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p_stddev.c
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p_stddev.c
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#include <pal.h>
/**
*
* Calculates the standard deviation of all of the elements vector 'a'.
*
* @param a Pointer to input vector
*
* @param c Pointer to output scalar
*
* @param n Size of 'a' vector.
*
* @return None
*
*/
void p_stddev_f32(const float *a, float *c, int n)
{
float tmp = 0.0f, mean = 0.0f, meansq = 0.0f;
int i;
for (i = 0; i < n; i++) {
tmp += *(a + i);
}
mean = tmp / n;
tmp = 0.0f;
for (i = 0; i < n; i++) {
tmp += (*(a + i) - mean) * (*(a + i) - mean);
}
meansq = tmp / (n - 1);
float x;
int32_t j;
float xhalf = 0.5f*meansq;
j = *(int32_t*)(&meansq);
j = 0x5f375a86 - (j>>1);
x = *(float*)&j;
// Newton steps, repeating this increases accuracy
x = x*(1.5f - xhalf*x*x);
x = x*(1.5f - xhalf*x*x);
x = x*(1.5f - xhalf*x*x);
// x contains the inverse sqrt
// Multiply the inverse sqrt by the input to get the sqrt
*c = meansq * x;
}