arm_std_f32.c
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CLexer
r71 | /* ---------------------------------------------------------------------- | |||
* Copyright (C) 2010 ARM Limited. All rights reserved. | ||||
* | ||||
* $Date: 15. July 2011 | ||||
* $Revision: V1.0.10 | ||||
* | ||||
* Project: CMSIS DSP Library | ||||
* Title: arm_std_f32.c | ||||
* | ||||
* Description: Standard deviation of the elements of a floating-point vector. | ||||
* | ||||
* Target Processor: Cortex-M4/Cortex-M3/Cortex-M0 | ||||
* | ||||
* Version 1.0.10 2011/7/15 | ||||
* Big Endian support added and Merged M0 and M3/M4 Source code. | ||||
* | ||||
* Version 1.0.3 2010/11/29 | ||||
* Re-organized the CMSIS folders and updated documentation. | ||||
* | ||||
* Version 1.0.2 2010/11/11 | ||||
* Documentation updated. | ||||
* | ||||
* Version 1.0.1 2010/10/05 | ||||
* Production release and review comments incorporated. | ||||
* | ||||
* Version 1.0.0 2010/09/20 | ||||
* Production release and review comments incorporated. | ||||
* ---------------------------------------------------------------------------- */ | ||||
#include "arm_math.h" | ||||
/** | ||||
* @ingroup groupStats | ||||
*/ | ||||
/** | ||||
* @defgroup STD Standard deviation | ||||
* | ||||
* Calculates the standard deviation of the elements in the input vector. | ||||
* The underlying algorithm is used: | ||||
* | ||||
* <pre> | ||||
* Result = sqrt((sumOfSquares - sum<sup>2</sup> / blockSize) / (blockSize - 1)) | ||||
* | ||||
* where, sumOfSquares = pSrc[0] * pSrc[0] + pSrc[1] * pSrc[1] + ... + pSrc[blockSize-1] * pSrc[blockSize-1] | ||||
* | ||||
* sum = pSrc[0] + pSrc[1] + pSrc[2] + ... + pSrc[blockSize-1] | ||||
* </pre> | ||||
* | ||||
* There are separate functions for floating point, Q31, and Q15 data types. | ||||
*/ | ||||
/** | ||||
* @addtogroup STD | ||||
* @{ | ||||
*/ | ||||
/** | ||||
* @brief Standard deviation of the elements of a floating-point vector. | ||||
* @param[in] *pSrc points to the input vector | ||||
* @param[in] blockSize length of the input vector | ||||
* @param[out] *pResult standard deviation value returned here | ||||
* @return none. | ||||
* | ||||
*/ | ||||
void arm_std_f32( | ||||
float32_t * pSrc, | ||||
uint32_t blockSize, | ||||
float32_t * pResult) | ||||
{ | ||||
float32_t sum = 0.0f; /* Temporary result storage */ | ||||
#ifndef ARM_MATH_CM0 | ||||
/* Run the below code for Cortex-M4 and Cortex-M3 */ | ||||
float32_t meanOfSquares, mean, in, squareOfMean; | ||||
uint32_t blkCnt; /* loop counter */ | ||||
float32_t *pIn; /* Temporary pointer */ | ||||
pIn = pSrc; | ||||
/*loop Unrolling */ | ||||
blkCnt = blockSize >> 2u; | ||||
/* First part of the processing with loop unrolling. Compute 4 outputs at a time. | ||||
** a second loop below computes the remaining 1 to 3 samples. */ | ||||
while(blkCnt > 0u) | ||||
{ | ||||
/* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ | ||||
/* Compute Sum of squares of the input samples | ||||
* and then store the result in a temporary variable, sum. */ | ||||
in = *pSrc++; | ||||
sum += in * in; | ||||
in = *pSrc++; | ||||
sum += in * in; | ||||
in = *pSrc++; | ||||
sum += in * in; | ||||
in = *pSrc++; | ||||
sum += in * in; | ||||
/* Decrement the loop counter */ | ||||
blkCnt--; | ||||
} | ||||
/* If the blockSize is not a multiple of 4, compute any remaining output samples here. | ||||
** No loop unrolling is used. */ | ||||
blkCnt = blockSize % 0x4u; | ||||
