[8901] | 1 | /// \ingroup newmat
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| 2 | ///@{
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| 3 |
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| 4 | /// \file hholder.cpp
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| 5 | /// QR related decompositions
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| 6 | /// QRZ, QRZT decompositions
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| 7 | /// QR update and extend orthogonal functions
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| 8 |
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| 9 | // Copyright (C) 1991,2,3,4: R B Davies
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| 10 |
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| 11 | #define WANT_MATH
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| 12 | //#define WANT_STREAM
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| 13 |
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| 14 | #include "include.h"
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| 15 |
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| 16 | #include "newmatap.h"
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| 17 |
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| 18 | #ifdef use_namespace
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| 19 | namespace NEWMAT {
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| 20 | #endif
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| 21 |
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| 22 | #ifdef DO_REPORT
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| 23 | #define REPORT { static ExeCounter ExeCount(__LINE__,16); ++ExeCount; }
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| 24 | #else
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| 25 | #define REPORT {}
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| 26 | #endif
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| 27 |
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| 28 |
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| 29 | /*************************** QR decompositions ***************************/
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| 30 |
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| 31 | inline Real square(Real x) { return x*x; }
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| 32 |
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| 33 | void QRZT(Matrix& X, LowerTriangularMatrix& L)
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| 34 | {
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| 35 | REPORT
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| 36 | Tracer et("QRZT(1)");
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| 37 | int n = X.Ncols(); int s = X.Nrows(); L.resize(s);
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| 38 | if (n == 0 || s == 0) { L = 0.0; return; }
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| 39 | Real* xi = X.Store(); int k;
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| 40 | for (int i=0; i<s; i++)
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| 41 | {
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| 42 | Real sum = 0.0;
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| 43 | Real* xi0=xi; k=n; while(k--) { sum += square(*xi++); }
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| 44 | sum = sqrt(sum);
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| 45 | if (sum == 0.0)
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| 46 | {
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| 47 | REPORT
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| 48 | k=n; while(k--) { *xi0++ = 0.0; }
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| 49 | for (int j=i; j<s; j++) L.element(j,i) = 0.0;
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| 50 | }
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| 51 | else
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| 52 | {
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| 53 | L.element(i,i) = sum;
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| 54 | Real* xj0=xi0; k=n; while(k--) { *xj0++ /= sum; }
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| 55 | for (int j=i+1; j<s; j++)
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| 56 | {
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| 57 | sum=0.0;
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| 58 | xi=xi0; Real* xj=xj0; k=n; while(k--) { sum += *xi++ * *xj++; }
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| 59 | xi=xi0; k=n; while(k--) { *xj0++ -= sum * *xi++; }
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| 60 | L.element(j,i) = sum;
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| 61 | }
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| 62 | }
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| 63 | }
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| 64 | }
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| 65 |
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| 66 | void QRZT(const Matrix& X, Matrix& Y, Matrix& M)
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| 67 | {
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| 68 | REPORT
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| 69 | Tracer et("QRZT(2)");
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| 70 | int n = X.Ncols(); int s = X.Nrows(); int t = Y.Nrows();
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| 71 | if (Y.Ncols() != n)
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| 72 | { Throw(ProgramException("Unequal row lengths",X,Y)); }
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| 73 | M.resize(t,s);
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| 74 | Real* xi = X.Store(); int k;
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| 75 | for (int i=0; i<s; i++)
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| 76 | {
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| 77 | Real* xj0 = Y.Store(); Real* xi0 = xi;
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| 78 | for (int j=0; j<t; j++)
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| 79 | {
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| 80 | Real sum=0.0;
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| 81 | xi=xi0; Real* xj=xj0; k=n; while(k--) { sum += *xi++ * *xj++; }
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| 82 | xi=xi0; k=n; while(k--) { *xj0++ -= sum * *xi++; }
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| 83 | M.element(j,i) = sum;
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| 84 | }
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| 85 | }
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| 86 | }
