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|  | 13 <pre> | 
|  | 14 <a name="package-Graph::GraphMatrix-"></a>   1 <span class="k">package </span><span class="i">Graph::GraphMatrix</span><span class="sc">;</span> | 
|  | 15    2 <span class="c">#</span> | 
|  | 16    3 <span class="c"># $RCSfile: GraphMatrix.pm,v $</span> | 
|  | 17    4 <span class="c"># $Date: 2015/02/28 20:49:06 $</span> | 
|  | 18    5 <span class="c"># $Revision: 1.17 $</span> | 
|  | 19    6 <span class="c">#</span> | 
|  | 20    7 <span class="c"># Author: Manish Sud <msud@san.rr.com></span> | 
|  | 21    8 <span class="c">#</span> | 
|  | 22    9 <span class="c"># Copyright (C) 2015 Manish Sud. All rights reserved.</span> | 
|  | 23   10 <span class="c">#</span> | 
|  | 24   11 <span class="c"># This file is part of MayaChemTools.</span> | 
|  | 25   12 <span class="c">#</span> | 
|  | 26   13 <span class="c"># MayaChemTools is free software; you can redistribute it and/or modify it under</span> | 
|  | 27   14 <span class="c"># the terms of the GNU Lesser General Public License as published by the Free</span> | 
|  | 28   15 <span class="c"># Software Foundation; either version 3 of the License, or (at your option) any</span> | 
|  | 29   16 <span class="c"># later version.</span> | 
|  | 30   17 <span class="c">#</span> | 
|  | 31   18 <span class="c"># MayaChemTools is distributed in the hope that it will be useful, but without</span> | 
|  | 32   19 <span class="c"># any warranty; without even the implied warranty of merchantability of fitness</span> | 
|  | 33   20 <span class="c"># for a particular purpose.  See the GNU Lesser General Public License for more</span> | 
|  | 34   21 <span class="c"># details.</span> | 
|  | 35   22 <span class="c">#</span> | 
|  | 36   23 <span class="c"># You should have received a copy of the GNU Lesser General Public License</span> | 
|  | 37   24 <span class="c"># along with MayaChemTools; if not, see <http://www.gnu.org/licenses/> or</span> | 
|  | 38   25 <span class="c"># write to the Free Software Foundation Inc., 59 Temple Place, Suite 330,</span> | 
|  | 39   26 <span class="c"># Boston, MA, 02111-1307, USA.</span> | 
|  | 40   27 <span class="c">#</span> | 
|  | 41   28 | 
|  | 42   29 <span class="k">use</span> <span class="w">strict</span><span class="sc">;</span> | 
|  | 43   30 <span class="k">use</span> <span class="w">Carp</span><span class="sc">;</span> | 
|  | 44   31 <span class="k">use</span> <span class="w">Exporter</span><span class="sc">;</span> | 
|  | 45   32 <span class="k">use</span> <span class="w">Graph</span><span class="sc">;</span> | 
|  | 46   33 <span class="k">use</span> <span class="w">Matrix</span><span class="sc">;</span> | 
|  | 47   34 <span class="k">use</span> <span class="w">Constants</span><span class="sc">;</span> | 
|  | 48   35 | 
|  | 49   36 <span class="k">use</span> <span class="w">vars</span> <span class="q">qw(@ISA @EXPORT @EXPORT_OK %EXPORT_TAGS)</span><span class="sc">;</span> | 
|  | 50   37 | 
|  | 51   38 <span class="i">@ISA</span> = <span class="q">qw(Exporter)</span><span class="sc">;</span> | 
|  | 52   39 <span class="i">@EXPORT</span> = <span class="q">qw()</span><span class="sc">;</span> | 
|  | 53   40 <span class="i">@EXPORT_OK</span> = <span class="q">qw()</span><span class="sc">;</span> | 
|  | 54   41 | 
|  | 55   42 <span class="i">%EXPORT_TAGS</span> = <span class="s">(</span><span class="w">all</span>  <span class="cm">=></span> <span class="s">[</span><span class="i">@EXPORT</span><span class="cm">,</span> <span class="i">@EXPORT_OK</span><span class="s">]</span><span class="s">)</span><span class="sc">;</span> | 
|  | 56   43 | 
|  | 57   44 <span class="c"># Setup class variables...</span> | 
|  | 58   45 <span class="k">my</span><span class="s">(</span><span class="i">$ClassName</span><span class="s">)</span><span class="sc">;</span> | 
|  | 59   46 <span class="i">_InitializeClass</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 60   47 | 
|  | 61   48 <span class="c"># Overload Perl functions...</span> | 
|  | 62   49 <span class="k">use</span> <span class="w">overload</span> <span class="q">'""'</span> <span class="cm">=></span> <span class="q">'StringifyGraphMatrix'</span><span class="sc">;</span> | 
|  | 63   50 | 
|  | 64   51 <span class="c"># Class constructor...</span> | 
|  | 65 <a name="new-"></a>  52 <span class="k">sub </span><span class="m">new</span> <span class="s">{</span> | 
|  | 66   53   <span class="k">my</span><span class="s">(</span><span class="i">$Class</span><span class="cm">,</span> <span class="i">$Graph</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 67   54 | 
|  | 68   55   <span class="c"># Initialize object...</span> | 
|  | 69   56   <span class="k">my</span> <span class="i">$This</span> = <span class="s">{</span><span class="s">}</span><span class="sc">;</span> | 
|  | 70   57   <span class="k">bless</span> <span class="i">$This</span><span class="cm">,</span> <span class="k">ref</span><span class="s">(</span><span class="i">$Class</span><span class="s">)</span> || <span class="i">$Class</span><span class="sc">;</span> | 
|  | 71   58   <span class="i">$This</span><span class="i">->_InitializeGraphMatrix</span><span class="s">(</span><span class="i">$Graph</span><span class="s">)</span><span class="sc">;</span> | 
|  | 72   59 | 
|  | 73   60   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 74   61 <span class="s">}</span> | 
|  | 75   62 | 
|  | 76   63 <span class="c"># Initialize object data...</span> | 
|  | 77 <a name="_InitializeGraphMatrix-"></a>  64 <span class="k">sub </span><span class="m">_InitializeGraphMatrix</span> <span class="s">{</span> | 
|  | 78   65   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="cm">,</span> <span class="i">$Graph</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 79   66 | 
|  | 80   67   <span class="c"># Specified graph object...</span> | 
|  | 81   68   <span class="i">$This</span>->{<span class="w">Graph</span>} = <span class="i">$Graph</span><span class="sc">;</span> | 
