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| 56 | mjames | 1 | /* ---------------------------------------------------------------------- |
| 2 | * Project: CMSIS DSP Library |
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| 3 | * Title: arm_mat_mult_fast_q15.c |
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| 4 | * Description: Q15 matrix multiplication (fast variant) |
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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 | * @addtogroup MatrixMult |
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| 37 | * @{ |
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| 38 | */ |
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| 39 | |||
| 40 | |||
| 41 | /** |
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| 42 | * @brief Q15 matrix multiplication (fast variant) for Cortex-M3 and Cortex-M4 |
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| 43 | * @param[in] *pSrcA points to the first input matrix structure |
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| 44 | * @param[in] *pSrcB points to the second input matrix structure |
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| 45 | * @param[out] *pDst points to output matrix structure |
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| 46 | * @param[in] *pState points to the array for storing intermediate results |
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| 47 | * @return The function returns either |
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| 48 | * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking. |
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| 49 | * |
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| 50 | * @details |
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| 51 | * <b>Scaling and Overflow Behavior:</b> |
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| 52 | * |
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| 53 | * \par |
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| 54 | * The difference between the function arm_mat_mult_q15() and this fast variant is that |
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| 55 | * the fast variant use a 32-bit rather than a 64-bit accumulator. |
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| 56 | * The result of each 1.15 x 1.15 multiplication is truncated to |
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| 57 | * 2.30 format. These intermediate results are accumulated in a 32-bit register in 2.30 |
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| 58 | * format. Finally, the accumulator is saturated and converted to a 1.15 result. |
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| 59 | * |
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| 60 | * \par |
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| 61 | * The fast version has the same overflow behavior as the standard version but provides |
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| 62 | * less precision since it discards the low 16 bits of each multiplication result. |
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| 63 | * In order to avoid overflows completely the input signals must be scaled down. |
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| 64 | * Scale down one of the input matrices by log2(numColsA) bits to |
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| 65 | * avoid overflows, as a total of numColsA additions are computed internally for each |
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| 66 | * output element. |
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| 67 | * |
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| 68 | * \par |
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| 69 | * See <code>arm_mat_mult_q15()</code> for a slower implementation of this function |
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| 70 | * which uses 64-bit accumulation to provide higher precision. |
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| 71 | */ |
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| 72 | |||
| 73 | arm_status arm_mat_mult_fast_q15( |
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| 74 | const arm_matrix_instance_q15 * pSrcA, |
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| 75 | const arm_matrix_instance_q15 * pSrcB, |
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| 76 | arm_matrix_instance_q15 * pDst, |
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| 77 | q15_t * pState) |
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| 78 | { |
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| 79 | q31_t sum; /* accumulator */ |
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| 80 | q15_t *pSrcBT = pState; /* input data matrix pointer for transpose */ |
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| 81 | q15_t *pInA = pSrcA->pData; /* input data matrix pointer A of Q15 type */ |
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| 82 | q15_t *pInB = pSrcB->pData; /* input data matrix pointer B of Q15 type */ |
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| 83 | q15_t *px; /* Temporary output data matrix pointer */ |
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| 84 | uint16_t numRowsA = pSrcA->numRows; /* number of rows of input matrix A */ |
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| 85 | uint16_t numColsB = pSrcB->numCols; /* number of columns of input matrix B */ |
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| 86 | uint16_t numColsA = pSrcA->numCols; /* number of columns of input matrix A */ |
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| 87 | uint16_t numRowsB = pSrcB->numRows; /* number of rows of input matrix A */ |
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| 88 | uint32_t col, i = 0U, row = numRowsB, colCnt; /* loop counters */ |
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| 89 | arm_status status; /* status of matrix multiplication */ |
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| 90 | |||
| 91 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 92 | |||
| 93 | q31_t in; /* Temporary variable to hold the input value */ |
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| 94 | q31_t inA1, inA2, inB1, inB2; |
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| 95 | q31_t sum2, sum3, sum4; |
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| 96 | q15_t *pInA2, *pInB2, *px2; |
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| 97 | uint32_t j = 0; |
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| 98 | |||
| 99 | #else |
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| 100 | |||
| 101 | q15_t in; /* Temporary variable to hold the input value */ |
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| 102 | q15_t inA1, inA2, inB1, inB2; |
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| 103 | |||
| 104 | #endif /* #ifndef UNALIGNED_SUPPORT_DISABLE */ |
