| 1 |  | 
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| 2 | /* | 
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| 3 | * These routines are based on the work of Edward T. Seidl at the | 
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| 4 | * National Institutes of Health. | 
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| 5 | */ | 
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| 6 |  | 
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| 7 | #include <stdio.h> | 
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| 8 | #include <stdlib.h> | 
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| 9 | #include <math.h> | 
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| 10 | #include <string.h> | 
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| 11 | #include <math/scmat/cmatrix.h> | 
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| 12 |  | 
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| 13 | static void ludcmp(double**, int, int*, double*); | 
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| 14 | static void lubksb(double**, int, int*, double*); | 
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| 15 | static void symm_lu_decomp(double**, int, double*); | 
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| 16 | static void symm_lu_back_sub(double**, int, double*); | 
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| 17 |  | 
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| 18 | static void tred2(int dim,double**,double*,double*,int); | 
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| 19 | static void tqli(int dim,double*,double**,double*,int,double); | 
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| 20 | static void eigsort(int dim,double*,double**); | 
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| 21 |  | 
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| 22 | double** | 
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| 23 | cmat_new_square_matrix(int n) | 
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| 24 | { | 
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| 25 | double *mat; | 
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| 26 | double **r; | 
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| 27 | if (n == 0) return 0; | 
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| 28 | mat = (double*) malloc(sizeof(double)*n*n); | 
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| 29 | if (!mat) return 0; | 
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| 30 | r = (double**) malloc(sizeof(double*)*n); | 
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| 31 | if (!r) { | 
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| 32 | free(mat); | 
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| 33 | return 0; | 
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| 34 | } | 
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| 35 | cmat_matrix_pointers(r,mat,n,n); | 
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| 36 | return r; | 
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| 37 | } | 
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| 38 |  | 
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| 39 | double** | 
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| 40 | cmat_new_rect_matrix(int n,int m) | 
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| 41 | { | 
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| 42 | double *mat; | 
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| 43 | double **r; | 
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| 44 | if (n == 0 || m == 0) return 0; | 
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| 45 | mat = (double*) malloc(sizeof(double)*n*m); | 
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| 46 | if (!mat) return 0; | 
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| 47 | r = (double**) malloc(sizeof(double*)*n); | 
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| 48 | if (!r) { | 
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| 49 | free(mat); | 
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| 50 | return 0; | 
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| 51 | } | 
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| 52 | cmat_matrix_pointers(r,mat,n,m); | 
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| 53 | return r; | 
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| 54 | } | 
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| 55 |  | 
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| 56 | /* this deletes both square and triangular matrices */ | 
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| 57 | void | 
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| 58 | cmat_delete_matrix(double**m) | 
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| 59 | { | 
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| 60 | if (m) { | 
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| 61 | free(m[0]); | 
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| 62 | free(m); | 
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| 63 | } | 
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| 64 | } | 
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| 65 |  | 
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| 66 | void | 
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| 67 | cmat_transpose_square_matrix(double**matrix, int n) | 
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| 68 | { | 
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| 69 | int i,j; | 
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| 70 | for (i=0; i<n; i++) { | 
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| 71 | for (j=0; j<i; j++) { | 
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| 72 | double tmp = matrix[i][j]; | 
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| 73 | matrix[i][j] = matrix[j][i]; | 
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| 74 | matrix[j][i] = tmp; | 
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| 75 | } | 
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| 76 | } | 
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| 77 | } | 
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| 78 |  | 
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| 79 | void | 
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| 80 | cmat_matrix_pointers(double**ptrs,double*matrix,int nrow, int ncol) | 
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| 81 | { | 
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| 82 | int i; | 
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| 83 | for (i=0; i<nrow; i++) ptrs[i] = &matrix[i*ncol]; | 
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| 84 | } | 
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| 85 |  | 
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| 86 | /* | 
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| 87 | * a contains pointers to the an area of contiguous storage. | 