|  | 82   69 | 
|  | 83   70   <span class="c"># Generated matrix...</span> | 
|  | 84   71   <span class="i">$This</span>->{<span class="w">Matrix</span>} = <span class="k">undef</span><span class="sc">;</span> | 
|  | 85   72   <span class="i">$This</span>->{<span class="w">MatrixType</span>} = <span class="k">undef</span><span class="sc">;</span> | 
|  | 86   73 | 
|  | 87   74   <span class="c"># Row and columns IDs...</span> | 
|  | 88   75   <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">RowIDs</span>}} = <span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 89   76   <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">ColumnIDs</span>}} = <span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 90   77 | 
|  | 91   78   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 92   79 <span class="s">}</span> | 
|  | 93   80 | 
|  | 94   81 <span class="c"># Initialize class ...</span> | 
|  | 95 <a name="_InitializeClass-"></a>  82 <span class="k">sub </span><span class="m">_InitializeClass</span> <span class="s">{</span> | 
|  | 96   83   <span class="c">#Class name...</span> | 
|  | 97   84   <span class="i">$ClassName</span> = <span class="w">__PACKAGE__</span><span class="sc">;</span> | 
|  | 98   85 <span class="s">}</span> | 
|  | 99   86 | 
|  | 100   87 <span class="c"># Generate the adjacency matrix for a simple graph.</span> | 
|  | 101   88 <span class="c">#</span> | 
|  | 102   89 <span class="c"># For a simple graph G with n vertices, the adjacency matrix for G is a n x n square matrix and</span> | 
|  | 103   90 <span class="c"># its elements Mij are:</span> | 
|  | 104   91 <span class="c">#</span> | 
|  | 105   92 <span class="c">#   . 0    if i == j</span> | 
|  | 106   93 <span class="c">#   . 1    if i != j and vertex Vi is adjacent to vertex Vj</span> | 
|  | 107   94 <span class="c">#   . 0    if i != j and vertex Vi is not adjacent to vertex Vj</span> | 
|  | 108   95 <span class="c">#</span> | 
|  | 109 <a name="GenerateAdjacencyMatrix-"></a>  96 <span class="k">sub </span><span class="m">GenerateAdjacencyMatrix</span> <span class="s">{</span> | 
|  | 110   97   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 111   98   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 112   99 | 
|  | 113  100   <span class="c"># Get graph vertices...</span> | 
|  | 114  101   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 115  102   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 116  103   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 117  104 | 
|  | 118  105   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 119  106     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateAdjacencyMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 120  107     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 121  108   <span class="s">}</span> | 
|  | 122  109 | 
|  | 123  110   <span class="c"># Create adjacency matrix...</span> | 
|  | 124  111   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 125  112 | 
|  | 126  113   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="s">)</span><span class="sc">;</span> | 
|  | 127  114   <span class="i">$SkipIndexCheck</span> = <span class="n">1</span><span class="sc">;</span> | 
|  | 128  115 | 
|  | 129  116   <span class="k">for</span> <span class="i">$RowIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 130  117     <span class="i">$RowVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$RowIndex</span>]<span class="sc">;</span> | 
|  | 131  118     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 132  119       <span class="i">$ColVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$ColIndex</span>]<span class="sc">;</span> | 
|  | 133  120       <span class="i">$Value</span> = <span class="s">(</span><span class="i">$RowIndex</span> == <span class="i">$ColIndex</span><span class="s">)</span> ? <span class="n">0</span> <span class="co">:</span> <span class="s">(</span><span class="i">$Graph</span><span class="i">->HasEdge</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="s">)</span> ? <span class="n">1</span> <span class="co">:</span> <span class="n">0</span><span class="s">)</span><span class="sc">;</span> | 
|  | 134  121       <span class="i">$Matrix</span><span class="i">->SetValue</span><span class="s">(</span><span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 135  122     <span class="s">}</span> | 
|  | 136  123   <span class="s">}</span> | 
|  | 137  124   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"AdjacencyMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 138  125 | 
|  | 139  126   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 140  127 <span class="s">}</span> | 
|  | 141  128 | 
|  | 142  129 <span class="c"># Generate the Siedel adjacency matrix for a simple graph.</span> | 
|  | 143  130 <span class="c">#</span> | 
|  | 144  131 <span class="c"># For a simple graph G with n vertices, the Siedal adjacency matrix for G is a n x n square matrix and</span> | 
|  | 145  132 <span class="c"># its elements Mij are:</span> | 
|  | 146  133 <span class="c">#</span> | 
|  | 147  134 <span class="c">#   . 0    if i == j</span> | 
|  | 148  135 <span class="c">#   . -1   if i != j and vertex Vi is adjacent to vertex Vj</span> | 
|  | 149  136 <span class="c">#   . 1    if i != j and vertex Vi is not adjacent to vertex Vj</span> | 
|  | 150  137 <span class="c">#</span> | 
|  | 151 <a name="GenerateSiedelAdjacencyMatrix-"></a> 138 <span class="k">sub </span><span class="m">GenerateSiedelAdjacencyMatrix</span> <span class="s">{</span> | 
|  | 152  139   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 153  140   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 154  141 | 
|  | 155  142   <span class="c"># Get graph vertices...</span> | 
|  | 156  143   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 157  144   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 158  145   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 159  146 | 