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| 87 |
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| 88 | /*
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| 89 | void QRZ(Matrix& X, UpperTriangularMatrix& U)
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| 90 | {
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| 91 | Tracer et("QRZ(1)");
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| 92 | int n = X.Nrows(); int s = X.Ncols(); U.resize(s);
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| 93 | Real* xi0 = X.Store(); int k;
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| 94 | for (int i=0; i<s; i++)
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| 95 | {
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| 96 | Real sum = 0.0;
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| 97 | Real* xi = xi0; k=n; while(k--) { sum += square(*xi); xi+=s; }
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| 98 | sum = sqrt(sum);
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| 99 | U.element(i,i) = sum;
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| 100 | if (sum==0.0) Throw(SingularException(U));
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| 101 | Real* xj0=xi0; k=n; while(k--) { *xj0 /= sum; xj0+=s; }
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| 102 | xj0 = xi0;
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| 103 | for (int j=i+1; j<s; j++)
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| 104 | {
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| 105 | sum=0.0;
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| 106 | xi=xi0; k=n; xj0++; Real* xj=xj0;
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| 107 | while(k--) { sum += *xi * *xj; xi+=s; xj+=s; }
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| 108 | xi=xi0; k=n; xj=xj0;
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| 109 | while(k--) { *xj -= sum * *xi; xj+=s; xi+=s; }
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| 110 | U.element(i,j) = sum;
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| 111 | }
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| 112 | xi0++;
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| 113 | }
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| 114 | }
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| 115 | */
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| 116 |
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| 117 | void QRZ(Matrix& X, UpperTriangularMatrix& U)
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| 118 | {
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| 119 | REPORT
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| 120 | Tracer et("QRZ(1)");
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| 121 | int n = X.Nrows(); int s = X.Ncols(); U.resize(s); U = 0.0;
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| 122 | if (n == 0 || s == 0) return;
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| 123 | Real* xi0 = X.Store(); Real* u0 = U.Store(); Real* u;
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| 124 | int j, k; int J = s; int i = s;
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| 125 | while (i--)
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| 126 | {
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| 127 | Real* xj0 = xi0; Real* xi = xi0; k = n;
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| 128 | if (k) for (;;)
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| 129 | {
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| 130 | u = u0; Real Xi = *xi; Real* xj = xj0;
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| 131 | j = J; while(j--) *u++ += Xi * *xj++;
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| 132 | if (!(--k)) break;
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| 133 | xi += s; xj0 += s;
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| 134 | }
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| 135 |
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| 136 | Real sum = sqrt(*u0); *u0 = sum; u = u0+1;
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| 137 | if (sum == 0.0)
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| 138 | {
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| 139 | REPORT
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| 140 | j = J - 1; while(j--) *u++ = 0.0;
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| 141 |
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| 142 | xj0 = xi0++; k = n;
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| 143 | if (k) for (;;)
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| 144 | {
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| 145 | *xj0 = 0.0;
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| 146 | if (!(--k)) break;
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| 147 | xj0 += s;
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| 148 | }
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| 149 | u0 += J--;
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| 150 | }
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| 151 | else
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| 152 | {
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| 153 | int J1 = J-1; j = J1; while(j--) *u++ /= sum;
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| 154 |
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| 155 | xj0 = xi0; xi = xi0++; k = n;
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| 156 | if (k) for (;;)
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| 157 | {
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| 158 | u = u0+1; Real Xi = *xi; Real* xj = xj0;
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| 159 | Xi /= sum; *xj++ = Xi;
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| 160 | j = J1; while(j--) *xj++ -= *u++ * Xi;
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| 161 | if (!(--k)) break;
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| 162 | xi += s; xj0 += s;
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| 163 | }
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| 164 | u0 += J--;
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| 165 | }
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| 166 | }
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| 167 | }
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| 168 |
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| 169 | void QRZ(const Matrix& X, Matrix& Y, Matrix& M)
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| 170 | {
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| 171 | REPORT
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| 172 | Tracer et("QRZ(2)");
