1 /* ----------------------------------------------------------------------
2 * Project: CMSIS DSP Library
3 * Title: arm_correlate_f64.c
4 * Description: Correlation of floating-point sequences
5 *
6 * $Date: 10 August 2022
7 * $Revision: V1.10.1
8 *
9 * Target Processor: Cortex-M and Cortex-A cores
10 * -------------------------------------------------------------------- */
11 /*
12 * Copyright (C) 2010-2021 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 "dsp/filtering_functions.h"
30
31 /**
32 @ingroup groupFilters
33 */
34
35 /**
36 @addtogroup Corr
37 @{
38 */
39
40 /**
41 @brief Correlation of floating-point sequences.
42 @param[in] pSrcA points to the first input sequence
43 @param[in] srcALen length of the first input sequence
44 @param[in] pSrcB points to the second input sequence
45 @param[in] srcBLen length of the second input sequence
46 @param[out] pDst points to the location where the output result is written. Length 2 * max(srcALen, srcBLen) - 1.
47 */
48
arm_correlate_f64(const float64_t * pSrcA,uint32_t srcALen,const float64_t * pSrcB,uint32_t srcBLen,float64_t * pDst)49 ARM_DSP_ATTRIBUTE void arm_correlate_f64(
50 const float64_t * pSrcA,
51 uint32_t srcALen,
52 const float64_t * pSrcB,
53 uint32_t srcBLen,
54 float64_t * pDst)
55 {
56 const float64_t *pIn1; /* InputA pointer */
57 const float64_t *pIn2; /* InputB pointer */
58 float64_t *pOut = pDst; /* Output pointer */
59 const float64_t *px; /* Intermediate inputA pointer */
60 const float64_t *py; /* Intermediate inputB pointer */
61 const float64_t *pSrc1;
62 float64_t sum;
63 uint32_t blockSize1, blockSize2, blockSize3; /* Loop counters */
64 uint32_t j, k, count, blkCnt; /* Loop counters */
65 uint32_t outBlockSize; /* Loop counter */
66 int32_t inc = 1; /* Destination address modifier */
67 #if defined(ARM_MATH_NEON) && defined(__aarch64__)
68 float64x2_t sumV,pxV,pyV ;
69 #endif
70
71 /* The algorithm implementation is based on the lengths of the inputs. */
72 /* srcB is always made to slide across srcA. */
73 /* So srcBLen is always considered as shorter or equal to srcALen */
74 /* But CORR(x, y) is reverse of CORR(y, x) */
75 /* So, when srcBLen > srcALen, output pointer is made to point to the end of the output buffer */
76 /* and the destination pointer modifier, inc is set to -1 */
77 /* If srcALen > srcBLen, zero pad has to be done to srcB to make the two inputs of same length */
78 /* But to improve the performance,
79 * we assume zeroes in the output instead of zero padding either of the the inputs*/
80 /* If srcALen > srcBLen,
81 * (srcALen - srcBLen) zeroes has to included in the starting of the output buffer */
82 /* If srcALen < srcBLen,
83 * (srcALen - srcBLen) zeroes has to included in the ending of the output buffer */
84 if (srcALen >= srcBLen)
85 {
86 /* Initialization of inputA pointer */
87 pIn1 = pSrcA;
88
89 /* Initialization of inputB pointer */
90 pIn2 = pSrcB;
91
92 /* Number of output samples is calculated */
93 outBlockSize = (2U * srcALen) - 1U;
94
95 /* When srcALen > srcBLen, zero padding has to be done to srcB
96 * to make their lengths equal.
97 * Instead, (outBlockSize - (srcALen + srcBLen - 1))
98 * number of output samples are made zero */
99 j = outBlockSize - (srcALen + (srcBLen - 1U));
100
101 /* Updating the pointer position to non zero value */
102 pOut += j;
103 }
104 else
105 {
106 /* Initialization of inputA pointer */
107 pIn1 = pSrcB;
108
109 /* Initialization of inputB pointer */
110 pIn2 = pSrcA;
111
112 /* srcBLen is always considered as shorter or equal to srcALen */
113 j = srcBLen;
114 srcBLen = srcALen;
115 srcALen = j;
116
117 /* CORR(x, y) = Reverse order(CORR(y, x)) */
118 /* Hence set the destination pointer to point to the last output sample */
119 pOut = pDst + ((srcALen + srcBLen) - 2U);
120
121 /* Destination address modifier is set to -1 */
122 inc = -1;
123 }
124
125 /* The function is internally
126 * divided into three stages according to the number of multiplications that has to be
127 * taken place between inputA samples and inputB samples. In the first stage of the
128 * algorithm, the multiplications increase by one for every iteration.
129 * In the second stage of the algorithm, srcBLen number of multiplications are done.
