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| 7 | |
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| 8 | <title>Boost Disjoint Sets</title> |
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| 10 | |
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| 11 | <body bgcolor="#FFFFFF" link="#0000EE" text="#000000" vlink="#551A8B" alink= |
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| 13 | <img src="../../boost.png" alt="C++ Boost" width="277" height= |
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| 14 | "86"><br clear="none"> |
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| 15 | |
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| 16 | <h1><a name="sec:disjoint-sets" id="sec:disjoint-sets"></a> Disjoint |
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| 17 | Sets</h1> |
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| 18 | <pre> |
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| 19 | disjoint_sets<Rank, Parent, FindCompress> |
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| 20 | </pre> |
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| 21 | |
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| 22 | <p>This is class that provides disjoint sets operations with <i>union by |
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| 23 | rank</i> and <i>path compression</i>. A disjoint-sets data structure |
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| 24 | maintains a collection <i>S = {S<sub>1</sub>, S<sub>2</sub>, ..., |
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| 25 | S<sub>k</sub>}</i> of disjoint sets. Each set is identified by a |
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| 26 | <i>representative</i> which is some member of of the set. Sets are |
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| 27 | represented by rooted trees which are encoded in the <tt>Parent</tt> |
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| 28 | property map. Two heuristics: "union by rank" and "path compression" are |
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| 29 | used to speed up the operations [<a href= |
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| 30 | "./bibliography.html#tarjan83:_data_struct_network_algo">1</a>, <a href= |
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| 31 | "./bibliography.html#clr90">2</a>].</p> |
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| 32 | |
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| 33 | <h3>Where Defined</h3><a href= |
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| 34 | "../../boost/pending/disjoint_sets.hpp"><tt>boost/disjoint_sets.hpp</tt></a> |
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| 35 | |
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| 36 | <h3>Template Parameters</h3> |
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| 37 | |
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| 38 | <table border summary=""> |
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| 39 | <tr> |
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| 40 | <td><tt>Rank</tt></td> |
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| 41 | |
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| 42 | <td>must be a model of <a href= |
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| 43 | "../property_map/ReadWritePropertyMap.html">ReadWritePropertyMap</a> |
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| 44 | with an integer value type and a key type equal to the set's element |
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| 45 | type.</td> |
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| 46 | </tr> |
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| 47 | |
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| 48 | <tr> |
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| 49 | <td><tt>Parent</tt></td> |
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| 50 | |
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| 51 | <td>must be a model of <a href= |
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| 52 | "../property_map/ReadWritePropertyMap.html">ReadWritePropertyMap</a> |
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| 53 | and the key and value type the same as the set's element type.</td> |
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| 54 | </tr> |
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| 55 | |
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| 56 | <tr> |
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| 57 | <td><tt>FindCompress</tt></td> |
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| 58 | |
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| 59 | <td>should be one of the find representative and path compress function |
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| 60 | objects.</td> |
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| 61 | </tr> |
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| 62 | </table> |
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| 63 | |
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| 64 | <h3>Example</h3> |
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| 65 | |
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| 66 | <p>A typical usage pattern for <tt>disjoint_sets</tt> can be seen in the |
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| 67 | <a href= |
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| 68 | "../graph/doc/kruskal_min_spanning_tree.html"><tt>kruskal_minimum_spanning_tree()</tt></a> |
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| 69 | algorithm. In this example, we call <tt>link()</tt> instead of |
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| 70 | <tt>union_set()</tt> because <tt>u</tt> and <tt>v</tt> were obtained from |
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| 71 | <tt>find_set()</tt> and therefore are already the representatives for their |
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| 72 | sets.</p> |
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| 73 | <pre> |
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| 74 | ... |
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| 75 | disjoint_sets<Rank, Parent, FindCompress> dsets(rank, p); |
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| 76 | |
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| 77 | for (ui = vertices(G).first; ui != vertices(G).second; ++ui) |
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| 78 | dsets.make_set(*ui); |
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| 79 | ... |
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| 80 | while ( !Q.empty() ) { |
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| 81 | e = Q.front(); |
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| 82 | Q.pop(); |
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| 83 | u = dsets.find_set(source(e)); |
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| 84 | v = dsets.find_set(target(e)); |
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| 85 | if ( u != v ) { |
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| 86 | *out++ = e; |
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| 87 | dsets.link(u, v); |
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| 88 | } |
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| 89 | } |
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| 90 | </pre> |
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| 91 | |
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| 92 | <h3>Members</h3> |
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| 93 | |
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| 94 | <table border summary=""> |
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| 95 | <tr> |
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| 96 | <th>Member</th> |
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| 97 | |
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| 98 | <th>Description</th> |
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| 99 | </tr> |
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| 100 | |
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| 101 | <tr> |
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| 102 | <td><tt>disjoint_sets(Rank r, Parent p)</tt></td> |
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| 103 | |
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| 104 | <td>Constructor.</td> |
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| 105 | </tr> |
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| 106 | |
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| 107 | <tr> |
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| 108 | <td><tt>disjoint_sets(const disjoint_sets& x)</tt></td> |
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| 109 | |
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| 110 | <td>Copy constructor.</td> |
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| 111 | </tr> |
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| 112 | |
