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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_std_q15.c
9 *
10 * Description: Standard deviation of an array of Q15 type.
12 * Target Processor: Cortex-M4/Cortex-M3/Cortex-M0
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.
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 * -------------------------------------------------------------------- */
41 #include "arm_math.h"
43 /**
44 * @ingroup groupStats
47 /**
48 * @addtogroup STD
49 * @{
52 /**
53 * @brief Standard deviation of the elements of a Q15 vector.
54 * @param[in] *pSrc points to the input vector
55 * @param[in] blockSize length of the input vector
56 * @param[out] *pResult standard deviation value returned here
57 * @return none.
59 * @details
60 * <b>Scaling and Overflow Behavior:</b>
62 * \par
63 * The function is implemented using a 64-bit internal accumulator.
64 * The input is represented in 1.15 format.
65 * Intermediate multiplication yields a 2.30 format, and this
66 * result is added without saturation to a 64-bit accumulator in 34.30 format.
67 * With 33 guard bits in the accumulator, there is no risk of overflow, and the
68 * full precision of the intermediate multiplication is preserved.
69 * Finally, the 34.30 result is truncated to 34.15 format by discarding the lower
70 * 15 bits, and then saturated to yield a result in 1.15 format.
73 void arm_std_q15(
74 q15_t * pSrc,
75 uint32_t blockSize,
76 q15_t * pResult)
78 q31_t sum = 0; /* Accumulator */
79 q31_t meanOfSquares, squareOfMean; /* square of mean and mean of square */
80 uint32_t blkCnt; /* loop counter */
81 q63_t sumOfSquares = 0; /* Accumulator */
83 #ifndef ARM_MATH_CM0_FAMILY
85 /* Run the below code for Cortex-M4 and Cortex-M3 */
87 q31_t in; /* input value */
88 q15_t in1; /* input value */
90 if(blockSize == 1)
92 *pResult = 0;
93 return;
96 /*loop Unrolling */
97 blkCnt = blockSize >> 2u;
99 /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
100 ** a second loop below computes the remaining 1 to 3 samples. */
101 while(blkCnt > 0u)
103 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
104 /* Compute Sum of squares of the input samples
105 * and then store the result in a temporary variable, sum. */
106 in = *__SIMD32(pSrc)++;
107 sum += ((in << 16) >> 16);
108 sum += (in >> 16);
109 sumOfSquares = __SMLALD(in, in, sumOfSquares);
110 in = *__SIMD32(pSrc)++;
111 sum += ((in << 16) >> 16);
112 sum += (in >> 16);
113 sumOfSquares = __SMLALD(in, in, sumOfSquares);
115 /* Decrement the loop counter */
116 blkCnt--;
119 /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
120 ** No loop unrolling is used. */
121 blkCnt = blockSize % 0x4u;
123 while(blkCnt > 0u)
125 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
126 /* Compute Sum of squares of the input samples
127 * and then store the result in a temporary variable, sum. */
128 in1 = *pSrc++;
129 sumOfSquares = __SMLALD(in1, in1, sumOfSquares);
130 sum += in1;
132 /* Decrement the loop counter */
133 blkCnt--;
136 /* Compute Mean of squares of the input samples
137 * and then store the result in a temporary variable, meanOfSquares. */
138 meanOfSquares = (q31_t)(sumOfSquares / (q63_t)(blockSize - 1));
140 /* Compute square of mean */
141 squareOfMean = (q31_t) ((q63_t)sum * sum / (q63_t)(blockSize * (blockSize - 1)));
143 /* mean of the squares minus the square of the mean. */
144 /* Compute standard deviation and store the result to the destination */
145 arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15, 16u), pResult);
147 #else
149 /* Run the below code for Cortex-M0 */
150 q15_t in; /* input value */
152 if(blockSize == 1)
154 *pResult = 0;
155 return;
158 /* Loop over blockSize number of values */
159 blkCnt = blockSize;
161 while(blkCnt > 0u)
163 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
164 /* Compute Sum of squares of the input samples
165 * and then store the result in a temporary variable, sumOfSquares. */
166 in = *pSrc++;
167 sumOfSquares += (in * in);
169 /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
170 /* Compute sum of all input values and then store the result in a temporary variable, sum. */
171 sum += in;
173 /* Decrement the loop counter */
174 blkCnt--;
177 /* Compute Mean of squares of the input samples
178 * and then store the result in a temporary variable, meanOfSquares. */
179 meanOfSquares = (q31_t)(sumOfSquares / (q63_t)(blockSize - 1));
181 /* Compute square of mean */
182 squareOfMean = (q31_t) ((q63_t)sum * sum / (q63_t)(blockSize * (blockSize - 1)));
184 /* mean of the squares minus the square of the mean. */
185 /* Compute standard deviation and store the result to the destination */
186 arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15, 16u), pResult);
188 #endif /* #ifndef ARM_MATH_CM0_FAMILY */
193 /**
194 * @} end of STD group