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| 105 | |||
| 106 | #ifdef ARM_MATH_MATRIX_CHECK |
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| 107 | /* Check for matrix mismatch condition */ |
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| 108 | if ((pSrcA->numCols != pSrcB->numRows) || |
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| 109 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
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| 110 | { |
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| 111 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
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| 112 | status = ARM_MATH_SIZE_MISMATCH; |
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| 113 | } |
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| 114 | else |
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| 115 | #endif |
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| 116 | { |
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| 117 | /* Matrix transpose */ |
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| 118 | do |
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| 119 | { |
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| 120 | /* Apply loop unrolling and exchange the columns with row elements */ |
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| 121 | col = numColsB >> 2; |
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| 122 | |||
| 123 | /* The pointer px is set to starting address of the column being processed */ |
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| 124 | px = pSrcBT + i; |
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| 125 | |||
| 126 | /* First part of the processing with loop unrolling. Compute 4 outputs at a time. |
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| 127 | ** a second loop below computes the remaining 1 to 3 samples. */ |
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| 128 | while (col > 0U) |
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| 129 | { |
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| 130 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 131 | /* Read two elements from the row */ |
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| 132 | in = *__SIMD32(pInB)++; |
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| 133 | |||
| 134 | /* Unpack and store one element in the destination */ |
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| 135 | #ifndef ARM_MATH_BIG_ENDIAN |
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| 136 | |||
| 137 | *px = (q15_t) in; |
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| 138 | |||
| 139 | #else |
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| 140 | |||
| 141 | *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16); |
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| 142 | |||
| 143 | #endif /* #ifndef ARM_MATH_BIG_ENDIAN */ |
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| 144 | |||
| 145 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 146 | px += numRowsB; |
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| 147 | |||
| 148 | /* Unpack and store the second element in the destination */ |
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| 149 | #ifndef ARM_MATH_BIG_ENDIAN |
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| 150 | |||
| 151 | *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16); |
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| 152 | |||
| 153 | #else |
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| 154 | |||
| 155 | *px = (q15_t) in; |
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| 156 | |||
| 157 | #endif /* #ifndef ARM_MATH_BIG_ENDIAN */ |
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| 158 | |||
| 159 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 160 | px += numRowsB; |
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| 161 | |||
| 162 | /* Read two elements from the row */ |
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| 163 | in = *__SIMD32(pInB)++; |
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| 164 | |||
| 165 | /* Unpack and store one element in the destination */ |
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| 166 | #ifndef ARM_MATH_BIG_ENDIAN |
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| 167 | |||
| 168 | *px = (q15_t) in; |
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| 169 | |||
| 170 | #else |
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| 171 | |||
| 172 | *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16); |
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| 173 | |||
| 174 | #endif /* #ifndef ARM_MATH_BIG_ENDIAN */ |
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| 175 | |||
| 176 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 177 | px += numRowsB; |
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| 178 | |||
| 179 | /* Unpack and store the second element in the destination */ |
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| 180 | |||
| 181 | #ifndef ARM_MATH_BIG_ENDIAN |
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| 182 | |||
| 183 | *px = (q15_t) ((in & (q31_t) 0xffff0000) >> 16); |
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| 184 | |||
| 185 | #else |
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| 186 | |||
| 187 | *px = (q15_t) in; |
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| 188 | |||
| 189 | #endif /* #ifndef ARM_MATH_BIG_ENDIAN */ |
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| 190 | |||
| 191 | #else |
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| 192 | |||
| 193 | /* Read one element from the row */ |
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| 194 | in = *pInB++; |
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| 195 | |||
| 196 | /* Store one element in the destination */ |
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| 197 | *px = in; |
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| 198 | |||
| 199 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 200 | px += numRowsB; |
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| 201 | |||
| 202 | /* Read one element from the row */ |
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| 203 | in = *pInB++; |
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| 204 | |||
| 205 | /* Store one element in the destination */ |
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| 206 | *px = in; |
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| 207 | |||
| 208 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 209 | px += numRowsB; |
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| 210 | |||
| 211 | /* Read one element from the row */ |
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| 212 | in = *pInB++; |
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| 213 | |||
| 214 | /* Store one element in the destination */ |
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| 215 | *px = in; |
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| 216 | |||
| 217 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 218 | px += numRowsB; |
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| 219 | |||
| 220 | /* Read one element from the row */ |
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| 221 | in = *pInB++; |
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| 222 | |||
| 223 | /* Store one element in the destination */ |
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| 224 | *px = in; |
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| 225 | |||
| 226 | #endif /* #ifndef UNALIGNED_SUPPORT_DISABLE */ |
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| 227 | |||
| 228 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 229 | px += numRowsB; |
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| 230 | |||
| 231 | /* Decrement the column loop counter */ |
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| 232 | col--; |
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| 233 | } |
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| 234 | |||
| 235 | /* If the columns of pSrcB is not a multiple of 4, compute any remaining output samples here. |
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| 236 | ** No loop unrolling is used. */ |
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| 237 | col = numColsB % 0x4U; |
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| 238 | |||
| 239 | while (col > 0U) |
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| 240 | { |
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| 241 | /* Read and store the input element in the destination */ |
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| 242 | *px = *pInB++; |
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| 243 | |||
| 244 | /* Update the pointer px to point to the next row of the transposed matrix */ |
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| 245 | px += numRowsB; |
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| 246 | |||
| 247 | /* Decrement the column loop counter */ |
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| 248 | col--; |
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| 249 | } |
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| 250 | |||
| 251 | i++; |
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| 252 | |||
| 253 | /* Decrement the row loop counter */ |
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| 254 | row--; |
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| 255 | |||
| 256 | } while (row > 0U); |
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| 257 | |||
| 258 | /* Reset the variables for the usage in the following multiplication process */ |
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| 259 | row = numRowsA; |
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| 260 | i = 0U; |
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| 261 | px = pDst->pData; |
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| 262 | |||
| 263 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 264 | /* Process two rows from matrix A at a time and output two rows at a time */ |
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| 265 | row = row >> 1; |
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| 266 | px2 = px + numColsB; |
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| 267 | #endif |
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| 268 | |||
| 269 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
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| 270 | /* row loop */ |
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| 271 | while (row > 0U) |
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| 272 | { |
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| 273 | /* For every row wise process, the column loop counter is to be initiated */ |
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| 274 | col = numColsB; |
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| 275 | |||
| 276 | /* For every row wise process, the pIn2 pointer is set |
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| 277 | ** to the starting address of the transposed pSrcB data */ |
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| 278 | pInB = pSrcBT; |
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| 279 | |||
| 280 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 281 | /* Process two (transposed) columns from matrix B at a time */ |
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| 282 | col = col >> 1; |
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| 283 | j = 0; |
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| 284 | #endif |
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| 285 | |||
| 286 | /* column loop */ |
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| 287 | while (col > 0U) |
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| 288 | { |
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| 289 | /* Set the variable sum, that acts as accumulator, to zero */ |
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| 290 | sum = 0; |
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| 291 | |||
| 292 | /* Initiate the pointer pInA to point to the starting address of the column being processed */ |
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| 293 | pInA = pSrcA->pData + i; |
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| 294 | |||
| 295 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 296 | sum2 = 0; |
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| 297 | sum3 = 0; |
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| 298 | sum4 = 0; |
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| 299 | pInB = pSrcBT + j; |
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| 300 | pInA2 = pInA + numColsA; |
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| 301 | pInB2 = pInB + numRowsB; |
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| 302 | |||
| 303 | /* Read in two elements at once - alows dual MAC instruction */ |
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| 304 | colCnt = numColsA >> 1; |
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| 305 | #else |
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| 306 | colCnt = numColsA >> 2; |
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| 307 | #endif |
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| 308 | |||
| 309 | /* matrix multiplication */ |
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| 310 | while (colCnt > 0U) |
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| 311 | { |
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| 312 | /* 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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| 313 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 314 | |||
| 315 | inA1 = *__SIMD32(pInA)++; |
