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authorClyne Sullivan <clyne@bitgloo.com>2025-01-29 21:34:25 -0500
committerClyne Sullivan <clyne@bitgloo.com>2025-01-29 21:34:25 -0500
commit5b81bc8ccbd342b8566d88fc9f17a73aec03b5b6 (patch)
treecc57486912cfa74c6440d8b97c28f451ec787d78 /Drivers/CMSIS/DSP/Source/DistanceFunctions/arm_canberra_distance_f32.c
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+
+/* ----------------------------------------------------------------------
+ * Project: CMSIS DSP Library
+ * Title: arm_canberra_distance_f32.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.h"
+#include <limits.h>
+#include <math.h>
+
+
+/**
+ @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_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE)
+
+#include "arm_helium_utils.h"
+#include "arm_vec_math.h"
+
+float32_t arm_canberra_distance_f32(const float32_t *pA,const float32_t *pB, uint32_t blockSize)
+{
+ float32_t accum = 0.0f;
+ uint32_t blkCnt;
+ f32x4_t a, b, c, accumV;
+
+ accumV = vdupq_n_f32(0.0f);
+
+ blkCnt = blockSize >> 2;
+ 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_medprec_f32(a);
+
+ /*
+ * Force result of a division by 0 to 0. It the behavior of the
+ * sklearn canberra function.
+ */
+ a = vdupq_m_n_f32(a, 0.0f, vcmpeqq(a, 0.0f));
+ c = vmulq(c, a);
+ accumV = vaddq(accumV, c);
+
+ pA += 4;
+ pB += 4;
+ blkCnt--;
+ }
+
+ blkCnt = blockSize & 3;
+ if (blkCnt > 0U) {
+ mve_pred16_t p0 = vctp32q(blkCnt);
+
+ a = vldrwq_z_f32(pA, p0);
+ b = vldrwq_z_f32(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_medprec_f32(a);
+
+ /*
+ * Force result of a division by 0 to 0. It the behavior of the
+ * sklearn canberra function.
+ */
+ a = vdupq_m_n_f32(a, 0.0f, vcmpeqq(a, 0.0f));
+ c = vmulq(c, a);
+ accumV = vaddq_m(accumV, accumV, c, p0);
+ }
+
+ accum = vecAddAcrossF32Mve(accumV);
+
+ return (accum);
+}
+
+#else
+#if defined(ARM_MATH_NEON)
+
+#include "NEMath.h"
+
+float32_t arm_canberra_distance_f32(const float32_t *pA,const float32_t *pB, uint32_t blockSize)
+{
+ float32_t accum=0.0f, tmpA, tmpB,diff,sum;
+ uint32_t blkCnt;
+ float32x4_t a,b,c,accumV;
+ float32x2_t accumV2;
+ uint32x4_t isZeroV;
+ float32x4_t zeroV = vdupq_n_f32(0.0f);
+
+ accumV = vdupq_n_f32(0.0f);
+
+ blkCnt = blockSize >> 2;
+ while(blkCnt > 0)
+ {
+ a = vld1q_f32(pA);
+ b = vld1q_f32(pB);
+
+ c = vabdq_f32(a,b);
+
+ a = vabsq_f32(a);
+ b = vabsq_f32(b);
+ a = vaddq_f32(a,b);
+ isZeroV = vceqq_f32(a,zeroV);
+
+ /*
+ * May divide by zero when a and b have both the same lane at zero.
+ */
+ a = vinvq_f32(a);
+
+ /*
+ * Force result of a division by 0 to 0. It the behavior of the
+ * sklearn canberra function.
+ */
+ a = vreinterpretq_f32_s32(vbicq_s32(vreinterpretq_s32_f32(a),vreinterpretq_s32_u32(isZeroV)));
+ c = vmulq_f32(c,a);
+ accumV = vaddq_f32(accumV,c);
+
+ pA += 4;
+ pB += 4;
+ blkCnt --;
+ }
+ accumV2 = vpadd_f32(vget_low_f32(accumV),vget_high_f32(accumV));
+ accum = vget_lane_f32(accumV2, 0) + vget_lane_f32(accumV2, 1);
+
+
+ blkCnt = blockSize & 3;
+ while(blkCnt > 0)
+ {
+ tmpA = *pA++;
+ tmpB = *pB++;
+
+ diff = fabsf(tmpA - tmpB);
+ sum = fabsf(tmpA) + fabsf(tmpB);
+ if ((tmpA != 0.0f) || (tmpB != 0.0f))
+ {
+ accum += (diff / sum);
+ }
+ blkCnt --;
+ }
+ return(accum);
+}
+
+#else
+float32_t arm_canberra_distance_f32(const float32_t *pA,const float32_t *pB, uint32_t blockSize)
+{
+ float32_t 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 != 0.0f) || (tmpB != 0.0f))
+ {
+ accum += (diff / sum);
+ }
+ blockSize --;
+ }
+ return(accum);
+}
+#endif
+#endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
+
+
+/**
+ * @} end of Canberra group
+ */