Go to most recent revision | Details | Last modification | View Log | RSS feed
| Rev | Author | Line No. | Line |
|---|---|---|---|
| 2 | mjames | 1 | /* ---------------------------------------------------------------------- |
| 2 | * Copyright (C) 2010-2014 ARM Limited. All rights reserved. |
||
| 3 | * |
||
| 4 | * $Date: 19. March 2015 |
||
| 5 | * $Revision: V.1.4.5 |
||
| 6 | * |
||
| 7 | * Project: CMSIS DSP Library |
||
| 8 | * Title: arm_mat_mult_q31.c |
||
| 9 | * |
||
| 10 | * Description: Q31 matrix multiplication. |
||
| 11 | * |
||
| 12 | * Target Processor: Cortex-M4/Cortex-M3/Cortex-M0 |
||
| 13 | * |
||
| 14 | * Redistribution and use in source and binary forms, with or without |
||
| 15 | * modification, are permitted provided that the following conditions |
||
| 16 | * are met: |
||
| 17 | * - Redistributions of source code must retain the above copyright |
||
| 18 | * notice, this list of conditions and the following disclaimer. |
||
| 19 | * - Redistributions in binary form must reproduce the above copyright |
||
| 20 | * notice, this list of conditions and the following disclaimer in |
||
| 21 | * the documentation and/or other materials provided with the |
||
| 22 | * distribution. |
||
| 23 | * - Neither the name of ARM LIMITED nor the names of its contributors |
||
| 24 | * may be used to endorse or promote products derived from this |
||
| 25 | * software without specific prior written permission. |
||
| 26 | * |
||
| 27 | * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS |
||
| 28 | * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT |
||
| 29 | * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS |
||
| 30 | * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE |
||
| 31 | * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, |
||
| 32 | * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, |
||
| 33 | * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; |
||
| 34 | * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER |
||
| 35 | * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT |
||
| 36 | * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN |
||
| 37 | * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
||
| 38 | * POSSIBILITY OF SUCH DAMAGE. |
||
| 39 | * -------------------------------------------------------------------- */ |
||
| 40 | |||
| 41 | #include "arm_math.h" |
||
| 42 | |||
| 43 | /** |
||
| 44 | * @ingroup groupMatrix |
||
| 45 | */ |
||
| 46 | |||
| 47 | /** |
||
| 48 | * @addtogroup MatrixMult |
||
| 49 | * @{ |
||
| 50 | */ |
||
| 51 | |||
| 52 | /** |
||
| 53 | * @brief Q31 matrix multiplication |
||
| 54 | * @param[in] *pSrcA points to the first input matrix structure |
||
| 55 | * @param[in] *pSrcB points to the second input matrix structure |
||
| 56 | * @param[out] *pDst points to output matrix structure |
||
| 57 | * @return The function returns either |
||
| 58 | * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking. |
||
| 59 | * |
||
| 60 | * @details |
||
| 61 | * <b>Scaling and Overflow Behavior:</b> |
||
| 62 | * |
||
| 63 | * \par |
||
| 64 | * The function is implemented using an internal 64-bit accumulator. |
||
| 65 | * The accumulator has a 2.62 format and maintains full precision of the intermediate |
||
| 66 | * multiplication results but provides only a single guard bit. There is no saturation |
||
| 67 | * on intermediate additions. Thus, if the accumulator overflows it wraps around and |
||
| 68 | * distorts the result. The input signals should be scaled down to avoid intermediate |
||
| 69 | * overflows. The input is thus scaled down by log2(numColsA) bits |
||
| 70 | * to avoid overflows, as a total of numColsA additions are performed internally. |
||
| 71 | * The 2.62 accumulator is right shifted by 31 bits and saturated to 1.31 format to yield the final result. |
||
| 72 | * |
||
| 73 | * \par |
||
| 74 | * See <code>arm_mat_mult_fast_q31()</code> for a faster but less precise implementation of this function for Cortex-M3 and Cortex-M4. |