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| 88 | * Its dimensions are nr by nc.  On exit it will be transposed, | 
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| 89 | * however the a vector of double* is itself unchanged.  Another | 
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| 90 | * vector is needed to access the storage or a must be updated | 
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| 91 | * after this routine is called. | 
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| 92 | */ | 
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| 93 | void | 
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| 94 | cmat_transpose_matrix(double**a, int nr, int nc) | 
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| 95 | { | 
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| 96 | int i,j; | 
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| 97 | double* tmpp; | 
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| 98 | double* tmp; | 
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| 99 |  | 
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| 100 | if (nr == 0 || nc == 0) return; | 
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| 101 |  | 
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| 102 | if (nr == nc) { | 
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| 103 | cmat_transpose_square_matrix(a,nr); | 
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| 104 | return; | 
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| 105 | }; | 
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| 106 |  | 
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| 107 | tmp = (double*) malloc(sizeof(double)*nr*nc); | 
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| 108 | if (!tmp && nr && nc) { | 
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| 109 | fprintf(stderr,"cmat_transpose_matrix: malloc failed\n"); | 
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| 110 | abort(); | 
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| 111 | } | 
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| 112 |  | 
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| 113 | tmpp = tmp; | 
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| 114 | for (i=0; i<nc; i++) { | 
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| 115 | for (j=0; j<nr; j++) { | 
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| 116 | *tmpp = a[j][i]; | 
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| 117 | tmpp++; | 
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| 118 | } | 
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| 119 | } | 
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| 120 |  | 
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| 121 | memcpy(a[0],tmp,sizeof(double)*nr*nc); | 
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| 122 |  | 
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| 123 | if (tmp) free(tmp); | 
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| 124 | } | 
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| 125 |  | 
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| 126 | /* a is symmetric if sym is true */ | 
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| 127 | double | 
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| 128 | cmat_determ(double** a, int sym, int dim) | 
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| 129 | { | 
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| 130 | int i; | 
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| 131 | double det=0; | 
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| 132 |  | 
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| 133 | if (sym) { | 
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| 134 | symm_lu_decomp(a,dim,&det); | 
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| 135 | } else { | 
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| 136 | int *indx= (int*) malloc(sizeof(int)*dim); | 
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| 137 | ludcmp(a,dim,indx,&det); | 
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| 138 | free(indx); | 
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| 139 | } | 
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| 140 |  | 
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| 141 | if (fabs(det) < 1.0e-16) return 0; | 
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| 142 |  | 
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| 143 | for (i=0; i < dim; i++) det *= a[i][i]; | 
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| 144 |  | 
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| 145 | return det; | 
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| 146 | } | 
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| 147 |  | 
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| 148 | /* a is symmetric if sym is true */ | 
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| 149 | double | 
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| 150 | cmat_solve_lin(double** a, int sym, double* b, int dim) | 
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| 151 | { | 
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| 152 | int i; | 
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| 153 | double det=0; | 
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| 154 |  | 
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| 155 | if (sym) { | 
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| 156 | symm_lu_decomp(a,dim,&det); | 
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| 157 | if (fabs(det) < 1.0e-16) return 0; | 
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| 158 | symm_lu_back_sub(a,dim,b); | 
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| 159 | } else { | 
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| 160 | int *indx= (int*) malloc(sizeof(int)*dim); | 
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| 161 | ludcmp(a,dim,indx,&det); | 
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| 162 | if (fabs(det) < 1.0e-16) return 0; | 
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| 163 | lubksb(a,dim,indx,b); | 
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| 164 | free(indx); | 
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| 165 | } | 
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| 166 |  | 
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| 167 | for(i=0; i < dim; i++) det *= a[i][i]; | 
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| 168 | if (fabs(det) < 1.0e-16) return 0; | 
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| 169 |  | 
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| 170 | return det; | 
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| 171 | } | 
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| 172 |  | 
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| 173 | double | 
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| 174 | cmat_invert(double**a, int sym, int dim) | 
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| 175 | { | 
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| 176 | int i,j; | 
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| 177 | double det=0; | 
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| 178 | double **y; | 
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| 179 | double *b; | 
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| 180 |  | 
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| 181 | b = (double*) malloc(sizeof(double)*dim); | 
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| 182 | y = cmat_new_square_matrix(dim); | 
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| 183 |  | 
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| 184 | if (sym) { | 
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| 185 | symm_lu_decomp(a,dim,&det); | 
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| 186 | if (fabs(det) < 1.0e-16) return 0; | 
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| 187 |  | 
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| 188 | for (i=0; i < dim; i++) det *= a[i][i]; | 
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| 189 | if (fabs(det) < 1.0e-16) return 0; | 
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| 190 |  | 
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| 191 | for (i=0; i < dim; i++) { | 
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| 192 | for (j=0; j < dim; j++) b[j]=0; | 
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| 193 | b[i]=1; | 
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| 194 | symm_lu_back_sub(a,dim,b); | 
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| 195 | for (j=0; j < dim; j++) y[j][i]=b[j]; | 
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| 196 | } | 
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| 197 |  | 
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| 198 | for (i=0; i < dim; i++) | 
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| 199 | for (j=0; j <= i; j++) | 
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| 200 | a[i][j] = y[i][j]; | 
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| 201 |  | 
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| 202 | } else { | 
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| 203 | int *indx= (int*) malloc(sizeof(int)*dim); | 
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| 204 |  | 
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| 205 | ludcmp(a,dim,indx,&det); | 
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| 206 | if (fabs(det) < 1.0e-16) return 0; | 
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| 207 |  | 
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| 208 | for (i=0; i < dim; i++) det *= a[i][i]; | 
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| 209 | if (fabs(det) < 1.0e-16) return 0; | 
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| 210 |  | 
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| 211 | for (i=0; i < dim; i++) { | 
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| 212 | memset(b,0,sizeof(double)*dim); | 
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| 213 | b[i]=1; | 
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| 214 | lubksb(a,dim,indx,b); | 
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| 215 | for (j=0; j < dim; j++) y[j][i]=b[j]; | 
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| 216 | } | 
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| 217 |  | 
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| 218 | for (i=0; i < dim; i++) | 
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| 219 | for (j=0; j < dim; j++) | 
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| 220 | a[i][j] = y[i][j]; | 
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| 221 | free(indx); | 
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| 222 | } | 
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| 223 |  | 
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| 224 | free(b); | 
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| 225 | cmat_delete_matrix(y); | 
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| 226 |  | 
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| 227 | return det; | 
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| 228 | } | 
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| 229 |  | 
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| 230 | static void | 
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| 231 | ludcmp(double** a, int n, int *indx, double *d) | 
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| 232 | { | 
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| 233 | int i,imax=0,j,k; | 
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| 234 | double big,dum,sum,temp; | 
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| 235 |  | 
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| 236 | double* vv = (double*) malloc(sizeof(double)*n); | 
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| 237 |  | 
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| 238 | *d = 1.0; | 
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| 239 |  | 
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| 240 | for (i=0; i < n ; i++) { | 
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| 241 | big=0.0; | 
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| 242 | for (j=0; j < n; j++) if ((temp=fabs(a[i][j])) > big) big=temp; | 
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| 243 | #if 1 | 
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| 244 | if (big == 0.0) { | 
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| 245 | *d = 0.0; | 
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| 246 | free(vv); | 
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| 247 | return; | 
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| 248 | } | 
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| 249 | #else | 
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| 250 | if(big==0.0) big=1.0e-16; | 
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| 251 | #endif | 
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| 252 | vv[i] = 1.0/big; | 
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| 253 | } | 
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| 254 |  | 
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| 255 | for (j=0; j < n ; j++) { | 
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| 256 | for (i=0; i < j ; i++) { | 
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| 257 | sum = a[i][j]; | 
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| 258 | for (k=0; k < i ; k++) sum -= a[i][k]*a[k][j]; | 
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| 259 | a[i][j] = sum; | 
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| 260 | } | 
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| 261 |  | 
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| 262 | big = 0.0; | 
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| 263 | for (i=j ; i < n ; i++) { | 