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| 316 | inB1 = *__SIMD32(pInB)++; |
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| 317 | inA2 = *__SIMD32(pInA2)++; |
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| 318 | inB2 = *__SIMD32(pInB2)++; |
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| 319 | |||
| 320 | sum = __SMLAD(inA1, inB1, sum); |
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| 321 | sum2 = __SMLAD(inA1, inB2, sum2); |
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| 322 | sum3 = __SMLAD(inA2, inB1, sum3); |
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| 323 | sum4 = __SMLAD(inA2, inB2, sum4); |
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| 324 | |||
| 325 | #else |
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| 326 | |||
| 327 | inA1 = *pInA; |
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| 328 | inB1 = *pInB; |
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| 329 | sum += inA1 * inB1; |
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| 330 | |||
| 331 | inA2 = pInA[1]; |
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| 332 | inB2 = pInB[1]; |
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| 333 | sum += inA2 * inB2; |
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| 334 | |||
| 335 | inA1 = pInA[2]; |
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| 336 | inB1 = pInB[2]; |
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| 337 | sum += inA1 * inB1; |
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| 338 | |||
| 339 | inA2 = pInA[3]; |
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| 340 | inB2 = pInB[3]; |
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| 341 | sum += inA2 * inB2; |
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| 342 | |||
| 343 | pInA += 4; |
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| 344 | pInB += 4; |
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| 345 | |||
| 346 | #endif /* #ifndef UNALIGNED_SUPPORT_DISABLE */ |
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| 347 | |||
| 348 | /* Decrement the loop counter */ |
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| 349 | colCnt--; |
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| 350 | } |
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| 351 | |||
| 352 | /* process odd column samples */ |
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| 353 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 354 | if (numColsA & 1U) { |
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| 355 | inA1 = *pInA++; |
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| 356 | inB1 = *pInB++; |
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| 357 | inA2 = *pInA2++; |
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| 358 | inB2 = *pInB2++; |
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| 359 | sum += inA1 * inB1; |
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| 360 | sum2 += inA1 * inB2; |
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| 361 | sum3 += inA2 * inB1; |
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| 362 | sum4 += inA2 * inB2; |
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| 363 | } |
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| 364 | #else |
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| 365 | colCnt = numColsA % 0x4U; |
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| 366 | |||
| 367 | while (colCnt > 0U) |
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| 368 | { |
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| 369 | /* 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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| 370 | sum += (q31_t) (*pInA++) * (*pInB++); |
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| 371 | |||
| 372 | colCnt--; |
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| 373 | } |
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| 374 | #endif |
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| 375 | |||
| 376 | /* Saturate and store the result in the destination buffer */ |
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| 377 | *px++ = (q15_t) (sum >> 15); |
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| 378 | |||
| 379 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 380 | *px++ = (q15_t) (sum2 >> 15); |
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| 381 | *px2++ = (q15_t) (sum3 >> 15); |
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| 382 | *px2++ = (q15_t) (sum4 >> 15); |
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| 383 | j += numRowsB * 2; |
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| 384 | #endif |
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| 385 | |||
| 386 | /* Decrement the column loop counter */ |
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| 387 | col--; |
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| 388 | |||
| 389 | } |
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| 390 | |||
| 391 | i = i + numColsA; |
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| 392 | |||
| 393 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 394 | i = i + numColsA; |
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| 395 | px = px2 + (numColsB & 1U); |
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| 396 | px2 = px + numColsB; |
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| 397 | #endif |
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| 398 | |||
| 399 | /* Decrement the row loop counter */ |
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| 400 | row--; |
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| 401 | |||
| 402 | } |
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| 403 | |||
| 404 | /* Compute any remaining odd row/column below */ |
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| 405 | |||
| 406 | #ifndef UNALIGNED_SUPPORT_DISABLE |
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| 407 | |||
| 408 | /* Compute remaining output column */ |
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| 409 | if (numColsB & 1U) { |
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| 410 | |||
| 411 | /* Avoid redundant computation of last element */ |
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| 412 | row = numRowsA & (~0x1); |
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| 413 | |||
| 414 | /* Point to remaining unfilled column in output matrix */ |
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| 415 | px = pDst->pData+numColsB-1; |
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| 416 | pInA = pSrcA->pData; |
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| 417 | |||
| 418 | /* row loop */ |
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| 419 | while (row > 0) |
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| 420 | { |
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| 421 | |||
