/* ---------------------------------------------------------------------- * Project: CMSIS DSP Library * Title: arm_canberra_distance_f16.c * Description: Canberra distance between two vectors * * $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/distance_functions_f16.h" #if defined(ARM_FLOAT16_SUPPORTED) #include #include /** @ingroup FloatDist */ /** @defgroup Canberra Canberra distance Canberra distance */ /** @addtogroup Canberra @{ */ /** * @brief Canberra distance between two vectors * * This function may divide by zero when samples pA[i] and pB[i] are both zero. * The result of the computation will be correct. So the division per zero may be * ignored. * * @param[in] pA First vector * @param[in] pB Second vector * @param[in] blockSize vector length * @return distance * */ #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE) #include "arm_helium_utils.h" #include "arm_vec_math_f16.h" float16_t arm_canberra_distance_f16(const float16_t *pA,const float16_t *pB, uint32_t blockSize) { _Float16 accum = 0.0f16; uint32_t blkCnt; f16x8_t a, b, c, accumV; accumV = vdupq_n_f16(0.0f); blkCnt = blockSize >> 3; while (blkCnt > 0) { a = vld1q(pA); b = vld1q(pB); c = vabdq(a, b); a = vabsq(a); b = vabsq(b); a = vaddq(a, b); /* * May divide by zero when a and b have both the same lane at zero. */ a = vrecip_hiprec_f16(a); /* * Force result of a division by 0 to 0. It the behavior of the * sklearn canberra function. */ a = vdupq_m_n_f16(a, 0.0f, vcmpeqq(a, 0.0f)); c = vmulq(c, a); accumV = vaddq(accumV, c); pA += 8; pB += 8; blkCnt--; } blkCnt = blockSize & 7; if (blkCnt > 0U) { mve_pred16_t p0 = vctp16q(blkCnt); a = vldrhq_z_f16(pA, p0); b = vldrhq_z_f16(pB, p0); c = vabdq(a, b); a = vabsq(a); b = vabsq(b); a = vaddq(a, b); /* * May divide by zero when a and b have both the same lane at zero. */ a = vrecip_hiprec_f16(a); /* * Force result of a division by 0 to 0. It the behavior of the * sklearn canberra function. */ a = vdupq_m_n_f16(a, 0.0f, vcmpeqq(a, 0.0f)); c = vmulq(c, a); accumV = vaddq_m(accumV, accumV, c, p0); } accum = vecAddAcrossF16Mve(accumV); return (accum); } #else float16_t arm_canberra_distance_f16(const float16_t *pA,const float16_t *pB, uint32_t blockSize) { _Float16 accum=0.0f, tmpA, tmpB,diff,sum; while(blockSize > 0) { tmpA = *pA++; tmpB = *pB++; diff = fabsf(tmpA - tmpB); sum = fabsf(tmpA) + fabsf(tmpB); if ((tmpA != 0.0f16) || (tmpB != 0.0f16)) { accum += (diff / sum); } blockSize --; } return(accum); } #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */ /** * @} end of Canberra group */ #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */