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| 3 | -- Copyright (c) Jeremy Siek, Lie-Quan Lee, and Andrew Lumsdaine 2000 |
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| 11 | -- purpose. It is provided "as is" without express or implied warranty. |
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| 12 | --> |
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| 13 | <Head> |
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| 14 | <Title>Boost Disjoint Sets</Title> |
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| 15 | <BODY BGCOLOR="#ffffff" LINK="#0000ee" TEXT="#000000" VLINK="#551a8b" |
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| 16 | ALINK="#ff0000"> |
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| 17 | <IMG SRC="../../boost.png" |
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| 18 | ALT="C++ Boost" width="277" height="86"> |
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| 19 | |
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| 20 | <BR Clear> |
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| 21 | |
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| 22 | |
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| 23 | <H1><A NAME="sec:disjoint-sets"></A> |
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| 24 | Disjoint Sets |
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| 25 | </H1> |
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| 26 | |
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| 27 | <P> |
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| 28 | |
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| 29 | <H2> |
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| 30 | </h2> |
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| 31 | <PRE> |
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| 32 | disjoint_sets<Rank, Parent, FindCompress> |
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| 33 | </PRE> |
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| 34 | |
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| 35 | <P> |
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| 36 | This is class that provides disjoint sets operations with <I>union by |
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| 37 | rank</I> and <I>path compression</I>. A disjoint-sets data structure |
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| 38 | maintains a collection <i>S = {S<sub>1</sub>, S<sub>2</sub>, ..., |
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| 39 | S<sub>k</sub>}</i> of disjoint sets. Each set is identified by a |
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| 40 | <I>representative</I> which is some member of of the set. Sets are |
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| 41 | represented by rooted trees which are encoded in the <TT>Parent</TT> |
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| 42 | property map. Two heuristics: "union by rank" and |
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| 43 | "path compression" are used to speed up the |
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| 44 | operations [<a |
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| 45 | href="./bibliography.html#tarjan83:_data_struct_network_algo">1</a>, <a |
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| 46 | href="./bibliography.html#clr90">2</a>]. |
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| 47 | |
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| 48 | <P> |
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| 49 | |
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| 50 | <h3>Where Defined</h3> |
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| 51 | |
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| 52 | <a href="../../boost/pending/disjoint_sets.hpp"><tt>boost/disjoint_sets.hpp</tt></a> |
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| 53 | |
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| 54 | <H3>Template Parameters</H3> |
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| 55 | |
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| 56 | <P> |
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| 57 | <TABLE border> |
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| 58 | <TR><TD><TT>Rank</TT></TD> <TD>must be a model of <a |
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| 59 | href="../property_map/ReadWritePropertyMap.html">ReadWritePropertyMap</a> |
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| 60 | with an integer value type and a key type equal to the set's element |
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| 61 | type.</TD> |
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| 62 | </TR> |
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| 63 | <TR><TD><TT>Parent</TT></TD> <TD>must be a model of <a |
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| 64 | href="../property_map/ReadWritePropertyMap.html">ReadWritePropertyMap</a> |
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| 65 | and the key and value type the same as the set's element type.</TD> |
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| 66 | </TR> |
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| 67 | <TR><TD><TT>FindCompress</TT></TD> |
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| 68 | <TD>should be one of the find representative and |
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| 69 | path compress function objects.</TD> |
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| 70 | </TR> |
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| 71 | </TABLE> |
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| 72 | <P> |
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| 73 | |
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| 74 | <H3>Example</H3> |
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| 75 | |
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| 76 | <P> |
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| 77 | A typical usage pattern for <TT>disjoint_sets</TT> can be seen in the |
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| 78 | <a |
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| 79 | href="../graph/doc/kruskal_min_spanning_tree.html"><TT>kruskal_minimum_spanning_tree()</TT></a> |
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| 80 | algorithm. In this example, we call <TT>link()</TT> instead of |
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| 81 | <TT>union_set()</TT> because <TT>u</TT> and <TT>v</TT> were obtained |
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| 82 | from <TT>find_set()</TT> and therefore are already the representatives |
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| 83 | for their sets. |
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| 84 | |
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| 85 | <P> |
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| 86 | <PRE> |
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| 87 | ... |
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| 88 | disjoint_sets<Rank, Parent, FindCompress> dsets(rank, p); |
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| 89 | |
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| 90 | for (ui = vertices(G).first; ui != vertices(G).second; ++ui) |
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| 91 | dsets.make_set(*ui); |
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| 92 | ... |
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| 93 | while ( !Q.empty() ) { |
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| 94 | e = Q.front(); |
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| 95 | Q.pop(); |
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| 96 | u = dsets.find_set(source(e)); |
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| 97 | v = dsets.find_set(target(e)); |
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| 98 | if ( u != v ) { |
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| 99 | *out++ = e; |
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| 100 | dsets.link(u, v); |
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| 101 | } |
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| 102 | } |
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| 103 | </PRE> |
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| 104 | |
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| 105 | <P> |
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| 106 | |
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| 107 | <H3>Members</H3> |
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| 108 | |
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| 109 | <P> |
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| 110 | |
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| 111 | <table border> |
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| 112 | <tr> |
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| 113 | <th>Member</th><th>Description</th> |
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| 114 | </tr> |
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| 115 | |
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| 116 | <tr> |
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| 117 | <td><tt> |
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| 118 | disjoint_sets(Rank r, Parent p) |
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| 119 | </tt></td> |
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| 120 | <td> |
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| 121 | Constructor. |
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| 122 | </td> |
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| 123 | </tr> |
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| 124 | |
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| 125 | <tr> |
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| 126 | <td><tt> |