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| 173 | int n = X.Nrows(); int s = X.Ncols(); int t = Y.Ncols();
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| 174 | if (Y.Nrows() != n)
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| 175 | { Throw(ProgramException("Unequal column lengths",X,Y)); }
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| 176 | M.resize(s,t); M = 0;Real* m0 = M.Store(); Real* m;
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| 177 | Real* xi0 = X.Store();
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| 178 | int j, k; int i = s;
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| 179 | while (i--)
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| 180 | {
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| 181 | Real* xj0 = Y.Store(); Real* xi = xi0; k = n;
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| 182 | if (k) for (;;)
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| 183 | {
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| 184 | m = m0; Real Xi = *xi; Real* xj = xj0;
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| 185 | j = t; while(j--) *m++ += Xi * *xj++;
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| 186 | if (!(--k)) break;
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| 187 | xi += s; xj0 += t;
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| 188 | }
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| 189 |
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| 190 | xj0 = Y.Store(); xi = xi0++; k = n;
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| 191 | if (k) for (;;)
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| 192 | {
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| 193 | m = m0; Real Xi = *xi; Real* xj = xj0;
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| 194 | j = t; while(j--) *xj++ -= *m++ * Xi;
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| 195 | if (!(--k)) break;
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| 196 | xi += s; xj0 += t;
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| 197 | }
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| 198 | m0 += t;
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| 199 | }
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| 200 | }
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| 201 |
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| 202 | /*
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| 203 |
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| 204 | void QRZ(const Matrix& X, Matrix& Y, Matrix& M)
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| 205 | {
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| 206 | Tracer et("QRZ(2)");
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| 207 | int n = X.Nrows(); int s = X.Ncols(); int t = Y.Ncols();
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| 208 | if (Y.Nrows() != n)
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| 209 | { Throw(ProgramException("Unequal column lengths",X,Y)); }
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| 210 | M.resize(s,t);
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| 211 | Real* xi0 = X.Store(); int k;
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| 212 | for (int i=0; i<s; i++)
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| 213 | {
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| 214 | Real* xj0 = Y.Store();
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| 215 | for (int j=0; j<t; j++)
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| 216 | {
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| 217 | Real sum=0.0;
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| 218 | Real* xi=xi0; Real* xj=xj0; k=n;
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| 219 | while(k--) { sum += *xi * *xj; xi+=s; xj+=t; }
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| 220 | xi=xi0; k=n; xj=xj0++;
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| 221 | while(k--) { *xj -= sum * *xi; xj+=t; xi+=s; }
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| 222 | M.element(i,j) = sum;
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| 223 | }
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| 224 | xi0++;
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| 225 | }
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| 226 | }
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| 227 | */
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| 228 |
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| 229 | void updateQRZT(Matrix& X, LowerTriangularMatrix& L)
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| 230 | {
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| 231 | REPORT
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| 232 | Tracer et("updateQRZT");
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| 233 | int n = X.Ncols(); int s = X.Nrows();
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| 234 | if (s != L.Nrows())
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| 235 | Throw(ProgramException("Incompatible dimensions",X,L));
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| 236 | if (n == 0 || s == 0) return;
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| 237 | Real* xi = X.Store(); int k;
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| 238 | for (int i=0; i<s; i++)
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| 239 | {
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| 240 | Real r = L.element(i,i);
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| 241 | Real sum = 0.0;
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| 242 | Real* xi0=xi; k=n; while(k--) { sum += square(*xi++); }
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| 243 | sum = sqrt(sum + square(r));
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| 244 | if (sum == 0.0)
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| 245 | {
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| 246 | REPORT
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| 247 | k=n; while(k--) { *xi0++ = 0.0; }
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| 248 | for (int j=i; j<s; j++) L.element(j,i) = 0.0;
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| 249 | }
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| 250 | else
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| 251 | {
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| 252 | Real frs = fabs(r) + sum;
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| 253 | Real a0 = sqrt(frs / sum); Real alpha = a0 / frs;
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| 254 | if (r <= 0) { REPORT L.element(i,i) = sum; alpha = -alpha; }
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| 255 | else { REPORT L.element(i,i) = -sum; }