||
| 75 | * |
||
| 76 | */ |
||
| 77 | |||
| 78 | arm_status arm_mat_mult_q31( |
||
| 79 | const arm_matrix_instance_q31 * pSrcA, |
||
| 80 | const arm_matrix_instance_q31 * pSrcB, |
||
| 81 | arm_matrix_instance_q31 * pDst) |
||
| 82 | { |
||
| 83 | q31_t *pIn1 = pSrcA->pData; /* input data matrix pointer A */ |
||
| 84 | q31_t *pIn2 = pSrcB->pData; /* input data matrix pointer B */ |
||
| 85 | q31_t *pInA = pSrcA->pData; /* input data matrix pointer A */ |
||
| 86 | q31_t *pOut = pDst->pData; /* output data matrix pointer */ |
||
| 87 | q31_t *px; /* Temporary output data matrix pointer */ |
||
| 88 | q63_t sum; /* Accumulator */ |
||
| 89 | uint16_t numRowsA = pSrcA->numRows; /* number of rows of input matrix A */ |
||
| 90 | uint16_t numColsB = pSrcB->numCols; /* number of columns of input matrix B */ |
||
| 91 | uint16_t numColsA = pSrcA->numCols; /* number of columns of input matrix A */ |
||
| 92 | |||
| 93 | #ifndef ARM_MATH_CM0_FAMILY |
||
| 94 | |||
| 95 | /* Run the below code for Cortex-M4 and Cortex-M3 */ |
||
| 96 | |||
| 97 | uint16_t col, i = 0u, j, row = numRowsA, colCnt; /* loop counters */ |
||
| 98 | arm_status status; /* status of matrix multiplication */ |
||
| 99 | q31_t a0, a1, a2, a3, b0, b1, b2, b3; |
||
| 100 | |||
| 101 | #ifdef ARM_MATH_MATRIX_CHECK |
||
| 102 | |||
| 103 | |||
| 104 | /* Check for matrix mismatch condition */ |
||
| 105 | if((pSrcA->numCols != pSrcB->numRows) || |
||
| 106 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
||
| 107 | { |
||
| 108 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
||
| 109 | status = ARM_MATH_SIZE_MISMATCH; |
||
| 110 | } |
||
| 111 | else |
||
| 112 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
||
| 113 | |||
| 114 | { |
||
| 115 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
||
| 116 | /* row loop */ |
||
| 117 | do |
||
| 118 | { |
||
| 119 | /* Output pointer is set to starting address of the row being processed */ |
||
| 120 | px = pOut + i; |
||
| 121 | |||
| 122 | /* For every row wise process, the column loop counter is to be initiated */ |
||
| 123 | col = numColsB; |
||
| 124 | |||
| 125 | /* For every row wise process, the pIn2 pointer is set |
||
| 126 | ** to the starting address of the pSrcB data */ |
||
| 127 | pIn2 = pSrcB->pData; |
||
| 128 | |||
| 129 | j = 0u; |
||
| 130 | |||
| 131 | /* column loop */ |
||
| 132 | do |
||
| 133 | { |
||
| 134 | /* Set the variable sum, that acts as accumulator, to zero */ |
||
| 135 | sum = 0; |
||
| 136 | |||
| 137 | /* Initiate the pointer pIn1 to point to the starting address of pInA */ |
||
| 138 | pIn1 = pInA; |
||
| 139 | |||
| 140 | /* Apply loop unrolling and compute 4 MACs simultaneously. */ |
||
| 141 | colCnt = numColsA >> 2; |
||
| 142 | |||
| 143 | |||
| 144 | /* matrix multiplication */ |
||
| 145 | while(colCnt > 0u) |
||
| 146 | { |
||
| 147 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
||
| 148 | /* Perform the multiply-accumulates */ |
||
| 149 | b0 = *pIn2; |
||
| 150 | pIn2 += numColsB; |
||
| 151 | |||
| 152 | a0 = *pIn1++; |
||
| 153 | a1 = *pIn1++; |
||
| 154 | |||
| 155 | b1 = *pIn2; |
||
| 156 | pIn2 += numColsB; |
||
| 157 | b2 = *pIn2; |
||
| 158 | pIn2 += numColsB; |
||
| 159 | |||
| 160 | sum += (q63_t) a0 *b0; |
||
| 161 | sum += (q63_t) a1 *b1; |
||
| 162 | |||
| 163 | a2 = *pIn1++; |
||
| 164 | a3 = *pIn1++; |
||
| 165 | |||
| 166 | b3 = *pIn2; |
||
| 167 | pIn2 += numColsB; |
||
| 168 | |||
| 169 | sum += (q63_t) a2 *b2; |
||
| 170 | sum += (q63_t) a3 *b3; |
||
| 171 | |||
| 172 | /* Decrement the loop counter */ |
||
| 173 | colCnt--; |
||
| 174 | } |
||
| 175 | |||
| 176 | /* If the columns of pSrcA is not a multiple of 4, compute any remaining output samples here. |
||
| 177 | ** No loop unrolling is used. */ |
||
| 178 | colCnt = numColsA % 0x4u; |
||
| 179 | |||
| 180 | while(colCnt > 0u) |
||
| 181 | { |
||