|  | 160  147   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 161  148     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateSiedelAdjacencyMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 162  149     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 163  150   <span class="s">}</span> | 
|  | 164  151 | 
|  | 165  152   <span class="c"># Create Siedel adjacency matrix...</span> | 
|  | 166  153   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 167  154 | 
|  | 168  155   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="s">)</span><span class="sc">;</span> | 
|  | 169  156   <span class="i">$SkipIndexCheck</span> = <span class="n">1</span><span class="sc">;</span> | 
|  | 170  157 | 
|  | 171  158   <span class="k">for</span> <span class="i">$RowIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 172  159     <span class="i">$RowVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$RowIndex</span>]<span class="sc">;</span> | 
|  | 173  160     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 174  161       <span class="i">$ColVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$ColIndex</span>]<span class="sc">;</span> | 
|  | 175  162       <span class="i">$Value</span> = <span class="s">(</span><span class="i">$RowIndex</span> == <span class="i">$ColIndex</span><span class="s">)</span> ? <span class="n">0</span> <span class="co">:</span> <span class="s">(</span><span class="i">$Graph</span><span class="i">->HasEdge</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="s">)</span> ? <span class="n">-1</span> <span class="co">:</span> <span class="n">1</span><span class="s">)</span><span class="sc">;</span> | 
|  | 176  163       <span class="i">$Matrix</span><span class="i">->SetValue</span><span class="s">(</span><span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 177  164     <span class="s">}</span> | 
|  | 178  165   <span class="s">}</span> | 
|  | 179  166   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"SiedelAdjacencyMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 180  167 | 
|  | 181  168   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 182  169 <span class="s">}</span> | 
|  | 183  170 | 
|  | 184  171 <span class="c"># Generate distance matrix for a simple graph using Floyd-Marshall algorithm [Ref 67].</span> | 
|  | 185  172 <span class="c">#</span> | 
|  | 186  173 <span class="c"># For a simple graph G with n vertices, the distance matrix for G is a n x n square matrix and</span> | 
|  | 187  174 <span class="c"># its elements Mij are:</span> | 
|  | 188  175 <span class="c">#</span> | 
|  | 189  176 <span class="c">#   . 0    if i == j</span> | 
|  | 190  177 <span class="c">#   . d    if i != j and d is the shortest distance between vertex Vi and vertex Vj</span> | 
|  | 191  178 <span class="c">#</span> | 
|  | 192  179 <span class="c"># Note:</span> | 
|  | 193  180 <span class="c">#   . In the final matrix, BigNumber values correspond to vertices with no edges.</span> | 
|  | 194  181 <span class="c">#</span> | 
|  | 195 <a name="GenerateDistanceMatrix-"></a> 182 <span class="k">sub </span><span class="m">GenerateDistanceMatrix</span> <span class="s">{</span> | 
|  | 196  183   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 197  184   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 198  185 | 
|  | 199  186   <span class="c"># Get graph vertices...</span> | 
|  | 200  187   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 201  188   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 202  189   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 203  190 | 
|  | 204  191   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 205  192     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateDistanceMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 206  193     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 207  194   <span class="s">}</span> | 
|  | 208  195 | 
|  | 209  196   <span class="c"># Initialize matrix...</span> | 
|  | 210  197   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$MatrixValuesRef</span><span class="cm">,</span> <span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="cm">,</span> <span class="i">$Value</span><span class="s">)</span><span class="sc">;</span> | 
|  | 211  198 | 
|  | 212  199   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="s">)</span><span class="sc">;</span> | 
|  | 213  200   <span class="i">$MatrixValuesRef</span> = <span class="i">$Matrix</span><span class="i">->GetMatrixValuesReference</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 214  201 | 
|  | 215  202   <span class="k">for</span> <span class="i">$RowIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 216  203     <span class="i">$RowVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$RowIndex</span>]<span class="sc">;</span> | 
|  | 217  204     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 218  205       <span class="i">$ColVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$ColIndex</span>]<span class="sc">;</span> | 
|  | 219  206       <span class="i">$Value</span> = <span class="s">(</span><span class="i">$RowIndex</span> == <span class="i">$ColIndex</span><span class="s">)</span> ? <span class="n">0</span> <span class="co">:</span> <span class="s">(</span><span class="i">$Graph</span><span class="i">->HasEdge</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="s">)</span> ? <span class="n">1</span> <span class="co">:</span> <span class="w">BigNumber</span><span class="s">)</span><span class="sc">;</span> | 
|  | 220  207       <span class="i">$MatrixValuesRef</span>->[<span class="i">$RowIndex</span>][<span class="i">$ColIndex</span>] = <span class="i">$Value</span><span class="sc">;</span> | 
|  | 221  208     <span class="s">}</span> | 
|  | 222  209   <span class="s">}</span> | 
|  | 223  210 | 
|  | 224  211   <span class="c"># Create distance matrix...</span> | 
