223 lines
5.3 KiB
C
223 lines
5.3 KiB
C
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/* ----------------------------------------------------------------------
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* Project: CMSIS DSP Library
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* Title: arm_canberra_distance_f32.c
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* Description: Canberra distance between two vectors
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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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#include "dsp/distance_functions.h"
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#include <limits.h>
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#include <math.h>
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/**
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@addtogroup Canberra
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@{
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*/
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/**
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* @brief Canberra distance between two vectors
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*
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* This function may divide by zero when samples pA[i] and pB[i] are both zero.
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* The result of the computation will be correct. So the division per zero may be
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* ignored.
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*
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* @param[in] pA First vector
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* @param[in] pB Second vector
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* @param[in] blockSize vector length
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* @return distance
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*
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*/
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#if defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE)
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#include "arm_helium_utils.h"
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#include "arm_vec_math.h"
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float32_t arm_canberra_distance_f32(const float32_t *pA,const float32_t *pB, uint32_t blockSize)
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{
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float32_t accum = 0.0f;
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uint32_t blkCnt;
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f32x4_t a, b, c, accumV;
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accumV = vdupq_n_f32(0.0f);
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blkCnt = blockSize >> 2;
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while (blkCnt > 0) {
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a = vld1q(pA);
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b = vld1q(pB);
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c = vabdq(a, b);
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a = vabsq(a);
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b = vabsq(b);
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a = vaddq(a, b);
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/*
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* May divide by zero when a and b have both the same lane at zero.
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*/
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a = vrecip_medprec_f32(a);
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/*
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* Force result of a division by 0 to 0. It the behavior of the
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* sklearn canberra function.
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*/
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a = vdupq_m_n_f32(a, 0.0f, vcmpeqq(a, 0.0f));
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c = vmulq(c, a);
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accumV = vaddq(accumV, c);
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pA += 4;
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pB += 4;
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blkCnt--;
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}
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blkCnt = blockSize & 3;
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if (blkCnt > 0U) {
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mve_pred16_t p0 = vctp32q(blkCnt);
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a = vldrwq_z_f32(pA, p0);
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b = vldrwq_z_f32(pB, p0);
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c = vabdq(a, b);
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a = vabsq(a);
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b = vabsq(b);
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a = vaddq(a, b);
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/*
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* May divide by zero when a and b have both the same lane at zero.
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*/
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a = vrecip_medprec_f32(a);
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/*
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* Force result of a division by 0 to 0. It the behavior of the
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* sklearn canberra function.
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*/
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a = vdupq_m_n_f32(a, 0.0f, vcmpeqq(a, 0.0f));
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c = vmulq(c, a);
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accumV = vaddq_m(accumV, accumV, c, p0);
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}
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accum = vecAddAcrossF32Mve(accumV);
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return (accum);
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}
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#else
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#if defined(ARM_MATH_NEON)
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#include "NEMath.h"
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float32_t arm_canberra_distance_f32(const float32_t *pA,const float32_t *pB, uint32_t blockSize)
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{
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float32_t accum=0.0f, tmpA, tmpB,diff,sum;
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uint32_t blkCnt;
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float32x4_t a,b,c,accumV;
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float32x2_t accumV2;
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uint32x4_t isZeroV;
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float32x4_t zeroV = vdupq_n_f32(0.0f);
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accumV = vdupq_n_f32(0.0f);
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blkCnt = blockSize >> 2;
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while(blkCnt > 0)
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{
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a = vld1q_f32(pA);
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b = vld1q_f32(pB);
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c = vabdq_f32(a,b);
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a = vabsq_f32(a);
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b = vabsq_f32(b);
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a = vaddq_f32(a,b);
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isZeroV = vceqq_f32(a,zeroV);
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/*
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* May divide by zero when a and b have both the same lane at zero.
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*/
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a = vinvq_f32(a);
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/*
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* Force result of a division by 0 to 0. It the behavior of the
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* sklearn canberra function.
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*/
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a = vreinterpretq_f32_s32(vbicq_s32(vreinterpretq_s32_f32(a),vreinterpretq_s32_u32(isZeroV)));
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c = vmulq_f32(c,a);
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accumV = vaddq_f32(accumV,c);
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pA += 4;
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pB += 4;
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blkCnt --;
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}
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accumV2 = vpadd_f32(vget_low_f32(accumV),vget_high_f32(accumV));
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accum = vget_lane_f32(accumV2, 0) + vget_lane_f32(accumV2, 1);
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blkCnt = blockSize & 3;
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while(blkCnt > 0)
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{
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tmpA = *pA++;
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tmpB = *pB++;
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diff = fabsf(tmpA - tmpB);
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sum = fabsf(tmpA) + fabsf(tmpB);
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if ((tmpA != 0.0f) || (tmpB != 0.0f))
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{
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accum += (diff / sum);
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}
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blkCnt --;
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}
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return(accum);
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}
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#else
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float32_t arm_canberra_distance_f32(const float32_t *pA,const float32_t *pB, uint32_t blockSize)
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{
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float32_t accum=0.0f, tmpA, tmpB,diff,sum;
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while(blockSize > 0)
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{
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tmpA = *pA++;
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tmpB = *pB++;
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diff = fabsf(tmpA - tmpB);
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sum = fabsf(tmpA) + fabsf(tmpB);
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if ((tmpA != 0.0f) || (tmpB != 0.0f))
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{
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accum += (diff / sum);
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}
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blockSize --;
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}
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return(accum);
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}
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#endif
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#endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
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/**
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* @} end of Canberra group
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*/
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