while(blkCnt > 0u) | ||||
{ | ||||
/* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ | ||||
/* Compute Sum of squares of the input samples | ||||
* and then store the result in a temporary variable, sum. */ | ||||
in = *pSrc++; | ||||
sum += in * in; | ||||
/* Decrement the loop counter */ | ||||
blkCnt--; | ||||
} | ||||
/* Compute Mean of squares of the input samples | ||||
* and then store the result in a temporary variable, meanOfSquares. */ | ||||
meanOfSquares = sum / ((float32_t) blockSize - 1.0f); | ||||
/* Reset the accumulator */ | ||||
sum = 0.0f; | ||||
/*loop Unrolling */ | ||||
blkCnt = blockSize >> 2u; | ||||
/* Reset the input working pointer */ | ||||
pSrc = pIn; | ||||
/* First part of the processing with loop unrolling. Compute 4 outputs at a time. | ||||
** a second loop below computes the remaining 1 to 3 samples. */ | ||||
while(blkCnt > 0u) | ||||
{ | ||||
/* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ | ||||
/* Compute sum of all input values and then store the result in a temporary variable, sum. */ | ||||
sum += *pSrc++; | ||||
sum += *pSrc++; | ||||
sum += *pSrc++; | ||||
sum += *pSrc++; | ||||
/* Decrement the loop counter */ | ||||
blkCnt--; | ||||
} | ||||
/* If the blockSize is not a multiple of 4, compute any remaining output samples here. | ||||
** No loop unrolling is used. */ | ||||
blkCnt = blockSize % 0x4u; | ||||
while(blkCnt > 0u) | ||||
{ | ||||
/* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ | ||||
/* Compute sum of all input values and then store the result in a temporary variable, sum. */ | ||||
sum += *pSrc++; | ||||
/* Decrement the loop counter */ | ||||
blkCnt--; | ||||
} | ||||
/* Compute mean of all input values */ | ||||
mean = sum / (float32_t) blockSize; | ||||
/* Compute square of mean */ | ||||
squareOfMean = (mean * mean) * (((float32_t) blockSize) / | ||||
((float32_t) blockSize - 1.0f)); | ||||
/* Compute standard deviation and then store the result to the destination */ | ||||
arm_sqrt_f32((meanOfSquares - squareOfMean), pResult); | ||||
#else | ||||
/* Run the below code for Cortex-M0 */ | ||||
float32_t sumOfSquares = 0.0f; /* Sum of squares */ | ||||
float32_t squareOfSum; /* Square of Sum */ | ||||
float32_t in; /* input value */ | ||||
float32_t var; /* Temporary varaince storage */ | ||||
uint32_t blkCnt; /* loop counter */ | ||||
/* Loop over blockSize number of values */ | ||||
blkCnt = blockSize; | ||||
while(blkCnt > 0u) | ||||
{ | ||||
/* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ | ||||
/* Compute Sum of squares of the input samples | ||||
* and then store the result in a temporary variable, sumOfSquares. */ | ||||
in = *pSrc++; | ||||
sumOfSquares += in * in; | ||||
/* C = (A[0] + A[1] + ... + A[blockSize-1]) */ | ||||
/* Compute Sum of the input samples | ||||
* and then store the result in a temporary variable, sum. */ | ||||
sum += in; | ||||
/* Decrement the loop counter */ | ||||
blkCnt--; | ||||
} | ||||
/* Compute the square of sum */ | ||||
squareOfSum = ((sum * sum) / (float32_t) blockSize); | ||||
/* Compute the variance */ | ||||
var = ((sumOfSquares - squareOfSum) / (float32_t) (blockSize - 1.0f)); | ||||
/* Compute standard deviation and then store the result to the destination */ | ||||
arm_sqrt_f32(var, pResult); | ||||
#endif /* #ifndef ARM_MATH_CM0 */ | ||||
} | ||||
/** | ||||
* @} end of STD group | ||||
*/ | ||||