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- /* ----------------------------------------------------------------------
- * Project: CMSIS DSP Library
- * Title: arm_mat_cholesky_f16.c
- * Description: Floating-point Cholesky decomposition
- *
- * $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/matrix_functions_f16.h"
- #if defined(ARM_FLOAT16_SUPPORTED)
- /**
- @ingroup groupMatrix
- */
- /**
- @addtogroup MatrixChol
- @{
- */
- /**
- * @brief Floating-point Cholesky decomposition of positive-definite matrix.
- * @param[in] pSrc points to the instance of the input floating-point matrix structure.
- * @param[out] pDst points to the instance of the output floating-point matrix structure.
- * @return The function returns ARM_MATH_SIZE_MISMATCH, if the dimensions do not match.
- * @return execution status
- - \ref ARM_MATH_SUCCESS : Operation successful
- - \ref ARM_MATH_SIZE_MISMATCH : Matrix size check failed
- - \ref ARM_MATH_DECOMPOSITION_FAILURE : Input matrix cannot be decomposed
- * @par
- * If the matrix is ill conditioned or only semi-definite, then it is better using the LDL^t decomposition.
- * The decomposition of A is returning a lower triangular matrix U such that A = U U^t
- */
- #if defined(ARM_MATH_MVE_FLOAT16) && !defined(ARM_MATH_AUTOVECTORIZE)
- #include "arm_helium_utils.h"
- arm_status arm_mat_cholesky_f16(
- const arm_matrix_instance_f16 * pSrc,
- arm_matrix_instance_f16 * pDst)
- {
- arm_status status; /* status of matrix inverse */
- #ifdef ARM_MATH_MATRIX_CHECK
- /* Check for matrix mismatch condition */
- if ((pSrc->numRows != pSrc->numCols) ||
- (pDst->numRows != pDst->numCols) ||
- (pSrc->numRows != pDst->numRows) )
- {
- /* Set status as ARM_MATH_SIZE_MISMATCH */
- status = ARM_MATH_SIZE_MISMATCH;
- }
- else
- #endif /* #ifdef ARM_MATH_MATRIX_CHECK */
- {
- int i,j,k;
- int n = pSrc->numRows;
- _Float16 invSqrtVj;
- float16_t *pA,*pG;
- int kCnt;
- mve_pred16_t p0;
- f16x8_t acc, acc0, acc1, acc2, acc3;
- f16x8_t vecGi;
- f16x8_t vecGj,vecGj0,vecGj1,vecGj2,vecGj3;
- pA = pSrc->pData;
- pG = pDst->pData;
-
- for(i=0 ;i < n ; i++)
- {
- for(j=i ; j+3 < n ; j+=4)
- {
- acc0 = vdupq_n_f16(0.0f16);
- acc0[0]=pA[(j + 0) * n + i];
- acc1 = vdupq_n_f16(0.0f16);
- acc1[0]=pA[(j + 1) * n + i];
- acc2 = vdupq_n_f16(0.0f16);
- acc2[0]=pA[(j + 2) * n + i];
- acc3 = vdupq_n_f16(0.0f16);
- acc3[0]=pA[(j + 3) * n + i];
- kCnt = i;
- for(k=0; k < i ; k+=8)
- {
- p0 = vctp16q(kCnt);
- vecGi=vldrhq_z_f16(&pG[i * n + k],p0);
-
- vecGj0=vldrhq_z_f16(&pG[(j + 0) * n + k],p0);
- vecGj1=vldrhq_z_f16(&pG[(j + 1) * n + k],p0);
- vecGj2=vldrhq_z_f16(&pG[(j + 2) * n + k],p0);
- vecGj3=vldrhq_z_f16(&pG[(j + 3) * n + k],p0);
- acc0 = vfmsq_m(acc0, vecGi, vecGj0, p0);
- acc1 = vfmsq_m(acc1, vecGi, vecGj1, p0);
- acc2 = vfmsq_m(acc2, vecGi, vecGj2, p0);
- acc3 = vfmsq_m(acc3, vecGi, vecGj3, p0);
- kCnt -= 8;
- }
- pG[(j + 0) * n + i] = vecAddAcrossF16Mve(acc0);
- pG[(j + 1) * n + i] = vecAddAcrossF16Mve(acc1);
- pG[(j + 2) * n + i] = vecAddAcrossF16Mve(acc2);
- pG[(j + 3) * n + i] = vecAddAcrossF16Mve(acc3);
- }
- for(; j < n ; j++)
- {
- kCnt = i;
- acc = vdupq_n_f16(0.0f16);
- acc[0] = pA[j * n + i];
- for(k=0; k < i ; k+=8)
- {
- p0 = vctp16q(kCnt);
- vecGi=vldrhq_z_f16(&pG[i * n + k],p0);
- vecGj=vldrhq_z_f16(&pG[j * n + k],p0);
- acc = vfmsq_m(acc, vecGi, vecGj,p0);
- kCnt -= 8;
- }
- pG[j * n + i] = vecAddAcrossF16Mve(acc);
- }
- if (pG[i * n + i] <= 0.0f16)
- {
- return(ARM_MATH_DECOMPOSITION_FAILURE);
- }
- invSqrtVj = (_Float16)1.0f/sqrtf(pG[i * n + i]);
- for(j=i; j < n ; j++)
- {
- pG[j * n + i] = (_Float16)pG[j * n + i] * invSqrtVj ;
- }
- }
- status = ARM_MATH_SUCCESS;
- }
-
- /* Return to application */
- return (status);
- }
- #else
- arm_status arm_mat_cholesky_f16(
- const arm_matrix_instance_f16 * pSrc,
- arm_matrix_instance_f16 * pDst)
- {
- arm_status status; /* status of matrix inverse */
- #ifdef ARM_MATH_MATRIX_CHECK
- /* Check for matrix mismatch condition */
- if ((pSrc->numRows != pSrc->numCols) ||
- (pDst->numRows != pDst->numCols) ||
- (pSrc->numRows != pDst->numRows) )
- {
- /* Set status as ARM_MATH_SIZE_MISMATCH */
- status = ARM_MATH_SIZE_MISMATCH;
- }
- else
- #endif /* #ifdef ARM_MATH_MATRIX_CHECK */
- {
- int i,j,k;
- int n = pSrc->numRows;
- float16_t invSqrtVj;
- float16_t *pA,*pG;
- pA = pSrc->pData;
- pG = pDst->pData;
-
- for(i=0 ; i < n ; i++)
- {
- for(j=i ; j < n ; j++)
- {
- pG[j * n + i] = pA[j * n + i];
- for(k=0; k < i ; k++)
- {
- pG[j * n + i] = pG[j * n + i] - pG[i * n + k] * pG[j * n + k];
- }
- }
- if (pG[i * n + i] <= 0.0f)
- {
- return(ARM_MATH_DECOMPOSITION_FAILURE);
- }
- invSqrtVj = 1.0f/sqrtf(pG[i * n + i]);
- for(j=i ; j < n ; j++)
- {
- pG[j * n + i] = pG[j * n + i] * invSqrtVj ;
- }
- }
- status = ARM_MATH_SUCCESS;
- }
-
- /* Return to application */
- return (status);
- }
- #endif /* defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) */
- /**
- @} end of MatrixChol group
- */
- #endif /* #if defined(ARM_FLOAT16_SUPPORTED) */
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