The CMSIS DSP 5 library
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functions/StatisticsFunctions/arm_std_q15.c@3:4098b9d3d571, 2018-06-21 (annotated)
- Committer:
- xorjoep
- Date:
- Thu Jun 21 11:56:27 2018 +0000
- Revision:
- 3:4098b9d3d571
- Parent:
- 1:24714b45cd1b
headers is a folder not a library
Who changed what in which revision?
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xorjoep | 1:24714b45cd1b | 1 | /* ---------------------------------------------------------------------- |
xorjoep | 1:24714b45cd1b | 2 | * Project: CMSIS DSP Library |
xorjoep | 1:24714b45cd1b | 3 | * Title: arm_std_q15.c |
xorjoep | 1:24714b45cd1b | 4 | * Description: Standard deviation of an array of Q15 vector |
xorjoep | 1:24714b45cd1b | 5 | * |
xorjoep | 1:24714b45cd1b | 6 | * $Date: 27. January 2017 |
xorjoep | 1:24714b45cd1b | 7 | * $Revision: V.1.5.1 |
xorjoep | 1:24714b45cd1b | 8 | * |
xorjoep | 1:24714b45cd1b | 9 | * Target Processor: Cortex-M cores |
xorjoep | 1:24714b45cd1b | 10 | * -------------------------------------------------------------------- */ |
xorjoep | 1:24714b45cd1b | 11 | /* |
xorjoep | 1:24714b45cd1b | 12 | * Copyright (C) 2010-2017 ARM Limited or its affiliates. All rights reserved. |
xorjoep | 1:24714b45cd1b | 13 | * |
xorjoep | 1:24714b45cd1b | 14 | * SPDX-License-Identifier: Apache-2.0 |
xorjoep | 1:24714b45cd1b | 15 | * |
xorjoep | 1:24714b45cd1b | 16 | * Licensed under the Apache License, Version 2.0 (the License); you may |
xorjoep | 1:24714b45cd1b | 17 | * not use this file except in compliance with the License. |
xorjoep | 1:24714b45cd1b | 18 | * You may obtain a copy of the License at |
xorjoep | 1:24714b45cd1b | 19 | * |
xorjoep | 1:24714b45cd1b | 20 | * www.apache.org/licenses/LICENSE-2.0 |
xorjoep | 1:24714b45cd1b | 21 | * |
xorjoep | 1:24714b45cd1b | 22 | * Unless required by applicable law or agreed to in writing, software |
xorjoep | 1:24714b45cd1b | 23 | * distributed under the License is distributed on an AS IS BASIS, WITHOUT |
xorjoep | 1:24714b45cd1b | 24 | * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
xorjoep | 1:24714b45cd1b | 25 | * See the License for the specific language governing permissions and |
xorjoep | 1:24714b45cd1b | 26 | * limitations under the License. |
xorjoep | 1:24714b45cd1b | 27 | */ |
xorjoep | 1:24714b45cd1b | 28 | |
xorjoep | 1:24714b45cd1b | 29 | #include "arm_math.h" |
xorjoep | 1:24714b45cd1b | 30 | |
xorjoep | 1:24714b45cd1b | 31 | /** |
xorjoep | 1:24714b45cd1b | 32 | * @ingroup groupStats |
xorjoep | 1:24714b45cd1b | 33 | */ |
xorjoep | 1:24714b45cd1b | 34 | |
xorjoep | 1:24714b45cd1b | 35 | /** |
xorjoep | 1:24714b45cd1b | 36 | * @addtogroup STD |
xorjoep | 1:24714b45cd1b | 37 | * @{ |
xorjoep | 1:24714b45cd1b | 38 | */ |
xorjoep | 1:24714b45cd1b | 39 | |
xorjoep | 1:24714b45cd1b | 40 | /** |
xorjoep | 1:24714b45cd1b | 41 | * @brief Standard deviation of the elements of a Q15 vector. |
