/* ---------------------------------------------------------------------- * Project: CMSIS DSP Library * Title: arm_logsumexp_f64.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.h" #include #include /** * @addtogroup Kullback-Leibler * @{ */ /** * @brief Kullback-Leibler * * @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) * */ float64_t arm_kullback_leibler_f64(const float64_t * pSrcA, const float64_t * pSrcB, uint32_t blockSize) { const float64_t *pInA, *pInB; uint32_t blkCnt; float64_t accum, pA,pB; pInA = pSrcA; pInB = pSrcB; blkCnt = blockSize; accum = 0.0f; while(blkCnt > 0) { pA = *pInA++; pB = *pInB++; accum += pA * log(pB / pA); blkCnt--; } return(-accum); } /** * @} end of Kullback-Leibler group */