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| 2 | mjames | 1 | /* ---------------------------------------------------------------------- |
| 2 | * Project: CMSIS DSP Library |
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| 3 | * Title: arm_mat_mult_f32.c |
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| 4 | * Description: Floating-point matrix multiplication |
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| 5 | * |
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| 6 | * $Date: 27. January 2017 |
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| 7 | * $Revision: V.1.5.1 |
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| 8 | * |
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| 9 | * Target Processor: Cortex-M cores |
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| 10 | * -------------------------------------------------------------------- */ |
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| 11 | /* |
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| 12 | * Copyright (C) 2010-2017 ARM Limited or its affiliates. All rights reserved. |
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| 13 | * |
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| 14 | * SPDX-License-Identifier: Apache-2.0 |
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| 15 | * |
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| 16 | * Licensed under the Apache License, Version 2.0 (the License); you may |
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| 17 | * not use this file except in compliance with the License. |
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| 18 | * You may obtain a copy of the License at |
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| 19 | * |
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| 20 | * www.apache.org/licenses/LICENSE-2.0 |
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| 21 | * |
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| 22 | * Unless required by applicable law or agreed to in writing, software |
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| 23 | * distributed under the License is distributed on an AS IS BASIS, WITHOUT |
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| 24 | * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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| 25 | * See the License for the specific language governing permissions and |
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| 26 | * limitations under the License. |
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| 27 | */ |
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| 28 | |||
| 29 | #include "arm_math.h" |
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| 30 | |||
| 31 | /** |
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| 32 | * @ingroup groupMatrix |
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| 33 | */ |
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| 34 | |||
| 35 | /** |
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| 36 | * @defgroup MatrixMult Matrix Multiplication |
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| 37 | * |
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| 38 | * Multiplies two matrices. |
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| 39 | * |
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| 40 | * \image html MatrixMultiplication.gif "Multiplication of two 3 x 3 matrices" |
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| 41 | |||
| 42 | * Matrix multiplication is only defined if the number of columns of the |
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| 43 | * first matrix equals the number of rows of the second matrix. |
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| 44 | * Multiplying an <code>M x N</code> matrix with an <code>N x P</code> matrix results |
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| 45 | * in an <code>M x P</code> matrix. |
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| 46 | * When matrix size checking is enabled, the functions check: (1) that the inner dimensions of |
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| 47 | * <code>pSrcA</code> and <code>pSrcB</code> are equal; and (2) that the size of the output |
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| 48 | * matrix equals the outer dimensions of <code>pSrcA</code> and <code>pSrcB</code>. |
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| 49 | */ |
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| 50 | |||
| 51 | |||
| 52 | /** |
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| 53 | * @addtogroup MatrixMult |
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| 54 | * @{ |
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| 55 | */ |
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| 56 | |||
| 57 | /** |
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| 58 | * @brief Floating-point matrix multiplication. |
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| 59 | * @param[in] *pSrcA points to the first input matrix structure |
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| 60 | * @param[in] *pSrcB points to the second input matrix structure |
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| 61 | * @param[out] *pDst points to output matrix structure |
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| 62 | * @return The function returns either |
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| 63 | * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking. |
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| 64 | */ |
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| 65 | |||
| 66 | arm_status arm_mat_mult_f32( |
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| 67 | const arm_matrix_instance_f32 * pSrcA, |
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| 68 | const arm_matrix_instance_f32 * pSrcB, |
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| 69 | arm_matrix_instance_f32 * pDst) |
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| 70 | { |
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| 71 | float32_t *pIn1 = pSrcA->pData; /* input data matrix pointer A */ |
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| 72 | float32_t *pIn2 = pSrcB->pData; /* input data matrix pointer B */ |
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| 73 | float32_t *pInA = pSrcA->pData; /* input data matrix pointer A */ |
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| 74 | float32_t *pOut = pDst->pData; /* output data matrix pointer */ |
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| 75 | float32_t *px; /* Temporary output data matrix pointer */ |
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| 76 | float32_t sum; /* Accumulator */ |
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| 77 | uint16_t numRowsA = pSrcA->numRows; /* number of rows of input matrix A */ |
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| 78 | uint16_t numColsB = pSrcB->numCols; /* number of columns of input matrix B */ |
