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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_mat_mult_q15.c
- * Description: Q15 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 Q15 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
- @param[in] pState points to the array for storing intermediate results (Unused)
- @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 inputs to the
- multiplications are in 1.15 format and multiplications yield a 2.30 result.
- The 2.30 intermediate results are accumulated in a 64-bit accumulator in 34.30 format.
- This approach provides 33 guard bits and there is no risk of overflow.
- The 34.30 result is then truncated to 34.15 format by discarding the low 15 bits
- and then saturated to 1.15 format.
- @par
- Refer to \ref arm_mat_mult_fast_q15() for a faster but less precise version of this function.
- */
- arm_status arm_mat_mult_q15(
- const arm_matrix_instance_q15 * pSrcA,
- const arm_matrix_instance_q15 * pSrcB,
- arm_matrix_instance_q15 * pDst,
- q15_t * pState)
- {
- q63_t sum; /* Accumulator */
- #if defined (ARM_MATH_DSP) /* != CM0 */
- q15_t *pSrcBT = pState; /* Input data matrix pointer for transpose */
- q15_t *pInA = pSrcA->pData; /* Input data matrix pointer A of Q15 type */
- q15_t *pInB = pSrcB->pData; /* Input data matrix pointer B of Q15 type */
- q15_t *px; /* Temporary output data matrix pointer */
- 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 */
- uint16_t numRowsB = pSrcB->numRows; /* Number of rows of input matrix A */
- uint32_t col, i = 0U, row = numRowsB, colCnt; /* Loop counters */
- arm_status status; /* Status of matrix multiplication */
-
- q31_t in; /* Temporary variable to hold the input value */
- q31_t inA1, inB1, inA2, inB2;
- #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 */
- {
- /* Matrix transpose */
- do
- {
- /* The pointer px is set to starting address of column being processed */
- px = pSrcBT + i;
- /* Apply loop unrolling and exchange columns with row elements */
- col = numColsB >> 2U;
- /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
- ** a second loop below computes the remaining 1 to 3 samples. */
- while (col > 0U)
- {
- /* Read two elements from row */
- in = read_q15x2_ia ((q15_t **) &pInB);
- /* Unpack and store one element in destination */
- #ifndef ARM_MATH_BIG_ENDIAN
- *px = (q15_t) in;
- #else
- *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16);
- #endif /* #ifndef ARM_MATH_BIG_ENDIAN */
- /* Update pointer px to point to next row of transposed matrix */
- px += numRowsB;
- /* Unpack and store second element in destination */
- #ifndef ARM_MATH_BIG_ENDIAN
- *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16);
- #else
- *px = (q15_t) in;
- #endif /* #ifndef ARM_MATH_BIG_ENDIAN */
- /* Update pointer px to point to next row of transposed matrix */
- px += numRowsB;
- /* Read two elements from row */
- in = read_q15x2_ia ((q15_t **) &pInB);
- /* Unpack and store one element in destination */
- #ifndef ARM_MATH_BIG_ENDIAN
- *px = (q15_t) in;
- #else
- *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16);
- #endif /* #ifndef ARM_MATH_BIG_ENDIAN */
- px += numRowsB;
- #ifndef ARM_MATH_BIG_ENDIAN
- *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16);
- #else
- *px = (q15_t) in;
- #endif /* #ifndef ARM_MATH_BIG_ENDIAN */
- px += numRowsB;
- /* Decrement column loop counter */
- col--;
- }
- /* If the columns of pSrcB is not a multiple of 4, compute any remaining output samples here.
- ** No loop unrolling is used. */
- col = numColsB % 0x4U;
- while (col > 0U)
- {
- /* Read and store input element in destination */
- *px = *pInB++;
- /* Update pointer px to point to next row of transposed matrix */
- px += numRowsB;
- /* Decrement column loop counter */
- col--;
- }
- i++;
- /* Decrement row loop counter */
- row--;
- } while (row > 0U);
- /* Reset variables for usage in following multiplication process */
- row = numRowsA;
- i = 0U;
- px = pDst->pData;
- /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */
- /* row loop */
- do
- {
- /* 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 transposed pSrcB data */
- pInB = pSrcBT;
- /* column loop */
- do
- {
- /* Set variable sum, that acts as accumulator, to zero */
- sum = 0;
- /* Initiate pointer pInA to point to starting address of column being processed */
- pInA = pSrcA->pData + i;
- /* Apply loop unrolling and compute 2 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) */
- /* read real and imag values from pSrcA and pSrcB buffer */
- inA1 = read_q15x2_ia ((q15_t **) &pInA);
- inB1 = read_q15x2_ia ((q15_t **) &pInB);
- inA2 = read_q15x2_ia ((q15_t **) &pInA);
- inB2 = read_q15x2_ia ((q15_t **) &pInB);
- /* Multiply and Accumlates */
- sum = __SMLALD(inA1, inB1, sum);
- sum = __SMLALD(inA2, inB2, sum);
- /* Decrement loop counter */
- colCnt--;
- }
- /* process remaining column samples */
- 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 += *pInA++ * *pInB++;
- /* Decrement loop counter */
- colCnt--;
- }
- /* Saturate and store result in destination buffer */
- *px = (q15_t) (__SSAT((sum >> 15), 16));
- px++;
- /* Decrement column loop counter */
- col--;
- } while (col > 0U);
- i = i + numColsA;
- /* Decrement row loop counter */
- row--;
- } while (row > 0U);
- #else /* #if defined (ARM_MATH_DSP) */
- q15_t *pIn1 = pSrcA->pData; /* Input data matrix pointer A */
- q15_t *pIn2 = pSrcB->pData; /* Input data matrix pointer B */
- q15_t *pInA = pSrcA->pData; /* Input data matrix pointer A of Q15 type */
- q15_t *pInB = pSrcB->pData; /* Input data matrix pointer B of Q15 type */
- q15_t *pOut = pDst->pData; /* Output data matrix pointer */
- q15_t *px; /* Temporary output data matrix pointer */
- uint16_t numColsB = pSrcB->numCols; /* Number of columns of input matrix B */
- uint16_t numColsA = pSrcA->numCols; /* Number of columns of input matrix A */
- uint16_t numRowsA = pSrcA->numRows; /* Number of rows 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 the 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;
- /* Initiate pointer pIn1 to point to starting address of pSrcA */
- pIn1 = pInA;
- /* Matrix A columns number of MAC operations are to be performed */
- colCnt = numColsA;
- /* 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 multiply-accumulates */
- sum += (q31_t) * pIn1++ * *pIn2;
- pIn2 += numColsB;
- /* Decrement loop counter */
- colCnt--;
- }
- /* Convert result from 34.30 to 1.15 format and store saturated value in destination buffer */
- /* Saturate and store result in destination buffer */
- *px++ = (q15_t) __SSAT((sum >> 15), 16);
- /* 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 pSrcA to point to starting address of next row */
- i = i + numColsB;
- pInA = pInA + numColsA;
- /* Decrement row loop counter */
- row--;
- } while (row > 0U);
- #endif /* #if defined (ARM_MATH_DSP) */
- /* Set status as ARM_MATH_SUCCESS */
- status = ARM_MATH_SUCCESS;
- }
- /* Return to application */
- return (status);
- }
- /**
- @} end of MatrixMult group
- */
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