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2 | mjames | 1 | /* ---------------------------------------------------------------------- |
2 | * Copyright (C) 2010-2014 ARM Limited. All rights reserved. |
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3 | * |
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4 | * $Date: 19. March 2015 |
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5 | * $Revision: V.1.4.5 |
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6 | * |
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7 | * Project: CMSIS DSP Library |
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8 | * Title: arm_std_q15.c |
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9 | * |
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10 | * Description: Standard deviation of an array of Q15 type. |
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11 | * |
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12 | * Target Processor: Cortex-M4/Cortex-M3/Cortex-M0 |
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13 | * |
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14 | * Redistribution and use in source and binary forms, with or without |
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15 | * modification, are permitted provided that the following conditions |
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16 | * are met: |
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17 | * - Redistributions of source code must retain the above copyright |
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18 | * notice, this list of conditions and the following disclaimer. |
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19 | * - Redistributions in binary form must reproduce the above copyright |
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20 | * notice, this list of conditions and the following disclaimer in |
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21 | * the documentation and/or other materials provided with the |
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22 | * distribution. |
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23 | * - Neither the name of ARM LIMITED nor the names of its contributors |
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24 | * may be used to endorse or promote products derived from this |
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25 | * software without specific prior written permission. |
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26 | * |
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27 | * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS |
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28 | * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT |
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29 | * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS |
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30 | * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE |
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31 | * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, |
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32 | * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, |
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33 | * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; |
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34 | * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER |
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35 | * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT |
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36 | * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN |
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37 | * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
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38 | * POSSIBILITY OF SUCH DAMAGE. |
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39 | * -------------------------------------------------------------------- */ |
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40 | |||
41 | #include "arm_math.h" |
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42 | |||
43 | /** |
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44 | * @ingroup groupStats |
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45 | */ |
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46 | |||
47 | /** |
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48 | * @addtogroup STD |
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49 | * @{ |
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50 | */ |
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51 | |||
52 | /** |
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53 | * @brief Standard deviation of the elements of a Q15 vector. |
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54 | * @param[in] *pSrc points to the input vector |
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55 | * @param[in] blockSize length of the input vector |
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56 | * @param[out] *pResult standard deviation value returned here |
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57 | * @return none. |
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58 | * |
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59 | * @details |
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60 | * <b>Scaling and Overflow Behavior:</b> |
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61 | * |
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62 | * \par |
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63 | * The function is implemented using a 64-bit internal accumulator. |
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64 | * The input is represented in 1.15 format. |
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65 | * Intermediate multiplication yields a 2.30 format, and this |
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66 | * result is added without saturation to a 64-bit accumulator in 34.30 format. |
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67 | * With 33 guard bits in the accumulator, there is no risk of overflow, and the |
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68 | * full precision of the intermediate multiplication is preserved. |
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69 | * Finally, the 34.30 result is truncated to 34.15 format by discarding the lower |
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70 | * 15 bits, and then saturated to yield a result in 1.15 format. |
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71 | */ |
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72 | |||
73 | void arm_std_q15( |
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74 | q15_t * pSrc, |
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75 | uint32_t blockSize, |
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76 | q15_t * pResult) |
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77 | { |
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78 | q31_t sum = 0; /* Accumulator */ |
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79 | q31_t meanOfSquares, squareOfMean; /* square of mean and mean of square */ |
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80 | uint32_t blkCnt; /* loop counter */ |
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81 | q63_t sumOfSquares = 0; /* Accumulator */ |
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82 | |||
83 | #ifndef ARM_MATH_CM0_FAMILY |
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84 | |||
85 | /* Run the below code for Cortex-M4 and Cortex-M3 */ |
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86 | |||
87 | q31_t in; /* input value */ |
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88 | q15_t in1; /* input value */ |
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89 | |||
90 | if(blockSize == 1) |