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| 79 | uint16_t numColsA = pSrcA->numCols; /* number of columns of input matrix A */ |
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| 80 | |||
| 81 | #if defined (ARM_MATH_DSP) |
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| 82 | |||
| 83 | /* Run the below code for Cortex-M4 and Cortex-M3 */ |
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| 84 | |||
| 85 | float32_t in1, in2, in3, in4; |
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| 86 | uint16_t col, i = 0U, j, row = numRowsA, colCnt; /* loop counters */ |
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| 87 | arm_status status; /* status of matrix multiplication */ |
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| 88 | |||
| 89 | #ifdef ARM_MATH_MATRIX_CHECK |
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| 90 | |||
| 91 | |||
| 92 | /* Check for matrix mismatch condition */ |
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| 93 | if ((pSrcA->numCols != pSrcB->numRows) || |
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| 94 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
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| 95 | { |
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| 96 | |||
| 97 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
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| 98 | status = ARM_MATH_SIZE_MISMATCH; |
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| 99 | } |
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| 100 | else |
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| 101 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
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| 102 | |||
| 103 | { |
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| 104 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
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| 105 | /* row loop */ |
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| 106 | do |
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| 107 | { |
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| 108 | /* Output pointer is set to starting address of the row being processed */ |
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| 109 | px = pOut + i; |
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| 110 | |||
| 111 | /* For every row wise process, the column loop counter is to be initiated */ |
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| 112 | col = numColsB; |
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| 113 | |||
| 114 | /* For every row wise process, the pIn2 pointer is set |
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| 115 | ** to the starting address of the pSrcB data */ |
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| 116 | pIn2 = pSrcB->pData; |
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| 117 | |||
| 118 | j = 0U; |
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| 119 | |||
| 120 | /* column loop */ |
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| 121 | do |
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| 122 | { |
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| 123 | /* Set the variable sum, that acts as accumulator, to zero */ |
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| 124 | sum = 0.0f; |
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| 125 | |||
| 126 | /* Initiate the pointer pIn1 to point to the starting address of the column being processed */ |
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| 127 | pIn1 = pInA; |
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| 128 | |||
| 129 | /* Apply loop unrolling and compute 4 MACs simultaneously. */ |
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| 130 | colCnt = numColsA >> 2U; |
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| 131 | |||
| 132 | /* matrix multiplication */ |
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| 133 | while (colCnt > 0U) |
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| 134 | { |
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| 135 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
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| 136 | in3 = *pIn2; |
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| 137 | pIn2 += numColsB; |
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| 138 | in1 = pIn1[0]; |
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| 139 | in2 = pIn1[1]; |
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| 140 | sum += in1 * in3; |
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| 141 | in4 = *pIn2; |
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| 142 | pIn2 += numColsB; |
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| 143 | sum += in2 * in4; |
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| 144 | |||
| 145 | in3 = *pIn2; |
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| 146 | pIn2 += numColsB; |
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| 147 | in1 = pIn1[2]; |
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| 148 | in2 = pIn1[3]; |
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| 149 | sum += in1 * in3; |
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| 150 | in4 = *pIn2; |
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| 151 | pIn2 += numColsB; |
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| 152 | sum += in2 * in4; |
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| 153 | pIn1 += 4U; |
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| 154 | |||
| 155 | /* Decrement the loop count */ |
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| 156 | colCnt--; |
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| 157 | } |
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| 158 | |||
| 159 | /* If the columns of pSrcA is not a multiple of 4, compute any remaining MACs here. |
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| 160 | ** No loop unrolling is used. */ |
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| 161 | colCnt = numColsA % 0x4U; |
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| 162 | |||
| 163 | while (colCnt > 0U) |
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| 164 | { |
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| 165 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
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| 166 | sum += *pIn1++ * (*pIn2); |
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| 167 | pIn2 += numColsB; |
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| 168 | |||
| 169 | /* Decrement the loop counter */ |
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| 170 | colCnt--; |
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| 171 | } |
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| 172 | |||
| 173 | /* Store the result in the destination buffer */ |
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| 174 | *px++ = sum; |
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| 175 | |||