130 * In the third stage of the algorithm, the multiplications decrease by one
131 * for every iteration. */
132
133 /* The algorithm is implemented in three stages.
134 The loop counters of each stage is initiated here. */
135 blockSize1 = srcBLen - 1U;
136 blockSize2 = srcALen - (srcBLen - 1U);
137 blockSize3 = blockSize1;
138
139 /* --------------------------
140 * Initializations of stage1
141 * -------------------------*/
142
143 /* sum = x[0] * y[srcBlen - 1]
144 * sum = x[0] * y[srcBlen-2] + x[1] * y[srcBlen - 1]
145 * ....
146 * sum = x[0] * y[0] + x[1] * y[1] +...+ x[srcBLen - 1] * y[srcBLen - 1]
147 */
148
149 /* In this stage the MAC operations are increased by 1 for every iteration.
150 The count variable holds the number of MAC operations performed */
151 count = 1U;
152
153 /* Working pointer of inputA */
154 px = pIn1;
155
156 /* Working pointer of inputB */
157 pSrc1 = pIn2 + (srcBLen - 1U);
158 py = pSrc1;
159
160 /* ------------------------
161 * Stage1 process
162 * ----------------------*/
163
164 /* The first stage starts here */
165 while (blockSize1 > 0U)
166 {
167 /* Accumulator is made zero for every iteration */
168 sum = 0.;
169 #if defined(ARM_MATH_NEON) && defined(__aarch64__)
170 sumV = vdupq_n_f64(0.0);
171 k = count >> 1U ;
172
173 while(k > 0U)
174 {
175 pxV = vld1q_f64(px);
176 pyV = vld1q_f64(py);
177 sumV = vmlaq_f64(sumV, pxV, pyV);
178 px+=2;
179 py+=2;
180 k--;
181 }
182 sum =vaddvq_f64(sumV);
183 k = count & 1 ;
184 #else
185 /* Initialize k with number of samples */
186 k = count;
187 #endif
188 while (k > 0U)
189 {
190 /* Perform the multiply-accumulate */
191 /* x[0] * y[srcBLen - 1] */
192 sum += *px++ * *py++;
193
194 /* Decrement loop counter */
195 k--;
196 }
197
198 /* Store the result in the accumulator in the destination buffer. */
199
200 *pOut = sum;
201 /* Destination pointer is updated according to the address modifier, inc */
202 pOut += inc;
203
204 /* Update the inputA and inputB pointers for next MAC calculation */
205 py = pSrc1 - count;
206 px = pIn1;
207
208 /* Increment MAC count */
209 count++;
210
211 /* Decrement loop counter */
212 blockSize1--;
213
214 }
215
216 /* --------------------------
217 * Initializations of stage2
218 * ------------------------*/
219
220 /* sum = x[0] * y[0] + x[1] * y[1] +...+ x[srcBLen-1] * y[srcBLen-1]
221 * sum = x[1] * y[0] + x[2] * y[1] +...+ x[srcBLen] * y[srcBLen-1]
222 * ....
223 * sum = x[srcALen-srcBLen-2] * y[0] + x[srcALen-srcBLen-1] * y[1] +...+ x[srcALen-1] * y[srcBLen-1]
224 */
225
226 /* Working pointer of inputA */
227 px = pIn1;
228
229 /* Working pointer of inputB */
230 py = pIn2;
231
232 /* count is index by which the pointer pIn1 to be incremented */
233 count = 0U;
234
235 /* -------------------
236 * Stage2 process
237 * ------------------*/
238
239 /* Stage2 depends on srcBLen as in this stage srcBLen number of MACS are performed.