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| 264 | sum=a[i][j]; | 
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| 265 | for (k=0; k < j ; k++) sum -= a[i][k]*a[k][j]; | 
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| 266 | a[i][j] = sum; | 
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| 267 | if ((dum=vv[i]*fabs(sum)) >= big) { | 
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| 268 | big = dum; | 
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| 269 | imax = i; | 
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| 270 | } | 
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| 271 | } | 
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| 272 |  | 
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| 273 | if (j != imax) { | 
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| 274 | for (k=0; k < n; k++) { | 
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| 275 | dum=a[imax][k]; | 
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| 276 | a[imax][k]=a[j][k]; | 
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| 277 | a[j][k]=dum; | 
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| 278 | } | 
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| 279 | *d = -(*d); | 
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| 280 | vv[imax]=vv[j]; | 
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| 281 | } | 
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| 282 |  | 
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| 283 | indx[j]=imax; | 
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| 284 | if (a[j][j] == 0.0) a[j][j] = 1.0e-20; | 
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| 285 | if (j != n-1) { | 
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| 286 | dum = 1.0/a[j][j]; | 
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| 287 | for (i=j+1; i < n ; i++) a[i][j] *= dum; | 
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| 288 | } | 
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| 289 | } | 
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| 290 | free(vv); | 
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| 291 | } | 
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| 292 |  | 
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| 293 | static void | 
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| 294 | lubksb(double** a, int n, int *indx, double* b) | 
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| 295 | { | 
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| 296 | int i,ii=0,ip,j; | 
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| 297 | int t=0; | 
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| 298 | double sum; | 
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| 299 |  | 
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| 300 | for (i=0; i < n ; i++) { | 
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| 301 | ip = indx[i]; | 
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| 302 | sum = b[ip]; | 
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| 303 | b[ip]=b[i]; | 
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| 304 |  | 
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| 305 | if(t) { | 
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| 306 | for (j=ii; j <= i-1 ; j++) | 
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| 307 | sum -= a[i][j]*b[j]; | 
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| 308 | } | 
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| 309 | else if(sum) { | 
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| 310 | ii=i; | 
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| 311 | t++; | 
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| 312 | } | 
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| 313 |  | 
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| 314 | b[i]=sum; | 
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| 315 | } | 
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| 316 |  | 
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| 317 | for (i=n-1; i >= 0 ; i--) { | 
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| 318 | sum = b[i]; | 
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| 319 | for (j=i+1; j < n ; j++) sum -= a[i][j]*b[j]; | 
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| 320 | b[i] = sum/a[i][i]; | 
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| 321 | } | 
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| 322 | } | 
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| 323 |  | 
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| 324 | /* | 
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| 325 | * this is LU decomposition where A is a symmetric matrix | 
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| 326 | * when A is symmetric, then | 
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| 327 | *   beta(i,j) = A(i,j) - sum_k(i-1) beta(k,i)*beta(k,j)/beta(k,k) | 
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| 328 | *   alpha(i,j) = beta(j,i)/beta(j,j) | 
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| 329 | * | 
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| 330 | * since we're storing beta in a, the indices of beta will be switched | 
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| 331 | * since alpha is expressed in terms of beta, we don't store it | 
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| 332 | * | 
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| 333 | * so we have | 
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| 334 | *   beta(i,j) = A(i,j) - sum_k(i-1) beta(i,k)*beta(j,k)/beta(k,k) | 
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| 335 | *   alpha(i,j) = beta(i,j)/beta(j,j) | 
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| 336 | */ | 
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| 337 |  | 
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| 338 | static void | 
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| 339 | symm_lu_decomp(double** a, int n, double *d) | 
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| 340 | { | 
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| 341 | int i,j,k; | 
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| 342 | double tmp; | 
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| 343 |  | 
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| 344 | double* v = (double*) malloc(sizeof(double)*n); | 
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| 345 | memset(v,0,sizeof(double)*n); | 
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| 346 |  | 
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| 347 | /* check for singular matrix */ | 
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| 348 | for (i=0; i < n; i++) { | 
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| 349 | for (j=0; j < i; j++) { | 
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| 350 | v[i] = ((tmp=fabs(a[i][j])) > v[i]) ? tmp : v[i]; | 