| 176 | /* Update the pointer pIn2 to point to the starting address of the next column */ |
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| 177 | j++; |
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| 178 | pIn2 = pSrcB->pData + j; |
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| 179 | |||
| 180 | /* Decrement the column loop counter */ |
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| 181 | col--; |
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| 182 | |||
| 183 | } while (col > 0U); |
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| 184 | |||
| 185 | #else |
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| 186 | |||
| 187 | /* Run the below code for Cortex-M0 */ |
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| 188 | |||
| 189 | float32_t *pInB = pSrcB->pData; /* input data matrix pointer B */ |
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| 190 | uint16_t col, i = 0U, row = numRowsA, colCnt; /* loop counters */ |
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| 191 | arm_status status; /* status of matrix multiplication */ |
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| 192 | |||
| 193 | #ifdef ARM_MATH_MATRIX_CHECK |
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| 194 | |||
| 195 | /* Check for matrix mismatch condition */ |
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| 196 | if ((pSrcA->numCols != pSrcB->numRows) || |
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| 197 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
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| 198 | { |
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| 199 | |||
| 200 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
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| 201 | status = ARM_MATH_SIZE_MISMATCH; |
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| 202 | } |
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| 203 | else |
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| 204 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
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| 205 | |||
| 206 | { |
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| 207 | /* The following loop performs the dot-product of each row in pInA with each column in pInB */ |
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| 208 | /* row loop */ |
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| 209 | do |
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| 210 | { |
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| 211 | /* Output pointer is set to starting address of the row being processed */ |
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| 212 | px = pOut + i; |
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| 213 | |||
| 214 | /* For every row wise process, the column loop counter is to be initiated */ |
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| 215 | col = numColsB; |
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| 216 | |||
| 217 | /* For every row wise process, the pIn2 pointer is set |
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| 218 | ** to the starting address of the pSrcB data */ |
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| 219 | pIn2 = pSrcB->pData; |
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| 220 | |||
| 221 | /* column loop */ |
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| 222 | do |
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| 223 | { |
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| 224 | /* Set the variable sum, that acts as accumulator, to zero */ |
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| 225 | sum = 0.0f; |
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| 226 | |||
| 227 | /* Initialize the pointer pIn1 to point to the starting address of the row being processed */ |
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| 228 | pIn1 = pInA; |
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| 229 | |||
| 230 | /* Matrix A columns number of MAC operations are to be performed */ |
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| 231 | colCnt = numColsA; |
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| 232 | |||
| 233 | while (colCnt > 0U) |
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| 234 | { |
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| 235 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
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| 236 | sum += *pIn1++ * (*pIn2); |
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| 237 | pIn2 += numColsB; |
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| 238 | |||
| 239 | /* Decrement the loop counter */ |
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| 240 | colCnt--; |
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| 241 | } |
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| 242 | |||
| 243 | /* Store the result in the destination buffer */ |
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| 244 | *px++ = sum; |
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| 245 | |||
| 246 | /* Decrement the column loop counter */ |
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| 247 | col--; |
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| 248 | |||
| 249 | /* Update the pointer pIn2 to point to the starting address of the next column */ |
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| 250 | pIn2 = pInB + (numColsB - col); |
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| 251 | |||
| 252 | } while (col > 0U); |
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| 253 | |||
| 254 | #endif /* #if defined (ARM_MATH_DSP) */ |
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| 255 | |||
| 256 | /* Update the pointer pInA to point to the starting address of the next row */ |
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| 257 | i = i + numColsB; |
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| 258 | pInA = pInA + numColsA; |
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| 259 | |||
| 260 | /* Decrement the row loop counter */ |
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| 261 | row--; |
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| 262 | |||
| 263 | } while (row > 0U); |
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| 264 | /* Set status as ARM_MATH_SUCCESS */ |
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| 265 | status = ARM_MATH_SUCCESS; |
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| 266 | } |
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| 267 | |||
| 268 | /* Return to application */ |
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| 269 | return (status); |
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| 270 | } |
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| 271 | |||
| 272 | /** |
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| 273 | * @} end of MatrixMult group |
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| 274 | */ |