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| 113 | <tr> |
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| 114 | <td><tt>template <class Element><br> |
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| 115 | void make_set(Element x)</tt></td> |
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| 116 | |
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| 117 | <td>Creates a singleton set containing Element <tt>x</tt>.</td> |
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| 118 | </tr> |
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| 119 | |
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| 120 | <tr> |
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| 121 | <td><tt>template <class Element><br> |
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| 122 | void link(Element x, Element y)</tt></td> |
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| 123 | |
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| 124 | <td>Union the two sets <i>represented</i> by element <tt>x</tt> and |
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| 125 | <tt>y</tt>.</td> |
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| 126 | </tr> |
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| 127 | |
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| 128 | <tr> |
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| 129 | <td><tt>template <class Element><br> |
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| 130 | void union_set(Element x, Element y)</tt></td> |
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| 131 | |
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| 132 | <td>Union the two sets that <i>contain</i> elements <tt>x</tt> and |
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| 133 | <tt>y</tt>. This is equivalent to |
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| 134 | <tt>link(find_set(x),find_set(y))</tt>.</td> |
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| 135 | </tr> |
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| 136 | |
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| 137 | <tr> |
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| 138 | <td><tt>template <class Element><br> |
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| 139 | Element find_set(Element x)</tt></td> |
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| 140 | |
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| 141 | <td>Return the representative for the set containing element |
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| 142 | <tt>x</tt>.</td> |
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| 143 | </tr> |
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| 144 | |
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| 145 | <tr> |
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| 146 | <td><tt>template <class ElementIterator><br> |
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| 147 | std::size_t count_sets(ElementIterator first, ElementIterator |
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| 148 | last)</tt></td> |
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| 149 | |
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| 150 | <td>Returns the number of disjoint sets.</td> |
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| 151 | </tr> |
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| 152 | |
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| 153 | <tr> |
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| 154 | <td><tt>template <class ElementIterator><br> |
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| 155 | void compress_sets(ElementIterator first, ElementIterator |
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| 156 | last)</tt></td> |
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| 157 | |
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| 158 | <td>Flatten the parents tree so that the parent of every element is its |
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| 159 | representative.</td> |
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| 160 | </tr> |
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| 161 | </table> |
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| 162 | |
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| 163 | <h3>Complexity</h3> |
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| 164 | |
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| 165 | <p>The time complexity is <i>O(m alpha(m,n))</i>, where <i>alpha</i> is the |
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| 166 | inverse Ackermann's function, <i>m</i> is the number of disjoint-set |
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| 167 | operations (<tt>make_set()</tt>, <tt>find_set()</tt>, and <tt>link()</tt> |
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| 168 | and <i>n</i> is the number of elements. The <i>alpha</i> function grows |
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| 169 | very slowly, much more slowly than the <i>log</i> function.</p> |
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| 170 | |
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| 171 | <h3>See Also</h3><a href= |
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| 172 | "../graph/doc/incremental_components.html"><tt>incremental_connected_components()</tt></a> |
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| 173 | <hr> |
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| 174 | <pre> |
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| 175 | disjoint_sets_with_storage<ID,InverseID,FindCompress> |
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| 176 | </pre> |
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| 177 | |
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| 178 | <p>This class manages the storage for the rank and parent properties |
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| 179 | internally. The storage is in arrays, which are indexed by element ID, |
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| 180 | hence the requirement for the <tt>ID</tt> and <tt>InverseID</tt> functors. |
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| 181 | The rank and parent properties are initialized during construction so the |
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| 182 | each element is in a set by itself (so it is not necessary to initialize |
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| 183 | objects of this class with the <a href= |
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| 184 | "../graph/doc/incremental_components.html#sec:initialize-incremental-components"> |
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| 185 | <tt>initialize_incremental_components()</tt></a> function). This class is |
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| 186 | especially useful when computing the (dynamic) connected components of an |
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| 187 | <tt>edge_list</tt> graph which does not provide a place to store vertex |
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| 188 | properties.</p> |
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| 189 | |
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| 190 | <h3>Template Parameters</h3> |
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| 191 | |
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| 192 | <table border summary=""> |
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| 193 | <tr> |
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| 194 | <th>Parameter</th> |
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| 195 | |
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| 196 | <th>Description</th> |
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| 197 | |
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| 198 | <th>Default</th> |
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| 199 | </tr> |
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| 200 | |
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| 201 | <tr> |
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| 202 | <td><tt>ID</tt></td> |
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| 203 | |
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| 204 | <td>must be a model of <a href= |
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| 205 | "../property_map/ReadablePropertyMap.html">ReadablePropertyMap</a> that |
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| 206 | maps elements to integers between zero 0 and N, the total number of |
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| 207 | elements in the sets.</td> |
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| 208 | |
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| 209 | <td><tt>boost::identity_property_map</tt></td> |
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| 210 | </tr> |
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| 211 | |
