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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_std_f32.c
- * Description: Standard deviation of the elements of a floating-point vector
- *
- * $Date: 18. March 2019
- * $Revision: V1.6.0
- *
- * Target Processor: Cortex-M cores
- * -------------------------------------------------------------------- */
- /*
- * Copyright (C) 2010-2019 ARM Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
- #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))
- 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 number of samples in input vector
- @param[out] pResult standard deviation value returned here
- @return none
- */
- #if defined(ARM_MATH_NEON_EXPERIMENTAL)
- void arm_std_f32(
- const float32_t * pSrc,
- uint32_t blockSize,
- float32_t * pResult)
- {
- float32_t var;
- arm_var_f32(pSrc,blockSize,&var);
- arm_sqrt_f32(var, pResult);
- }
- #else
- void arm_std_f32(
- const float32_t * pSrc,
- uint32_t blockSize,
- float32_t * pResult)
- {
- uint32_t blkCnt; /* Loop counter */
- float32_t sum = 0.0f; /* Temporary result storage */
- float32_t sumOfSquares = 0.0f; /* Sum of squares */
- float32_t in; /* Temporary variable to store input value */
- #ifndef ARM_MATH_CM0_FAMILY
- float32_t meanOfSquares, mean, squareOfMean; /* Temporary variables */
- #else
- float32_t squareOfSum; /* Square of Sum */
- float32_t var; /* Temporary varaince storage */
- #endif
- if (blockSize <= 1U)
- {
- *pResult = 0;
- return;
- }
- #if defined (ARM_MATH_LOOPUNROLL)
- /* Loop unrolling: Compute 4 outputs at a time */
- blkCnt = blockSize >> 2U;
- while (blkCnt > 0U)
- {
- /* C = A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1] */
- /* C = A[0] + A[1] + ... + A[blockSize-1] */
- in = *pSrc++;
- /* Compute sum of squares and store result in a temporary variable, sumOfSquares. */
- sumOfSquares += in * in;
- /* Compute sum and store result in a temporary variable, sum. */
- sum += in;
- in = *pSrc++;
- sumOfSquares += in * in;
- sum += in;
- in = *pSrc++;
- sumOfSquares += in * in;
- sum += in;
- in = *pSrc++;
- sumOfSquares += in * in;
- sum += in;
- /* Decrement loop counter */
- blkCnt--;
- }
- /* Loop unrolling: Compute remaining outputs */
- blkCnt = blockSize % 0x4U;
- #else
- /* Initialize blkCnt with number of samples */
- blkCnt = blockSize;
- #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
- while (blkCnt > 0U)
- {
- /* C = A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1] */
- /* C = A[0] + A[1] + ... + A[blockSize-1] */
- in = *pSrc++;
- /* Compute sum of squares and store result in a temporary variable, sumOfSquares. */
- sumOfSquares += ( in * in);
- /* Compute sum and store result in a temporary variable, sum. */
- sum += in;
- /* Decrement loop counter */
- blkCnt--;
- }
- #ifndef ARM_MATH_CM0_FAMILY
- /* Compute Mean of squares and store result in a temporary variable, meanOfSquares. */
- meanOfSquares = sumOfSquares / ((float32_t) blockSize - 1.0f);
- /* 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 store result to destination */
- arm_sqrt_f32((meanOfSquares - squareOfMean), pResult);
- #else
- /* Run the below code for Cortex-M0 */
- /* Compute square of sum */
- squareOfSum = ((sum * sum) / (float32_t) blockSize);
- /* Compute variance */
- var = ((sumOfSquares - squareOfSum) / (float32_t) (blockSize - 1.0f));
- /* Compute standard deviation and store result in destination */
- arm_sqrt_f32(var, pResult);
- #endif /* #ifndef ARM_MATH_CM0_FAMILY */
- }
- #endif /* #if defined(ARM_MATH_NEON) */
- /**
- @} end of STD group
- */
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