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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_mat_mult_q31.c
- * Description: Q31 matrix multiplication
- *
- * $Date: 18. March 2019
- * $Revision: V1.6.0
- *
- * Target Processor: Cortex-M cores
- * -------------------------------------------------------------------- */
- /*
- * Copyright (C) 2010-2019 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
- */
- /**
- @addtogroup MatrixMult
- @{
- */
- /**
- @brief Q31 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 execution status
- - \ref ARM_MATH_SUCCESS : Operation successful
- - \ref ARM_MATH_SIZE_MISMATCH : Matrix size check failed
- @par Scaling and Overflow Behavior
- The function is implemented using an internal 64-bit accumulator.
- The accumulator has a 2.62 format and maintains full precision of the intermediate
- multiplication results but provides only a single guard bit. There is no saturation
- on intermediate additions. Thus, if the accumulator overflows it wraps around and
- distorts the result. The input signals should be scaled down to avoid intermediate
- overflows. The input is thus scaled down by log2(numColsA) bits
- to avoid overflows, as a total of numColsA additions are performed internally.
- The 2.62 accumulator is right shifted by 31 bits and saturated to 1.31 format to yield the final result.
- @remark
- Refer to \ref arm_mat_mult_fast_q31() for a faster but less precise implementation of this function.
- */
- arm_status arm_mat_mult_q31(
- const arm_matrix_instance_q31 * pSrcA,
- const arm_matrix_instance_q31 * pSrcB,
- arm_matrix_instance_q31 * pDst)
- {
- q31_t *pIn1 = pSrcA->pData; /* Input data matrix pointer A */
- q31_t *pIn2 = pSrcB->pData; /* Input data matrix pointer B */
- q31_t *pInA = pSrcA->pData; /* Input data matrix pointer A */
- q31_t *pInB = pSrcB->pData; /* Input data matrix pointer B */
- q31_t *pOut = pDst->pData; /* Output data matrix pointer */
- q31_t *px; /* Temporary output data matrix pointer */
- q63_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 */
- uint32_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;
- /* 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 += (q63_t) *pIn1++ * *pIn2;
- pIn2 += numColsB;
- sum += (q63_t) *pIn1++ * *pIn2;
- pIn2 += numColsB;
- sum += (q63_t) *pIn1++ * *pIn2;
- pIn2 += numColsB;
- sum += (q63_t) *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 += (q63_t) *pIn1++ * *pIn2;
- pIn2 += numColsB;
- /* Decrement loop counter */
- colCnt--;
- }
- /* Convert result from 2.62 to 1.31 format and store in destination buffer */
- *px++ = (q31_t) (sum >> 31);
- /* 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
- */
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