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| 351 | v[j] = (tmp > v[j]) ? tmp : v[j]; | 
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| 352 | } | 
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| 353 | v[i] = ((tmp=fabs(a[i][i])) > v[i]) ? tmp : v[i]; | 
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| 354 | } | 
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| 355 |  | 
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| 356 | for (i=0; i < n; i++) { | 
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| 357 | if (fabs(v[i]) < 1.0e-16) { | 
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| 358 | fprintf(stderr,"\n  warning: singular matrix in symm_lu_decomp\n"); | 
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| 359 | *d = 0.0; | 
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| 360 | return; | 
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| 361 | } | 
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| 362 | } | 
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| 363 |  | 
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| 364 | free(v); | 
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| 365 |  | 
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| 366 | *d = 1.0; | 
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| 367 |  | 
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| 368 | for (i=0; i < n ; i++) { | 
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| 369 | /* check to make sure we're not going to blow up */ | 
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| 370 | if (i < n-1) { | 
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| 371 | tmp = 0; | 
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| 372 | for (k=0; k < i-1; k++) | 
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| 373 | tmp += a[i][k]*a[i][k]/a[k][k]; | 
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| 374 | if (fabs(a[i][i]-tmp) < 1.0e-16) { | 
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| 375 | fprintf(stderr,"\n  warning: singular matrix in symm_lu_decomp 2\n"); | 
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| 376 | *d = 0; | 
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| 377 | return; | 
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| 378 | } | 
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| 379 | } | 
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| 380 | for (j=i; j < n; j++) { | 
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| 381 | tmp = 0; | 
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| 382 | for (k=0; k <= i-1; k++) | 
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| 383 | tmp -= a[i][k]*a[j][k]/a[k][k]; | 
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| 384 | a[j][i] += tmp; | 
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| 385 | } | 
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| 386 | } | 
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| 387 | } | 
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| 388 |  | 
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| 389 | static void | 
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| 390 | symm_lu_back_sub(double** a, int n, double* b) | 
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| 391 | { | 
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| 392 | int i,j; | 
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| 393 | double sum; | 
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| 394 |  | 
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| 395 | /* form y(i) = bi - sum_j(i-1) alpha(i,j)*y(j) | 
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| 396 | * alpha(i,j) = beta(j,i)/beta(j,j), but beta is stored lower instead of | 
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| 397 | * upper triangle, so alpha(i,j) = beta(i,j)/beta(j,j) | 
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| 398 | */ | 
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| 399 | for (i=0; i < n ; i++) { | 
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| 400 | sum = 0; | 
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| 401 | for (j=0; j < i; j++) | 
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| 402 | sum += (a[i][j]/a[j][j]) * b[j]; | 
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| 403 | b[i] -= sum; | 
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| 404 | } | 
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| 405 |  | 
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| 406 | /* now form x(i) = 1/beta(i,i)*[y(i) - sum_j=i+1(N) beta(i,j)*x(j)] | 
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| 407 | * is really ...[...beta(j,i)*x(j)] | 
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| 408 | */ | 
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| 409 | for (i=n-1; i >= 0 ; i--) { | 
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| 410 | sum = b[i]; | 
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| 411 | for (j=i+1; j < n ; j++) sum -= a[j][i]*b[j]; | 
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| 412 | b[i] = sum/a[i][i]; | 
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| 413 | } | 
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| 414 | } | 
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| 415 |  | 
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| 416 | /* | 
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| 417 | * This does c(t) (+)= a(t) * b(t), where the (t) means the transpose | 
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| 418 | * of the matrix can be optionally used and the (+) means that accumulation | 
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| 419 | * is optional.  The dimensions of the matrices is as follows: | 
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| 420 | * a(nr,nl) (if ta then a(nl,nr)) | 
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| 421 | * b(nl,nc) (if tb then b(nc,nl)) | 
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| 422 | * c(nr,nc) (if tc then c(nc,nr)) | 
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| 423 | */ | 
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| 424 | void | 
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| 425 | cmat_mxm(double** a, int ta, double** b, int tb, double** c, int tc, | 
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| 426 | int nr, int nl, int nc, int add) | 
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| 427 | { | 
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| 428 | int odd_nr,odd_nc; | 
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| 429 | int i,j,k; | 
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| 430 | double t00,t01,t10,t11; | 
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| 431 | double *att,*bt; | 
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| 432 | double *at1,*bt1; | 
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| 433 | double** old_a = 0; | 
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| 434 | double** old_b = 0; | 