|  | 225  212   <span class="k">my</span><span class="s">(</span><span class="i">$i</span><span class="cm">,</span> <span class="i">$j</span><span class="cm">,</span> <span class="i">$k</span><span class="cm">,</span> <span class="i">$Valuejk</span><span class="s">)</span><span class="sc">;</span> | 
|  | 226  213 | 
|  | 227  214   <span class="k">for</span> <span class="i">$i</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 228  215     <span class="k">for</span> <span class="i">$j</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 229  216       <span class="k">for</span> <span class="i">$k</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 230  217         <span class="i">$Valuejk</span> = <span class="i">$MatrixValuesRef</span>->[<span class="i">$j</span>][<span class="i">$i</span>] + <span class="i">$MatrixValuesRef</span>->[<span class="i">$i</span>][<span class="i">$k</span>]<span class="sc">;</span> | 
|  | 231  218         <span class="k">if</span> <span class="s">(</span><span class="i">$Valuejk</span> < <span class="i">$MatrixValuesRef</span>->[<span class="i">$j</span>][<span class="i">$k</span>]<span class="s">)</span> <span class="s">{</span> | 
|  | 232  219           <span class="i">$MatrixValuesRef</span>->[<span class="i">$j</span>][<span class="i">$k</span>] = <span class="i">$Valuejk</span><span class="sc">;</span> | 
|  | 233  220         <span class="s">}</span> | 
|  | 234  221       <span class="s">}</span> | 
|  | 235  222     <span class="s">}</span> | 
|  | 236  223   <span class="s">}</span> | 
|  | 237  224   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"DistanceMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 238  225 | 
|  | 239  226   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 240  227 <span class="s">}</span> | 
|  | 241  228 | 
|  | 242  229 <span class="c"># Generate the incidence matrix for a simple graph.</span> | 
|  | 243  230 <span class="c">#</span> | 
|  | 244  231 <span class="c"># For a simple graph G with n vertices and e edges, the incidence matrix for G is a n x e matrix</span> | 
|  | 245  232 <span class="c"># its elements Mij are:</span> | 
|  | 246  233 <span class="c">#</span> | 
|  | 247  234 <span class="c">#   . 1    if vertex Vi and the edge Ej are incident; in other words, Vi and Ej are related</span> | 
|  | 248  235 <span class="c">#   . 0    otherwise</span> | 
|  | 249  236 <span class="c">#</span> | 
|  | 250 <a name="GenerateIncidenceMatrix-"></a> 237 <span class="k">sub </span><span class="m">GenerateIncidenceMatrix</span> <span class="s">{</span> | 
|  | 251  238   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 252  239   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfEdges</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="cm">,</span> <span class="i">@EdgeVertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 253  240 | 
|  | 254  241   <span class="c"># Get graph vertices and edges...</span> | 
|  | 255  242   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 256  243   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 257  244   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 258  245 | 
|  | 259  246   <span class="i">@EdgeVertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetEdges</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 260  247   <span class="i">$NumOfEdges</span> = <span class="i">@EdgeVertexIDs</span>/<span class="n">2</span><span class="sc">;</span> | 
|  | 261  248 | 
|  | 262  249   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 263  250     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateIncidenceMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 264  251     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 265  252   <span class="s">}</span> | 
|  | 266  253 | 
|  | 267  254   <span class="c"># Create incidence matrix...</span> | 
|  | 268  255   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$EdgeVertexIndex</span><span class="cm">,</span> <span class="i">$VertexID</span><span class="cm">,</span> <span class="i">$EdgeVertexID1</span><span class="cm">,</span> <span class="i">$EdgeVertexID2</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 269  256 | 
|  | 270  257   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfEdges</span><span class="s">)</span><span class="sc">;</span> | 
|  | 271  258 | 
|  | 272  259   <span class="i">$SkipIndexCheck</span> = <span class="n">1</span><span class="sc">;</span> | 
|  | 273  260   <span class="k">for</span> <span class="i">$RowIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 274  261     <span class="i">$VertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$RowIndex</span>]<span class="sc">;</span> | 
|  | 275  262     <span class="i">$EdgeVertexIndex</span> = <span class="n">0</span><span class="sc">;</span> | 
|  | 276  263     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfEdges</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 277  264       <span class="i">$EdgeVertexID1</span> = <span class="i">$EdgeVertexIDs</span>[<span class="i">$EdgeVertexIndex</span>]<span class="sc">;</span> <span class="i">$EdgeVertexIndex</span>++<span class="sc">;</span> | 
|  | 278  265       <span class="i">$EdgeVertexID2</span> = <span class="i">$EdgeVertexIDs</span>[<span class="i">$EdgeVertexIndex</span>]<span class="sc">;</span> <span class="i">$EdgeVertexIndex</span>++<span class="sc">;</span> | 
|  | 279  266 | 
|  | 280  267       <span class="i">$Value</span> = <span class="s">(</span><span class="i">$VertexID</span> == <span class="i">$EdgeVertexID1</span> || <span class="i">$VertexID</span> == <span class="i">$EdgeVertexID2</span><span class="s">)</span> ? <span class="n">1</span> <span class="co">:</span> <span class="n">0</span><span class="sc">;</span> | 
|  | 281  268       <span class="i">$Matrix</span><span class="i">->SetValue</span><span class="s">(</span><span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 282  269     <span class="s">}</span> | 
|  | 283  270   <span class="s">}</span> | 
