Rev 2 | Details | Compare with Previous | Last modification | View Log | RSS feed
Rev | Author | Line No. | Line |
---|---|---|---|
2 | mjames | 1 | /* ---------------------------------------------------------------------- |
2 | * Project: CMSIS DSP Library |
||
3 | * Title: arm_mat_mult_q31.c |
||
4 | * Description: Q31 matrix multiplication |
||
5 | * |
||
6 | * $Date: 27. January 2017 |
||
7 | * $Revision: V.1.5.1 |
||
8 | * |
||
9 | * Target Processor: Cortex-M cores |
||
10 | * -------------------------------------------------------------------- */ |
||
11 | /* |
||
12 | * Copyright (C) 2010-2017 ARM Limited or its affiliates. All rights reserved. |
||
13 | * |
||
14 | * SPDX-License-Identifier: Apache-2.0 |
||
15 | * |
||
16 | * Licensed under the Apache License, Version 2.0 (the License); you may |
||
17 | * not use this file except in compliance with the License. |
||
18 | * You may obtain a copy of the License at |
||
19 | * |
||
20 | * www.apache.org/licenses/LICENSE-2.0 |
||
21 | * |
||
22 | * Unless required by applicable law or agreed to in writing, software |
||
23 | * distributed under the License is distributed on an AS IS BASIS, WITHOUT |
||
24 | * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
||
25 | * See the License for the specific language governing permissions and |
||
26 | * limitations under the License. |
||
27 | */ |
||
28 | |||
29 | #include "arm_math.h" |
||
30 | |||
31 | /** |
||
32 | * @ingroup groupMatrix |
||
33 | */ |
||
34 | |||
35 | /** |
||
36 | * @addtogroup MatrixMult |
||
37 | * @{ |
||
38 | */ |
||
39 | |||
40 | /** |
||
41 | * @brief Q31 matrix multiplication |
||
42 | * @param[in] *pSrcA points to the first input matrix structure |
||
43 | * @param[in] *pSrcB points to the second input matrix structure |
||
44 | * @param[out] *pDst points to output matrix structure |
||
45 | * @return The function returns either |
||
46 | * <code>ARM_MATH_SIZE_MISMATCH</code> or <code>ARM_MATH_SUCCESS</code> based on the outcome of size checking. |
||
47 | * |
||
48 | * @details |
||
49 | * <b>Scaling and Overflow Behavior:</b> |
||
50 | * |
||
51 | * \par |
||
52 | * The function is implemented using an internal 64-bit accumulator. |
||
53 | * The accumulator has a 2.62 format and maintains full precision of the intermediate |
||
54 | * multiplication results but provides only a single guard bit. There is no saturation |
||
55 | * on intermediate additions. Thus, if the accumulator overflows it wraps around and |
||
56 | * distorts the result. The input signals should be scaled down to avoid intermediate |
||
57 | * overflows. The input is thus scaled down by log2(numColsA) bits |
||
58 | * to avoid overflows, as a total of numColsA additions are performed internally. |
||
59 | * The 2.62 accumulator is right shifted by 31 bits and saturated to 1.31 format to yield the final result. |
||
60 | * |
||
61 | * \par |
||
62 | * See <code>arm_mat_mult_fast_q31()</code> for a faster but less precise implementation of this function for Cortex-M3 and Cortex-M4. |
||
63 | * |
||
64 | */ |
||
65 | |||
66 | arm_status arm_mat_mult_q31( |
||
67 | const arm_matrix_instance_q31 * pSrcA, |
||
68 | const arm_matrix_instance_q31 * pSrcB, |
||
69 | arm_matrix_instance_q31 * pDst) |
||
70 | { |
||
71 | q31_t *pIn1 = pSrcA->pData; /* input data matrix pointer A */ |
||
72 | q31_t *pIn2 = pSrcB->pData; /* input data matrix pointer B */ |
||
73 | q31_t *pInA = pSrcA->pData; /* input data matrix pointer A */ |
||
