| 1 | /************************************************************
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| 2 | * cholesky.c main program for testing Cholesky *
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| 3 | * decomposition routine cholesky() *
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| 4 | * *
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| 5 | * Created by William J. De Meo *
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| 6 | * on 11/29/97 *
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| 7 | * *
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| 8 | * http://www.math.hawaii.edu/~williamdemeo/C/stat243/reports/hw3/hw3/node6.html
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| 9 | ************************************************************/
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| 10 | #include <stdlib.h>
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| 11 | #include <stdio.h>
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| 12 | #include <math.h>
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| 13 | #include "prototypes.h"
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| 14 | #define MAX_NAME 100
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| 15 |
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| 16 | void cholesky(long N, double *A, double *diag);
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| 17 | void read_name(char *);
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| 18 |
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| 19 | int main()
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| 20 | {
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| 21 | char *filename;
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| 22 | double *A, *diag;
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| 23 | long i, j, dim;
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| 24 |
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| 25 | filename = cmalloc(MAX_NAME);
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| 26 |
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| 27 | printf("\nEnter file name containing the spd matrix: ");
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| 28 | read_name(filename);
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| 29 | printf("\nEnter its dimension: ");
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| 30 | scanf("%d",&dim);
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| 31 |
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| 32 | A = dmalloc(dim*dim);
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| 33 | diag = dmalloc(dim);
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| 34 |
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| 35 | matlabread(A, dim, dim, filename);
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| 36 | /*matrix is stored contiguously column-wise */
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| 37 |
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| 38 | cholesky(dim,A,diag);
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| 39 |
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| 40 | printf("\nThe Cholesky factor is: \nL = \n");
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| 41 | for(i=0;i<dim;i++)
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| 42 | {
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| 43 | for(j=0;j<i;j++)
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| 44 | printf("%4.5lf \t", A[dim*j+i]);
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| 45 | printf("%4.5lf", diag[i]);
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| 46 | printf("\n");
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| 47 | }
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| 48 |
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| 49 | }
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| 50 |
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| 51 | void read_name(char *name)
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| 52 | {
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| 53 | int c, i = 0;
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| 54 |
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| 55 | while ((c = getchar()) != EOF && c != ' ' && c != '\n')
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| 56 | name[i++] = c;
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| 57 | name[i] = '\0';
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| 58 | }
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| 59 |
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| 60 | /*~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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| 61 | cholesky.c
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| 62 |
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| 63 | Created on 11/29/97 by William J. De Meo
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| 64 |
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| 65 | Purpose: Cholesky decomposition of an n-by-n spd matrix
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| 66 |
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| 67 | ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~*
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| 68 |
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| 69 | /* Subroutine cholesky:
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| 70 |
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| 71 | Arguments:
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| 72 | N dimension of A
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| 73 |
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| 74 | A
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| 75 | on entry: the N by N matrix to be decomposed
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| 76 | on exit: upper triangle is still A
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| 77 | lower sub-triangle is the sub-trangle
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| 78 | of the Cholesky factor L
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| 79 |
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| 80 | diag
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| 81 | on entry: an arbitrary vector of length N
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| 82 | on exit: the diagonal of the Cholesky factor L
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| 83 |
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| 84 | */
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| 85 |
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| 86 | void cholesky(long N, double *A, double *diag)
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| 87 | {
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| 88 | long i,j,k;
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| 89 | for(j=0;j<N;j++)
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| 90 | diag[j] = A[N*j+j];
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| 91 | for(j=0;j<N;j++)
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| 92 | {
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| 93 | for(k=0;k<j;k++)
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| 94 | diag[j] -= A[N*k+j]*A[N*k+j];
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| 95 | diag[j] = sqrt(diag[j]);
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| 96 | for(i=j+1;i<N;i++)
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| 97 | {
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| 98 | for(k=0;k<j;k++)
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| 99 | A[N*j+i] -= A[N*k+i]*A[N*k+j];
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| 100 | A[N*j+i]/=diag[j];
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| 101 | }
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| 102 | }
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| 103 | }
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