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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 &lt;msud@san.rr.com&gt;</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 &lt;http://www.gnu.org/licenses/&gt; 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">=&gt;</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">&#39;&quot;&quot;&#39;</span> <span class="cm">=&gt;</span> <span class="q">&#39;StringifyGraphMatrix&#39;</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">$This</span><span class="i">-&gt;_InitializeGraphMatrix</span><span class="s">(</span><span class="i">$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>-&gt;{<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>-&gt;{<span class="w">Matrix</span>} = <span class="k">undef</span><span class="sc">;</span>
85 72 <span class="i">$This</span>-&gt;{<span class="w">MatrixType</span>} = <span class="k">undef</span><span class="sc">;</span>
86 73
87 74 <span class="c"># Row and columns IDs...</span>
88 75 <span class="i">@</span>{<span class="i">$This</span>-&gt;{<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">$This</span>-&gt;{<span class="w">ColumnIDs</span>}} = <span class="s">(</span><span class="s">)</span><span class="sc">;</span>
90 77
91 78 <span class="k">return</span> <span class="i">$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>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
115 102 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
116 103 <span class="i">$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">&quot;Warning: ${ClassName}-&gt;GenerateAdjacencyMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
120 107 <span class="k">return</span> <span class="i">$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">$Graph</span><span class="i">-&gt;HasEdge</span><span class="s">(</span><span class="i">$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">-&gt;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">$This</span><span class="i">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;AdjacencyMatrix&quot;</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>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
157 144 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
158 145 <span class="i">$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">&quot;Warning: ${ClassName}-&gt;GenerateSiedelAdjacencyMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
162 149 <span class="k">return</span> <span class="i">$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">$Graph</span><span class="i">-&gt;HasEdge</span><span class="s">(</span><span class="i">$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">-&gt;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">$This</span><span class="i">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;SiedelAdjacencyMatrix&quot;</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>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
201 188 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
202 189 <span class="i">$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">&quot;Warning: ${ClassName}-&gt;GenerateDistanceMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
206 193 <span class="k">return</span> <span class="i">$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">-&gt;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">-&gt;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">$MatrixValuesRef</span>-&gt;[<span class="i">$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>-&gt;[<span class="i">$j</span>][<span class="i">$i</span>] + <span class="i">$MatrixValuesRef</span>-&gt;[<span class="i">$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> &lt; <span class="i">$MatrixValuesRef</span>-&gt;[<span class="i">$j</span>][<span class="i">$k</span>]<span class="s">)</span> <span class="s">{</span>
232 219 <span class="i">$MatrixValuesRef</span>-&gt;[<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">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;DistanceMatrix&quot;</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span>
238 225
239 226 <span class="k">return</span> <span class="i">$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>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
256 243 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
257 244 <span class="i">$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">$Graph</span><span class="i">-&gt;GetEdges</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
260 247 <span class="i">$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">&quot;Warning: ${ClassName}-&gt;GenerateIncidenceMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
264 251 <span class="k">return</span> <span class="i">$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">$Matrix</span><span class="i">-&gt;SetValue</span><span class="s">(</span><span class="i">$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">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;IncidenceMatrix&quot;</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="cm">,</span> \<span class="i">@EdgeVertexIDs</span><span class="s">)</span><span class="sc">;</span>
285 272
286 273 <span class="k">return</span> <span class="i">$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">$This</span>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
303 290 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;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">&quot;Warning: ${ClassName}-&gt;GenerateDegreeMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
308 295 <span class="k">return</span> <span class="i">$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">-&gt;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">-&gt;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">$This</span><span class="i">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;DegreeMatrix&quot;</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>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
344 331 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