|  | 284  271   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"IncidenceMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="cm">,</span> \<span class="i">@EdgeVertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 285  272 | 
|  | 286  273   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 287  274 <span class="s">}</span> | 
|  | 288  275 | 
|  | 289  276 <span class="c"># Generate the degree matrix for a simple graph.</span> | 
|  | 290  277 <span class="c">#</span> | 
|  | 291  278 <span class="c"># For a simple graph G with n vertices, the degree matrix for G is a n x n square matrix and</span> | 
|  | 292  279 <span class="c"># its elements Mij are:</span> | 
|  | 293  280 <span class="c">#</span> | 
|  | 294  281 <span class="c">#   . deg(Vi)   if i == j and deg(Vi) is the degree of vertex Vi</span> | 
|  | 295  282 <span class="c">#   . 0         otherwise</span> | 
|  | 296  283 <span class="c">#</span> | 
|  | 297 <a name="GenerateDegreeMatrix-"></a> 284 <span class="k">sub </span><span class="m">GenerateDegreeMatrix</span> <span class="s">{</span> | 
|  | 298  285   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 299  286   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 300  287 | 
|  | 301  288   <span class="c"># Get graph vertices...</span> | 
|  | 302  289   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 303  290   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 304  291   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 305  292 | 
|  | 306  293   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 307  294     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateDegreeMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 308  295     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 309  296   <span class="s">}</span> | 
|  | 310  297 | 
|  | 311  298   <span class="c"># Create degree matrix...</span> | 
|  | 312  299   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$Index</span><span class="cm">,</span> <span class="i">$VertexID</span><span class="cm">,</span> <span class="i">$Degree</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 313  300 | 
|  | 314  301   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="s">)</span><span class="sc">;</span> | 
|  | 315  302   <span class="i">$SkipIndexCheck</span> = <span class="n">1</span><span class="sc">;</span> | 
|  | 316  303 | 
|  | 317  304   <span class="k">for</span> <span class="i">$Index</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 318  305     <span class="i">$VertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$Index</span>]<span class="sc">;</span> | 
|  | 319  306     <span class="i">$Degree</span> = <span class="i">$Graph</span><span class="i">->GetDegree</span><span class="s">(</span><span class="i">$VertexID</span><span class="s">)</span><span class="sc">;</span> | 
|  | 320  307     <span class="i">$Matrix</span><span class="i">->SetValue</span><span class="s">(</span><span class="i">$Index</span><span class="cm">,</span> <span class="i">$Index</span><span class="cm">,</span> <span class="i">$Degree</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 321  308   <span class="s">}</span> | 
|  | 322  309   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"DegreeMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 323  310 | 
|  | 324  311   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 325  312 <span class="s">}</span> | 
|  | 326  313 | 
|  | 327  314 <span class="c"># Generate the Laplacian matrix for a simple graph.</span> | 
|  | 328  315 <span class="c">#</span> | 
|  | 329  316 <span class="c"># For a simple graph G with n vertices, the Laplacian matrix for G is a n x n square matrix and</span> | 
|  | 330  317 <span class="c"># its elements Mij are:</span> | 
|  | 331  318 <span class="c">#</span> | 
|  | 332  319 <span class="c">#   . deg(Vi)   if i == j and deg(Vi) is the degree of vertex Vi</span> | 
|  | 333  320 <span class="c">#   . -1        if i != j and vertex Vi is adjacent to vertex Vj</span> | 
|  | 334  321 <span class="c">#   . 0         otherwise</span> | 
|  | 335  322 <span class="c">#</span> | 
|  | 336  323 <span class="c"># Note: The Laplacian matrix is the difference between the degree matrix and adjacency matrix.</span> | 
|  | 337  324 <span class="c">#</span> | 
|  | 338 <a name="GenerateLaplacianMatrix-"></a> 325 <span class="k">sub </span><span class="m">GenerateLaplacianMatrix</span> <span class="s">{</span> | 
|  | 339  326   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 340  327   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 341  328 | 
|  | 342  329   <span class="c"># Get graph vertices...</span> | 
|  | 343  330   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 344  331   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 345  332   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 346  333 | 
|  | 347  334   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 348  335     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateLaplacianMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 349  336     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 350  337   <span class="s">}</span> | 
|  | 351  338 | 
|  | 352  339   <span class="c"># Create adjacency matrix...</span> | 
|  | 353  340   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 354  341 | 
|  | 355  342   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="s">)</span><span class="sc">;</span> | 
|  | 356  343   <span class="i">$SkipIndexCheck</span> = <span class="n">1</span><span class="sc">;</span> | 
|  | 357  344 | 
|  | 358  345   <span class="k">for</span> <span class="i">$RowIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 359  346     <span class="i">$RowVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$RowIndex</span>]<span class="sc">;</span> | 
|  | 360  347     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 361  348       <span class="i">$ColVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$ColIndex</span>]<span class="sc">;</span> | 
