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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_q31.c |
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| 9 | * |
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| 10 | * Description: Standard deviation of an array of Q31 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 | |||
| 53 | /** |
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| 54 | * @brief Standard deviation of the elements of a Q31 vector. |
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| 55 | * @param[in] *pSrc points to the input vector |
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| 56 | * @param[in] blockSize length of the input vector |
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| 57 | * @param[out] *pResult standard deviation value returned here |
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| 58 | * @return none. |
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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 an internal 64-bit accumulator. |
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| 64 | * The input is represented in 1.31 format, which is then downshifted by 8 bits |
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| 65 | * which yields 1.23, and intermediate multiplication yields a 2.46 format. |
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| 66 | * The accumulator maintains full precision of the intermediate multiplication results, |
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| 67 | * but provides only a 16 guard bits. |
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| 68 | * There is no saturation on intermediate additions. |
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| 69 | * If the accumulator overflows it wraps around and distorts the result. |
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| 70 | * In order to avoid overflows completely the input signal must be scaled down by |
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| 71 | * log2(blockSize)-8 bits, as a total of blockSize additions are performed internally. |
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| 72 | * After division, internal variables should be Q18.46 |
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| 73 | * Finally, the 18.46 accumulator is right shifted by 15 bits to yield a 1.31 format value. |
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| 74 | * |
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| 75 | */ |
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| 76 | |||
| 77 | |||
| 78 | void arm_std_q31( |
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| 79 | q31_t * pSrc, |
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| 80 | uint32_t blockSize, |
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| 81 | q31_t * pResult) |
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| 82 | { |
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| 83 | q63_t sum = 0; /* Accumulator */ |
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| 84 | q63_t meanOfSquares, squareOfMean; /* square of mean and mean of square */ |
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| 85 | q31_t in; /* input value */ |
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| 86 | uint32_t blkCnt; /* loop counter */ |
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| 87 | q63_t sumOfSquares = 0; /* Accumulator */ |
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| 88 | |||
| 89 | if(blockSize == 1) |
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| 90 | { |
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| 91 | *pResult = 0; |
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| 92 | return; |
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| 93 | } |
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| 94 | |||
| 95 | #ifndef ARM_MATH_CM0_FAMILY |
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| 96 | |||
| 97 | /* Run the below code for Cortex-M4 and Cortex-M3 */ |
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| 98 | |||
| 99 | /*loop Unrolling */ |
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| 100 | blkCnt = blockSize >> 2u; |
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| 101 | |||
| 102 | /* First part of the processing with loop unrolling. Compute 4 outputs at a time. |
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| 103 | ** a second loop below computes the remaining 1 to 3 samples. */ |
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| 104 | while(blkCnt > 0u) |
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| 105 | { |
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| 106 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
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| 107 | /* Compute Sum of squares of the input samples |
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| 108 | * and then store the result in a temporary variable, sum. */ |
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| 109 | in = *pSrc++ >> 8; |
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| 110 | sum += in; |
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| 111 | sumOfSquares += ((q63_t) (in) * (in)); |
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| 112 | in = *pSrc++ >> 8; |
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| 113 | sum += in; |
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| 114 | sumOfSquares += ((q63_t) (in) * (in)); |
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| 115 | in = *pSrc++ >> 8; |
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| 116 | sum += in; |
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| 117 | sumOfSquares += ((q63_t) (in) * (in)); |
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| 118 | in = *pSrc++ >> 8; |
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| 119 | sum += in; |
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| 120 | sumOfSquares += ((q63_t) (in) * (in)); |
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| 121 | |||
| 122 | /* Decrement the loop counter */ |
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| 123 | blkCnt--; |
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| 124 | } |
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| 125 | |||
| 126 | /* If the blockSize is not a multiple of 4, compute any remaining output samples here. |
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| 127 | ** No loop unrolling is used. */ |
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| 128 | blkCnt = blockSize % 0x4u; |
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| 129 | |||
| 130 | while(blkCnt > 0u) |
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| 131 | { |
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| 132 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
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| 133 | /* Compute Sum of squares of the input samples |
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| 134 | * and then store the result in a temporary variable, sum. */ |
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| 135 | in = *pSrc++ >> 8; |
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| 136 | sum += in; |
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| 137 | sumOfSquares += ((q63_t) (in) * (in)); |
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| 138 | |||
| 139 | /* Decrement the loop counter */ |
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| 140 | blkCnt--; |
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| 141 | } |
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| 142 | |||
| 143 | /* Compute Mean of squares of the input samples |
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| 144 | * and then store the result in a temporary variable, meanOfSquares. */ |
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| 145 | meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1); |
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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 | |||
| 151 | /* Loop over blockSize number of values */ |
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| 152 | blkCnt = blockSize; |
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| 153 | |||
| 154 | while(blkCnt > 0u) |
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| 155 | { |
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| 156 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
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| 157 | /* Compute Sum of squares of the input samples |
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| 158 | * and then store the result in a temporary variable, sumOfSquares. */ |
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| 159 | in = *pSrc++ >> 8; |
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| 160 | sumOfSquares += ((q63_t) (in) * (in)); |
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| 161 | |||
| 162 | /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ |
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| 163 | /* Compute sum of all input values and then store the result in a temporary variable, sum. */ |
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| 164 | sum += in; |
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| 165 | |||
| 166 | /* Decrement the loop counter */ |
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| 167 | blkCnt--; |
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| 168 | } |
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| 169 | |||
| 170 | /* Compute Mean of squares of the input samples |
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| 171 | * and then store the result in a temporary variable, meanOfSquares. */ |
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| 172 | meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1); |
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| 173 | |||
| 174 | #endif /* #ifndef ARM_MATH_CM0_FAMILY */ |
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| 175 | |||
| 176 | /* Compute square of mean */ |
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| 177 | squareOfMean = sum * sum / (q63_t)(blockSize * (blockSize - 1u)); |
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| 178 | |||
| 179 | /* Compute standard deviation and then store the result to the destination */ |
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| 180 | arm_sqrt_q31((meanOfSquares - squareOfMean) >> 15, pResult); |
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| 181 | |||
| 182 | } |
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| 183 | |||
| 184 | /** |
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| 185 | * @} end of STD group |
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| 186 | */ |