arm_var_f16.c 5.0 KB

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  1. /* ----------------------------------------------------------------------
  2. * Project: CMSIS DSP Library
  3. * Title: arm_var_f16.c
  4. * Description: Variance of the elements of a floating-point vector
  5. *
  6. * $Date: 18. March 2020
  7. * $Revision: V1.6.0
  8. *
  9. * Target Processor: Cortex-M cores
  10. * -------------------------------------------------------------------- */
  11. /*
  12. * Copyright (C) 2010-2020 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_f16.h"
  29. #if defined(ARM_FLOAT16_SUPPORTED)
  30. /**
  31. @ingroup groupStats
  32. */
  33. /**
  34. @addtogroup variance
  35. @{
  36. */
  37. /**
  38. @brief Variance of the elements of a floating-point vector.
  39. @param[in] pSrc points to the input vector
  40. @param[in] blockSize number of samples in input vector
  41. @param[out] pResult variance value returned here
  42. @return none
  43. */
  44. #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
  45. #include "arm_helium_utils.h"
  46. void arm_var_f16(
  47. const float16_t * pSrc,
  48. uint32_t blockSize,
  49. float16_t * pResult)
  50. {
  51. int32_t blkCnt; /* loop counters */
  52. f16x8_t vecSrc;
  53. f16x8_t sumVec = vdupq_n_f16((float16_t) 0.0);
  54. float16_t fMean;
  55. if (blockSize <= 1U) {
  56. *pResult = 0;
  57. return;
  58. }
  59. arm_mean_f16(pSrc, blockSize, &fMean);
  60. /* 6.14 bug */
  61. #if defined (__ARMCC_VERSION) && (__ARMCC_VERSION >= 6100100) && (__ARMCC_VERSION < 6150001)
  62. __asm volatile(
  63. " vmov.i32 %[acc], #0 \n"
  64. : [acc] "+t"(sumVec)
  65. :
  66. : );
  67. #endif
  68. blkCnt = blockSize;
  69. do {
  70. mve_pred16_t p = vctp16q(blkCnt);
  71. vecSrc = vldrhq_z_f16((float16_t const *) pSrc, p);
  72. /*
  73. * sum lanes
  74. */
  75. vecSrc = vsubq_m(vuninitializedq_f16(), vecSrc, fMean, p);
  76. sumVec = vfmaq_m(sumVec, vecSrc, vecSrc, p);
  77. blkCnt -= 8;
  78. pSrc += 8;
  79. }
  80. while (blkCnt > 0);
  81. /* Variance */
  82. *pResult = vecAddAcrossF16Mve(sumVec) / (float16_t) (blockSize - 1.0f);
  83. }
  84. #else
  85. void arm_var_f16(
  86. const float16_t * pSrc,
  87. uint32_t blockSize,
  88. float16_t * pResult)
  89. {
  90. uint32_t blkCnt; /* Loop counter */
  91. _Float16 sum = 0.0f; /* Temporary result storage */
  92. _Float16 fSum = 0.0f;
  93. _Float16 fMean, fValue;
  94. const float16_t * pInput = pSrc;
  95. if (blockSize <= 1U)
  96. {
  97. *pResult = 0;
  98. return;
  99. }
  100. #if defined (ARM_MATH_LOOPUNROLL) && !defined(ARM_MATH_AUTOVECTORIZE)
  101. /* Loop unrolling: Compute 4 outputs at a time */
  102. blkCnt = blockSize >> 2U;
  103. while (blkCnt > 0U)
  104. {
  105. /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
  106. sum += *pInput++;
  107. sum += *pInput++;
  108. sum += *pInput++;
  109. sum += *pInput++;
  110. /* Decrement loop counter */
  111. blkCnt--;
  112. }
  113. /* Loop unrolling: Compute remaining outputs */
  114. blkCnt = blockSize % 0x4U;
  115. #else
  116. /* Initialize blkCnt with number of samples */
  117. blkCnt = blockSize;
  118. #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
  119. while (blkCnt > 0U)
  120. {
  121. /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
  122. sum += *pInput++;
  123. /* Decrement loop counter */
  124. blkCnt--;
  125. }
  126. /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) / blockSize */
  127. fMean = sum / (float16_t) blockSize;
  128. pInput = pSrc;
  129. #if defined (ARM_MATH_LOOPUNROLL) && !defined(ARM_MATH_AUTOVECTORIZE)
  130. /* Loop unrolling: Compute 4 outputs at a time */
  131. blkCnt = blockSize >> 2U;
  132. while (blkCnt > 0U)
  133. {
  134. fValue = *pInput++ - fMean;
  135. fSum += fValue * fValue;
  136. fValue = *pInput++ - fMean;
  137. fSum += fValue * fValue;
  138. fValue = *pInput++ - fMean;
  139. fSum += fValue * fValue;
  140. fValue = *pInput++ - fMean;
  141. fSum += fValue * fValue;
  142. /* Decrement loop counter */
  143. blkCnt--;
  144. }
  145. /* Loop unrolling: Compute remaining outputs */
  146. blkCnt = blockSize % 0x4U;
  147. #else
  148. /* Initialize blkCnt with number of samples */
  149. blkCnt = blockSize;
  150. #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
  151. while (blkCnt > 0U)
  152. {
  153. fValue = *pInput++ - fMean;
  154. fSum += fValue * fValue;
  155. /* Decrement loop counter */
  156. blkCnt--;
  157. }
  158. /* Variance */
  159. *pResult = fSum / (float16_t)(blockSize - 1.0f);
  160. }
  161. #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
  162. /**
  163. @} end of variance group
  164. */
  165. #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */