1 | /* ----------------------------------------------------------------------
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2 | * Project: CMSIS DSP Library
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3 | * Title: arm_std_q31.c
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4 | * Description: Standard deviation of an array of Q31 type.
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5 | *
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6 | * $Date: 27. January 2017
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7 | * $Revision: V.1.5.1
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8 | *
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9 | * Target Processor: Cortex-M cores
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10 | * -------------------------------------------------------------------- */
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11 | /*
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12 | * Copyright (C) 2010-2017 ARM Limited or its affiliates. All rights reserved.
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13 | *
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14 | * SPDX-License-Identifier: Apache-2.0
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15 | *
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16 | * Licensed under the Apache License, Version 2.0 (the License); you may
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17 | * not use this file except in compliance with the License.
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18 | * You may obtain a copy of the License at
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19 | *
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20 | * www.apache.org/licenses/LICENSE-2.0
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21 | *
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22 | * Unless required by applicable law or agreed to in writing, software
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23 | * distributed under the License is distributed on an AS IS BASIS, WITHOUT
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24 | * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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25 | * See the License for the specific language governing permissions and
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26 | * limitations under the License.
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27 | */
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28 |
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29 | #include "arm_math.h"
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30 |
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31 | /**
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32 | * @ingroup groupStats
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33 | */
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34 |
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35 | /**
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36 | * @addtogroup STD
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37 | * @{
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38 | */
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39 |
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40 | /**
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41 | * @brief Standard deviation of the elements of a Q31 vector.
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42 | * @param[in] *pSrc points to the input vector
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43 | * @param[in] blockSize length of the input vector
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44 | * @param[out] *pResult standard deviation value returned here
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45 | * @return none.
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46 | * @details
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47 | * <b>Scaling and Overflow Behavior:</b>
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48 | *
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49 | *\par
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50 | * The function is implemented using an internal 64-bit accumulator.
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51 | * The input is represented in 1.31 format, which is then downshifted by 8 bits
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52 | * which yields 1.23, and intermediate multiplication yields a 2.46 format.
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53 | * The accumulator maintains full precision of the intermediate multiplication results,
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54 | * but provides only a 16 guard bits.
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55 | * There is no saturation on intermediate additions.
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56 | * If the accumulator overflows it wraps around and distorts the result.
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57 | * In order to avoid overflows completely the input signal must be scaled down by
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58 | * log2(blockSize)-8 bits, as a total of blockSize additions are performed internally.
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59 | * After division, internal variables should be Q18.46
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60 | * Finally, the 18.46 accumulator is right shifted by 15 bits to yield a 1.31 format value.
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61 | *
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62 | */
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63 |
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64 | void arm_std_q31(
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65 | q31_t * pSrc,
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66 | uint32_t blockSize,
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67 | q31_t * pResult)
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68 | {
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69 | q63_t sum = 0; /* Accumulator */
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70 | q63_t meanOfSquares, squareOfMean; /* square of mean and mean of square */
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71 | q31_t in; /* input value */
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72 | uint32_t blkCnt; /* loop counter */
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73 | q63_t sumOfSquares = 0; /* Accumulator */
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74 |
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75 | if (blockSize == 1U)
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76 | {
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77 | *pResult = 0;
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78 | return;
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79 | }
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80 |
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81 | #if defined (ARM_MATH_DSP)
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82 | /* Run the below code for Cortex-M4 and Cortex-M3 */
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83 |
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84 | /*loop Unrolling */
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85 | blkCnt = blockSize >> 2U;
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86 |
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87 | /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
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88 | ** a second loop below computes the remaining 1 to 3 samples. */
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89 | while (blkCnt > 0U)
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90 | {
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91 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
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92 | /* Compute Sum of squares of the input samples
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93 | * and then store the result in a temporary variable, sum. */
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94 | in = *pSrc++ >> 8U;
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95 | sum += in;
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96 | sumOfSquares += ((q63_t) (in) * (in));
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97 | in = *pSrc++ >> 8U;
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98 | sum += in;
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99 | sumOfSquares += ((q63_t) (in) * (in));
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100 | in = *pSrc++ >> 8U;
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101 | sum += in;
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102 | sumOfSquares += ((q63_t) (in) * (in));
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103 | in = *pSrc++ >> 8U;
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104 | sum += in;
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105 | sumOfSquares += ((q63_t) (in) * (in));
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106 |
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107 | /* Decrement the loop counter */
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108 | blkCnt--;
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109 | }
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110 |
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111 | /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
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112 | ** No loop unrolling is used. */
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113 | blkCnt = blockSize % 0x4U;
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114 |
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115 | while (blkCnt > 0U)
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116 | {
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117 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
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118 | /* Compute Sum of squares of the input samples
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119 | * and then store the result in a temporary variable, sum. */
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120 | in = *pSrc++ >> 8U;
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121 | sum += in;
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122 | sumOfSquares += ((q63_t) (in) * (in));
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123 |
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124 | /* Decrement the loop counter */
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125 | blkCnt--;
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126 | }
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127 |
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128 | /* Compute Mean of squares of the input samples
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129 | * and then store the result in a temporary variable, meanOfSquares. */
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130 | meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1U);
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131 |
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132 | #else
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133 | /* Run the below code for Cortex-M0 */
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134 |
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135 | /* Loop over blockSize number of values */
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136 | blkCnt = blockSize;
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137 |
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138 | while (blkCnt > 0U)
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139 | {
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140 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
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141 | /* Compute Sum of squares of the input samples
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142 | * and then store the result in a temporary variable, sumOfSquares. */
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143 | in = *pSrc++ >> 8U;
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144 | sumOfSquares += ((q63_t) (in) * (in));
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145 |
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146 | /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
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147 | /* Compute sum of all input values and then store the result in a temporary variable, sum. */
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148 | sum += in;
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149 |
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150 | /* Decrement the loop counter */
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151 | blkCnt--;
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152 | }
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153 |
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154 | /* Compute Mean of squares of the input samples
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155 | * and then store the result in a temporary variable, meanOfSquares. */
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156 | meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1U);
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157 |
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158 | #endif /* #if defined (ARM_MATH_DSP) */
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159 |
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160 | /* Compute square of mean */
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161 | squareOfMean = sum * sum / (q63_t)(blockSize * (blockSize - 1U));
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162 |
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163 | /* Compute standard deviation and then store the result to the destination */
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164 | arm_sqrt_q31((meanOfSquares - squareOfMean) >> 15U, pResult);
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165 | }
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166 |
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167 | /**
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168 | * @} end of STD group
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169 | */
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