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| 435 |  | 
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| 436 | odd_nr = (nr)%2; | 
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| 437 | odd_nc = (nc)%2; | 
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| 438 |  | 
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| 439 | if(ta) { | 
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| 440 | cmat_transpose_matrix(a,nl,nr); | 
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| 441 | if (nr > nl) { | 
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| 442 | old_a = a; | 
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| 443 | a = (double**) malloc(nr*sizeof(double*)); | 
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| 444 | if (!a) { | 
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| 445 | fprintf(stderr,"cmat_mxm: malloc a failed\n"); | 
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| 446 | abort(); | 
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| 447 | } | 
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| 448 | a[0] = old_a[0]; | 
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| 449 | } | 
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| 450 | cmat_matrix_pointers(a,a[0],nr,nl); | 
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| 451 | } | 
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| 452 | if(!tb) { | 
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| 453 | cmat_transpose_matrix(b,nl,nc); | 
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| 454 | if (nc > nl) { | 
|---|
| 455 | old_b = b; | 
|---|
| 456 | b = (double**) malloc(nc*sizeof(double*)); | 
|---|
| 457 | if (!b) { | 
|---|
| 458 | fprintf(stderr,"cmat_mxm: malloc b failed\n"); | 
|---|
| 459 | abort(); | 
|---|
| 460 | } | 
|---|
| 461 | b[0] = old_b[0]; | 
|---|
| 462 | } | 
|---|
| 463 | cmat_matrix_pointers(b,b[0],nc,nl); | 
|---|
| 464 | } | 
|---|
| 465 |  | 
|---|
| 466 | for(j=0; j < nc-1 ; j+=2) { | 
|---|
| 467 | for(i=0; i < nr-1 ; i+=2) { | 
|---|
| 468 | att=a[i]; bt=b[j]; | 
|---|
| 469 | at1=a[i+1]; bt1=b[j+1]; | 
|---|
| 470 | if(add) { | 
|---|
| 471 | if(tc) { | 
|---|
| 472 | t00 = c[j][i]; | 
|---|
| 473 | t01 = c[j+1][i]; | 
|---|
| 474 | t10 = c[j][i+1]; | 
|---|
| 475 | t11 = c[j+1][i+1]; | 
|---|
| 476 | } | 
|---|
| 477 | else { | 
|---|
| 478 | t00 = c[i][j]; | 
|---|
| 479 | t01 = c[i][j+1]; | 
|---|
| 480 | t10 = c[i+1][j]; | 
|---|
| 481 | t11 = c[i+1][j+1]; | 
|---|
| 482 | } | 
|---|
| 483 | } | 
|---|
| 484 | else | 
|---|
| 485 | t00=t01=t10=t11=0.0; | 
|---|
| 486 | for(k=nl; k ; k--,att++,bt++,at1++,bt1++) { | 
|---|
| 487 | t00 += *att * *bt; | 
|---|
| 488 | t01 += *att * *bt1; | 
|---|
| 489 | t10 += *at1 * *bt; | 
|---|
| 490 | t11 += *at1 * *bt1; | 
|---|
| 491 | } | 
|---|
| 492 | if(tc) { | 
|---|
| 493 | c[j][i]=t00; | 
|---|
| 494 | c[j+1][i]=t01; | 
|---|
| 495 | c[j][i+1]=t10; | 
|---|
| 496 | c[j+1][i+1]=t11; | 
|---|
| 497 | } | 
|---|
| 498 | else { | 
|---|
| 499 | c[i][j]=t00; | 
|---|
| 500 | c[i][j+1]=t01; | 
|---|
| 501 | c[i+1][j]=t10; | 
|---|
| 502 | c[i+1][j+1]=t11; | 
|---|
| 503 | } | 
|---|
| 504 | } | 
|---|
| 505 | if(odd_nr) { | 
|---|
| 506 | att=a[i]; bt=b[j]; | 
|---|
| 507 | bt1=b[j+1]; | 
|---|
| 508 | if(add) { | 
|---|
| 509 | if(tc) { | 
|---|
| 510 | t00 = c[j][i]; | 
|---|
| 511 | t01 = c[j+1][i]; | 
|---|
| 512 | } | 
|---|
| 513 | else { | 
|---|
| 514 | t00 = c[i][j]; | 
|---|
| 515 | t01 = c[i][j+1]; | 
|---|
| 516 | } | 
|---|
| 517 | } | 
|---|
| 518 | else t00=t01=0.0; | 
|---|
| 519 | for(k= nl; k ; k--,att++,bt++,bt1++) { | 
|---|
| 520 | t00 += *att * *bt; | 
|---|
| 521 | t01 += *att * *bt1; | 
|---|
| 522 | } | 
|---|
| 523 | if(tc) { | 
|---|
| 524 | c[j][i]=t00; | 
|---|
| 525 | c[j+1][i]=t01; | 
|---|
| 526 | } | 
|---|
| 527 | else { | 
|---|
| 528 | c[i][j]=t00; | 
|---|
| 529 | c[i][j+1]=t01; | 
|---|
| 530 | } | 
|---|
| 531 | } | 
|---|
| 532 | } | 
|---|
| 533 | if(odd_nc) { | 
|---|
| 534 | for(i=0; i < nr-1 ; i+=2) { | 
|---|
| 535 | att=a[i]; bt=b[j]; | 
|---|
| 536 | at1=a[i+1]; | 
|---|
| 537 | if(add) { | 
|---|
| 538 | if(tc) { | 
|---|
| 539 | t00 = c[j][i]; | 
|---|
| 540 | t10 = c[j][i+1]; | 
|---|
| 541 | } | 
|---|
| 542 | else { | 
|---|
| 543 | t00 = c[i][j]; | 
|---|
| 544 | t10 = c[i+1][j]; | 
|---|
| 545 | } | 
|---|
| 546 | } | 
|---|
| 547 | else t00=t10=0.0; | 
|---|
| 548 | for(k= nl; k ; k--,att++,bt++,at1++) { | 
|---|
| 549 | t00 += *att * *bt; | 
|---|
| 550 | t10 += *at1 * *bt; | 
|---|
| 551 | } | 
|---|
| 552 | if(tc) { | 
|---|
| 553 | c[j][i]=t00; | 
|---|
| 554 | c[j][i+1]=t10; | 
|---|
| 555 | } | 
|---|
| 556 | else { | 
|---|
| 557 | c[i][j]=t00; | 
|---|
| 558 | c[i+1][j]=t10; | 
|---|
| 559 | } | 
|---|
| 560 | } | 
|---|
| 561 | if(odd_nr) { | 
|---|
| 562 | att=a[i]; bt=b[j]; | 
|---|
| 563 | if(add) t00 = (tc) ? c[j][i] : c[i][j]; | 
|---|
| 564 | else t00=0.0; | 
|---|
| 565 | for(k=nl; k ; k--,att++,bt++) t00 += *att * *bt; | 
|---|
| 566 | if(tc) c[j][i]=t00; | 
|---|
| 567 | else c[i][j]=t00; | 
|---|
| 568 | } | 
|---|
| 569 | } | 
|---|
| 570 |  | 
|---|
| 571 | if(ta) { | 
|---|
| 572 | cmat_transpose_matrix(a,nr,nl); | 
|---|
| 573 | if (old_a) { | 
|---|
| 574 | free(a); | 
|---|
| 575 | a = old_a; | 
|---|
| 576 | } | 
|---|
| 577 | cmat_matrix_pointers(a,a[0],nr,nl); | 
|---|
| 578 | } | 
|---|
| 579 | if(!tb) { | 
|---|
| 580 | cmat_transpose_matrix(b,nc,nl); | 
|---|
| 581 | if (old_b) { | 
|---|
| 582 | free(b); | 
|---|
| 583 | b = old_b; | 
|---|
| 584 | } | 
|---|
| 585 | cmat_matrix_pointers(b,b[0],nl,nc); | 
|---|
| 586 | } | 
|---|
| 587 | } | 
|---|
| 588 |  | 
|---|
| 589 | /* | 
|---|
| 590 | * a is symmetric (na,na) in a triangular storage format | 
|---|
| 591 | * b is rectangular (na,nb) | 
|---|
| 592 | * a (+)= b * transpose(b) (+= if add) | 
|---|
| 593 | */ | 
|---|
| 594 | void | 
|---|
| 595 | cmat_symmetric_mxm(double**a,int na, /* a is (na,na) */ | 
|---|
| 596 | double**b,int nb, /* b is (na,nb) */ | 
|---|
| 597 | int add) | 
|---|
| 598 | { | 
|---|
| 599 | int i,j,k; | 
|---|
| 600 | for (i=0; i<na; i++) { | 
|---|
| 601 | double*ai=a[i]; | 
|---|
| 602 | for (j=0; j<=i; j++) { | 
|---|
| 603 | double*bi=b[i]; | 
|---|
| 604 | double*bj=b[j]; | 
|---|
| 605 | double tmp; | 
|---|
| 606 | if (add) tmp = 0.0; | 
|---|
| 607 | else tmp = ai[j]; | 
|---|
| 608 | for (k=nb; k; k--,bi++,bj++) { | 
|---|
| 609 | tmp += *bi * *bj; | 
|---|
| 610 | } | 
|---|
| 611 | ai[j] = tmp; | 
|---|
| 612 | } | 
|---|
| 613 | } | 
|---|
| 614 | } | 
|---|
| 615 |  | 
|---|
| 616 | /* | 
|---|
| 617 | * a is symmetric (na,na) in a triangular storage format | 
|---|
| 618 | * b is symmetric (nb,nb) in a triangular storage format | 
|---|
| 619 | * a (+)= c * b * transpose(c) (+= if add) | 
|---|
| 620 | */ | 
|---|
| 621 | void | 
|---|
| 622 | cmat_transform_symmetric_matrix(double**a,int na, /* a is (na,na) */ | 
|---|
| 623 | double**b,int nb, /* b is (nb,nb) */ | 
|---|
| 624 | double**c,        /* c is (na,nb) */ | 
|---|
| 625 | int add) | 
|---|
| 626 | { | 
|---|
