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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_barycenter_f16.c
- * Description: Barycenter
- *
- * $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/support_functions_f16.h"
- #if defined(ARM_FLOAT16_SUPPORTED)
- #include <limits.h>
- #include <math.h>
- /**
- @ingroup groupSupport
- */
- /**
- @defgroup barycenter Barycenter
- Barycenter of weighted vectors
- */
- /**
- @addtogroup barycenter
- @{
- */
- /**
- * @brief Barycenter
- *
- *
- * @param[in] *in List of vectors
- * @param[in] *weights Weights of the vectors
- * @param[out] *out Barycenter
- * @param[in] nbVectors Number of vectors
- * @param[in] vecDim Dimension of space (vector dimension)
- * @return None
- *
- */
- #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
- void arm_barycenter_f16(const float16_t *in,
- const float16_t *weights,
- float16_t *out,
- uint32_t nbVectors,
- uint32_t vecDim)
- {
- const float16_t *pIn, *pW;
- const float16_t *pIn1, *pIn2, *pIn3, *pIn4;
- float16_t *pOut;
- uint32_t blkCntVector, blkCntSample;
- float16_t accum, w;
- blkCntVector = nbVectors;
- blkCntSample = vecDim;
- accum = 0.0f;
- pW = weights;
- pIn = in;
- arm_fill_f16(0.0f, out, vecDim);
- /* Sum */
- pIn1 = pIn;
- pIn2 = pIn1 + vecDim;
- pIn3 = pIn2 + vecDim;
- pIn4 = pIn3 + vecDim;
- blkCntVector = nbVectors >> 2;
- while (blkCntVector > 0)
- {
- f16x8_t outV, inV1, inV2, inV3, inV4;
- float16_t w1, w2, w3, w4;
- pOut = out;
- w1 = *pW++;
- w2 = *pW++;
- w3 = *pW++;
- w4 = *pW++;
- accum += (_Float16)w1 + (_Float16)w2 + (_Float16)w3 + (_Float16)w4;
- blkCntSample = vecDim >> 3;
- while (blkCntSample > 0) {
- outV = vld1q((const float16_t *) pOut);
- inV1 = vld1q(pIn1);
- inV2 = vld1q(pIn2);
- inV3 = vld1q(pIn3);
- inV4 = vld1q(pIn4);
- outV = vfmaq(outV, inV1, w1);
- outV = vfmaq(outV, inV2, w2);
- outV = vfmaq(outV, inV3, w3);
- outV = vfmaq(outV, inV4, w4);
- vst1q(pOut, outV);
- pOut += 8;
- pIn1 += 8;
- pIn2 += 8;
- pIn3 += 8;
- pIn4 += 8;
- blkCntSample--;
- }
- blkCntSample = vecDim & 7;
- while (blkCntSample > 0) {
- *pOut = (_Float16)*pOut + (_Float16)*pIn1++ * (_Float16)w1;
- *pOut = (_Float16)*pOut + (_Float16)*pIn2++ * (_Float16)w2;
- *pOut = (_Float16)*pOut + (_Float16)*pIn3++ * (_Float16)w3;
- *pOut = (_Float16)*pOut + (_Float16)*pIn4++ * (_Float16)w4;
- pOut++;
- blkCntSample--;
- }
- pIn1 += 3 * vecDim;
- pIn2 += 3 * vecDim;
- pIn3 += 3 * vecDim;
- pIn4 += 3 * vecDim;
- blkCntVector--;
- }
- pIn = pIn1;
- blkCntVector = nbVectors & 3;
- while (blkCntVector > 0)
- {
- f16x8_t inV, outV;
- pOut = out;
- w = *pW++;
- accum += (_Float16)w;
- blkCntSample = vecDim >> 3;
- while (blkCntSample > 0)
- {
- outV = vld1q_f16(pOut);
- inV = vld1q_f16(pIn);
- outV = vfmaq(outV, inV, w);
- vst1q_f16(pOut, outV);
- pOut += 8;
- pIn += 8;
- blkCntSample--;
- }
- blkCntSample = vecDim & 7;
- while (blkCntSample > 0)
- {
- *pOut = (_Float16)*pOut + (_Float16)*pIn++ * (_Float16)w;
- pOut++;
- blkCntSample--;
- }
- blkCntVector--;
- }
- /* Normalize */
- pOut = out;
- accum = 1.0f16 / (_Float16)accum;
- blkCntSample = vecDim >> 3;
- while (blkCntSample > 0)
- {
- f16x8_t tmp;
- tmp = vld1q((const float16_t *) pOut);
- tmp = vmulq(tmp, accum);
- vst1q(pOut, tmp);
- pOut += 8;
- blkCntSample--;
- }
- blkCntSample = vecDim & 7;
- while (blkCntSample > 0)
- {
- *pOut = (_Float16)*pOut * (_Float16)accum;
- pOut++;
- blkCntSample--;
- }
- }
- #else
- void arm_barycenter_f16(const float16_t *in, const float16_t *weights, float16_t *out, uint32_t nbVectors,uint32_t vecDim)
- {
- const float16_t *pIn,*pW;
- float16_t *pOut;
- uint32_t blkCntVector,blkCntSample;
- float16_t accum, w;
- blkCntVector = nbVectors;
- blkCntSample = vecDim;
- accum = 0.0f16;
- pW = weights;
- pIn = in;
- /* Set counters to 0 */
- blkCntSample = vecDim;
- pOut = out;
- while(blkCntSample > 0)
- {
- *pOut = 0.0f16;
- pOut++;
- blkCntSample--;
- }
- /* Sum */
- while(blkCntVector > 0)
- {
- pOut = out;
- w = *pW++;
- accum += (_Float16)w;
- blkCntSample = vecDim;
- while(blkCntSample > 0)
- {
- *pOut = (_Float16)*pOut + (_Float16)*pIn++ * (_Float16)w;
- pOut++;
- blkCntSample--;
- }
- blkCntVector--;
- }
- /* Normalize */
- blkCntSample = vecDim;
- pOut = out;
- while(blkCntSample > 0)
- {
- *pOut = (_Float16)*pOut / (_Float16)accum;
- pOut++;
- blkCntSample--;
- }
- }
- #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
- /**
- * @} end of barycenter group
- */
- #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */
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