74 | q31_t *pOut = pDst->pData; /* output data matrix pointer */ |
||
75 | q31_t *px; /* Temporary output data matrix pointer */ |
||
76 | q63_t sum; /* Accumulator */ |
||
77 | uint16_t numRowsA = pSrcA->numRows; /* number of rows of input matrix A */ |
||
78 | uint16_t numColsB = pSrcB->numCols; /* number of columns of input matrix B */ |
||
79 | uint16_t numColsA = pSrcA->numCols; /* number of columns of input matrix A */ |
||
80 | |||
81 | #if defined (ARM_MATH_DSP) |
||
82 | |||
83 | /* Run the below code for Cortex-M4 and Cortex-M3 */ |
||
84 | |||
85 | uint16_t col, i = 0U, j, row = numRowsA, colCnt; /* loop counters */ |
||
86 | arm_status status; /* status of matrix multiplication */ |
||
87 | q31_t a0, a1, a2, a3, b0, b1, b2, b3; |
||
88 | |||
89 | #ifdef ARM_MATH_MATRIX_CHECK |
||
90 | |||
91 | |||
92 | /* Check for matrix mismatch condition */ |
||
93 | if ((pSrcA->numCols != pSrcB->numRows) || |
||
94 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
||
95 | { |
||
96 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
||
97 | status = ARM_MATH_SIZE_MISMATCH; |
||
98 | } |
||
99 | else |
||
100 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
||
101 | |||
102 | { |
||
103 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
||
104 | /* row loop */ |
||
105 | do |
||
106 | { |
||
107 | /* Output pointer is set to starting address of the row being processed */ |
||
108 | px = pOut + i; |
||
109 | |||
110 | /* For every row wise process, the column loop counter is to be initiated */ |
||
111 | col = numColsB; |
||
112 | |||
113 | /* For every row wise process, the pIn2 pointer is set |
||
114 | ** to the starting address of the pSrcB data */ |
||
115 | pIn2 = pSrcB->pData; |
||
116 | |||
117 | j = 0U; |
||
118 | |||
119 | /* column loop */ |
||
120 | do |
||
121 | { |
||
122 | /* Set the variable sum, that acts as accumulator, to zero */ |
||
123 | sum = 0; |
||
124 | |||
125 | /* Initiate the pointer pIn1 to point to the starting address of pInA */ |
||
126 | pIn1 = pInA; |
||
127 | |||
128 | /* Apply loop unrolling and compute 4 MACs simultaneously. */ |
||
129 | colCnt = numColsA >> 2; |
||
130 | |||
131 | |||
132 | /* matrix multiplication */ |
||
133 | while (colCnt > 0U) |
||
134 | { |
||
135 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
||
136 | /* Perform the multiply-accumulates */ |
||
137 | b0 = *pIn2; |
||
138 | pIn2 += numColsB; |
||
139 | |||
140 | a0 = *pIn1++; |
||
141 | a1 = *pIn1++; |
||
142 | |||
143 | b1 = *pIn2; |
||
144 | pIn2 += numColsB; |
||
145 | b2 = *pIn2; |
||
146 | pIn2 += numColsB; |
||
147 | |||
148 | sum += (q63_t) a0 *b0; |
||
149 | sum += (q63_t) a1 *b1; |
||
150 | |||
151 | a2 = *pIn1++; |
||
152 | a3 = *pIn1++; |
||
153 | |||
154 | b3 = *pIn2; |
||
155 | pIn2 += numColsB; |
||
156 | |||
157 | sum += (q63_t) a2 *b2; |
||
158 | sum += (q63_t) a3 *b3; |
||
159 | |||
160 | /* Decrement the loop counter */ |
||
161 | colCnt--; |
||
162 | } |
||
163 | |||
164 | /* If the columns of pSrcA is not a multiple of 4, compute any remaining output samples here. |
||
165 | ** No loop unrolling is used. */ |
||
166 | colCnt = numColsA % 0x4U; |
||
167 | |||
168 | while (colCnt > 0U) |
||
169 | { |
||
170 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
||
171 | /* Perform the multiply-accumulates */ |
||
172 | sum += (q63_t) * pIn1++ * *pIn2; |
||
173 | pIn2 += numColsB; |
||
174 | |||
175 | /* Decrement the loop counter */ |
||
176 | colCnt--; |
||
177 | } |
||
178 | |||
