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- /* ----------------------------------------------------------------------
- * Copyright (C) 2010-2014 ARM Limited. All rights reserved.
- *
- * $Date: 12. March 2014
- * $Revision: V1.4.4
- *
- * Project: CMSIS DSP Library
- * Title: arm_var_q31.c
- *
- * Description: Variance of an array of Q31 type.
- *
- * Target Processor: Cortex-M4/Cortex-M3/Cortex-M0
- *
- * Redistribution and use in source and binary forms, with or without
- * modification, are permitted provided that the following conditions
- * are met:
- * - Redistributions of source code must retain the above copyright
- * notice, this list of conditions and the following disclaimer.
- * - Redistributions in binary form must reproduce the above copyright
- * notice, this list of conditions and the following disclaimer in
- * the documentation and/or other materials provided with the
- * distribution.
- * - Neither the name of ARM LIMITED nor the names of its contributors
- * may be used to endorse or promote products derived from this
- * software without specific prior written permission.
- *
- * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
- * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
- * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
- * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
- * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
- * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
- * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
- * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
- * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
- * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
- * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
- * POSSIBILITY OF SUCH DAMAGE.
- * -------------------------------------------------------------------- */
- #include "arm_math.h"
- /**
- * @ingroup groupStats
- */
- /**
- * @addtogroup variance
- * @{
- */
- /**
- * @brief Variance of the elements of a Q31 vector.
- * @param[in] *pSrc points to the input vector
- * @param[in] blockSize length of the input vector
- * @param[out] *pResult variance value returned here
- * @return none.
- *
- * @details
- * <b>Scaling and Overflow Behavior:</b>
- *
- *\par
- * 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.
- *
- */
- void arm_var_q31(
- q31_t * pSrc,
- uint32_t blockSize,
- q31_t * pResult)
- {
- q63_t sum = 0; /* Accumulator */
- q63_t meanOfSquares, squareOfMean; /* square of mean and mean of square */
- q31_t in; /* input value */
- uint32_t blkCnt; /* loop counter */
- q63_t sumOfSquares = 0; /* Accumulator */
- if(blockSize == 1)
- {
- *pResult = 0;
- return;
- }
-
- #ifndef ARM_MATH_CM0_FAMILY
- /* Run the below code for Cortex-M4 and Cortex-M3 */
- /*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++ >> 8;
- sum += in;
- sumOfSquares += ((q63_t) (in) * (in));
- in = *pSrc++ >> 8;
- sum += in;
- sumOfSquares += ((q63_t) (in) * (in));
- in = *pSrc++ >> 8;
- sum += in;
- sumOfSquares += ((q63_t) (in) * (in));
- in = *pSrc++ >> 8;
- sum += in;
- sumOfSquares += ((q63_t) (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++ >> 8;
- sum += in;
- sumOfSquares += ((q63_t) (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 = sumOfSquares / (q63_t)(blockSize - 1);
- #else
- /* Run the below code for Cortex-M0 */
- /* 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++ >> 8;
- sumOfSquares += ((q63_t) (in) * (in));
- /* 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 += 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 = sumOfSquares / (q63_t)(blockSize - 1);
- #endif /* #ifndef ARM_MATH_CM0_FAMILY */
- /* Compute square of mean */
- squareOfMean = sum * sum / (q63_t)(blockSize * (blockSize - 1u));
- /* Compute standard deviation and then store the result to the destination */
- *pResult = (meanOfSquares - squareOfMean) >> 15;
- }
- /**
- * @} end of variance group
- */
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