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| 256 | Real* xj0=xi0; k=n; while(k--) { *xj0++ *= alpha; }
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| 257 | for (int j=i+1; j<s; j++)
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| 258 | {
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| 259 | sum = 0.0;
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| 260 | xi=xi0; Real* xj=xj0; k=n; while(k--) { sum += *xi++ * *xj++; }
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| 261 | sum += a0 * L.element(j,i);
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| 262 | xi=xi0; k=n; while(k--) { *xj0++ -= sum * *xi++; }
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| 263 | L.element(j,i) -= sum * a0;
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| 264 | }
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| 265 | }
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| 266 | }
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| 267 | }
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| 268 |
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| 269 | void updateQRZ(Matrix& X, UpperTriangularMatrix& U)
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| 270 | {
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| 271 | REPORT
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| 272 | Tracer et("updateQRZ");
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| 273 | int n = X.Nrows(); int s = X.Ncols();
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| 274 | if (s != U.Ncols())
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| 275 | Throw(ProgramException("Incompatible dimensions",X,U));
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| 276 | if (n == 0 || s == 0) return;
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| 277 | Real* xi0 = X.Store(); Real* u0 = U.Store(); Real* u;
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| 278 | RowVector V(s); Real* v0 = V.Store(); Real* v; V = 0.0;
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| 279 | int j, k; int J = s; int i = s;
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| 280 | while (i--)
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| 281 | {
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| 282 | Real* xj0 = xi0; Real* xi = xi0; k = n;
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| 283 | if (k) for (;;)
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| 284 | {
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| 285 | v = v0; Real Xi = *xi; Real* xj = xj0;
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| 286 | j = J; while(j--) *v++ += Xi * *xj++;
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| 287 | if (!(--k)) break;
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| 288 | xi += s; xj0 += s;
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| 289 | }
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| 290 |
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| 291 | Real r = *u0;
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| 292 | Real sum = sqrt(*v0 + square(r));
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| 293 |
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| 294 | if (sum == 0.0)
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| 295 | {
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| 296 | REPORT
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| 297 | u = u0; v = v0;
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| 298 | j = J; while(j--) { *u++ = 0.0; *v++ = 0.0; }
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| 299 | xj0 = xi0++; k = n;
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| 300 | if (k) for (;;)
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| 301 | {
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| 302 | *xj0 = 0.0;
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| 303 | if (!(--k)) break;
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| 304 | xj0 += s;
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| 305 | }
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| 306 | u0 += J--;
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| 307 | }
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| 308 | else
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| 309 | {
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| 310 | Real frs = fabs(r) + sum;
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| 311 | Real a0 = sqrt(frs / sum); Real alpha = a0 / frs;
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| 312 | if (r <= 0) { REPORT alpha = -alpha; *u0 = sum; }
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| 313 | else { REPORT *u0 = -sum; }
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| 314 |
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| 315 | j = J - 1; v = v0 + 1; u = u0 + 1;
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| 316 | while (j--)
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| 317 | { *v = a0 * *u + alpha * *v; *u -= a0 * *v; ++v; ++u; }
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| 318 |
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| 319 | xj0 = xi0; xi = xi0++; k = n;
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| 320 | if (k) for (;;)
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| 321 | {
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| 322 | v = v0 + 1; Real Xi = *xi; Real* xj = xj0;
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| 323 | Xi *= alpha; *xj++ = Xi;
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| 324 | j = J - 1; while(j--) *xj++ -= *v++ * Xi;
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| 325 | if (!(--k)) break;
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| 326 | xi += s; xj0 += s;
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| 327 | }
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| 328 |
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| 329 | j = J; v = v0;
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| 330 | while (j--) *v++ = 0.0;
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| 331 |
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| 332 | u0 += J--;
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| 333 | }
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| 334 | }
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| 335 | }
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| 336 |
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| 337 | // Following previous transformation,
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| 338 | // now apply the same orthogonal transformation to (MX & MU)
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| 339 | // Need the X Matrix but not the U.
