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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_std_q15.c
- * Description: Standard deviation of an array of Q15 vector
- *
- * $Date: 23 April 2021
- * $Revision: V1.9.0
- *
- * Target Processor: Cortex-M and Cortex-A cores
- * -------------------------------------------------------------------- */
- /*
- * Copyright (C) 2010-2021 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 "dsp/statistics_functions.h"
-
- /**
- @ingroup groupStats
- */
-
- /**
- @addtogroup STD
- @{
- */
-
- /**
- @brief Standard deviation of the elements of a Q15 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 a 64-bit internal accumulator.
- The input is represented in 1.15 format.
- Intermediate multiplication yields a 2.30 format, and this
- result is added without saturation to a 64-bit accumulator in 34.30 format.
- With 33 guard bits in the accumulator, there is no risk of overflow, and the
- full precision of the intermediate multiplication is preserved.
- Finally, the 34.30 result is truncated to 34.15 format by discarding the lower
- 15 bits, and then saturated to yield a result in 1.15 format.
- */
- #if defined(ARM_MATH_MVEI) && !defined(ARM_MATH_AUTOVECTORIZE)
- void arm_std_q15(
- const q15_t * pSrc,
- uint32_t blockSize,
- q15_t * pResult)
- {
- q15_t var=0;
-
- arm_var_q15(pSrc, blockSize, &var);
- arm_sqrt_q15(var,pResult);
- }
- #else
- void arm_std_q15(
- const q15_t * pSrc,
- uint32_t blockSize,
- q15_t * pResult)
- {
- uint32_t blkCnt; /* Loop counter */
- q31_t sum = 0; /* Accumulator */
- q31_t meanOfSquares, squareOfMean; /* Square of mean and mean of square */
- q63_t sumOfSquares = 0; /* Sum of squares */
- q15_t in; /* Temporary variable to store input value */
-
- #if defined (ARM_MATH_LOOPUNROLL) && defined (ARM_MATH_DSP)
- q31_t in32; /* Temporary variable to store input value */
- #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] */
-
- /* Compute sum of squares and store result in a temporary variable, sumOfSquares. */
- /* Compute sum and store result in a temporary variable, sum. */
- #if defined (ARM_MATH_DSP)
- in32 = read_q15x2_ia (&pSrc);
- sumOfSquares = __SMLALD(in32, in32, sumOfSquares);
- sum += ((in32 << 16U) >> 16U);
- sum += (in32 >> 16U);
-
- in32 = read_q15x2_ia (&pSrc);
- sumOfSquares = __SMLALD(in32, in32, sumOfSquares);
- sum += ((in32 << 16U) >> 16U);
- sum += (in32 >> 16U);
- #else
- in = *pSrc++;
- sumOfSquares += (in * in);
- sum += in;
-
- in = *pSrc++;
- sumOfSquares += (in * in);
- sum += in;
-
- in = *pSrc++;
- sumOfSquares += (in * in);
- sum += in;
-
- in = *pSrc++;
- sumOfSquares += (in * in);
- sum += in;
- #endif /* #if defined (ARM_MATH_DSP) */
-
- /* 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--;
- }
-
- /* Compute Mean of squares and store result in a temporary variable, meanOfSquares. */
- meanOfSquares = (q31_t) (sumOfSquares / (q63_t)(blockSize - 1U));
-
- /* Compute square of mean */
- squareOfMean = (q31_t) ((q63_t) sum * sum / (q63_t)(blockSize * (blockSize - 1U)));
-
- /* mean of squares minus the square of mean. */
- /* Compute standard deviation and store result in destination */
- arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15U, 16U), pResult);
- }
- #endif /* defined(ARM_MATH_MVEI) */
-
- /**
- @} end of STD group
- */
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