xorjoep | 1:24714b45cd1b | 42 | * @param[in] *pSrc points to the input vector |
xorjoep | 1:24714b45cd1b | 43 | * @param[in] blockSize length of the input vector |
xorjoep | 1:24714b45cd1b | 44 | * @param[out] *pResult standard deviation value returned here |
xorjoep | 1:24714b45cd1b | 45 | * @return none. |
xorjoep | 1:24714b45cd1b | 46 | * @details |
xorjoep | 1:24714b45cd1b | 47 | * <b>Scaling and Overflow Behavior:</b> |
xorjoep | 1:24714b45cd1b | 48 | * |
xorjoep | 1:24714b45cd1b | 49 | * \par |
xorjoep | 1:24714b45cd1b | 50 | * The function is implemented using a 64-bit internal accumulator. |
xorjoep | 1:24714b45cd1b | 51 | * The input is represented in 1.15 format. |
xorjoep | 1:24714b45cd1b | 52 | * Intermediate multiplication yields a 2.30 format, and this |
xorjoep | 1:24714b45cd1b | 53 | * result is added without saturation to a 64-bit accumulator in 34.30 format. |
xorjoep | 1:24714b45cd1b | 54 | * With 33 guard bits in the accumulator, there is no risk of overflow, and the |
xorjoep | 1:24714b45cd1b | 55 | * full precision of the intermediate multiplication is preserved. |
xorjoep | 1:24714b45cd1b | 56 | * Finally, the 34.30 result is truncated to 34.15 format by discarding the lower |
xorjoep | 1:24714b45cd1b | 57 | * 15 bits, and then saturated to yield a result in 1.15 format. |
xorjoep | 1:24714b45cd1b | 58 | */ |
xorjoep | 1:24714b45cd1b | 59 | |
xorjoep | 1:24714b45cd1b | 60 | void arm_std_q15( |
xorjoep | 1:24714b45cd1b | 61 | q15_t * pSrc, |
xorjoep | 1:24714b45cd1b | 62 | uint32_t blockSize, |
xorjoep | 1:24714b45cd1b | 63 | q15_t * pResult) |
xorjoep | 1:24714b45cd1b | 64 | { |
xorjoep | 1:24714b45cd1b | 65 | q31_t sum = 0; /* Accumulator */ |
xorjoep | 1:24714b45cd1b | 66 | q31_t meanOfSquares, squareOfMean; /* square of mean and mean of square */ |
xorjoep | 1:24714b45cd1b | 67 | uint32_t blkCnt; /* loop counter */ |
xorjoep | 1:24714b45cd1b | 68 | q63_t sumOfSquares = 0; /* Accumulator */ |
xorjoep | 1:24714b45cd1b | 69 | #if defined (ARM_MATH_DSP) |
xorjoep | 1:24714b45cd1b | 70 | q31_t in; /* input value */ |
xorjoep | 1:24714b45cd1b | 71 | q15_t in1; /* input value */ |
xorjoep | 1:24714b45cd1b | 72 | #else |
xorjoep | 1:24714b45cd1b | 73 | q15_t in; /* input value */ |
xorjoep | 1:24714b45cd1b | 74 | #endif |
xorjoep | 1:24714b45cd1b | 75 | |
xorjoep | 1:24714b45cd1b | 76 | if (blockSize == 1U) |
xorjoep | 1:24714b45cd1b | 77 | { |
xorjoep | 1:24714b45cd1b | 78 | *pResult = 0; |
xorjoep | 1:24714b45cd1b | 79 | return; |
xorjoep | 1:24714b45cd1b | 80 | } |
xorjoep | 1:24714b45cd1b | 81 | |
xorjoep | 1:24714b45cd1b | 82 | #if defined (ARM_MATH_DSP) |
xorjoep | 1:24714b45cd1b | 83 | /* Run the below code for Cortex-M4 and Cortex-M3 */ |
xorjoep | 1:24714b45cd1b | 84 | |
xorjoep | 1:24714b45cd1b | 85 | /*loop Unrolling */ |
xorjoep | 1:24714b45cd1b | 86 | blkCnt = blockSize >> 2U; |
