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/* ----------------------------------------------------------------------
* Project: CMSIS DSP Library
* Title: arm_logsumexp_f16.c
* Description: LogSumExp
*
* $Date: 23 April 2021
* $Revision: V1.9.0
*
* Target Processor: Cortex-M and Cortex-A cores
* -------------------------------------------------------------------- */
/*
* Copyright (C) 2010-2021 ARM Limited or its affiliates. All rights reserved.
*
* SPDX-License-Identifier: Apache-2.0
*
* Licensed under the Apache License, Version 2.0 (the License); you may
* not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an AS IS BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include "dsp/statistics_functions_f16.h"
#if defined(ARM_FLOAT16_SUPPORTED)
#include <limits.h>
#include <math.h>
/**
@ingroup groupStats
*/
/**
@defgroup Kullback-Leibler Kullback-Leibler divergence
Computes the Kullback-Leibler divergence between two distributions
*/
/**
* @addtogroup Kullback-Leibler
* @{
*/
/**
* @brief Kullback-Leibler
*
* Distribution A may contain 0 with Neon version.
* Result will be right but some exception flags will be set.
*
* Distribution B must not contain 0 probability.
*
* @param[in] *pSrcA points to an array of input values for probaility distribution A.
* @param[in] *pSrcB points to an array of input values for probaility distribution B.
* @param[in] blockSize number of samples in the input array.
* @return Kullback-Leibler divergence D(A || B)
*
*/
#if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
#include "arm_helium_utils.h"
#include "arm_vec_math_f16.h"
float16_t arm_kullback_leibler_f16(const float16_t * pSrcA,const float16_t * pSrcB,uint32_t blockSize)
{
uint32_t blkCnt;
_Float16 accum, pA,pB;
blkCnt = blockSize;
accum = 0.0f16;
f16x8_t vSum = vdupq_n_f16(0.0f16);
blkCnt = blockSize >> 3;
while(blkCnt > 0)
{
f16x8_t vecA = vld1q(pSrcA);
f16x8_t vecB = vld1q(pSrcB);
f16x8_t vRatio;
vRatio = vdiv_f16(vecB, vecA);
vSum = vaddq_f16(vSum, vmulq(vecA, vlogq_f16(vRatio)));
/*
* Decrement the blockSize loop counter
* Advance vector source and destination pointers
*/
pSrcA += 8;
pSrcB += 8;
blkCnt --;
}
accum = vecAddAcrossF16Mve(vSum);
blkCnt = blockSize & 7;
while(blkCnt > 0)
{
pA = *pSrcA++;
pB = *pSrcB++;
accum += pA * (_Float16)logf((float32_t)pB / (float32_t)pA);
blkCnt--;
}
return(-accum);
}
#else
float16_t arm_kullback_leibler_f16(const float16_t * pSrcA,const float16_t * pSrcB,uint32_t blockSize)
{
const float16_t *pInA, *pInB;
uint32_t blkCnt;
_Float16 accum, pA,pB;
pInA = pSrcA;
pInB = pSrcB;
blkCnt = blockSize;
accum = 0.0f;
while(blkCnt > 0)
{
pA = *pInA++;
pB = *pInB++;
accum += pA * (_Float16)logf((float32_t)pB / (float32_t)pA);
blkCnt--;
}
return(-accum);
}
#endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
/**
* @} end of Kullback-Leibler group
*/
#endif /* #if defined(ARM_FLOAT16_SUPPORTED) */
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