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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_std_q31.c
- * Description: Standard deviation of the elements of a Q31 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
- */
- /**
- @addtogroup STD
- @{
- */
- /**
- @brief Standard deviation of the elements of a Q31 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
- @par Scaling and Overflow Behavior
- The function is implemented using an internal 64-bit accumulator.
- The input is represented in 1.31 format, which is then downshifted by 8 bits
- which yields 1.23, and intermediate multiplication yields a 2.46 format.
- The accumulator maintains full precision of the intermediate multiplication results,
- but provides only a 16 guard bits.
- There is no saturation on intermediate additions.
- If the accumulator overflows it wraps around and distorts the result.
- In order to avoid overflows completely the input signal must be scaled down by
- log2(blockSize)-8 bits, as a total of blockSize additions are performed internally.
- After division, internal variables should be Q18.46
- Finally, the 18.46 accumulator is right shifted by 15 bits to yield a 1.31 format value.
- */
- #if defined(ARM_MATH_MVEI)
- void arm_std_q31(
- const q31_t * pSrc,
- uint32_t blockSize,
- q31_t * pResult)
- {
- q31_t var=0;
- arm_var_q31(pSrc, blockSize, &var);
- arm_sqrt_q31(var, pResult);
- }
- #else
- void arm_std_q31(
- const q31_t * pSrc,
- uint32_t blockSize,
- q31_t * pResult)
- {
- uint32_t blkCnt; /* Loop counter */
- q63_t sum = 0; /* Accumulator */
- q63_t meanOfSquares, squareOfMean; /* Square of mean and mean of square */
- q63_t sumOfSquares = 0; /* Sum of squares */
- q31_t in; /* Temporary variable to store input value */
- 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++ >> 8U;
- /* Compute sum of squares and store result in a temporary variable, sumOfSquares. */
- sumOfSquares += ((q63_t) (in) * (in));
- /* Compute sum and store result in a temporary variable, sum. */
- sum += in;
- in = *pSrc++ >> 8U;
- sumOfSquares += ((q63_t) (in) * (in));
- sum += in;
- in = *pSrc++ >> 8U;
- sumOfSquares += ((q63_t) (in) * (in));
- sum += in;
- in = *pSrc++ >> 8U;
- sumOfSquares += ((q63_t) (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++ >> 8U;
- /* Compute sum of squares and store result in a temporary variable, sumOfSquares. */
- sumOfSquares += ((q63_t) (in) * (in));
- /* Compute sum and store result in a temporary variable, sum. */
- sum += in;
- /* Decrement loop counter */
- blkCnt--;
- }
- /* Compute Mean of squares and store result in a temporary variable, meanOfSquares. */
- meanOfSquares = (sumOfSquares / (q63_t)(blockSize - 1U));
- /* Compute square of mean */
- squareOfMean = ( sum * sum / (q63_t)(blockSize * (blockSize - 1U)));
- /* Compute standard deviation and store result in destination */
- arm_sqrt_q31((meanOfSquares - squareOfMean) >> 15U, pResult);
- }
- #endif /* defined(ARM_MATH_MVEI) */
- /**
- @} end of STD group
- */
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