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Intel® oneAPI Math Kernel Library LAPACK Examples

ID 766877
Date 10/31/2024
Public
Document Table of Contents

LAPACK_dgesv Example Program in C for Row Major Data Layout

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/*
   LAPACKE_dgesv Example.
   ======================
 
   The program computes the solution to the system of linear
   equations with a square matrix A and multiple
   right-hand sides B, where A is the coefficient matrix:
 
     6.80  -6.05  -0.45   8.32  -9.67
    -2.11  -3.30   2.58   2.71  -5.14
     5.66   5.36  -2.70   4.35  -7.26
     5.97  -4.44   0.27  -7.17   6.08
     8.23   1.08   9.04   2.14  -6.87

   and B is the right-hand side matrix:
 
     4.02  -1.56   9.81
     6.19   4.00  -4.09
    -8.22  -8.67  -4.57
    -7.57   1.75  -8.61
    -3.03   2.86   8.99
 
   Description.
   ============
 
   The routine solves for X the system of linear equations A*X = B,
   where A is an n-by-n matrix, the columns of matrix B are individual
   right-hand sides, and the columns of X are the corresponding
   solutions.

   The LU decomposition with partial pivoting and row interchanges is
   used to factor A as A = P*L*U, where P is a permutation matrix, L
   is unit lower triangular, and U is upper triangular. The factored
   form of A is then used to solve the system of equations A*X = B.

   Example Program Results.
   ========================
 
 LAPACKE_dgesv (row-major, high-level) Example Program Results

 Solution
  -0.80  -0.39   0.96
  -0.70  -0.55   0.22
   0.59   0.84   1.90
   1.32  -0.10   5.36
   0.57   0.11   4.04

 Details of LU factorization
   8.23   1.08   9.04   2.14  -6.87
   0.83  -6.94  -7.92   6.55  -3.99
   0.69  -0.67 -14.18   7.24  -5.19
   0.73   0.75   0.02 -13.82  14.19
  -0.26   0.44  -0.59  -0.34  -3.43

 Pivot indices
      5      5      3      4      5
*/
#include <stdlib.h>
#include <stdio.h>
#include "mkl_lapacke.h"

/* Auxiliary routines prototypes */
extern void print_matrix( char* desc, MKL_INT m, MKL_INT n, double* a, MKL_INT lda );
extern void print_int_vector( char* desc, MKL_INT n, MKL_INT* a );

/* Parameters */
#define N 5
#define NRHS 3
#define LDA N
#define LDB NRHS

/* Main program */
int main() {
        /* Locals */
        MKL_INT n = N, nrhs = NRHS, lda = LDA, ldb = LDB, info;
        /* Local arrays */
        MKL_INT ipiv[N];
        double a[LDA*N] = {
            6.80, -6.05, -0.45,  8.32, -9.67,
           -2.11, -3.30,  2.58,  2.71, -5.14,
            5.66, 5.36, -2.70,  4.35, -7.26,
            5.97, -4.44,  0.27, -7.17, 6.08,
            8.23, 1.08,  9.04,  2.14, -6.87
        };
        double b[LDB*N] = {
            4.02, -1.56, 9.81,
            6.19,  4.00, -4.09,
           -8.22, -8.67, -4.57,
           -7.57,  1.75, -8.61,
           -3.03,  2.86, 8.99
        };
        /* Executable statements */
        printf( "LAPACKE_dgesv (row-major, high-level) Example Program Results\n" );
        /* Solve the equations A*X = B */
        info = LAPACKE_dgesv( LAPACK_ROW_MAJOR, n, nrhs, a, lda, ipiv,
                        b, ldb );
        /* Check for the exact singularity */
        if( info > 0 ) {
                printf( "The diagonal element of the triangular factor of A,\n" );
                printf( "U(%i,%i) is zero, so that A is singular;\n", info, info );
                printf( "the solution could not be computed.\n" );
                exit( 1 );
        }
        /* Print solution */
        print_matrix( "Solution", n, nrhs, b, ldb );
        /* Print details of LU factorization */
        print_matrix( "Details of LU factorization", n, n, a, lda );
        /* Print pivot indices */
        print_int_vector( "Pivot indices", n, ipiv );
        exit( 0 );
} /* End of LAPACKE_dgesv Example */

/* Auxiliary routine: printing a matrix */
void print_matrix( char* desc, MKL_INT m, MKL_INT n, double* a, MKL_INT lda ) {
        MKL_INT i, j;
        printf( "\n %s\n", desc );
        for( i = 0; i < m; i++ ) {
                for( j = 0; j < n; j++ ) printf( " %6.2f", a[i*lda+j] );
                printf( "\n" );
        }
}

/* Auxiliary routine: printing a vector of integers */
void print_int_vector( char* desc, MKL_INT n, MKL_INT* a ) {
        MKL_INT j;
        printf( "\n %s\n", desc );
        for( j = 0; j < n; j++ ) printf( " %6i", a[j] );
        printf( "\n" );
}