|
-
- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_jensenshannon_distance_f16.c
- * Description: Jensen-Shannon 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 <limits.h>
- #include <math.h>
-
- /**
- @ingroup FloatDist
- */
-
- /**
- @defgroup JensenShannon Jensen-Shannon distance
-
- Jensen-Shannon distance
- */
-
-
- /**
- @addtogroup JensenShannon
- @{
- */
-
- #if !defined(ARM_MATH_MVE_FLOAT16) || defined(ARM_MATH_AUTOVECTORIZE)
- /// @private
- __STATIC_INLINE float16_t rel_entr(float16_t x, float16_t y)
- {
- return ((_Float16)x * (_Float16)logf((float32_t)((_Float16)x / (_Float16)y)));
- }
- #endif
-
-
- #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
-
- #include "arm_helium_utils.h"
- #include "arm_vec_math_f16.h"
-
- float16_t arm_jensenshannon_distance_f16(const float16_t *pA,const float16_t *pB, uint32_t blockSize)
- {
- uint32_t blkCnt;
- float16_t tmp;
- f16x8_t a, b, t, tmpV, accumV;
-
- accumV = vdupq_n_f16(0.0f);
-
- blkCnt = blockSize >> 3;
- while (blkCnt > 0U) {
- a = vld1q(pA);
- b = vld1q(pB);
-
- t = vaddq(a, b);
- t = vmulq(t, 0.5f);
-
- tmpV = vmulq(a, vrecip_medprec_f16(t));
- tmpV = vlogq_f16(tmpV);
- accumV = vfmaq(accumV, a, tmpV);
-
- tmpV = vmulq_f16(b, vrecip_medprec_f16(t));
- tmpV = vlogq_f16(tmpV);
- accumV = vfmaq(accumV, b, tmpV);
-
- pA += 8;
- pB += 8;
- blkCnt--;
- }
-
- /*
- * tail
- * (will be merged thru tail predication)
- */
- blkCnt = blockSize & 7;
- if (blkCnt > 0U) {
- mve_pred16_t p0 = vctp16q(blkCnt);
-
- a = vldrhq_z_f16(pA, p0);
- b = vldrhq_z_f16(pB, p0);
-
- t = vaddq(a, b);
- t = vmulq(t, 0.5f);
-
- tmpV = vmulq_f16(a, vrecip_medprec_f16(t));
- tmpV = vlogq_f16(tmpV);
- accumV = vfmaq_m_f16(accumV, a, tmpV, p0);
-
- tmpV = vmulq_f16(b, vrecip_medprec_f16(t));
- tmpV = vlogq_f16(tmpV);
- accumV = vfmaq_m_f16(accumV, b, tmpV, p0);
-
- }
-
- arm_sqrt_f16((_Float16)vecAddAcrossF16Mve(accumV) / 2.0f16, &tmp);
- return (tmp);
- }
-
- #else
-
-
- /**
- * @brief Jensen-Shannon distance between two vectors
- *
- * This function is assuming that elements of second vector are > 0
- * and 0 only when the corresponding element of first vector is 0.
- * Otherwise the result of the computation does not make sense
- * and for speed reasons, the cases returning NaN or Infinity are not
- * managed.
- *
- * When the function is computing x log (x / y) with x == 0 and y == 0,
- * it will compute the right result (0) but a division by zero will occur
- * and should be ignored in client code.
- *
- * @param[in] pA First vector
- * @param[in] pB Second vector
- * @param[in] blockSize vector length
- * @return distance
- *
- */
-
-
- float16_t arm_jensenshannon_distance_f16(const float16_t *pA,const float16_t *pB, uint32_t blockSize)
- {
- _Float16 left, right,sum, tmp;
- float16_t result;
- uint32_t i;
-
- left = 0.0f16;
- right = 0.0f16;
- for(i=0; i < blockSize; i++)
- {
- tmp = ((_Float16)pA[i] + (_Float16)pB[i]) / 2.0f16;
- left += (_Float16)rel_entr(pA[i], tmp);
- right += (_Float16)rel_entr(pB[i], tmp);
- }
-
-
- sum = left + right;
- arm_sqrt_f16((_Float16)sum/2.0f16, &result);
- return(result);
-
- }
-
- #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
-
- /**
- * @} end of JensenShannon group
- */
-
- #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */
|