179 | /* Convert the result from 2.62 to 1.31 format and store in destination buffer */ |
||
180 | *px++ = (q31_t) (sum >> 31); |
||
181 | |||
182 | /* Update the pointer pIn2 to point to the starting address of the next column */ |
||
183 | j++; |
||
184 | pIn2 = (pSrcB->pData) + j; |
||
185 | |||
186 | /* Decrement the column loop counter */ |
||
187 | col--; |
||
188 | |||
189 | } while (col > 0U); |
||
190 | |||
191 | #else |
||
192 | |||
193 | /* Run the below code for Cortex-M0 */ |
||
194 | |||
195 | q31_t *pInB = pSrcB->pData; /* input data matrix pointer B */ |
||
196 | uint16_t col, i = 0U, row = numRowsA, colCnt; /* loop counters */ |
||
197 | arm_status status; /* status of matrix multiplication */ |
||
198 | |||
199 | |||
200 | #ifdef ARM_MATH_MATRIX_CHECK |
||
201 | |||
202 | /* Check for matrix mismatch condition */ |
||
203 | if ((pSrcA->numCols != pSrcB->numRows) || |
||
204 | (pSrcA->numRows != pDst->numRows) || (pSrcB->numCols != pDst->numCols)) |
||
205 | { |
||
206 | /* Set status as ARM_MATH_SIZE_MISMATCH */ |
||
207 | status = ARM_MATH_SIZE_MISMATCH; |
||
208 | } |
||
209 | else |
||
210 | #endif /* #ifdef ARM_MATH_MATRIX_CHECK */ |
||
211 | |||
212 | { |
||
213 | /* The following loop performs the dot-product of each row in pSrcA with each column in pSrcB */ |
||
214 | /* row loop */ |
||
215 | do |
||
216 | { |
||
217 | /* Output pointer is set to starting address of the row being processed */ |
||
218 | px = pOut + i; |
||
219 | |||
220 | /* For every row wise process, the column loop counter is to be initiated */ |
||
221 | col = numColsB; |
||
222 | |||
223 | /* For every row wise process, the pIn2 pointer is set |
||
224 | ** to the starting address of the pSrcB data */ |
||
225 | pIn2 = pSrcB->pData; |
||
226 | |||
227 | /* column loop */ |
||
228 | do |
||
229 | { |
||
230 | /* Set the variable sum, that acts as accumulator, to zero */ |
||
231 | sum = 0; |
||
232 | |||
233 | /* Initiate the pointer pIn1 to point to the starting address of pInA */ |
||
234 | pIn1 = pInA; |
||
235 | |||
236 | /* Matrix A columns number of MAC operations are to be performed */ |
||
237 | colCnt = numColsA; |
||
238 | |||
239 | /* matrix multiplication */ |
||
240 | while (colCnt > 0U) |
||
241 | { |
||
242 | /* c(m,n) = a(1,1)*b(1,1) + a(1,2) * b(2,1) + .... + a(m,p)*b(p,n) */ |
||
243 | /* Perform the multiply-accumulates */ |
||
244 | sum += (q63_t) * pIn1++ * *pIn2; |
||
245 | pIn2 += numColsB; |
||
246 | |||
247 | /* Decrement the loop counter */ |
||
248 | colCnt--; |
||
249 | } |
||
250 | |||
251 | /* Convert the result from 2.62 to 1.31 format and store in destination buffer */ |
||
252 | *px++ = (q31_t) clip_q63_to_q31(sum >> 31); |
||
253 | |||
254 | /* Decrement the column loop counter */ |
||
255 | col--; |
||
256 | |||
257 | /* Update the pointer pIn2 to point to the starting address of the next column */ |
||
258 | pIn2 = pInB + (numColsB - col); |
||
259 | |||
260 | } while (col > 0U); |
||
261 | |||
262 | #endif |
||
263 | |||
264 | /* Update the pointer pInA to point to the starting address of the next row */ |
||
265 | i = i + numColsB; |
||
266 | pInA = pInA + numColsA; |
||
267 | |||
268 | /* Decrement the row loop counter */ |
||
269 | row--; |
||
270 | |||
271 | } while (row > 0U); |
||
272 | |||
273 | /* set status as ARM_MATH_SUCCESS */ |
||
274 | status = ARM_MATH_SUCCESS; |
||
275 | } |
||
276 | /* Return to application */ |
||
277 | return (status); |
||
278 | } |
||
279 | |||
280 | /** |
||
281 | * @} end of MatrixMult group |
||
282 | */ |