You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
203 lines
6.2 KiB
C
203 lines
6.2 KiB
C
4 weeks ago
|
/* ----------------------------------------------------------------------
|
||
|
* Project: CMSIS DSP Library
|
||
|
* Title: arm_mat_mult_f64.c
|
||
|
* Description: Floating-point matrix 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
|
||
|
*/
|
||
|
|
||
|
/**
|
||
|
* @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_f64(
|
||
|
const arm_matrix_instance_f64 * pSrcA,
|
||
|
const arm_matrix_instance_f64 * pSrcB,
|
||
|
arm_matrix_instance_f64 * pDst)
|
||
|
{
|
||
|
float64_t *pIn1 = pSrcA->pData; /* Input data matrix pointer A */
|
||
|
float64_t *pIn2 = pSrcB->pData; /* Input data matrix pointer B */
|
||
|
float64_t *pInA = pSrcA->pData; /* Input data matrix pointer A */
|
||
|
float64_t *pInB = pSrcB->pData; /* Input data matrix pointer B */
|
||
|
float64_t *pOut = pDst->pData; /* Output data matrix pointer */
|
||
|
float64_t *px; /* Temporary output data matrix pointer */
|
||
|
float64_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 */
|
||
|
uint64_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 pSrcA with each column in pSrcB */
|
||
|
/* row loop */
|
||
|
do
|
||
|
{
|
||
|
/* Output pointer is set to starting address of row being processed */
|
||
|
px = pOut + i;
|
||
|
|
||
|
/* For every row wise process, column loop counter is to be initiated */
|
||
|
col = numColsB;
|
||
|
|
||
|
/* For every row wise process, pIn2 pointer is set to starting address of pSrcB data */
|
||
|
pIn2 = pSrcB->pData;
|
||
|
|
||
|
/* column loop */
|
||
|
do
|
||
|
{
|
||
|
/* Set the variable sum, that acts as accumulator, to zero */
|
||
|
sum = 0.0;
|
||
|
|
||
|
/* Initialize pointer pIn1 to point to starting address of column being processed */
|
||
|
pIn1 = pInA;
|
||
|
|
||
|
#if defined (ARM_MATH_LOOPUNROLL)
|
||
|
|
||
|
/* Loop unrolling: Compute 4 MACs at a time. */
|
||
|
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) */
|
||
|
|
||
|
/* Perform the multiply-accumulates */
|
||
|
sum += *pIn1++ * *pIn2;
|
||
|
pIn2 += numColsB;
|
||
|
|
||
|
sum += *pIn1++ * *pIn2;
|
||
|
pIn2 += numColsB;
|
||
|
|
||
|
sum += *pIn1++ * *pIn2;
|
||
|
pIn2 += numColsB;
|
||
|
|
||
|
sum += *pIn1++ * *pIn2;
|
||
|
pIn2 += numColsB;
|
||
|
|
||
|
/* Decrement loop counter */
|
||
|
colCnt--;
|
||
|
}
|
||
|
|
||
|
/* Loop unrolling: Compute remaining MACs */
|
||
|
colCnt = numColsA % 0x4U;
|
||
|
|
||
|
#else
|
||
|
|
||
|
/* Initialize cntCnt with number of columns */
|
||
|
colCnt = numColsA;
|
||
|
|
||
|
#endif /* #if defined (ARM_MATH_LOOPUNROLL) */
|
||
|
|
||
|
while (colCnt > 0U)
|
||
|
{
|
||
|
/* c(m,n) = a(1,1) * b(1,1) + a(1,2) * b(2,1) + .... + a(m,p) * b(p,n) */
|
||
|
|
||
|
/* Perform the multiply-accumulates */
|
||
|
sum += *pIn1++ * *pIn2;
|
||
|
pIn2 += numColsB;
|
||
|
|
||
|
/* Decrement loop counter */
|
||
|
colCnt--;
|
||
|
}
|
||
|
|
||
|
/* Store result in destination buffer */
|
||
|
*px++ = sum;
|
||
|
|
||
|
/* Decrement column loop counter */
|
||
|
col--;
|
||
|
|
||
|
/* Update pointer pIn2 to point to starting address of next column */
|
||
|
pIn2 = pInB + (numColsB - col);
|
||
|
|
||
|
} while (col > 0U);
|
||
|
|
||
|
/* Update pointer pInA to point to starting address of next row */
|
||
|
i = i + numColsB;
|
||
|
pInA = pInA + numColsA;
|
||
|
|
||
|
/* Decrement 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
|
||
|
*/
|