|  | 362  349       <span class="i">$Value</span> = <span class="s">(</span><span class="i">$RowIndex</span> == <span class="i">$ColIndex</span><span class="s">)</span> ? <span class="i">$Graph</span><span class="i">->GetDegree</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="s">)</span> <span class="co">:</span> <span class="s">(</span><span class="i">$Graph</span><span class="i">->HasEdge</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="s">)</span> ? <span class="n">-1</span> <span class="co">:</span> <span class="n">0</span><span class="s">)</span><span class="sc">;</span> | 
|  | 363  350       <span class="i">$Matrix</span><span class="i">->SetValue</span><span class="s">(</span><span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 364  351     <span class="s">}</span> | 
|  | 365  352   <span class="s">}</span> | 
|  | 366  353   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"LaplacianMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 367  354 | 
|  | 368  355   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 369  356 <span class="s">}</span> | 
|  | 370  357 | 
|  | 371  358 <span class="c"># Generate the normalized Laplacian matrix for a simple graph.</span> | 
|  | 372  359 <span class="c">#</span> | 
|  | 373  360 <span class="c"># For a simple graph G with n vertices, the normalized Laplacian matrix L for G is a n x n square matrix and</span> | 
|  | 374  361 <span class="c"># its elements Lij are:</span> | 
|  | 375  362 <span class="c">#</span> | 
|  | 376  363 <span class="c">#   . 1                           if i == j and deg(Vi) != 0</span> | 
|  | 377  364 <span class="c">#   . -1/SQRT(deg(Vi) * deg(Vj))  if i != j and vertex Vi is adjacent to vertex Vj</span> | 
|  | 378  365 <span class="c">#   . 0                           otherwise</span> | 
|  | 379  366 <span class="c">#</span> | 
|  | 380  367 <span class="c">#</span> | 
|  | 381 <a name="GenerateNormalizedLaplacianMatrix-"></a> 368 <span class="k">sub </span><span class="m">GenerateNormalizedLaplacianMatrix</span> <span class="s">{</span> | 
|  | 382  369   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 383  370   <span class="k">my</span><span class="s">(</span><span class="i">$Graph</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 384  371 | 
|  | 385  372   <span class="c"># Get graph vertices...</span> | 
|  | 386  373   <span class="i">$Graph</span> = <span class="i">$This</span>->{<span class="w">Graph</span>}<span class="sc">;</span> | 
|  | 387  374   <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">->GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 388  375   <span class="i">$NumOfVertices</span> = <span class="k">scalar</span> <span class="i">@VertexIDs</span><span class="sc">;</span> | 
|  | 389  376 | 
|  | 390  377   <span class="k">if</span> <span class="s">(</span><span class="i">$NumOfVertices</span> == <span class="n">0</span><span class="s">)</span> <span class="s">{</span> | 
|  | 391  378     <span class="w">carp</span> <span class="q">"Warning: ${ClassName}->GenerateNormalizedLaplacianMatrix: Specified graph doesn't contain any vertices: No matrix generated..."</span><span class="sc">;</span> | 
|  | 392  379     <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 393  380   <span class="s">}</span> | 
|  | 394  381 | 
|  | 395  382   <span class="c"># Create adjacency matrix...</span> | 
|  | 396  383   <span class="k">my</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="cm">,</span> <span class="i">$RowVertexDegree</span><span class="cm">,</span> <span class="i">$ColVertexDegree</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 397  384 | 
|  | 398  385   <span class="i">$Matrix</span> = <span class="i">new</span> <span class="i">Matrix</span><span class="s">(</span><span class="i">$NumOfVertices</span><span class="cm">,</span> <span class="i">$NumOfVertices</span><span class="s">)</span><span class="sc">;</span> | 
|  | 399  386   <span class="i">$SkipIndexCheck</span> = <span class="n">1</span><span class="sc">;</span> | 
|  | 400  387 | 
|  | 401  388   <span class="k">for</span> <span class="i">$RowIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 402  389     <span class="i">$RowVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$RowIndex</span>]<span class="sc">;</span> | 
|  | 403  390     <span class="i">$RowVertexDegree</span> = <span class="i">$Graph</span><span class="i">->GetDegree</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="s">)</span><span class="sc">;</span> | 
|  | 404  391     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfVertices</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 405  392       <span class="i">$ColVertexID</span> = <span class="i">$VertexIDs</span>[<span class="i">$ColIndex</span>]<span class="sc">;</span> | 
|  | 406  393       <span class="i">$Value</span> = <span class="n">0</span><span class="sc">;</span> | 
|  | 407  394       <span class="k">if</span> <span class="s">(</span><span class="i">$RowIndex</span> == <span class="i">$ColIndex</span><span class="s">)</span> <span class="s">{</span> | 
|  | 408  395         <span class="i">$Value</span> = <span class="s">(</span><span class="i">$RowVertexDegree</span> == <span class="n">0</span><span class="s">)</span> ? <span class="n">0</span> <span class="co">:</span> <span class="n">1</span><span class="sc">;</span> | 
|  | 409  396       <span class="s">}</span> | 
|  | 410  397       <span class="k">else</span> <span class="s">{</span> | 
|  | 411  398         <span class="i">$ColVertexDegree</span> = <span class="i">$Graph</span><span class="i">->GetDegree</span><span class="s">(</span><span class="i">$ColVertexID</span><span class="s">)</span><span class="sc">;</span> | 