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| 340 | // Not optimised for accessing consecutive memory
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| 341 |
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| 342 | void updateQRZ(const Matrix& X, Matrix& MX, Matrix& MU)
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| 343 | {
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| 344 | REPORT
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| 345 | Tracer et("updateQRZ(2)");
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| 346 | int s = X.Ncols(); int n = X.Nrows();
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| 347 | if (n != MX.Nrows())
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| 348 | Throw(ProgramException("Incompatible dimensions",X,MX));
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| 349 | if (s != MU.Nrows())
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| 350 | Throw(ProgramException("Incompatible dimensions",X,MU));
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| 351 | int t = MX.Ncols();
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| 352 | if (t != MU.Ncols())
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| 353 | Throw(ProgramException("Incompatible dimensions",MX,MU));
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| 354 |
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| 355 | if (s == 0) return;
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| 356 |
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| 357 | const Real* xi0 = X.data(); Real* mx = MX.data(); Real* muj = MU.data();
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| 358 | for (int i=1; i<=s; ++i)
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| 359 | {
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| 360 | Real sum = 0.0;
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| 361 | {
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| 362 | const Real* xi=xi0; int k=n;
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| 363 | while(k--) { sum += square(*xi); xi+= s;}
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| 364 | }
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| 365 | Real a0 = sqrt(2.0 - sum); Real* mxj0 = mx;
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| 366 | for (int j=1; j<=t; ++j)
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| 367 | {
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| 368 | Real sum = 0.0;
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| 369 | const Real* xi=xi0; Real* mxj=mxj0; int k=n;
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| 370 | while(--k) { sum += *xi * *mxj; xi += s; mxj += t; }
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| 371 | sum += *xi * *mxj; // last line of loop
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| 372 | sum += a0 * *muj;
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| 373 | xi=xi0; mxj=mxj0; k=n;
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| 374 | while(--k) { *mxj -= sum * *xi; xi += s; mxj += t; }
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| 375 | *mxj -= sum * *xi; // last line of loop
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| 376 | *muj -= sum * a0; ++mxj0; ++muj;
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| 377 | }
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| 378 | ++xi0;
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| 379 | }
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| 380 | }
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| 381 |
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| 382 |
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| 383 |
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| 384 | // same thing as updateQRZ(Matrix& X, UpperTriangularMatrix& U)
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| 385 | // except that X is upper triangular
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| 386 | // contents of X are destroyed - results are in U
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| 387 | // assume we can access efficiently by columns
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| 388 | // e.g. X and U will fit in cache memory
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| 389 |
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| 390 | void updateQRZ(UpperTriangularMatrix& X, UpperTriangularMatrix& U)
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| 391 | {
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| 392 | REPORT
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| 393 | Tracer et("updateQRZ(3)");
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| 394 | int s = X.Ncols();
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| 395 | if (s != U.Ncols())
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| 396 | Throw(ProgramException("Incompatible dimensions",X,U));
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| 397 | if (s == 0) return;
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| 398 | Real* xi0 = X.data(); Real* u = U.data();
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| 399 | for (int i=1; i<=s; ++i)
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| 400 | {
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| 401 | Real r = *u; Real sum = 0.0;
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| 402 | {
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| 403 | Real* xi=xi0; int k=i; int l=s;
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| 404 | while(k--) { sum += square(*xi); xi+= --l;}
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| 405 | }
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| 406 | sum = sqrt(sum + square(r));
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| 407 | if (sum == 0.0) { REPORT X.column(i) = 0.0; *u = 0.0; }
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| 408 | else
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| 409 | {
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| 410 | Real frs = fabs(r) + sum;
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| 411 | Real a0 = sqrt(frs / sum); Real alpha = a0 / frs;
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| 412 | if (r <= 0) { REPORT *u = sum; alpha = -alpha; }
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| 413 | else { REPORT *u = -sum; }
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| 414 | {
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| 415 | Real* xj0=xi0; int k=i; int l=s;
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| 416 | while(k--) { *xj0 *= alpha; --l; xj0 += l;}
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| 417 | }
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| 418 | Real* xj0=xi0; Real* uj=u;
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| 419 | for (int j=i+1; j<=s; ++j)
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| 420 | {
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| 421 | Real sum = 0.0; ++xj0; ++uj;
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| 422 | Real* xi=xi0; Real* xj=xj0; int k=i; int l=s;
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| 423 | while(k--) { sum += *xi * *xj; --l; xi += l; xj += l; }
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| 424 | sum += a0 * *uj;
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| 425 | xi=xi0; xj=xj0; k=i; l=s;
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| 426 | while(k--) { *xj -= sum * *xi; --l; xi += l; xj += l; }
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| 427 | *uj -= sum * a0;
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| 428 | }
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| 429 | }
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| 430 | ++xi0; u += s-i+1;
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| 431 | }
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| 432 | }
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| 433 |
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| 434 | // Following previous transformation,
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| 435 | // now apply the same orthogonal transformation to (MX & MU)
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| 436 | // Need the X UpperTriangularMatrix but not the U.