| 627 | int i,j,k; | 
|---|
| 628 | double**t; | 
|---|
| 629 | double* brow; | 
|---|
| 630 |  | 
|---|
| 631 | /* create a temporary matrix, t */ | 
|---|
| 632 | t = cmat_new_rect_matrix(na,nb); | 
|---|
| 633 |  | 
|---|
| 634 | /* t = transpose(b * transpose(c)) */ | 
|---|
| 635 | brow = (double*) malloc(sizeof(double)*nb); | 
|---|
| 636 | if (!brow) { | 
|---|
| 637 | fprintf(stderr,"cmat_transform_symmetric_matrix: malloc brow failed\n"); | 
|---|
| 638 | abort(); | 
|---|
| 639 | } | 
|---|
| 640 | for (i=0; i<nb; i++) { | 
|---|
| 641 | for (k=0; k<=i; k++) brow[k] = b[i][k]; | 
|---|
| 642 | for (   ; k<nb; k++) brow[k] = b[k][i]; | 
|---|
| 643 | for (j=0; j<na; j++) { | 
|---|
| 644 | double*bi = brow; | 
|---|
| 645 | double*cj = c[j]; | 
|---|
| 646 | double tmp = 0.0; | 
|---|
| 647 | for (k=nb; k; k--,bi++,cj++) tmp += *bi * *cj; | 
|---|
| 648 | t[j][i] = tmp; | 
|---|
| 649 | } | 
|---|
| 650 | } | 
|---|
| 651 | free(brow); | 
|---|
| 652 |  | 
|---|
| 653 | /* a = c * transpose(t) */ | 
|---|
| 654 | for (i=0; i<na; i++) { | 
|---|
| 655 | for (j=0; j<=i; j++) { | 
|---|
| 656 | double*ci = c[i]; | 
|---|
| 657 | double*tj = t[j]; | 
|---|
| 658 | double tmp; | 
|---|
| 659 | if (add) tmp = a[i][j]; | 
|---|
| 660 | else tmp = 0.0; | 
|---|
| 661 | for (k=nb; k; k--,ci++,tj++) tmp += *ci * *tj; | 
|---|
| 662 | a[i][j] = tmp; | 
|---|
| 663 | } | 
|---|
| 664 | } | 
|---|
| 665 |  | 
|---|
| 666 | /* delete the temporary */ | 
|---|
| 667 | cmat_delete_matrix(t); | 
|---|
| 668 | } | 
|---|
| 669 |  | 
|---|
| 670 | /* | 
|---|
| 671 | * a is symmetric (na,na) in a triangular storage format | 
|---|
| 672 | * b is diagonal (nb,nb) in a vector storage format | 
|---|
| 673 | * a (+)= c * b * transpose(c) (+= if add) | 
|---|
| 674 | */ | 
|---|
| 675 | void | 
|---|
| 676 | cmat_transform_diagonal_matrix(double**a,int na, /* a is (na,na) */ | 
|---|
| 677 | double*b,int nb,  /* b is (nb,nb) */ | 
|---|
| 678 | double**c,        /* c is (na,nb) */ | 
|---|
| 679 | int add) | 
|---|
| 680 | { | 
|---|
| 681 | int i,j,k; | 
|---|
| 682 | double t; | 
|---|
| 683 |  | 
|---|
| 684 | for (i=0; i < na; i++) { | 
|---|
| 685 | for (j=0; j <= i; j++) { | 
|---|
| 686 | t=0; | 
|---|
| 687 | for (k=0; k < nb; k++) | 
|---|
| 688 | t += c[i][k] * c[j][k] * b[k]; | 
|---|
| 689 | if (add) | 
|---|
| 690 | a[i][j] += t; | 
|---|
| 691 | else | 
|---|
| 692 | a[i][j] = t; | 
|---|
| 693 | } | 
|---|
| 694 | } | 
|---|
| 695 | } | 
|---|
| 696 |  | 
|---|
| 697 | /* | 
|---|
| 698 | * Argument a contains pointers to the rows of a symmetrix matrix.  The | 
|---|
| 699 | * in each row is the row number + 1.  These rows are stored in | 
|---|
| 700 | * contiguous memory starting with 0.  Evecs also contains pointers to | 
|---|
| 701 | * contiguous memory.  N is the dimension. | 
|---|
| 702 | */ | 
|---|
| 703 | void | 
|---|
| 704 | cmat_diag(double**a, double*evals, double**evecs, int n, | 
|---|
| 705 | int matz, double tol) | 
|---|
| 706 | { | 
|---|
| 707 | int i,j; | 
|---|
| 708 | int diagonal=1; | 
|---|
| 709 | double*fv1; | 
|---|
| 710 |  | 
|---|
| 711 | /* I'm having problems with diagonalizing matrices which are already | 
|---|
| 712 | * diagonal.  So let's first check to see if _a_ is diagonal, and if it | 
|---|
| 713 | * is, then just return the diagonal elements in evals and a unit matrix | 
|---|
| 714 | * in evecs | 
|---|
| 715 | */ | 
|---|
| 716 |  | 
|---|
| 717 | for (i=1; i < n; i++) { | 
|---|
| 718 | for (j=0; j < i; j++) { | 
|---|
| 719 | if (fabs(a[i][j]) > tol) diagonal=0; | 
|---|
| 720 | } | 
|---|
| 721 | } | 
|---|
| 722 |  | 
|---|
| 723 | if (diagonal) { | 
|---|
| 724 | for(i=0; i < n; i++) { | 
|---|
| 725 | evals[i] = a[i][i]; | 
|---|
| 726 | evecs[i][i] = 1.0; | 
|---|
| 727 |  | 
|---|
| 728 | for(j=0; j < i; j++) { | 
|---|
| 729 | evecs[i][j] = evecs[j][i] = 0.0; | 
|---|
| 730 | } | 
|---|
| 731 | } | 
|---|
| 732 | eigsort(n,evals,evecs); | 
|---|
| 733 | return; | 
|---|
| 734 | } | 
|---|
| 735 |  | 
|---|
| 736 | fv1 = (double*) malloc(sizeof(double)*n); | 
|---|
| 737 | if (!fv1) { | 
|---|
| 738 | fprintf(stderr,"cmat_diag: malloc fv1 failed\n"); | 
|---|
| 739 | abort(); | 
|---|
| 740 | } | 
|---|
| 741 |  | 
|---|
| 742 | for(i=0; i < n; i++) { | 
|---|
| 743 | for(j=0; j <= i; j++) { | 
|---|
| 744 | evecs[i][j] = evecs[j][i] = a[i][j]; | 
|---|
| 745 | } | 
|---|
| 746 | } | 
|---|
| 747 |  | 
|---|
| 748 | tred2(n,evecs,evals,fv1,1); | 
|---|
| 749 |  | 
|---|
| 750 | cmat_transpose_square_matrix(evecs,n); | 
|---|
| 751 | tqli(n,evals,evecs,fv1,1,tol); | 
|---|
| 752 | cmat_transpose_square_matrix(evecs,n); | 
|---|
| 753 |  | 
|---|
| 754 | eigsort(n,evals,evecs); | 
|---|
| 755 |  | 
|---|
| 756 | free(fv1); | 
|---|
| 757 | } | 
|---|
| 758 |  | 
|---|
| 759 | #define dsign(a,b) (((b) >= 0.0) ? fabs(a) : -fabs(a)) | 
|---|
| 760 |  | 
|---|
| 761 | static void | 
|---|
| 762 | tred2(int n,double** a,double* d,double* e,int matz) | 
|---|
| 763 | { | 
|---|
| 764 | int i,j,k,l; | 
|---|
| 765 | double f,g,h,hh,scale,scale_inv,h_inv; | 
|---|
| 766 | if (n == 1) return; | 
|---|
| 767 |  | 
|---|
| 768 | for(i=n-1; i > 0; i--) { | 
|---|
| 769 | l = i-1; | 
|---|
| 770 | h = 0.0; | 
|---|
| 771 | scale = 0.0; | 
|---|
| 772 | if(l) { | 
|---|
| 773 | for(k=0; k <= l; k++) scale += fabs(a[i][k]); | 
|---|
| 774 | if (scale == 0.0) e[i] = a[i][l]; | 
|---|
| 775 | else { | 
|---|
| 776 | scale_inv=1.0/scale; | 
|---|
| 777 | for (k=0; k <= l; k++) { | 
|---|
| 778 | a[i][k] *= scale_inv; | 
|---|
| 779 | h += a[i][k]*a[i][k]; | 
|---|
| 780 | } | 
|---|
| 781 | f=a[i][l]; | 
|---|
| 782 | g= -(dsign(sqrt(h),f)); | 
|---|
| 783 | e[i] = scale*g; | 
|---|
| 784 | h -= f*g; | 
|---|
| 785 | a[i][l] = f-g; | 
|---|
| 786 | f = 0.0; | 
|---|
| 787 | h_inv=1.0/h; | 
|---|
| 788 | for (j=0; j <= l; j++) { | 
|---|
| 789 | if (matz) a[j][i] = a[i][j]*h_inv; | 
|---|
| 790 | g = 0.0; | 
|---|
| 791 | for (k=0; k <= j; k++) g += a[j][k]*a[i][k]; | 
|---|
| 792 | if (l > j) for (k=j+1; k <= l; k++) g += a[k][j]*a[i][k]; | 
|---|
| 793 | e[j] = g*h_inv; | 
|---|
| 794 | f += e[j]*a[i][j]; | 
|---|
| 795 | } | 
|---|
| 796 | hh = f/(h+h); | 
|---|
| 797 | for (j=0; j <= l; j++) { | 
|---|
| 798 | f = a[i][j]; | 
|---|
| 799 | g = e[j] - hh*f; | 
|---|
| 800 | e[j] = g; | 
|---|
| 801 | for (k=0; k <= j; k++) a[j][k] -= (f*e[k] + g*a[i][k]); | 
|---|
| 802 | } | 
|---|
| 803 | } | 
|---|
| 804 | } | 
|---|
| 805 | else { | 
|---|
| 806 | e[i] = a[i][l]; | 
|---|
| 807 | } | 
|---|
| 808 | d[i] = h; | 
|---|
| 809 | } | 
|---|
| 810 | if(matz) d[0] = 0.0; | 
|---|
| 811 | e[0] = 0.0; | 
|---|
| 812 |  | 
|---|
| 813 | for(i=0; i < n; i++) { | 
|---|
| 814 | l = i-1; | 
|---|
| 815 | if (matz) { | 
|---|
| 816 | if(d[i]) { | 
|---|
| 817 | for(j=0; j <= l; j++) { | 
|---|
| 818 | g = 0.0; | 
|---|
| 819 | for(k=0; k <= l; k++) g += a[i][k]*a[k][j]; | 
|---|
| 820 | for(k=0; k <= l; k++) a[k][j] -= g*a[k][i]; | 
|---|
| 821 | } | 
|---|
| 822 | } | 
|---|
| 823 | } | 
|---|
| 824 | d[i] = a[i][i]; | 
|---|
| 825 | if(matz) { | 
|---|
| 826 | a[i][i] = 1.0; | 