|  | 412  399         <span class="i">$Value</span> = <span class="i">$Graph</span><span class="i">->HasEdge</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="cm">,</span> <span class="i">$ColVertexID</span><span class="s">)</span> ? <span class="s">(</span><span class="n">-1</span>/<span class="k">sqrt</span><span class="s">(</span><span class="i">$RowVertexDegree</span> * <span class="i">$ColVertexDegree</span><span class="s">)</span><span class="s">)</span> <span class="co">:</span> <span class="n">0</span><span class="sc">;</span> | 
|  | 413  400       <span class="s">}</span> | 
|  | 414  401       <span class="i">$Matrix</span><span class="i">->SetValue</span><span class="s">(</span><span class="i">$RowIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$Value</span><span class="cm">,</span> <span class="i">$SkipIndexCheck</span><span class="s">)</span><span class="sc">;</span> | 
|  | 415  402     <span class="s">}</span> | 
|  | 416  403   <span class="s">}</span> | 
|  | 417  404   <span class="i">$This</span><span class="i">->_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">"NormalizedLaplacianMatrix"</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 418  405 | 
|  | 419  406   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 420  407 <span class="s">}</span> | 
|  | 421  408 | 
|  | 422  409 <span class="c"># Generate the admittance matrix for a simple graph.</span> | 
|  | 423  410 <span class="c">#</span> | 
|  | 424 <a name="GenerateAdmittanceMatrix-"></a> 411 <span class="k">sub </span><span class="m">GenerateAdmittanceMatrix</span> <span class="s">{</span> | 
|  | 425  412   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 426  413 | 
|  | 427  414   <span class="i">$This</span><span class="i">->GenerateLaplacianMatrix</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 428  415   <span class="i">$This</span>->{<span class="w">MatrixType</span>} = <span class="q">"AdmittanceMatrix"</span><span class="sc">;</span> | 
|  | 429  416 | 
|  | 430  417   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 431  418 <span class="s">}</span> | 
|  | 432  419 | 
|  | 433  420 <span class="c"># Generate the Kirchhoff matrix for a simple graph.</span> | 
|  | 434  421 <span class="c">#</span> | 
|  | 435 <a name="GenerateKirchhoffMatrix-"></a> 422 <span class="k">sub </span><span class="m">GenerateKirchhoffMatrix</span> <span class="s">{</span> | 
|  | 436  423   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 437  424 | 
|  | 438  425   <span class="i">$This</span><span class="i">->GenerateLaplacianMatrix</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 439  426   <span class="i">$This</span>->{<span class="w">MatrixType</span>} = <span class="q">"KirchhoffMatrix"</span><span class="sc">;</span> | 
|  | 440  427 | 
|  | 441  428   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 442  429 <span class="s">}</span> | 
|  | 443  430 | 
|  | 444  431 <span class="c"># Get generated matrix...</span> | 
|  | 445  432 <span class="c">#</span> | 
|  | 446 <a name="GetMatrix-"></a> 433 <span class="k">sub </span><span class="m">GetMatrix</span> <span class="s">{</span> | 
|  | 447  434   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 448  435 | 
|  | 449  436   <span class="k">return</span> <span class="i">$This</span>->{<span class="w">Matrix</span>}<span class="sc">;</span> | 
|  | 450  437 <span class="s">}</span> | 
|  | 451  438 | 
|  | 452  439 <span class="c"># Get matrix type...</span> | 
|  | 453  440 <span class="c">#</span> | 
|  | 454 <a name="GetMatrixType-"></a> 441 <span class="k">sub </span><span class="m">GetMatrixType</span> <span class="s">{</span> | 
|  | 455  442   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 456  443 | 
|  | 457  444   <span class="k">return</span> <span class="i">$This</span>->{<span class="w">MatrixType</span>}<span class="sc">;</span> | 
|  | 458  445 <span class="s">}</span> | 
|  | 459  446 | 
|  | 460  447 <span class="c"># Get row IDs...</span> | 
|  | 461  448 <span class="c">#</span> | 
|  | 462 <a name="GetRowIDs-"></a> 449 <span class="k">sub </span><span class="m">GetRowIDs</span> <span class="s">{</span> | 
|  | 463  450   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 464  451 | 
|  | 465  452   <span class="k">return</span> <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">RowIDs</span>}}<span class="sc">;</span> | 
|  | 466  453 <span class="s">}</span> | 
|  | 467  454 | 
|  | 468  455 <span class="c"># Get column IDs...</span> | 
|  | 469  456 <span class="c">#</span> | 
|  | 470 <a name="GetColumnIDs-"></a> 457 <span class="k">sub </span><span class="m">GetColumnIDs</span> <span class="s">{</span> | 
|  | 471  458   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 472  459 | 
|  | 473  460   <span class="k">return</span> <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">ColumnIDs</span>}}<span class="sc">;</span> | 
|  | 474  461 <span class="s">}</span> | 
|  | 475  462 | 
|  | 476  463 | 
|  | 477  464 <span class="c"># Setup matrix and other associated information...</span> | 
|  | 478  465 <span class="c">#</span> | 
|  | 479 <a name="_SetMatrixAndAssociatedInformation-"></a> 466 <span class="k">sub </span><span class="m">_SetMatrixAndAssociatedInformation</span> <span class="s">{</span> | 
|  | 480  467   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="cm">,</span> <span class="i">$Matrix</span><span class="cm">,</span> <span class="i">$MatrixType</span><span class="cm">,</span> <span class="i">$VertexIDsRef</span><span class="cm">,</span> <span class="i">$EdgeVertexIDsRef</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 481  468 | 
|  | 482  469   <span class="i">$This</span>->{<span class="w">Matrix</span>} = <span class="i">$Matrix</span><span class="sc">;</span> | 
|  | 483  470   <span class="i">$This</span>->{<span class="w">MatrixType</span>} = <span class="i">$MatrixType</span><span class="sc">;</span> | 
|  | 484  471 | 
|  | 485  472   <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">RowIDs</span>}} = <span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 486  473   <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">ColumnIDs</span>}} = <span class="s">(</span><span class="s">)</span><span class="sc">;</span> | 
