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arm_var_f32.c
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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_var_f32.c
9 *
10 * Description: Variance of the elements of a floating-point vector.
11 *
12 * Target Processor: Cortex-M4/Cortex-M3/Cortex-M0
13 *
14 * Redistribution and use in source and binary forms, with or without
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40 
41 #include "arm_math.h"
42 
81  float32_t * pSrc,
82  uint32_t blockSize,
83  float32_t * pResult)
84 {
85 
86  float32_t sum = 0.0f; /* Temporary result storage */
87  float32_t sumOfSquares = 0.0f; /* Sum of squares */
88  float32_t in; /* input value */
89  uint32_t blkCnt; /* loop counter */
90 
91 #ifndef ARM_MATH_CM0_FAMILY
92 
93  /* Run the below code for Cortex-M4 and Cortex-M3 */
94 
95  float32_t meanOfSquares, mean, squareOfMean; /* Temporary variables */
96 
97  if(blockSize == 1)
98  {
99  *pResult = 0;
100  return;
101  }
102 
103  /*loop Unrolling */
104  blkCnt = blockSize >> 2u;
105 
106  /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
107  ** a second loop below computes the remaining 1 to 3 samples. */
108  while(blkCnt > 0u)
109  {
110  /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
111  /* Compute Sum of squares of the input samples
112  * and then store the result in a temporary variable, sum. */
113  in = *pSrc++;
114  sum += in;
115  sumOfSquares += in * in;
116  in = *pSrc++;
117  sum += in;
118  sumOfSquares += in * in;
119  in = *pSrc++;
120  sum += in;
121  sumOfSquares += in * in;
122  in = *pSrc++;
123  sum += in;
124  sumOfSquares += in * in;
125 
126  /* Decrement the loop counter */
127  blkCnt--;
128  }
129 
130  /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
131  ** No loop unrolling is used. */
132  blkCnt = blockSize % 0x4u;
133 
134  while(blkCnt > 0u)
135  {
136  /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
137  /* Compute Sum of squares of the input samples
138  * and then store the result in a temporary variable, sum. */
139  in = *pSrc++;
140  sum += in;
141  sumOfSquares += in * in;
142 
143  /* Decrement the loop counter */
144  blkCnt--;
145  }
146 
147  /* Compute Mean of squares of the input samples
148  * and then store the result in a temporary variable, meanOfSquares. */
149  meanOfSquares = sumOfSquares / ((float32_t) blockSize - 1.0f);
150 
151  /* Compute mean of all input values */
152  mean = sum / (float32_t) blockSize;
153 
154  /* Compute square of mean */
155  squareOfMean = (mean * mean) * (((float32_t) blockSize) /
156  ((float32_t) blockSize - 1.0f));
157 
158  /* Compute variance and then store the result to the destination */
159  *pResult = meanOfSquares - squareOfMean;
160 
161 #else
162 
163  /* Run the below code for Cortex-M0 */
164  float32_t squareOfSum; /* Square of Sum */
165 
166  if(blockSize == 1)
167  {
168  *pResult = 0;
169  return;
170  }
171 
172  /* Loop over blockSize number of values */
173  blkCnt = blockSize;
174 
175  while(blkCnt > 0u)
176  {
177  /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
178  /* Compute Sum of squares of the input samples
179  * and then store the result in a temporary variable, sumOfSquares. */
180  in = *pSrc++;
181  sumOfSquares += in * in;
182 
183  /* C = (A[0] + A[1] + ... + A[blockSize-1]) */
184  /* Compute Sum of the input samples
185  * and then store the result in a temporary variable, sum. */
186  sum += in;
187 
188  /* Decrement the loop counter */
189  blkCnt--;
190  }
191 
192  /* Compute the square of sum */
193  squareOfSum = ((sum * sum) / (float32_t) blockSize);
194 
195  /* Compute the variance */
196  *pResult = ((sumOfSquares - squareOfSum) / (float32_t) (blockSize - 1.0f));
197 
198 #endif /* #ifndef ARM_MATH_CM0_FAMILY */
199 
200 }
201 
float float32_t
32-bit floating-point type definition.
Definition: arm_math.h:407
void arm_var_f32(float32_t *pSrc, uint32_t blockSize, float32_t *pResult)
Variance of the elements of a floating-point vector.
Definition: arm_var_f32.c:80