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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_var_f16.c
- * Description: Variance of the elements of a floating-point vector
- *
- * $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/statistics_functions_f16.h"
- #if defined(ARM_FLOAT16_SUPPORTED)
- /**
- @ingroup groupStats
- */
- /**
- @addtogroup variance
- @{
- */
- /**
- @brief Variance of the elements of a floating-point vector.
- @param[in] pSrc points to the input vector
- @param[in] blockSize number of samples in input vector
- @param[out] pResult variance value returned here
- @return none
- */
- #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
- #include "arm_helium_utils.h"
- void arm_var_f16(
- const float16_t * pSrc,
- uint32_t blockSize,
- float16_t * pResult)
- {
- int32_t blkCnt; /* loop counters */
- f16x8_t vecSrc;
- f16x8_t sumVec = vdupq_n_f16((float16_t) 0.0);
- float16_t fMean;
- if (blockSize <= 1U) {
- *pResult = 0;
- return;
- }
- arm_mean_f16(pSrc, blockSize, &fMean);
- /* 6.14 bug */
- #if defined (__ARMCC_VERSION) && (__ARMCC_VERSION >= 6100100) && (__ARMCC_VERSION < 6150001)
- __asm volatile(
- " vmov.i32 %[acc], #0 \n"
- : [acc] "+t"(sumVec)
- :
- : );
- #endif
- blkCnt = blockSize;
- do {
- mve_pred16_t p = vctp16q(blkCnt);
- vecSrc = vldrhq_z_f16((float16_t const *) pSrc, p);
- /*
- * sum lanes
- */
- vecSrc = vsubq_m(vuninitializedq_f16(), vecSrc, fMean, p);
- sumVec = vfmaq_m(sumVec, vecSrc, vecSrc, p);
- blkCnt -= 8;
- pSrc += 8;
- }
- while (blkCnt > 0);
-
- /* Variance */
- *pResult = vecAddAcrossF16Mve(sumVec) / (float16_t) (blockSize - 1.0f);
- }
- #else
- void arm_var_f16(
- const float16_t * pSrc,
- uint32_t blockSize,
- float16_t * pResult)
- {
- uint32_t blkCnt; /* Loop counter */
- _Float16 sum = 0.0f; /* Temporary result storage */
- _Float16 fSum = 0.0f;
- _Float16 fMean, fValue;
- const float16_t * pInput = pSrc;
- if (blockSize <= 1U)
- {
- *pResult = 0;
- return;
- }
- #if defined (ARM_MATH_LOOPUNROLL) && !defined(ARM_MATH_AUTOVECTORIZE)
- /* Loop unrolling: Compute 4 outputs at a time */
- blkCnt = blockSize >> 2U;
- while (blkCnt > 0U)
- {
- /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
- sum += *pInput++;
- sum += *pInput++;
- sum += *pInput++;
- sum += *pInput++;
- /* Decrement loop counter */
- blkCnt--;
- }
- /* Loop unrolling: Compute remaining outputs */
- blkCnt = blockSize % 0x4U;
- #else
- /* Initialize blkCnt with number of samples */
- blkCnt = blockSize;
- #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
- while (blkCnt > 0U)
- {
- /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
- sum += *pInput++;
- /* Decrement loop counter */
- blkCnt--;
- }
- /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) / blockSize */
- fMean = sum / (float16_t) blockSize;
- pInput = pSrc;
- #if defined (ARM_MATH_LOOPUNROLL) && !defined(ARM_MATH_AUTOVECTORIZE)
- /* Loop unrolling: Compute 4 outputs at a time */
- blkCnt = blockSize >> 2U;
- while (blkCnt > 0U)
- {
- fValue = *pInput++ - fMean;
- fSum += fValue * fValue;
- fValue = *pInput++ - fMean;
- fSum += fValue * fValue;
- fValue = *pInput++ - fMean;
- fSum += fValue * fValue;
- fValue = *pInput++ - fMean;
- fSum += fValue * fValue;
- /* Decrement loop counter */
- blkCnt--;
- }
- /* Loop unrolling: Compute remaining outputs */
- blkCnt = blockSize % 0x4U;
- #else
- /* Initialize blkCnt with number of samples */
- blkCnt = blockSize;
- #endif /* #if defined (ARM_MATH_LOOPUNROLL) */
- while (blkCnt > 0U)
- {
- fValue = *pInput++ - fMean;
- fSum += fValue * fValue;
- /* Decrement loop counter */
- blkCnt--;
- }
- /* Variance */
- *pResult = fSum / (float16_t)(blockSize - 1.0f);
- }
- #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
- /**
- @} end of variance group
- */
- #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */
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