arm_var_f64.c 2.6 KB

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  1. /* ----------------------------------------------------------------------
  2. * Project: CMSIS DSP Library
  3. * Title: arm_var_f64.c
  4. * Description: Variance of the elements of a floating-point vector
  5. *
  6. * $Date: 13 September 2021
  7. * $Revision: V1.10.0
  8. *
  9. * Target Processor: Cortex-M and Cortex-A cores
  10. * -------------------------------------------------------------------- */
  11. /*
  12. * Copyright (C) 2010-2021 ARM Limited or its affiliates. All rights reserved.
  13. *
  14. * SPDX-License-Identifier: Apache-2.0
  15. *
  16. * Licensed under the Apache License, Version 2.0 (the License); you may
  17. * not use this file except in compliance with the License.
  18. * You may obtain a copy of the License at
  19. *
  20. * www.apache.org/licenses/LICENSE-2.0
  21. *
  22. * Unless required by applicable law or agreed to in writing, software
  23. * distributed under the License is distributed on an AS IS BASIS, WITHOUT
  24. * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  25. * See the License for the specific language governing permissions and
  26. * limitations under the License.
  27. */
  28. #include "dsp/statistics_functions.h"
  29. /**
  30. @ingroup groupStats
  31. */
  32. /**
  33. @addtogroup variance
  34. @{
  35. */
  36. /**
  37. @brief Variance of the elements of a floating-point vector.
  38. @param[in] pSrc points to the input vector
  39. @param[in] blockSize number of samples in input vector
  40. @param[out] pResult variance value returned here
  41. */
  42. void arm_var_f64(
  43. const float64_t * pSrc,
  44. uint32_t blockSize,
  45. float64_t * pResult)
  46. {
  47. uint32_t blkCnt; /* Loop counter */
  48. float64_t fSum = 0.;
  49. float64_t fMean, fValue;
  50. const float64_t * pInput = pSrc;
  51. if (blockSize <= 1U)
  52. {
  53. *pResult = 0;
  54. return;
  55. }
  56. arm_mean_f64(pInput, blockSize, &fMean);
  57. #if defined(ARM_MATH_NEON) && defined(__aarch64__)
  58. float64x2_t fValueV ,fsumV , pInputV , fMeanV;
  59. fsumV = vdupq_n_f64(0.0);
  60. fMeanV = vdupq_n_f64(fMean);
  61. blkCnt = blockSize >> 1U;
  62. while(blkCnt > 0U)
  63. {
  64. pInputV = vld1q_f64(pInput);
  65. fValueV = vsubq_f64(pInputV, fMeanV);
  66. fsumV = vmlaq_f64(fsumV, fValueV, fValueV);
  67. pInput += 2 ;
  68. blkCnt--;
  69. }
  70. fSum = vaddvq_f64(fsumV);
  71. blkCnt = blockSize & 1 ;
  72. #else
  73. /* Initialize blkCnt with number of samples */
  74. blkCnt = blockSize;
  75. #endif
  76. while (blkCnt > 0U)
  77. {
  78. fValue = *pInput++ - fMean;
  79. fSum += fValue * fValue;
  80. /* Decrement loop counter */
  81. blkCnt--;
  82. }
  83. /* Variance */
  84. *pResult = fSum / (float64_t)(blockSize - 1.);
  85. }
  86. /**
  87. @} end of variance group
  88. */