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91 | { |
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92 | *pResult = 0; |
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93 | return; |
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94 | } |
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95 | |||
96 | /*loop Unrolling */ |
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97 | blkCnt = blockSize >> 2u; |
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98 | |||
99 | /* First part of the processing with loop unrolling. Compute 4 outputs at a time. |
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100 | ** a second loop below computes the remaining 1 to 3 samples. */ |
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101 | while(blkCnt > 0u) |
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102 | { |
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103 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
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104 | /* Compute Sum of squares of the input samples |
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105 | * and then store the result in a temporary variable, sum. */ |
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106 | in = *__SIMD32(pSrc)++; |
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107 | sum += ((in << 16) >> 16); |
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108 | sum += (in >> 16); |
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109 | sumOfSquares = __SMLALD(in, in, sumOfSquares); |
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110 | in = *__SIMD32(pSrc)++; |
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111 | sum += ((in << 16) >> 16); |
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112 | sum += (in >> 16); |
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113 | sumOfSquares = __SMLALD(in, in, sumOfSquares); |
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114 | |||
115 | /* Decrement the loop counter */ |
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116 | blkCnt--; |
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117 | } |
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118 | |||
119 | /* If the blockSize is not a multiple of 4, compute any remaining output samples here. |
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120 | ** No loop unrolling is used. */ |
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121 | blkCnt = blockSize % 0x4u; |
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122 | |||
123 | while(blkCnt > 0u) |
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124 | { |
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125 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
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126 | /* Compute Sum of squares of the input samples |
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127 | * and then store the result in a temporary variable, sum. */ |
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128 | in1 = *pSrc++; |
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129 | sumOfSquares = __SMLALD(in1, in1, sumOfSquares); |
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130 | sum += in1; |
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131 | |||
132 | /* Decrement the loop counter */ |
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133 | blkCnt--; |
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134 | } |
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135 | |||
136 | /* Compute Mean of squares of the input samples |
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137 | * and then store the result in a temporary variable, meanOfSquares. */ |
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138 | meanOfSquares = (q31_t)(sumOfSquares / (q63_t)(blockSize - 1)); |
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139 | |||
140 | /* Compute square of mean */ |
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141 | squareOfMean = (q31_t) ((q63_t)sum * sum / (q63_t)(blockSize * (blockSize - 1))); |
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142 | |||
143 | /* mean of the squares minus the square of the mean. */ |
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144 | /* Compute standard deviation and store the result to the destination */ |
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145 | arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15, 16u), pResult); |
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146 | |||
147 | #else |
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148 | |||
149 | /* Run the below code for Cortex-M0 */ |
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150 | q15_t in; /* input value */ |
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151 | |||
152 | if(blockSize == 1) |
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153 | { |
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154 | *pResult = 0; |
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155 | return; |
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156 | } |
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157 | |||
158 | /* Loop over blockSize number of values */ |
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159 | blkCnt = blockSize; |
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160 | |||
161 | while(blkCnt > 0u) |
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162 | { |
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163 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
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164 | /* Compute Sum of squares of the input samples |
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165 | * and then store the result in a temporary variable, sumOfSquares. */ |
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166 | in = *pSrc++; |
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167 | sumOfSquares += (in * in); |
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168 | |||
169 | /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ |
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170 | /* Compute sum of all input values and then store the result in a temporary variable, sum. */ |
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171 | sum += in; |
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172 | |||
173 | /* Decrement the loop counter */ |
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174 | blkCnt--; |
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175 | } |
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176 | |||
177 | /* Compute Mean of squares of the input samples |
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178 | * and then store the result in a temporary variable, meanOfSquares. */ |
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179 | meanOfSquares = (q31_t)(sumOfSquares / (q63_t)(blockSize - 1)); |
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180 | |||
181 | /* Compute square of mean */ |
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182 | squareOfMean = (q31_t) ((q63_t)sum * sum / (q63_t)(blockSize * (blockSize - 1))); |
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183 | |||
184 | /* mean of the squares minus the square of the mean. */ |
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185 | /* Compute standard deviation and store the result to the destination */ |
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186 | arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15, 16u), pResult); |
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187 | |||
188 | #endif /* #ifndef ARM_MATH_CM0_FAMILY */ |
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189 | |||
190 | |||
191 | } |
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192 | |||
193 | /** |
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194 | * @} end of STD group |
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195 | */ |