240 * So, to loop unroll over blockSize2,
241 * srcBLen should be greater than or equal to 4 */
242 if (srcBLen >= 4U)
243 {
244 /* Initialize blkCnt with number of samples */
245 blkCnt = blockSize2;
246
247 while (blkCnt > 0U)
248 {
249 /* Accumulator is made zero for every iteration */
250 sum = 0.;
251 #if defined(ARM_MATH_NEON) && defined(__aarch64__)
252 sumV = vdupq_n_f64(0.0);
253 k = srcBLen >> 1U ;
254 while(k > 0U)
255 {
256 pxV = vld1q_f64(px);
257 pyV = vld1q_f64(py);
258 sumV = vmlaq_f64(sumV, pxV, pyV);
259 px+=2;
260 py+=2;
261 k--;
262 }
263 sum =vaddvq_f64(sumV);
264 k = srcBLen & 1 ;
265
266 #else
267
268 /* Initialize blkCnt with number of samples */
269 k = srcBLen;
270 #endif
271 while (k > 0U)
272 {
273 /* Perform the multiply-accumulate */
274 sum += *px++ * *py++;
275
276 /* Decrement the loop counter */
277 k--;
278 }
279
280 /* Store the result in the accumulator in the destination buffer. */
281 *pOut = sum;
282
283 /* Destination pointer is updated according to the address modifier, inc */
284 pOut += inc;
285
286 /* Increment the pointer pIn1 index, count by 1 */
287 count++;
288
289 /* Update the inputA and inputB pointers for next MAC calculation */
290 px = pIn1 + count;
291 py = pIn2;
292
293 /* Decrement the loop counter */
294 blkCnt--;
295 }
296 }
297 else
298 {
299 /* If the srcBLen is not a multiple of 4,
300 * the blockSize2 loop cannot be unrolled by 4 */
301 blkCnt = blockSize2;
302
303 while (blkCnt > 0U)
304 {
305 /* Accumulator is made zero for every iteration */
306 sum = 0.;
307 #if defined(ARM_MATH_NEON) && defined(__aarch64__)
308 sumV = vdupq_n_f64(0.0);
309 k = srcBLen >> 1U ;
310 while(k > 0U)
311 {
312 pxV = vld1q_f64(px);
313 pyV = vld1q_f64(py);
314 sumV = vmlaq_f64(sumV, pxV, pyV);
315 px+=2;
316 py+=2;
317 k--;
318 }
319 sum =vaddvq_f64(sumV);
320 k = srcBLen & 1 ;
321
322 #else
323
324 /* Loop over srcBLen */
325 k = srcBLen;
326 #endif
327 while (k > 0U)
328 {
329 /* Perform the multiply-accumulate */
330 sum += *px++ * *py++;
331
332 /* Decrement the loop counter */
333 k--;
334 }
335
336 /* Store the result in the accumulator in the destination buffer. */
337 *pOut = sum;
338 /* Destination pointer is updated according to the address modifier, inc */
339 pOut += inc;
340
341 /* Increment the pointer pIn1 index, count by 1 */
342 count++;
343
344 /* Update the inputA and inputB pointers for next MAC calculation */
345 px = pIn1 + count;
346 py = pIn2;
347
348 /* Decrement the loop counter */
349 blkCnt--;
350 }
351 }
352
353
354 /* --------------------------
355 * Initializations of stage3
356 * -------------------------*/
357
358 /* sum += x[srcALen-srcBLen+1] * y[0] + x[srcALen-srcBLen+2] * y[1] +...+ x[srcALen-1] * y[srcBLen-1]
359 * sum += x[srcALen-srcBLen+2] * y[0] + x[srcALen-srcBLen+3] * y[1] +...+ x[srcALen-1] * y[srcBLen-1]
360 * ....
361 * sum += x[srcALen-2] * y[0] + x[srcALen-1] * y[1]
362 * sum += x[srcALen-1] * y[0]
363 */
364
365 /* In this stage the MAC operations are decreased by 1 for every iteration.
366 The count variable holds the number of MAC operations performed */
367 count = srcBLen - 1U;
368
369 /* Working pointer of inputA */
370 pSrc1 = pIn1 + (srcALen - (srcBLen - 1U));
371 px = pSrc1;
372
373 /* Working pointer of inputB */
374 py = pIn2;
375
376 /* -------------------
377 * Stage3 process
378 * ------------------*/
379
380 while (blockSize3 > 0U)
381 {
382 /* Accumulator is made zero for every iteration */
383 sum = 0.;
384 #if defined(ARM_MATH_NEON) && defined(__aarch64__)
385 sumV = vdupq_n_f64(0.0);
386 k = count >> 1U ;
387
388 while(k > 0U)
389 {
390 pxV = vld1q_f64(px);
391 pyV = vld1q_f64(py);
392 sumV = vmlaq_f64(sumV, pxV, pyV);
393 px+=2;
394 py+=2;
395 k--;
396 }
397 sum =vaddvq_f64(sumV);
398 k = count & 1 ;
399 #else
400
401 /* Initialize blkCnt with number of samples */
402 k = count;
403 #endif
404 while (k > 0U)
405 {
406 /* Perform the multiply-accumulate */
407 sum += *px++ * *py++;
408
409 /* Decrement loop counter */
410 k--;
411 }
412
413 /* Store the result in the accumulator in the destination buffer. */
414 *pOut = sum;
415 /* Destination pointer is updated according to the address modifier, inc */
416 pOut += inc;
417
418 /* Update the inputA and inputB pointers for next MAC calculation */
419 px = ++pSrc1;
420 py = pIn2;
421
422 /* Decrement MAC count */
423 count--;
424
425 /* Decrement the loop counter */
426 blockSize3--;
427 }
428 }
429
430 /**
431 @} end of Corr group
432 */
433