| 422 | /* point to last column in matrix B */ |
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| 423 | pInB = pSrcBT + numRowsB*(numColsB-1); |
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| 424 | |||
| 425 | /* Set the variable sum, that acts as accumulator, to zero */ |
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| 426 | sum = 0; |
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| 427 | |||
| 428 | /* Compute 4 columns at once */ |
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| 429 | colCnt = numColsA >> 2; |
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| 430 | |||
| 431 | /* matrix multiplication */ |
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| 432 | while (colCnt > 0U) |
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| 433 | { |
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| 434 | inA1 = *__SIMD32(pInA)++; |
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| 435 | inA2 = *__SIMD32(pInA)++; |
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| 436 | inB1 = *__SIMD32(pInB)++; |
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| 437 | inB2 = *__SIMD32(pInB)++; |
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| 438 | |||
| 439 | sum = __SMLAD(inA1, inB1, sum); |
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| 440 | sum = __SMLAD(inA2, inB2, sum); |
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| 441 | |||
| 442 | /* Decrement the loop counter */ |
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| 443 | colCnt--; |
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| 444 | } |
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| 445 | |||
| 446 | colCnt = numColsA & 3U; |
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| 447 | while (colCnt > 0U) { |
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| 448 | sum += (q31_t) (*pInA++) * (*pInB++); |
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| 449 | colCnt--; |
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| 450 | } |
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| 451 | |||
| 452 | /* Store the result in the destination buffer */ |
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| 453 | *px = (q15_t) (sum >> 15); |
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| 454 | px += numColsB; |
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| 455 | |||
| 456 | /* Decrement the row loop counter */ |
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| 457 | row--; |
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| 458 | } |
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| 459 | } |
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| 460 | |||
| 461 | /* Compute remaining output row */ |
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| 462 | if (numRowsA & 1U) { |
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| 463 | |||
| 464 | /* point to last row in output matrix */ |
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| 465 | px = pDst->pData+(numColsB)*(numRowsA-1); |
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| 466 | |||
| 467 | pInB = pSrcBT; |
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| 468 | col = numColsB; |
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| 469 | i = 0U; |
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| 470 | |||
| 471 | /* col loop */ |
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| 472 | while (col > 0) |
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| 473 | { |
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| 474 | |||
| 475 | /* point to last row in matrix A */ |
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| 476 | pInA = pSrcA->pData + (numRowsA-1)*numColsA; |
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| 477 | |||
| 478 | /* Set the variable sum, that acts as accumulator, to zero */ |
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| 479 | sum = 0; |
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| 480 | |||
| 481 | /* Compute 4 columns at once */ |
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| 482 | colCnt = numColsA >> 2; |
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| 483 | |||
| 484 | /* matrix multiplication */ |
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| 485 | while (colCnt > 0U) |
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| 486 | { |
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| 487 | inA1 = *__SIMD32(pInA)++; |
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| 488 | inA2 = *__SIMD32(pInA)++; |
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| 489 | inB1 = *__SIMD32(pInB)++; |
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| 490 | inB2 = *__SIMD32(pInB)++; |
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| 491 | |||
| 492 | sum = __SMLAD(inA1, inB1, sum); |
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| 493 | sum = __SMLAD(inA2, inB2, sum); |
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| 494 | |||
| 495 | /* Decrement the loop counter */ |
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| 496 | colCnt--; |
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| 497 | } |
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| 498 | |||
| 499 | colCnt = numColsA & 3U; |
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| 500 | while (colCnt > 0U) { |
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| 501 | sum += (q31_t) (*pInA++) * (*pInB++); |
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| 502 | colCnt--; |
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| 503 | } |
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| 504 | |||
| 505 | /* Store the result in the destination buffer */ |
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| 506 | *px++ = (q15_t) (sum >> 15); |
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| 507 | |||
| 508 | /* Decrement the col loop counter */ |
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| 509 | col--; |
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| 510 | } |
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| 511 | } |
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| 512 | |||
| 513 | #endif /* #ifndef UNALIGNED_SUPPORT_DISABLE */ |
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| 514 | |||
| 515 | /* set status as ARM_MATH_SUCCESS */ |
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| 516 | status = ARM_MATH_SUCCESS; |
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| 517 | } |
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| 518 | |||
| 519 | /* Return to application */ |
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| 520 | return (status); |
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| 521 | } |
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| 522 | |||
| 523 | /** |
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| 524 | * @} end of MatrixMult group |
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| 525 | */ |