1 | #include <stdio.h> |
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2 | #include <math.h> |
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3 | #include <malloc.h> |
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4 | #include <omp.h> |
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5 | |
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6 | #define ROTATE(a,i,j,k,l) g=a[i][j];h=a[k][l];a[i][j]=g-s*(h+g*tau);\ |
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7 | a[k][l]=h+s*(g-h*tau); |
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8 | |
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9 | /* |
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10 | Computes all eigenvalues and eigenvectors of a real symmetric matrix a[1..n][1..n]. On |
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11 | output, elements of a above the diagonal are destroyed. d[1..n] returns the eigenvalues of a. |
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12 | v[1..n][1..n] is a matrix whose columns contain, on output, the normalized eigenvectors of |
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13 | a. nrot returns the number of Jacobi rotations that were required. |
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14 | */ |
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15 | void jacobi(float **a, int n, float d[], float **v, int *nrot) |
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16 | { |
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17 | int j,iq,ip,i; |
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18 | float tresh,theta,tau,sm,s,h,g,c,*b,*z; |
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19 | float t; |
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20 | b = (float *) malloc(n * sizeof(float)); |
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21 | z = (float *) malloc(n * sizeof(float)); |
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22 | |
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23 | int nthreads, tid; |
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24 | |
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25 | /* Fork a team of threads giving them their own copies of variables */ |
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26 | #pragma omp parallel private(nthreads, tid) |
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27 | { |
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28 | |
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29 | /* Obtain thread number */ |
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30 | tid = omp_get_thread_num(); |
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31 | printf("Hello World from thread = %d\n", tid); |
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32 | |
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33 | /* Only master thread does this */ |
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34 | if (tid == 0) |
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35 | { |
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36 | nthreads = omp_get_num_threads(); |
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37 | printf("Number of threads = %d\n", nthreads); |
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38 | } |
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39 | |
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40 | } /* All threads join master thread and disband */ |
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41 | |
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42 | for (ip=0;ip<n;ip++) { // Initialize to the identity matrix. |
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43 | for (iq=0;iq<n;iq++) |
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44 | v[ip][iq]=0.0; |
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45 | v[ip][ip]=1.0; |
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46 | } |
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47 | for (ip=0;ip<n;ip++) { // Initialize b and d to the diagonal of a. |
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48 | b[ip]=d[ip]=a[ip][ip]; |
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49 | z[ip]=0.0; // This vector will accumulate terms of the form t*a[pq] as in equation (11.1.14). |
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50 | } |
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51 | |
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52 | *nrot=0; |
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53 | for (i=1;i<=50;i++) { |
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54 | sm=0.0; |
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55 | for (ip=0;ip<n-1;ip++) { // Sum off-diagonal elements. |
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56 | for (iq=ip+1;iq<n;iq++) |
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57 | sm += fabs(a[ip][iq]); |
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58 | } |
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59 | if (sm == 0.0) { // The normal return, which relies on quadratic convergence to machine underflow. |
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60 | free(z); |
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61 | free(b); |
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62 | return; |
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63 | } |
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64 | if (i < 4) |
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65 | tresh=0.2*sm/(n*n); // ...on the first three sweeps. |
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66 | else |
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67 | tresh=0.0; // ...thereafter. |
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68 | for (ip=0;ip<n-1;ip++) { |
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69 | for (iq=ip+1;iq<n;iq++) { |
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70 | g=100.0*fabs(a[ip][iq]); |
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71 | if (i > 4 && (float)(fabs(d[ip])+g) == (float)fabs(d[ip]) // After four sweeps, skip the rotation if the off-diagonal element is small. |
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72 | && (float)(fabs(d[iq])+g) == (float)fabs(d[iq])) |
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73 | a[ip][iq]=0.0; |
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74 | else if (fabs(a[ip][iq]) > tresh) { |
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75 | h=d[iq]-d[ip]; |
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76 | if ((float)(fabs(h)+g) == (float)fabs(h)) |
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77 | t=(a[ip][iq])/h; // t = 1/(2*theta) |
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78 | else { |
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79 | theta=0.5*h/(a[ip][iq]); |
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80 | t=1.0/(fabs(theta)+sqrt(1.0+theta*theta)); |
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81 | if (theta < 0.0) t = -t; |
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82 | } |
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83 | |
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84 | c=1.0/sqrt(1+t*t); |
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85 | s=t*c; |
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86 | tau=s/(1.0+c); |
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87 | h=t*a[ip][iq]; |
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88 | z[ip] -= h; |
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89 | z[iq] += h; |
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90 | d[ip] -= h; |
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91 | d[iq] += h; |
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92 | a[ip][iq]=0.0; |
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93 | |
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94 | for (j=0;j<ip-1;j++) { // Case of rotations 1 <= j < p. |
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95 | ROTATE(a,j,ip,j,iq) |
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96 | } |
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97 | for (j=ip+1;j<iq-1;j++) { // Case of rotations p < j < q. |
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98 | ROTATE(a,ip,j,j,iq) |
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99 | } |
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100 | for (j=iq+1;j<n;j++) { // Case of rotations q < j <= n. |
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101 | ROTATE(a,ip,j,iq,j) |
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102 | } |
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103 | for (j=0;j<n;j++) { |
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104 | ROTATE(v,j,ip,j,iq) |
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105 | } |
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106 | |
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107 | ++(*nrot); |
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108 | } |
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109 | } |
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110 | } |
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111 | |
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112 | for (ip=0;ip<n;ip++) { |
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113 | b[ip] += z[ip]; |
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114 | d[ip]=b[ip]; // Update d with the sum of t*a[pq], |
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115 | z[ip]=0.0; // and reinitialize z. |
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116 | } |
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117 | } |
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118 | |
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119 | printf("Too many iterations in routine jacobi\n"); |
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120 | } |
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121 | |
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122 | int main(int argc, char * argv[]) |
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123 | { |
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124 | int n, i, j; |
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125 | float *d; |
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126 | float **a; |
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127 | float **v; |
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128 | int nrot = 0; |
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129 | |
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130 | char * filename = argv[1]; |
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131 | FILE * f = fopen(filename, "r"); |
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132 | fscanf(f,"%d", &n); |
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133 | |
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134 | a = (float **)malloc(n * sizeof(float*)); |
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135 | for(i = 0; i < n; i++) |
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136 | a[i] = (float *)malloc(n * sizeof(float)); |
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137 | |
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138 | v = (float **)malloc(n * sizeof(float*)); |
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139 | for(i = 0; i < n; i++) |
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140 | v[i] = (float *)malloc(n * sizeof(float)); |
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141 | |
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142 | d = (float *)malloc(n * sizeof(float)); |
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143 | |
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144 | for(i = 0; i < n; i++) |
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145 | for(j = 0; j < n; j++) |
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146 | fscanf(f,"%f", &a[i][j]); |
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147 | for(i = 0; i < n; i++) |
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148 | { |
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149 | for(j = 0; j < n; j++) |
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150 | printf("%f ", a[i][j]); |
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151 | printf("\n"); |
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152 | } |
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153 | |
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154 | jacobi(a, n, d, v, &nrot); |
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155 | |
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156 | printf("v:\n"); |
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157 | for(i = 0; i < n; i++) |
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158 | { |
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159 | for(j = 0; j < n; j++) |
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160 | printf("%f ", v[i][j]); |
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161 | printf("\n"); |
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162 | } |
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163 | |
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164 | printf("d:\n"); |
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165 | for(i = 0; i < n; i++) |
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166 | { |
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167 | printf("%f ", d[i]); |
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168 | } |
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169 | printf("\n"); |
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170 | |
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171 | return 0; |
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172 | } |
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173 | |
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