|---|
| 827 | if(l >= 0) for (j=0; j<= l; j++) a[i][j] = a[j][i] = 0.0; | 
|---|
| 828 | } | 
|---|
| 829 | } | 
|---|
| 830 | } | 
|---|
| 831 |  | 
|---|
| 832 | static void | 
|---|
| 833 | tqli(int n, double* d, double** z, double* e, int matz, double toler) | 
|---|
| 834 | { | 
|---|
| 835 | register int k; | 
|---|
| 836 | int i,l,m,iter; | 
|---|
| 837 | double g,r,s,c,p,f,b; | 
|---|
| 838 | double azi; | 
|---|
| 839 |  | 
|---|
| 840 | f=0.0; | 
|---|
| 841 | if (n == 1) { | 
|---|
| 842 | d[0]=z[0][0]; | 
|---|
| 843 | z[0][0] = 1.0; | 
|---|
| 844 | return; | 
|---|
| 845 | } | 
|---|
| 846 |  | 
|---|
| 847 | for (i=1; i < n ; i++) e[i-1] = e[i]; | 
|---|
| 848 | e[n-1] = 0.0; | 
|---|
| 849 | for (l=0; l < n; l++) { | 
|---|
| 850 | iter = 0; | 
|---|
| 851 | L1: | 
|---|
| 852 | for (m=l; m < n-1;m++) if (fabs(e[m]) < toler) goto L2; | 
|---|
| 853 | m=n-1; | 
|---|
| 854 | L2: | 
|---|
| 855 | if (m != l) { | 
|---|
| 856 | if (iter++ == 30) { | 
|---|
| 857 | fprintf (stderr,"tqli not converging %d %g\n",l,e[l]); | 
|---|
| 858 | continue; | 
|---|
| 859 | } | 
|---|
| 860 |  | 
|---|
| 861 | g = (d[l+1]-d[l])/(2.0*e[l]); | 
|---|
| 862 | r = sqrt(g*g + 1.0); | 
|---|
| 863 | g = d[m] - d[l] + e[l]/((g + dsign(r,g))); | 
|---|
| 864 | s=1.0; | 
|---|
| 865 | c=1.0; | 
|---|
| 866 | p=0.0; | 
|---|
| 867 | for (i=m-1; i >= l; i--) { | 
|---|
| 868 | f = s*e[i]; | 
|---|
| 869 | b = c*e[i]; | 
|---|
| 870 | if (fabs(f) >= fabs(g)) { | 
|---|
| 871 | c = g/f; | 
|---|
| 872 | r = sqrt(c*c + 1.0); | 
|---|
| 873 | e[i+1] = f*r; | 
|---|
| 874 | s=1.0/r; | 
|---|
| 875 | c *= s; | 
|---|
| 876 | } | 
|---|
| 877 | else { | 
|---|
| 878 | s = f/g; | 
|---|
| 879 | r = sqrt(s*s + 1.0); | 
|---|
| 880 | e[i+1] = g*r; | 
|---|
| 881 | c = 1.0/r; | 
|---|
| 882 | s *= c; | 
|---|
| 883 | } | 
|---|
| 884 | g = d[i+1] - p; | 
|---|
| 885 | r = (d[i]-g)*s + 2.0*c*b; | 
|---|
| 886 | p = s*r; | 
|---|
| 887 | d[i+1] = g+p; | 
|---|
| 888 | g = c*r-b; | 
|---|
| 889 |  | 
|---|
| 890 | if (matz) { | 
|---|
| 891 | double *zi = z[i]; | 
|---|
| 892 | double *zi1 = z[i+1]; | 
|---|
| 893 | for (k=n; k ; k--,zi++,zi1++) { | 
|---|
| 894 | azi = *zi; | 
|---|
| 895 | f = *zi1; | 
|---|
| 896 | *zi1 = azi*s + c*f; | 
|---|
| 897 | *zi = azi*c - s*f; | 
|---|
| 898 | } | 
|---|
| 899 | } | 
|---|
| 900 | } | 
|---|
| 901 |  | 
|---|
| 902 | d[l] -= p; | 
|---|
| 903 | e[l] = g; | 
|---|
| 904 | e[m] = 0.0; | 
|---|
| 905 | goto L1; | 
|---|
| 906 | } | 
|---|
| 907 | } | 
|---|
| 908 | } | 
|---|
| 909 |  | 
|---|
| 910 | static void | 
|---|
| 911 | eigsort(int n, double* d, double** v) | 
|---|
| 912 | { | 
|---|
| 913 | int i,j,k; | 
|---|
| 914 | double p; | 
|---|
| 915 |  | 
|---|
| 916 | for(i=0; i < n-1 ; i++) { | 
|---|
| 917 | k=i; | 
|---|
| 918 | p=d[i]; | 
|---|
| 919 | for(j=i+1; j < n; j++) { | 
|---|
| 920 | if(d[j] < p) { | 
|---|
| 921 | k=j; | 
|---|
| 922 | p=d[j]; | 
|---|
| 923 | } | 
|---|
| 924 | } | 
|---|
| 925 | if(k != i) { | 
|---|
| 926 | d[k]=d[i]; | 
|---|
| 927 | d[i]=p; | 
|---|
| 928 | for(j=0; j < n; j++) { | 
|---|
| 929 | p=v[j][i]; | 
|---|
| 930 | v[j][i]=v[j][k]; | 
|---|
| 931 | v[j][k]=p; | 
|---|
| 932 | } | 
|---|
| 933 | } | 
|---|
| 934 | } | 
|---|
| 935 | } | 
|---|
| 936 |  | 
|---|
| 937 | void | 
|---|
| 938 | cmat_schmidt(double **C, double *S, int nrow, int nc) | 
|---|
| 939 | { | 
|---|
| 940 | int i,j,ij; | 
|---|
| 941 | int m; | 
|---|
| 942 | double vtmp; | 
|---|
| 943 | double *v = (double*) malloc(sizeof(double)*nrow); | 
|---|
| 944 |  | 
|---|
| 945 | if (!v) { | 
|---|
| 946 | fprintf(stderr,"cmat_schmidt: could not malloc v(%d)\n",nrow); | 
|---|
| 947 | abort(); | 
|---|
| 948 | } | 
|---|
| 949 |  | 
|---|
| 950 | for (m=0; m < nc; m++) { | 
|---|
| 951 | v[0] = C[0][m] * S[0]; | 
|---|
| 952 |  | 
|---|
| 953 | for (i=ij=1; i < nrow; i++) { | 
|---|
| 954 | for (j=0,vtmp=0.0; j < i; j++,ij++) { | 
|---|
| 955 | vtmp += C[j][m]*S[ij]; | 
|---|
| 956 | v[j] += C[i][m]*S[ij]; | 
|---|
| 957 | } | 
|---|
| 958 | v[i] = vtmp + C[i][m]*S[ij]; | 
|---|
| 959 | ij++; | 
|---|
| 960 | } | 
|---|
| 961 |  | 
|---|
| 962 | for (i=0,vtmp=0.0; i < nrow; i++) | 
|---|
| 963 | vtmp += v[i]*C[i][m]; | 
|---|
| 964 |  | 
|---|
| 965 | if (!vtmp) { | 
|---|
| 966 | fprintf(stderr,"cmat_schmidt: bogus\n"); | 
|---|
| 967 | abort(); | 
|---|
| 968 | } | 
|---|
| 969 |  | 
|---|
| 970 | if (vtmp < 1.0e-15) | 
|---|
| 971 | vtmp = 1.0e-15; | 
|---|
| 972 |  | 
|---|
| 973 | vtmp = 1.0/sqrt(vtmp); | 
|---|
| 974 |  | 
|---|
| 975 | for (i=0; i < nrow; i++) { | 
|---|
| 976 | v[i] *= vtmp; | 
|---|
| 977 | C[i][m] *= vtmp; | 
|---|
| 978 | } | 
|---|
| 979 |  | 
|---|
| 980 | if (m < nc-1) { | 
|---|
| 981 | for (i=m+1,vtmp=0.0; i < nc; i++) { | 
|---|
| 982 | for (j=0,vtmp=0.0; j < nrow; j++) | 
|---|
| 983 | vtmp += v[j] * C[j][i]; | 
|---|
| 984 | for (j=0; j < nrow; j++) | 
|---|
| 985 | C[j][i] -= vtmp * C[j][m]; | 
|---|
| 986 | } | 
|---|
| 987 | } | 
|---|
| 988 | } | 
|---|
| 989 | } | 
|---|
| 990 |  | 
|---|
| 991 | /* Returns the number of linearly independent vectors | 
|---|
| 992 | orthogonal wrt S. */ | 
|---|
| 993 | int | 
|---|
| 994 | cmat_schmidt_tol(double **C, double *S, int nrow, int ncol, | 
|---|
| 995 | double tolerance, double *res) | 
|---|
| 996 | { | 
|---|
| 997 | int i,j,ij; | 
|---|
| 998 | int m; | 
|---|
| 999 | double vtmp; | 
|---|
| 1000 | int northog = 0; | 
|---|
| 1001 | double *v = (double*) malloc(sizeof(double)*nrow); | 
|---|
| 1002 |  | 
|---|
| 1003 | if (res) *res = 1.0; | 
|---|
| 1004 |  | 
|---|
| 1005 | if (!v) { | 
|---|
| 1006 | fprintf(stderr,"cmat_schmidt_tol: could not malloc v(%d)\n",nrow); | 
|---|
| 1007 | abort(); | 
|---|
| 1008 | } | 
|---|
| 1009 |  | 
|---|
| 1010 | /* Orthonormalize the columns of C wrt S. */ | 
|---|
| 1011 | for (m=0; m < ncol; m++) { | 
|---|
| 1012 | v[0] = C[0][m] * S[0]; | 
|---|
| 1013 |  | 
|---|
| 1014 | for (i=ij=1; i < nrow; i++) { | 
|---|
| 1015 | for (j=0,vtmp=0.0; j < i; j++,ij++) { | 
|---|
| 1016 | vtmp += C[j][m]*S[ij]; | 
|---|
| 1017 | v[j] += C[i][m]*S[ij]; | 
|---|
| 1018 | } | 
|---|
| 1019 | v[i] = vtmp + C[i][m]*S[ij]; | 
|---|
| 1020 | ij++; | 
|---|
| 1021 | } | 
|---|
| 1022 |  | 
|---|
| 1023 | for (i=0,vtmp=0.0; i < nrow; i++) | 
|---|
| 1024 | vtmp += v[i]*C[i][m]; | 
|---|
| 1025 |  | 
|---|
| 1026 | if (vtmp < tolerance) continue; | 
|---|
| 1027 |  | 
|---|
| 1028 | if (res && (m == 0 || vtmp < *res)) *res = vtmp; | 
|---|
| 1029 |  | 
|---|
| 1030 | vtmp = 1.0/sqrt(vtmp); | 
|---|
| 1031 |  | 
|---|
| 1032 | for (i=0; i < nrow; i++) { | 
|---|
| 1033 | v[i] *= vtmp; | 
|---|
| 1034 | C[i][northog] = C[i][m] * vtmp; | 
|---|
| 1035 | } | 
|---|
| 1036 |  | 
|---|
| 1037 | for (i=m+1,vtmp=0.0; i < ncol; i++) { | 
|---|
| 1038 | for (j=0,vtmp=0.0; j < nrow; j++) | 
|---|
| 1039 | vtmp += v[j] * C[j][i]; | 
|---|
| 1040 | for (j=0; j < nrow; j++) | 
|---|
| 1041 | C[j][i] -= vtmp * C[j][northog]; | 
|---|
| 1042 | } | 
|---|
| 1043 | northog++; | 
|---|
| 1044 | } | 
|---|
| 1045 | return northog; | 
|---|
| 1046 | } | 
|---|