| 182 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
||
| 183 | /* Perform the multiply-accumulates */ |
||
| 184 | sum += (q63_t) * pIn1++ * *pIn2; |
||
| 185 | pIn2 += numColsB; |
||
| 186 | |||
| 187 | /* Decrement the loop counter */ |
||
| 188 | colCnt--; |
||
| 189 | } |
||
| 190 | |||
| 191 | /* Convert the result from 2.62 to 1.31 format and store in destination buffer */ |
||
| 192 | *px++ = (q31_t) (sum >> 31); |
||
| 193 | |||
| 194 | /* Update the pointer pIn2 to point to the starting address of the next column */ |
||
| 195 | j++; |
||
| 196 | pIn2 = (pSrcB->pData) + j; |
||
| 197 | |||
| 198 | /* Decrement the column loop counter */ |
||
| 199 | col--; |
||
| 200 | |||
| 201 | } while(col > 0u); |
||
| 202 | |||
| 203 | #else |
||
| 204 | |||
| 205 | /* Run the below code for Cortex-M0 */ |
||
| 206 | |||
| 207 | q31_t *pInB = pSrcB->pData; /* input data matrix pointer B */ |
||
| 208 | uint16_t col, i = 0u, row = numRowsA, colCnt; /* loop counters */ |
||
| 209 | arm_status status; /* status of matrix multiplication */ |
||
| 210 | |||
| 211 | |||
| 212 | #ifdef ARM_MATH_MATRIX_CHECK |
||
| 213 | |||
| 214 | /* Check for matrix mismatch condition */ |
||
| 215 | if((pSrcA->numCols != pSrcB->numRows) || |
||
| 216 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
||
| 217 | { |
||
| 218 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
||
| 219 | status = ARM_MATH_SIZE_MISMATCH; |
||
| 220 | } |
||
| 221 | else |
||
| 222 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
||
| 223 | |||
| 224 | { |
||
| 225 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
||
| 226 | /* row loop */ |
||
| 227 | do |
||
| 228 | { |
||
| 229 | /* Output pointer is set to starting address of the row being processed */ |
||
| 230 | px = pOut + i; |
||
| 231 | |||
| 232 | /* For every row wise process, the column loop counter is to be initiated */ |
||
| 233 | col = numColsB; |
||
| 234 | |||
| 235 | /* For every row wise process, the pIn2 pointer is set |
||
| 236 | ** to the starting address of the pSrcB data */ |
||
| 237 | pIn2 = pSrcB->pData; |
||
| 238 | |||
| 239 | /* column loop */ |
||
| 240 | do |
||
| 241 | { |
||
| 242 | /* Set the variable sum, that acts as accumulator, to zero */ |
||
| 243 | sum = 0; |
||
| 244 | |||
| 245 | /* Initiate the pointer pIn1 to point to the starting address of pInA */ |
||
| 246 | pIn1 = pInA; |
||
| 247 | |||
| 248 | /* Matrix A columns number of MAC operations are to be performed */ |
||
| 249 | colCnt = numColsA; |
||
| 250 | |||
| 251 | /* matrix multiplication */ |
||
| 252 | while(colCnt > 0u) |
||
| 253 | { |
||
| 254 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
||
| 255 | /* Perform the multiply-accumulates */ |
||
| 256 | sum += (q63_t) * pIn1++ * *pIn2; |
||
| 257 | pIn2 += numColsB; |
||
| 258 | |||
| 259 | /* Decrement the loop counter */ |
||
| 260 | colCnt--; |
||
| 261 | } |
||
| 262 | |||
| 263 | /* Convert the result from 2.62 to 1.31 format and store in destination buffer */ |
||
| 264 | *px++ = (q31_t) clip_q63_to_q31(sum >> 31); |
||
| 265 | |||
| 266 | /* Decrement the column loop counter */ |
||
| 267 | col--; |
||
| 268 | |||
| 269 | /* Update the pointer pIn2 to point to the starting address of the next column */ |
||
| 270 | pIn2 = pInB + (numColsB - col); |
||
| 271 | |||
| 272 | } while(col > 0u); |
||
| 273 | |||
| 274 | #endif |
||
| 275 | |||
| 276 | /* Update the pointer pInA to point to the starting address of the next row */ |
||
| 277 | i = i + numColsB; |
||
| 278 | pInA = pInA + numColsA; |
||
| 279 | |||
| 280 | /* Decrement the row loop counter */ |
||
| 281 | row--; |
||
| 282 | |||
| 283 | } while(row > 0u); |
||
| 284 | |||
| 285 | /* set status as ARM_MATH_SUCCESS */ |
||
| 286 | status = ARM_MATH_SUCCESS; |
||
| 287 | } |
||
| 288 | /* Return to application */ |
||
| 289 | return (status); |
||
| 290 | } |
||
| 291 | |||
| 292 | /** |
||
| 293 | * @} end of MatrixMult group |
||
| 294 | */ |