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| 212 | <tr> |
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| 213 | <td><tt>InverseID</tt></td> |
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| 214 | |
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| 215 | <td>must be a model of <a href= |
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| 216 | "../property_map/ReadablePropertyMap.html">ReadablePropertyMap</a> that |
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| 217 | maps integers to elements.</td> |
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| 218 | |
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| 219 | <td><tt>boost::identity_property_map</tt></td> |
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| 220 | </tr> |
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| 221 | |
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| 222 | <tr> |
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| 223 | <td><tt>FindCompress</tt></td> |
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| 224 | |
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| 225 | <td>should be one of the find representative and path compress function |
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| 226 | objects.</td> |
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| 227 | |
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| 228 | <td><tt>representative_with_full_path_compression</tt></td> |
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| 229 | </tr> |
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| 230 | </table> |
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| 231 | |
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| 232 | <h3>Members</h3> |
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| 233 | |
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| 234 | <p>This class has all of the members in <tt>disjoint_sets</tt> as well as |
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| 235 | the following members.</p> |
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| 236 | <pre> |
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| 237 | disjoint_sets_with_storage(size_type n = 0, |
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| 238 | ID id = ID(), |
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| 239 | InverseID inv = InverseID()) |
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| 240 | </pre>Constructor. |
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| 241 | <pre> |
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| 242 | template <class ElementIterator> |
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| 243 | void disjoint_sets_with_storage:: |
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| 244 | normalize_sets(ElementIterator first, ElementIterator last) |
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| 245 | </pre>This rearranges the representatives such that the representative of |
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| 246 | each set is the element with the smallest ID.<br> |
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| 247 | Postcondition: <tt>v >= parent[v]</tt><br> |
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| 248 | Precondition: the disjoint sets structure must be compressed.<br> |
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| 249 | <hr> |
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| 250 | |
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| 251 | <h2><a name="sec:representative-with-path-halving" id= |
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| 252 | "sec:representative-with-path-halving"></a></h2> |
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| 253 | <pre> |
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| 254 | representative_with_path_halving<Parent> |
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| 255 | </pre> |
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| 256 | |
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| 257 | <p>This is a functor which finds the representative vertex for the same |
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| 258 | component as the element <tt>x</tt>. While traversing up the representative |
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| 259 | tree, the functor also applies the path halving technique to shorten the |
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| 260 | height of the tree.</p> |
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| 261 | <pre> |
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| 262 | Element operator()(Parent p, Element x) |
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| 263 | </pre> |
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| 264 | <hr> |
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| 265 | |
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| 266 | <h2><a name="sec:representative-with-full-path-compression" id= |
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| 267 | "sec:representative-with-full-path-compression"></a><br></h2> |
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| 268 | <pre> |
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| 269 | representative_with_full_path_compression<Parent> |
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| 270 | </pre> |
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| 271 | |
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| 272 | <p>This is a functor which finds the representative element for the set |
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| 273 | that element <tt>x</tt> belongs to.</p> |
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| 274 | <pre> |
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| 275 | Element operator()(Parent p, Element x) |
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| 276 | </pre> |
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| 277 | |
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| 278 | <p><br></p> |
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| 279 | <hr> |
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| 280 | |
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| 281 | <p><a href="http://validator.w3.org/check?uri=referer"><img border="0" src= |
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| 282 | "http://www.w3.org/Icons/valid-html401" alt="Valid HTML 4.01 Transitional" |
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| 283 | height="31" width="88"></a></p> |
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| 284 | |
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| 285 | <p>Revised |
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| 286 | <!--webbot bot="Timestamp" s-type="EDITED" s-format="%d %B, %Y" startspan -->01 |
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| 287 | December, 2006<!--webbot bot="Timestamp" endspan i-checksum="38508" --></p> |
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| 288 | |
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| 289 | <table summary=""> |
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| 290 | <tr valign="top"> |
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| 291 | <td nowrap><i>Copyright © 2000</i></td> |
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| 292 | |
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| 293 | <td><i><a href="../../people/jeremy_siek.htm">Jeremy Siek</a>, Univ.of |
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| 294 | Notre Dame (<a href="mailto:jsiek@lsc.nd.edu">jsiek@lsc.nd.edu</a>)<br> |
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| 295 | <a href="http://www.boost.org/people/liequan_lee.htm">Lie-Quan Lee</a>, |
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| 296 | Univ.of Notre Dame (<a href= |
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| 297 | "mailto:llee1@lsc.nd.edu">llee1@lsc.nd.edu</a>)<br> |
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| 298 | <a href="http://www.lsc.nd.edu/~lums">Andrew Lumsdaine</a>, Univ.of |
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| 299 | Notre Dame (<a href= |
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| 300 | "mailto:lums@lsc.nd.edu">lums@lsc.nd.edu</a>)</i></td> |
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| 301 | </tr> |
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| 302 | </table> |
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| 303 | |
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| 304 | <p><i>Distributed under the Boost Software License, Version 1.0. (See |
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| 305 | accompanying file <a href="../../LICENSE_1_0.txt">LICENSE_1_0.txt</a> or |
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| 306 | copy at <a href= |
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| 307 | "http://www.boost.org/LICENSE_1_0.txt">http://www.boost.org/LICENSE_1_0.txt</a>)</i></p> |
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| 308 | </body> |
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