xorjoep | 1:24714b45cd1b | 87 | |
xorjoep | 1:24714b45cd1b | 88 | /* First part of the processing with loop unrolling. Compute 4 outputs at a time. |
xorjoep | 1:24714b45cd1b | 89 | ** a second loop below computes the remaining 1 to 3 samples. */ |
xorjoep | 1:24714b45cd1b | 90 | while (blkCnt > 0U) |
xorjoep | 1:24714b45cd1b | 91 | { |
xorjoep | 1:24714b45cd1b | 92 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
xorjoep | 1:24714b45cd1b | 93 | /* Compute Sum of squares of the input samples |
xorjoep | 1:24714b45cd1b | 94 | * and then store the result in a temporary variable, sum. */ |
xorjoep | 1:24714b45cd1b | 95 | in = *__SIMD32(pSrc)++; |
xorjoep | 1:24714b45cd1b | 96 | sum += ((in << 16U) >> 16U); |
xorjoep | 1:24714b45cd1b | 97 | sum += (in >> 16U); |
xorjoep | 1:24714b45cd1b | 98 | sumOfSquares = __SMLALD(in, in, sumOfSquares); |
xorjoep | 1:24714b45cd1b | 99 | in = *__SIMD32(pSrc)++; |
xorjoep | 1:24714b45cd1b | 100 | sum += ((in << 16U) >> 16U); |
xorjoep | 1:24714b45cd1b | 101 | sum += (in >> 16U); |
xorjoep | 1:24714b45cd1b | 102 | sumOfSquares = __SMLALD(in, in, sumOfSquares); |
xorjoep | 1:24714b45cd1b | 103 | |
xorjoep | 1:24714b45cd1b | 104 | /* Decrement the loop counter */ |
xorjoep | 1:24714b45cd1b | 105 | blkCnt--; |
xorjoep | 1:24714b45cd1b | 106 | } |
xorjoep | 1:24714b45cd1b | 107 | |
xorjoep | 1:24714b45cd1b | 108 | /* If the blockSize is not a multiple of 4, compute any remaining output samples here. |
xorjoep | 1:24714b45cd1b | 109 | ** No loop unrolling is used. */ |
xorjoep | 1:24714b45cd1b | 110 | blkCnt = blockSize % 0x4U; |
xorjoep | 1:24714b45cd1b | 111 | |
xorjoep | 1:24714b45cd1b | 112 | while (blkCnt > 0U) |
xorjoep | 1:24714b45cd1b | 113 | { |
xorjoep | 1:24714b45cd1b | 114 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
xorjoep | 1:24714b45cd1b | 115 | /* Compute Sum of squares of the input samples |
xorjoep | 1:24714b45cd1b | 116 | * and then store the result in a temporary variable, sum. */ |
xorjoep | 1:24714b45cd1b | 117 | in1 = *pSrc++; |
xorjoep | 1:24714b45cd1b | 118 | sumOfSquares = __SMLALD(in1, in1, sumOfSquares); |
xorjoep | 1:24714b45cd1b | 119 | sum += in1; |
xorjoep | 1:24714b45cd1b | 120 | |
xorjoep | 1:24714b45cd1b | 121 | /* Decrement the loop counter */ |
xorjoep | 1:24714b45cd1b | 122 | blkCnt--; |
xorjoep | 1:24714b45cd1b | 123 | } |
xorjoep | 1:24714b45cd1b | 124 | |
xorjoep | 1:24714b45cd1b | 125 | /* Compute Mean of squares of the input samples |
xorjoep | 1:24714b45cd1b | 126 | * and then store the result in a temporary variable, meanOfSquares. */ |
xorjoep | 1:24714b45cd1b | 127 | meanOfSquares = (q31_t)(sumOfSquares / (q63_t)(blockSize - 1U)); |
xorjoep | 1:24714b45cd1b | 128 | |
xorjoep | 1:24714b45cd1b | 129 | /* Compute square of mean */ |
xorjoep | 1:24714b45cd1b | 130 | squareOfMean = (q31_t)((q63_t)sum * sum / (q63_t)(blockSize * (blockSize - 1U))); |