345 332 <span class="i">$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">&quot;Warning: ${ClassName}-&gt;GenerateLaplacianMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
349 336 <span class="k">return</span> <span class="i">$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">$Graph</span><span class="i">-&gt;GetDegree</span><span class="s">(</span><span class="i">$RowVertexID</span><span class="s">)</span> <span class="co">:</span> <span class="s">(</span><span class="i">$Graph</span><span class="i">-&gt;HasEdge</span><span class="s">(</span><span class="i">$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">-&gt;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">$This</span><span class="i">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;LaplacianMatrix&quot;</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>-&gt;{<span class="w">Graph</span>}<span class="sc">;</span>
387 374 <span class="i">@VertexIDs</span> = <span class="i">$Graph</span><span class="i">-&gt;GetVertices</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
388 375 <span class="i">$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">&quot;Warning: ${ClassName}-&gt;GenerateNormalizedLaplacianMatrix: Specified graph doesn&#39;t contain any vertices: No matrix generated...&quot;</span><span class="sc">;</span>
392 379 <span class="k">return</span> <span class="i">$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">-&gt;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">$Graph</span><span class="i">-&gt;GetDegree</span><span class="s">(</span><span class="i">$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">-&gt;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">$Matrix</span><span class="i">-&gt;SetValue</span><span class="s">(</span><span class="i">$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">-&gt;_SetMatrixAndAssociatedInformation</span><span class="s">(</span><span class="i">$Matrix</span><span class="cm">,</span> <span class="q">&quot;NormalizedLaplacianMatrix&quot;</span><span class="cm">,</span> \<span class="i">@VertexIDs</span><span class="s">)</span><span class="sc">;</span>
418 405
419 406 <span class="k">return</span> <span class="i">$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">-&gt;GenerateLaplacianMatrix</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
428 415 <span class="i">$This</span>-&gt;{<span class="w">MatrixType</span>} = <span class="q">&quot;AdmittanceMatrix&quot;</span><span class="sc">;</span>
429 416
430 417 <span class="k">return</span> <span class="i">$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">-&gt;GenerateLaplacianMatrix</span><span class="s">(</span><span class="s">)</span><span class="sc">;</span>
439 426 <span class="i">$This</span>-&gt;{<span class="w">MatrixType</span>} = <span class="q">&quot;KirchhoffMatrix&quot;</span><span class="sc">;</span>
440 427
441 428 <span class="k">return</span> <span class="i">$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>-&gt;{<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>-&gt;{<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>-&gt;{<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>-&gt;{<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>-&gt;{<span class="w">Matrix</span>} = <span class="i">$Matrix</span><span class="sc">;</span>
483 470 <span class="i">$This</span>-&gt;{<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>-&gt;{<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">$This</span>-&gt;{<span class="w">ColumnIDs</span>}} = <span class="s">(</span><span class="s">)</span><span class="sc">;</span>
487 474
488 475 <span class="i">@</span>{<span class="i">$This</span>-&gt;{<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>-&gt;[<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>-&gt;[<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> &lt; <span class="i">$EdgeVertexID2</span><span class="s">)</span> ? <span class="q">&quot;${EdgeVertexID1}-${EdgeVertexID2}&quot;</span> <span class="co">:</span> <span class="q">&quot;${EdgeVertexID2}-${EdgeVertexID1}&quot;</span><span class="sc">;</span>
501 488
502 489 <span class="k">push</span> <span class="i">@</span>{<span class="i">$This</span>-&gt;{<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>-&gt;{<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">&quot;GraphMatrix:&quot;</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>-&gt;{<span class="w">MatrixType</span>}<span class="s">)</span> ? <span class="q">&quot; MatrixType: $This-&gt;{MatrixType}&quot;</span> <span class="co">:</span> <span class="q">&quot;MatrixType: &lt;Undefined&gt;&quot;</span><span class="sc">;</span>
519 506 <span class="i">$GraphMatrixString</span> .= <span class="s">(</span><span class="k">scalar</span> <span class="i">@</span>{<span class="i">$This</span>-&gt;{<span class="w">RowIDs</span>}}<span class="s">)</span> ? <span class="q">&quot;; RowIDs: @{$This-&gt;{RowIDs}}&quot;</span> <span class="co">:</span> <span class="q">&quot;; RowIDs: &lt;Undefined&gt;&quot;</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>-&gt;{<span class="w">ColumnIDs</span>}}<span class="s">)</span> ? <span class="q">&quot;; ColumnIDs: @{$This-&gt;{ColumnIDs}}&quot;</span> <span class="co">:</span> <span class="q">&quot;; ColumnIDs: &lt;Undefined&gt;&quot;</span><span class="sc">;</span>
521 508
522 509 <span class="i">$GraphMatrixString</span> .= <span class="s">(</span><span class="k">defined</span> <span class="i">$This</span>-&gt;{<span class="w">Matrix</span>}<span class="s">)</span> ? <span class="q">&quot;; Matrix: $This-&gt;{Matrix}&quot;</span> <span class="co">:</span> <span class="q">&quot;; Matrix: &lt;Undefined&gt;&quot;</span><span class="sc">;</span>
523 510
524 511 <span class="k">return</span> <span class="i">$GraphMatrixString</span><span class="sc">;</span>
525 512 <span class="s">}</span>
526 513
527 <a name="EOF-"></a></pre>
528 <p>&nbsp;</p>
529 <br />
530 <center>
531 <img src="../../../images/h2o2.png">
532 </center>
533 </body>
534 </html>