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			210 lines
		
	
	
		
			5.0 KiB
		
	
	
	
		
			C
		
	
	
	
	
	
			
		
		
	
	
			210 lines
		
	
	
		
			5.0 KiB
		
	
	
	
		
			C
		
	
	
	
	
	
| /* ----------------------------------------------------------------------
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|  * Project:      CMSIS DSP Library
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|  * Title:        arm_var_f16.c
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|  * Description:  Variance of the elements of a floating-point vector
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|  *
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|  * $Date:        23 April 2021
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|  * $Revision:    V1.9.0
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|  *
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|  * Target Processor: Cortex-M and Cortex-A cores
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|  * -------------------------------------------------------------------- */
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| /*
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|  * Copyright (C) 2010-2021 ARM Limited or its affiliates. All rights reserved.
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|  *
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|  * SPDX-License-Identifier: Apache-2.0
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|  *
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|  * Licensed under the Apache License, Version 2.0 (the License); you may
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|  * not use this file except in compliance with the License.
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|  * You may obtain a copy of the License at
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|  *
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|  * www.apache.org/licenses/LICENSE-2.0
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|  *
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|  * Unless required by applicable law or agreed to in writing, software
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|  * distributed under the License is distributed on an AS IS BASIS, WITHOUT
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|  * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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|  * See the License for the specific language governing permissions and
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|  * limitations under the License.
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|  */
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| 
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| #include "dsp/statistics_functions_f16.h"
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| 
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| 
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| #if defined(ARM_FLOAT16_SUPPORTED)
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| 
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| 
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| /**
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|   @ingroup groupStats
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|  */
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| 
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| 
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| /**
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|   @addtogroup variance
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|   @{
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|  */
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| 
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| /**
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|   @brief         Variance of the elements of a floating-point vector.
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|   @param[in]     pSrc       points to the input vector
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|   @param[in]     blockSize  number of samples in input vector
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|   @param[out]    pResult    variance value returned here
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|   @return        none
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|  */
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| #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
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| 
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| #include "arm_helium_utils.h"
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| 
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| 
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| void arm_var_f16(
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|            const float16_t * pSrc,
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|                  uint32_t blockSize,
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|                  float16_t * pResult)
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| {
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|     int32_t         blkCnt;     /* loop counters */
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|     f16x8_t         vecSrc;
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|     f16x8_t         sumVec = vdupq_n_f16(0.0f16);
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|     float16_t       fMean;
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| 
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|     if (blockSize <= 1U) {
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|         *pResult = 0;
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|         return;
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|     }
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| 
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| 
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|     arm_mean_f16(pSrc, blockSize, &fMean);
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| 
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|     blkCnt = blockSize;
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|     do {
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|         mve_pred16_t    p = vctp16q(blkCnt);
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| 
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|         vecSrc = vldrhq_z_f16((float16_t const *) pSrc, p);
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|         /*
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|          * sum lanes
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|          */
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|         vecSrc = vsubq_m(vuninitializedq_f16(), vecSrc, fMean, p);
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|         sumVec = vfmaq_m(sumVec, vecSrc, vecSrc, p);
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| 
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|         blkCnt -= 8;
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|         pSrc += 8;
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|     }
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|     while (blkCnt > 0);
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|     
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|     /* Variance */
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|     *pResult = (_Float16)vecAddAcrossF16Mve(sumVec) / (_Float16) (blockSize - 1.0f16);
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| }
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| #else
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| 
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| void arm_var_f16(
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|   const float16_t * pSrc,
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|         uint32_t blockSize,
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|         float16_t * pResult)
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| {
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|         uint32_t blkCnt;                               /* Loop counter */
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|         _Float16 sum = 0.0f;                          /* Temporary result storage */
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|         _Float16 fSum = 0.0f;
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|         _Float16 fMean, fValue;
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|   const float16_t * pInput = pSrc;
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| 
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|   if (blockSize <= 1U)
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|   {
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|     *pResult = 0;
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|     return;
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|   }
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| 
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| #if defined (ARM_MATH_LOOPUNROLL) && !defined(ARM_MATH_AUTOVECTORIZE)
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| 
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|   /* Loop unrolling: Compute 4 outputs at a time */
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|   blkCnt = blockSize >> 2U;
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| 
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|   while (blkCnt > 0U)
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|   {
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|     /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
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| 
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|     sum += (_Float16)*pInput++;
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|     sum += (_Float16)*pInput++;
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|     sum += (_Float16)*pInput++;
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|     sum += (_Float16)*pInput++;
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| 
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| 
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|     /* Decrement loop counter */
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|     blkCnt--;
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|   }
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| 
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|   /* Loop unrolling: Compute remaining outputs */
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|   blkCnt = blockSize % 0x4U;
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| 
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| #else
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| 
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|   /* Initialize blkCnt with number of samples */
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|   blkCnt = blockSize;
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| 
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| #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
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| 
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|   while (blkCnt > 0U)
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|   {
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|     /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
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| 
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|     sum += (_Float16)*pInput++;
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| 
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|     /* Decrement loop counter */
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|     blkCnt--;
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|   }
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| 
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|   /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) / blockSize  */
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|   fMean = (_Float16)sum / (_Float16) blockSize;
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| 
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|   pInput = pSrc;
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| 
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| #if defined (ARM_MATH_LOOPUNROLL) && !defined(ARM_MATH_AUTOVECTORIZE)
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| 
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|   /* Loop unrolling: Compute 4 outputs at a time */
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|   blkCnt = blockSize >> 2U;
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| 
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|   while (blkCnt > 0U)
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|   {
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|     fValue = (_Float16)*pInput++ - (_Float16)fMean;
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|     fSum += (_Float16)fValue * (_Float16)fValue;
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| 
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|     fValue = (_Float16)*pInput++ - (_Float16)fMean;
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|     fSum += (_Float16)fValue * (_Float16)fValue;
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| 
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|     fValue = (_Float16)*pInput++ - (_Float16)fMean;
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|     fSum += (_Float16)fValue * (_Float16)fValue;
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| 
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|     fValue = (_Float16)*pInput++ - (_Float16)fMean;
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|     fSum += (_Float16)fValue * (_Float16)fValue;
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| 
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|     /* Decrement loop counter */
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|     blkCnt--;
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|   }
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| 
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|   /* Loop unrolling: Compute remaining outputs */
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|   blkCnt = blockSize % 0x4U;
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| 
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| #else
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| 
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|   /* Initialize blkCnt with number of samples */
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|   blkCnt = blockSize;
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| 
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| #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
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| 
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|   while (blkCnt > 0U)
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|   {
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|     fValue = (_Float16)*pInput++ - (_Float16)fMean;
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|     fSum += (_Float16)fValue * (_Float16)fValue;
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| 
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|     /* Decrement loop counter */
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|     blkCnt--;
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|   }
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| 
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|   /* Variance */
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|   *pResult = (_Float16)fSum / ((_Float16)blockSize - 1.0f16);
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| }
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| #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
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| 
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| /**
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|   @} end of variance group
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|  */
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| 
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| #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */ 
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| 
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