xorjoep | 1:24714b45cd1b | 131 | |
xorjoep | 1:24714b45cd1b | 132 | /* mean of the squares minus the square of the mean. */ |
xorjoep | 1:24714b45cd1b | 133 | /* Compute standard deviation and store the result to the destination */ |
xorjoep | 1:24714b45cd1b | 134 | arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15U, 16U), pResult); |
xorjoep | 1:24714b45cd1b | 135 | |
xorjoep | 1:24714b45cd1b | 136 | #else |
xorjoep | 1:24714b45cd1b | 137 | /* Run the below code for Cortex-M0 */ |
xorjoep | 1:24714b45cd1b | 138 | |
xorjoep | 1:24714b45cd1b | 139 | /* Loop over blockSize number of values */ |
xorjoep | 1:24714b45cd1b | 140 | blkCnt = blockSize; |
xorjoep | 1:24714b45cd1b | 141 | |
xorjoep | 1:24714b45cd1b | 142 | while (blkCnt > 0U) |
xorjoep | 1:24714b45cd1b | 143 | { |
xorjoep | 1:24714b45cd1b | 144 | /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ |
xorjoep | 1:24714b45cd1b | 145 | /* Compute Sum of squares of the input samples |
xorjoep | 1:24714b45cd1b | 146 | * and then store the result in a temporary variable, sumOfSquares. */ |
xorjoep | 1:24714b45cd1b | 147 | in = *pSrc++; |
xorjoep | 1:24714b45cd1b | 148 | sumOfSquares += (in * in); |
xorjoep | 1:24714b45cd1b | 149 | |
xorjoep | 1:24714b45cd1b | 150 | /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ |
xorjoep | 1:24714b45cd1b | 151 | /* Compute sum of all input values and then store the result in a temporary variable, sum. */ |
xorjoep | 1:24714b45cd1b | 152 | sum += in; |
xorjoep | 1:24714b45cd1b | 153 | |
xorjoep | 1:24714b45cd1b | 154 | /* Decrement the loop counter */ |
xorjoep | 1:24714b45cd1b | 155 | blkCnt--; |
xorjoep | 1:24714b45cd1b | 156 | } |
xorjoep | 1:24714b45cd1b | 157 | |
xorjoep | 1:24714b45cd1b | 158 | /* Compute Mean of squares of the input samples |
xorjoep | 1:24714b45cd1b | 159 | * and then store the result in a temporary variable, meanOfSquares. */ |
xorjoep | 1:24714b45cd1b | 160 | meanOfSquares = (q31_t)(sumOfSquares / (q63_t)(blockSize - 1U)); |
xorjoep | 1:24714b45cd1b | 161 | |
xorjoep | 1:24714b45cd1b | 162 | /* Compute square of mean */ |
xorjoep | 1:24714b45cd1b | 163 | squareOfMean = (q31_t)((q63_t)sum * sum / (q63_t)(blockSize * (blockSize - 1U))); |
xorjoep | 1:24714b45cd1b | 164 | |
xorjoep | 1:24714b45cd1b | 165 | /* mean of the squares minus the square of the mean. */ |
xorjoep | 1:24714b45cd1b | 166 | /* Compute standard deviation and store the result to the destination */ |
xorjoep | 1:24714b45cd1b | 167 | arm_sqrt_q15(__SSAT((meanOfSquares - squareOfMean) >> 15U, 16U), pResult); |
xorjoep | 1:24714b45cd1b | 168 | |
xorjoep | 1:24714b45cd1b | 169 | #endif /* #if defined (ARM_MATH_DSP) */ |
xorjoep | 1:24714b45cd1b | 170 | } |
xorjoep | 1:24714b45cd1b | 171 | |
xorjoep | 1:24714b45cd1b | 172 | /** |
xorjoep | 1:24714b45cd1b | 173 | * @} end of STD group |
xorjoep | 1:24714b45cd1b | 174 | */ |