum3);
sum3 = __SMLAD(matData2, vecData2, sum3);
matData = read_q7x4_ia (&pInA4);
matData2 = __SXTB16(__ROR(matData, 8));
matData = __SXTB16(matData);
sum4 = __SMLAD(matData, vecData, sum4);
sum4 = __SMLAD(matData2, vecData2, sum4);
// Decrement the loop counter
colCnt--;
}
/* process any remaining columns */
colCnt = numCols & 3u;
while (colCnt > 0) {
vecData = *pInVec++;
sum1 += *pInA1++ * vecData;
sum2 += *pInA2++ * vecData;
sum3 += *pInA3++ * vecData;
sum4 += *pInA4++ * vecData;
colCnt--;
}
/* Saturate and store the result in the destination buffer */
*px++ = (q7_t)(__SSAT((sum1 >> 7), 8));
*px++ = (q7_t)(__SSAT((sum2 >> 7), 8));
*px++ = (q7_t)(__SSAT((sum3 >> 7), 8));
*px++ = (q7_t)(__SSAT((sum4 >> 7), 8));
i = i + numCols * 4;
/* Decrement the row loop counter */
row--;
}
/* process any remaining rows */
row = numRows & 3u;
while (row > 0) {
q31_t sum = 0;
pInVec = pVec;
pInA1 = pSrcA + i;
// loop unrolling - process 4 elements at a time
colCnt = numCols >> 2;
while (colCnt > 0) {
vecData = read_q7x4_ia (&pInVec);
vecData2 = __SXTB16(__ROR(vecData, 8));
vecData = __SXTB16(vecData);
matData = read_q7x4_ia (&pInA1);
matData2 = __SXTB16(__ROR(matData, 8));
matData = __SXTB16(matData);
sum = __SMLAD(matData, vecData, sum);
sum = __SMLAD(matData2, vecData2, sum);
colCnt--;
}
// process remainder of row
colCnt = numCols & 3u;
while (colCnt > 0) {
sum += *pInA1++ * *pInVec++;
colCnt--;
}
*px++ = (q7_t)(__SSAT((sum >> 7), 8));
i = i + numCols;
row--;
}
}
#endif /* defined(ARM_MATH_MVEI) */
/**
* @} end of MatrixMult group
*/