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| 437 |
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| 438 | void updateQRZ(const UpperTriangularMatrix& X, Matrix& MX, Matrix& MU)
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| 439 | {
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| 440 | REPORT
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| 441 | Tracer et("updateQRZ(4)");
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| 442 | int s = X.Ncols();
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| 443 | if (s != MX.Nrows())
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| 444 | Throw(ProgramException("Incompatible dimensions",X,MX));
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| 445 | if (s != MU.Nrows())
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| 446 | Throw(ProgramException("Incompatible dimensions",X,MU));
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| 447 | int t = MX.Ncols();
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| 448 | if (t != MU.Ncols())
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| 449 | Throw(ProgramException("Incompatible dimensions",MX,MU));
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| 450 | if (s == 0) return;
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| 451 |
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| 452 | const Real* xi0 = X.data(); Real* mx = MX.data(); Real* muj = MU.data();
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| 453 | for (int i=1; i<=s; ++i)
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| 454 | {
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| 455 | Real sum = 0.0;
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| 456 | {
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| 457 | const Real* xi=xi0; int k=i; int l=s;
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| 458 | while(k--) { sum += square(*xi); xi+= --l;}
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| 459 | }
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| 460 | Real a0 = sqrt(2.0 - sum); Real* mxj0 = mx;
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| 461 | for (int j=1; j<=t; ++j)
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| 462 | {
|
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| 463 | Real sum = 0.0;
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| 464 | const Real* xi=xi0; Real* mxj=mxj0; int k=i; int l=s;
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| 465 | while(--k) { sum += *xi * *mxj; --l; xi += l; mxj += t; }
|
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| 466 | sum += *xi * *mxj; // last line of loop
|
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| 467 | sum += a0 * *muj;
|
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| 468 | xi=xi0; mxj=mxj0; k=i; l=s;
|
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| 469 | while(--k) { *mxj -= sum * *xi; --l; xi += l; mxj += t; }
|
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| 470 | *mxj -= sum * *xi; // last line of loop
|
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| 471 | *muj -= sum * a0; ++mxj0; ++muj;
|
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| 472 | }
|
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| 473 | ++xi0;
|
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| 474 | }
|
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| 475 | }
|
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| 476 |
|
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| 477 |
|
---|
| 478 |
|
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| 479 |
|
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| 480 |
|
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| 481 | // Matrix A's first n columns are orthonormal
|
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| 482 | // so A.Columns(1,n).t() * A.Columns(1,n) is the identity matrix.
|
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| 483 | // Fill out the remaining columns of A to make them orthonormal
|
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| 484 | // so A.t() * A is the identity matrix
|
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| 485 | void extend_orthonormal(Matrix& A, int n)
|
---|
| 486 | {
|
---|
| 487 | REPORT
|
---|
| 488 | Tracer et("extend_orthonormal");
|
---|
| 489 | int nr = A.nrows(); int nc = A.ncols();
|
---|
| 490 | if (nc > nr) Throw(IncompatibleDimensionsException(A));
|
---|
| 491 | if (n > nc) Throw(IncompatibleDimensionsException(A));
|
---|
| 492 | ColumnVector SSR;
|
---|
| 493 | { Matrix A1 = A.Columns(1,n); SSR = A1.sum_square_rows(); }
|
---|
| 494 | for (int i = n; i < nc; ++i)
|
---|
| 495 | {
|
---|
| 496 | // pick row with smallest SSQ
|
---|
| 497 | int k; SSR.minimum1(k);
|
---|
| 498 | // orthogonalise column with 1 at element k, 0 elsewhere
|
---|
| 499 | // next line is rather inefficient
|
---|
| 500 | ColumnVector X = - A.Columns(1, i) * A.SubMatrix(k, k, 1, i).t();
|
---|
| 501 | X(k) += 1.0;
|
---|
| 502 | // normalise
|
---|
| 503 | X /= sqrt(X.SumSquare());
|
---|
| 504 | // update row sums of squares
|
---|
| 505 | for (k = 1; k <= nr; ++k) SSR(k) += square(X(k));
|
---|
| 506 | // load new column into matrix
|
---|
| 507 | A.Column(i+1) = X;
|
---|
| 508 | }
|
---|
| 509 | }
|
---|
| 510 |
|
---|
| 511 |
|
---|
| 512 |
|
---|
| 513 |
|
---|
| 514 |
|
---|
| 515 | #ifdef use_namespace
|
---|
| 516 | }
|
---|
| 517 | #endif
|
---|
| 518 |
|
---|
| 519 |
|
---|
| 520 | ///@}
|
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