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/* ----------------------------------------------------------------------
* Project: CMSIS DSP Library
* Title: arm_mat_mult_f32.c
* Description: Floating-point matrix multiplication
*
* $Date: 27. January 2017
* $Revision: V.1.5.1
*
* Target Processor: Cortex-M cores
* -------------------------------------------------------------------- */
/*
* Copyright (C) 2010-2017 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 "arm_math.h"
/**
* @ingroup groupMatrix
*/
/**
* @defgroup MatrixMult Matrix Multiplication
*
* Multiplies two matrices.
*
* \image html MatrixMultiplication.gif "Multiplication of two 3 x 3 matrices"
* Matrix multiplication is only defined if the number of columns of the
* first matrix equals the number of rows of the second matrix.
* Multiplying an <code>M x N</code> matrix with an <code>N x P</code> matrix results
* in an <code>M x P</code> matrix.
* When matrix size checking is enabled, the functions check: (1) that the inner dimensions of
* <code>pSrcA</code> and <code>pSrcB</code> are equal; and (2) that the size of the output
* matrix equals the outer dimensions of <code>pSrcA</code> and <code>pSrcB</code>.
*/
/**
* @addtogroup MatrixMult
* @{
*/
/**
* @brief Floating-point matrix multiplication.
* @param[in] *pSrcA points to the first input matrix structure
* @param[in] *pSrcB points to the second input matrix structure
* @param[out] *pDst points to output matrix structure
* @return The function returns either
* <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking.
*/
arm_status arm_mat_mult_f32(
const arm_matrix_instance_f32 * pSrcA,
const arm_matrix_instance_f32 * pSrcB,
arm_matrix_instance_f32 * pDst)
{
float32_t *pIn1 = pSrcA->pData; /* input data matrix pointer A */
float32_t *pIn2 = pSrcB->pData; /* input data matrix pointer B */
float32_t *pInA = pSrcA->pData; /* input data matrix pointer A */
float32_t *pOut = pDst->pData; /* output data matrix pointer */
float32_t *px; /* Temporary output data matrix pointer */
float32_t sum; /* Accumulator */
uint16_t numRowsA = pSrcA->numRows; /* number of rows of input matrix A */
uint16_t numColsB = pSrcB->numCols; /* number of columns of input matrix B */
uint16_t numColsA = pSrcA->numCols; /* number of columns of input matrix A */
#if defined (ARM_MATH_DSP)
/* Run the below code for Cortex-M4 and Cortex-M3 */
float32_t in1, in2, in3, in4;
uint16_t col, i = 0U, j, row = numRowsA, colCnt; /* loop counters */
arm_status status; /* status of matrix multiplication */
#ifdef ARM_MATH_MATRIX_CHECK
/* Check for matrix mismatch condition */
if ((pSrcA->numCols != pSrcB->numRows) ||
(pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols))
{
/* Set status as ARM_MATH_SIZE_MISMATCH */
status = ARM_MATH_SIZE_MISMATCH;
}
else
#endif /* #ifdef ARM_MATH_MATRIX_CHECK */
{
/* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */
/* row loop */
do
{
/* Output pointer is set to starting address of the row being processed */
px = pOut + i;
/* For every row wise process, the column loop counter is to be initiated */
col = numColsB;
/* For every row wise process, the pIn2 pointer is set
** to the starting address of the pSrcB data */
pIn2 = pSrcB->pData;
j = 0U;
/* column loop */
do
{
/* Set the variable sum, that acts as accumulator, to zero */
sum = 0.0f;
/* Initiate the pointer pIn1 to point to the starting address of the column being processed */
pIn1 = pInA;
/* Apply loop unrolling and compute 4 MACs simultaneously. */
colCnt = numColsA >> 2U;
/* matrix multiplication */
while (colCnt > 0U)
{
/* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */
in3 = *pIn2;
pIn2 += numColsB;
in1 = pIn1[0];
in2 = pIn1[1];
sum += in1 * in3;
in4 = *pIn2;
pIn2 += numColsB;
sum += in2 * in4;
in3 = *pIn2;
pIn2 += numColsB;
in1 = pIn1[2];
in2 = pIn1[3];
sum += in1 * in3;
in4 = *pIn2;
pIn2 += numColsB;
sum += in2 * in4;
pIn1 += 4U;
/* Decrement the loop count */
colCnt--;
}
/* If the columns of pSrcA is not a multiple of 4, compute any remaining MACs here.
** No loop unrolling is used. */
colCnt = numColsA % 0x4U;
while (colCnt > 0U)
{
/* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */
sum += *pIn1++ * (*pIn2);
pIn2 += numColsB;
/* Decrement the loop counter */
colCnt--;
}
/* Store the result in the destination buffer */
*px++ = sum;
/* Update the pointer pIn2 to point to the starting address of the next column */
j++;
pIn2 = pSrcB->pData + j;
/* Decrement the column loop counter */
col--;
} while (col > 0U);
#else
/* Run the below code for Cortex-M0 */
float32_t *pInB = pSrcB->pData; /* input data matrix pointer B */
uint16_t col, i = 0U, row = numRowsA, colCnt; /* loop counters */
arm_status status; /* status of matrix multiplication */
#ifdef ARM_MATH_MATRIX_CHECK
/* Check for matrix mismatch condition */
if ((pSrcA->numCols != pSrcB->numRows) ||
(pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols))
{
/* Set status as ARM_MATH_SIZE_MISMATCH */
status = ARM_MATH_SIZE_MISMATCH;
}
else
#endif /* #ifdef ARM_MATH_MATRIX_CHECK */
{
/* The following loop performs the dot-product of each row in pInA with each column in pInB */
/* row loop */
do
{
/* Output pointer is set to starting address of the row being processed */
px = pOut + i;
/* For every row wise process, the column loop counter is to be initiated */
col = numColsB;
/* For every row wise process, the pIn2 pointer is set
** to the starting address of the pSrcB data */
pIn2 = pSrcB->pData;
/* column loop */
do
{
/* Set the variable sum, that acts as accumulator, to zero */
sum = 0.0f;
/* Initialize the pointer pIn1 to point to the starting address of the row being processed */
pIn1 = pInA;
/* Matrix A columns number of MAC operations are to be performed */
colCnt = numColsA;
while (colCnt > 0U)
{
/* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */
sum += *pIn1++ * (*pIn2);
pIn2 += numColsB;
/* Decrement the loop counter */
colCnt--;
}
/* Store the result in the destination buffer */
*px++ = sum;
/* Decrement the column loop counter */
col--;
/* Update the pointer pIn2 to point to the starting address of the next column */
pIn2 = pInB + (numColsB - col);
} while (col > 0U);
#endif /* #if defined (ARM_MATH_DSP) */
/* Update the pointer pInA to point to the starting address of the next row */
i = i + numColsB;
pInA = pInA + numColsA;
/* Decrement the row loop counter */
row--;
} while (row > 0U);
/* Set status as ARM_MATH_SUCCESS */
status = ARM_MATH_SUCCESS;
}
/* Return to application */
return (status);
}
/**
* @} end of MatrixMult group
*/
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