|  | 487  474 | 
|  | 488  475   <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">RowIDs</span>}} = <span class="i">@</span>{<span class="i">$VertexIDsRef</span>}<span class="sc">;</span> | 
|  | 489  476 | 
|  | 490  477   <span class="k">if</span> <span class="s">(</span><span class="i">$MatrixType</span> =~ <span class="q">/^IncidenceMatrix$/i</span><span class="s">)</span> <span class="s">{</span> | 
|  | 491  478     <span class="c"># Setup column IDs using edge vertex IDs...</span> | 
|  | 492  479     <span class="k">my</span><span class="s">(</span><span class="i">$NumOfEdges</span><span class="cm">,</span> <span class="i">$EdgeVertexIndex</span><span class="cm">,</span> <span class="i">$ColIndex</span><span class="cm">,</span> <span class="i">$EdgeVertexID1</span><span class="cm">,</span> <span class="i">$EdgeVertexID2</span><span class="cm">,</span> <span class="i">$EdgeID</span><span class="s">)</span><span class="sc">;</span> | 
|  | 493  480 | 
|  | 494  481     <span class="i">$NumOfEdges</span> = <span class="s">(</span><span class="k">scalar</span> <span class="i">@</span>{<span class="i">$EdgeVertexIDsRef</span>}<span class="s">)</span>/<span class="n">2</span><span class="sc">;</span> | 
|  | 495  482     <span class="i">$EdgeVertexIndex</span> = <span class="n">0</span><span class="sc">;</span> | 
|  | 496  483 | 
|  | 497  484     <span class="k">for</span> <span class="i">$ColIndex</span> <span class="s">(</span><span class="n">0</span> .. <span class="s">(</span><span class="i">$NumOfEdges</span> - <span class="n">1</span><span class="s">)</span><span class="s">)</span> <span class="s">{</span> | 
|  | 498  485       <span class="i">$EdgeVertexID1</span> = <span class="i">$EdgeVertexIDsRef</span>->[<span class="i">$EdgeVertexIndex</span>]<span class="sc">;</span> <span class="i">$EdgeVertexIndex</span>++<span class="sc">;</span> | 
|  | 499  486       <span class="i">$EdgeVertexID2</span> = <span class="i">$EdgeVertexIDsRef</span>->[<span class="i">$EdgeVertexIndex</span>]<span class="sc">;</span> <span class="i">$EdgeVertexIndex</span>++<span class="sc">;</span> | 
|  | 500  487       <span class="i">$EdgeID</span> = <span class="s">(</span><span class="i">$EdgeVertexID1</span> < <span class="i">$EdgeVertexID2</span><span class="s">)</span> ? <span class="q">"${EdgeVertexID1}-${EdgeVertexID2}"</span> <span class="co">:</span> <span class="q">"${EdgeVertexID2}-${EdgeVertexID1}"</span><span class="sc">;</span> | 
|  | 501  488 | 
|  | 502  489       <span class="k">push</span> <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">ColumnIDs</span>}}<span class="cm">,</span> <span class="i">$EdgeID</span><span class="sc">;</span> | 
|  | 503  490     <span class="s">}</span> | 
|  | 504  491   <span class="s">}</span> | 
|  | 505  492   <span class="k">else</span> <span class="s">{</span> | 
|  | 506  493     <span class="k">push</span> <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">ColumnIDs</span>}}<span class="cm">,</span> <span class="i">@</span>{<span class="i">$VertexIDsRef</span>}<span class="sc">;</span> | 
|  | 507  494   <span class="s">}</span> | 
|  | 508  495   <span class="k">return</span> <span class="i">$This</span><span class="sc">;</span> | 
|  | 509  496 <span class="s">}</span> | 
|  | 510  497 | 
|  | 511  498 <span class="c"># Return a string containg data for GraphMatrix object...</span> | 
|  | 512 <a name="StringifyGraphMatrix-"></a> 499 <span class="k">sub </span><span class="m">StringifyGraphMatrix</span> <span class="s">{</span> | 
|  | 513  500   <span class="k">my</span><span class="s">(</span><span class="i">$This</span><span class="s">)</span> = <span class="i">@_</span><span class="sc">;</span> | 
|  | 514  501   <span class="k">my</span><span class="s">(</span><span class="i">$GraphMatrixString</span><span class="cm">,</span> <span class="i">$RowIDs</span><span class="s">)</span><span class="sc">;</span> | 
|  | 515  502 | 
|  | 516  503   <span class="i">$GraphMatrixString</span> = <span class="q">"GraphMatrix:"</span><span class="sc">;</span> | 
|  | 517  504 | 
|  | 518  505   <span class="i">$GraphMatrixString</span> .= <span class="s">(</span><span class="k">defined</span> <span class="i">$This</span>->{<span class="w">MatrixType</span>}<span class="s">)</span> ? <span class="q">" MatrixType: $This->{MatrixType}"</span> <span class="co">:</span> <span class="q">"MatrixType: <Undefined>"</span><span class="sc">;</span> | 
|  | 519  506   <span class="i">$GraphMatrixString</span> .= <span class="s">(</span><span class="k">scalar</span> <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">RowIDs</span>}}<span class="s">)</span> ? <span class="q">"; RowIDs: @{$This->{RowIDs}}"</span> <span class="co">:</span> <span class="q">"; RowIDs: <Undefined>"</span><span class="sc">;</span> | 
|  | 520  507   <span class="i">$GraphMatrixString</span> .= <span class="s">(</span><span class="k">scalar</span> <span class="i">@</span>{<span class="i">$This</span>->{<span class="w">ColumnIDs</span>}}<span class="s">)</span> ? <span class="q">"; ColumnIDs: @{$This->{ColumnIDs}}"</span> <span class="co">:</span> <span class="q">"; ColumnIDs: <Undefined>"</span><span class="sc">;</span> | 
|  | 521  508 | 
|  | 522  509   <span class="i">$GraphMatrixString</span> .= <span class="s">(</span><span class="k">defined</span> <span class="i">$This</span>->{<span class="w">Matrix</span>}<span class="s">)</span> ? <span class="q">"; Matrix: $This->{Matrix}"</span> <span class="co">:</span> <span class="q">"; Matrix: <Undefined>"</span><span class="sc">;</span> | 
|  | 523  510 | 
|  | 524  511   <span class="k">return</span> <span class="i">$GraphMatrixString</span><span class="sc">;</span> | 
|  | 525  512 <span class="s">}</span> | 
|  | 526  513 | 
|  | 527 <a name="EOF-"></a></pre> | 
|  | 528 <p> </p> | 
|  | 529 <br /> | 
|  | 530 <center> | 
|  | 531 <img src="../../../images/h2o2.png"> | 
|  | 532 </center> | 
|  | 533 </body> | 
|  | 534 </html> |