arm_std_q31.c 6.4 KB

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  1. /* ----------------------------------------------------------------------
  2. * Copyright (C) 2010-2014 ARM Limited. All rights reserved.
  3. *
  4. * $Date: 12. March 2014
  5. * $Revision: V1.4.4
  6. *
  7. * Project: CMSIS DSP Library
  8. * Title: arm_std_q31.c
  9. *
  10. * Description: Standard deviation of an array of Q31 type.
  11. *
  12. * Target Processor: Cortex-M4/Cortex-M3/Cortex-M0
  13. *
  14. * Redistribution and use in source and binary forms, with or without
  15. * modification, are permitted provided that the following conditions
  16. * are met:
  17. * - Redistributions of source code must retain the above copyright
  18. * notice, this list of conditions and the following disclaimer.
  19. * - Redistributions in binary form must reproduce the above copyright
  20. * notice, this list of conditions and the following disclaimer in
  21. * the documentation and/or other materials provided with the
  22. * distribution.
  23. * - Neither the name of ARM LIMITED nor the names of its contributors
  24. * may be used to endorse or promote products derived from this
  25. * software without specific prior written permission.
  26. *
  27. * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
  28. * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
  29. * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
  30. * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
  31. * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
  32. * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
  33. * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
  34. * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
  35. * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
  36. * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
  37. * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
  38. * POSSIBILITY OF SUCH DAMAGE.
  39. * -------------------------------------------------------------------- */
  40. #include "arm_math.h"
  41. /**
  42. * @ingroup groupStats
  43. */
  44. /**
  45. * @addtogroup STD
  46. * @{
  47. */
  48. /**
  49. * @brief Standard deviation of the elements of a Q31 vector.
  50. * @param[in] *pSrc points to the input vector
  51. * @param[in] blockSize length of the input vector
  52. * @param[out] *pResult standard deviation value returned here
  53. * @return none.
  54. * @details
  55. * <b>Scaling and Overflow Behavior:</b>
  56. *
  57. *\par
  58. * The function is implemented using an internal 64-bit accumulator.
  59. * The input is represented in 1.31 format, which is then downshifted by 8 bits
  60. * which yields 1.23, and intermediate multiplication yields a 2.46 format.
  61. * The accumulator maintains full precision of the intermediate multiplication results,
  62. * but provides only a 16 guard bits.
  63. * There is no saturation on intermediate additions.
  64. * If the accumulator overflows it wraps around and distorts the result.
  65. * In order to avoid overflows completely the input signal must be scaled down by
  66. * log2(blockSize)-8 bits, as a total of blockSize additions are performed internally.
  67. * After division, internal variables should be Q18.46
  68. * Finally, the 18.46 accumulator is right shifted by 15 bits to yield a 1.31 format value.
  69. *
  70. */
  71. void arm_std_q31(
  72. q31_t * pSrc,
  73. uint32_t blockSize,
  74. q31_t * pResult)
  75. {
  76. q63_t sum = 0; /* Accumulator */
  77. q63_t meanOfSquares, squareOfMean; /* square of mean and mean of square */
  78. q31_t in; /* input value */
  79. uint32_t blkCnt; /* loop counter */
  80. q63_t sumOfSquares = 0; /* Accumulator */
  81. if(blockSize == 1)
  82. {
  83. *pResult = 0;
  84. return;
  85. }
  86. #ifndef ARM_MATH_CM0_FAMILY
  87. /* Run the below code for Cortex-M4 and Cortex-M3 */
  88. /*loop Unrolling */
  89. blkCnt = blockSize >> 2u;
  90. /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
  91. ** a second loop below computes the remaining 1 to 3 samples. */
  92. while(blkCnt > 0u)
  93. {
  94. /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
  95. /* Compute Sum of squares of the input samples
  96. * and then store the result in a temporary variable, sum. */
  97. in = *pSrc++ >> 8;
  98. sum += in;
  99. sumOfSquares += ((q63_t) (in) * (in));
  100. in = *pSrc++ >> 8;
  101. sum += in;
  102. sumOfSquares += ((q63_t) (in) * (in));
  103. in = *pSrc++ >> 8;
  104. sum += in;
  105. sumOfSquares += ((q63_t) (in) * (in));
  106. in = *pSrc++ >> 8;
  107. sum += in;
  108. sumOfSquares += ((q63_t) (in) * (in));
  109. /* Decrement the loop counter */
  110. blkCnt--;
  111. }
  112. /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
  113. ** No loop unrolling is used. */
  114. blkCnt = blockSize % 0x4u;
  115. while(blkCnt > 0u)
  116. {
  117. /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
  118. /* Compute Sum of squares of the input samples
  119. * and then store the result in a temporary variable, sum. */
  120. in = *pSrc++ >> 8;
  121. sum += in;
  122. sumOfSquares += ((q63_t) (in) * (in));
  123. /* Decrement the loop counter */
  124. blkCnt--;
  125. }
  126. /* Compute Mean of squares of the input samples
  127. * and then store the result in a temporary variable, meanOfSquares. */
  128. meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1);
  129. #else
  130. /* Run the below code for Cortex-M0 */
  131. /* Loop over blockSize number of values */
  132. blkCnt = blockSize;
  133. while(blkCnt > 0u)
  134. {
  135. /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
  136. /* Compute Sum of squares of the input samples
  137. * and then store the result in a temporary variable, sumOfSquares. */
  138. in = *pSrc++ >> 8;
  139. sumOfSquares += ((q63_t) (in) * (in));
  140. /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
  141. /* Compute sum of all input values and then store the result in a temporary variable, sum. */
  142. sum += in;
  143. /* Decrement the loop counter */
  144. blkCnt--;
  145. }
  146. /* Compute Mean of squares of the input samples
  147. * and then store the result in a temporary variable, meanOfSquares. */
  148. meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1);
  149. #endif /* #ifndef ARM_MATH_CM0_FAMILY */
  150. /* Compute square of mean */
  151. squareOfMean = sum * sum / (q63_t)(blockSize * (blockSize - 1u));
  152. /* Compute standard deviation and then store the result to the destination */
  153. arm_sqrt_q31((meanOfSquares - squareOfMean) >> 15, pResult);
  154. }
  155. /**
  156. * @} end of STD group
  157. */