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| 127 | disjoint_sets(const disjoint_sets& x) |
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| 128 | </tt></td> |
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| 129 | <td> |
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| 130 | Copy constructor. |
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| 131 | </td> |
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| 132 | </tr> |
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| 133 | |
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| 134 | <tr> |
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| 135 | <td><tt> |
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| 136 | template <class Element><br> |
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| 137 | void make_set(Element x) |
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| 138 | </tt></td> |
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| 139 | <td> |
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| 140 | Creates a singleton set containing Element <TT>x</TT>. |
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| 141 | </td> |
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| 142 | </tr> |
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| 143 | |
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| 144 | <tr> |
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| 145 | <td><tt> |
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| 146 | template <class Element><br> |
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| 147 | void link(Element x, Element y) |
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| 148 | </tt></td> |
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| 149 | <td> |
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| 150 | Union the two sets <I>represented</I> by element <TT>x</TT> and <TT>y</TT>. |
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| 151 | </td> |
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| 152 | </tr> |
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| 153 | |
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| 154 | <tr> |
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| 155 | <td><tt> |
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| 156 | template <class Element><br> |
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| 157 | void union_set(Element x, Element y) |
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| 158 | </tt></td> |
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| 159 | <td> |
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| 160 | Union the two sets that <I>contain</I> elements <TT>x</TT> and <TT>y</TT>. |
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| 161 | This is equivalent to <TT>link(find_set(x),find_set(y))</TT>. |
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| 162 | </td> |
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| 163 | </tr> |
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| 164 | |
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| 165 | <tr> |
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| 166 | <td><tt> |
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| 167 | template <class Element><br> |
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| 168 | Element find_set(Element x) |
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| 169 | </tt></td> |
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| 170 | <td> |
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| 171 | Return the representative for the set containing element <TT>x</TT>. |
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| 172 | </td> |
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| 173 | </tr> |
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| 174 | |
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| 175 | <tr> |
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| 176 | <td><tt> |
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| 177 | template <class ElementIterator><br> |
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| 178 | std::size_t count_sets(ElementIterator first, ElementIterator last) |
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| 179 | </tt></td> |
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| 180 | <td> |
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| 181 | Returns the number of disjoint sets. |
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| 182 | </td> |
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| 183 | </tr> |
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| 184 | |
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| 185 | <tr> |
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| 186 | <td><tt> |
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| 187 | template <class ElementIterator><br> |
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| 188 | void compress_sets(ElementIterator first, ElementIterator last) |
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| 189 | </tt></td> |
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| 190 | <td> |
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| 191 | Flatten the parents tree so that the parent of every element is |
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| 192 | its representative. |
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| 193 | </td> |
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| 194 | </tr> |
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| 195 | |
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| 196 | </table> |
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| 197 | |
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| 198 | <p> |
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| 199 | |
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| 200 | <H3>Complexity</H3> |
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| 201 | |
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| 202 | <P> |
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| 203 | The time complexity is <i>O(m alpha(m,n))</i>, where <i>alpha</i> is |
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| 204 | the inverse Ackermann's function, <i>m</i> is the number of |
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| 205 | disjoint-set operations (<TT>make_set()</TT>, <TT>find_set()</TT>, and |
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| 206 | <TT>link()</TT> and <i>n</i> is the number of elements. The |
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| 207 | <i>alpha</i> function grows very slowly, much more slowly than the |
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| 208 | <i>log</i> function. |
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| 209 | |
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| 210 | <P> |
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| 211 | |
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| 212 | <h3>See Also</h3> |
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| 213 | |
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| 214 | <a href="../graph/doc/incremental_components.html"><tt>incremental_connected_components()</tt></a> |
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| 215 | |
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| 216 | |
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| 217 | <hr> |
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| 218 | |
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| 219 | <H2> |
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| 220 | </h2> |
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| 221 | <PRE> |
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| 222 | disjoint_sets_with_storage<ID,InverseID,FindCompress> |
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| 223 | </PRE> |
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| 224 | |
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| 225 | <P> |
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| 226 | This class manages the storage for the rank and parent properties |
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| 227 | internally. The storage is in arrays, which are indexed by element ID, |
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| 228 | hence the requirement for the <TT>ID</TT> and <TT>InverseID</TT> |
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| 229 | functors. The rank and parent properties are initialized during |
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| 230 | construction so the each element is in a set by itself (so it is not |
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| 231 | necessary to initialize objects of this class with the <a |
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| 232 | href="../graph/doc/incremental_components.html#sec:initialize-incremental-components"><TT>initialize_incremental_components()</TT></a> |
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| 233 | function). This class is especially useful when computing the |
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| 234 | (dynamic) connected components of an <TT>edge_list</TT> graph which |
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| 235 | does not provide a place to store vertex properties. |
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| 236 | |
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| 237 | <P> |
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| 238 | |
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| 239 | <H3>Template Parameters</H3> |
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| 240 | |
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| 241 | <TABLE border> |
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| 242 | <TR> |
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| 243 | <th>Parameter</th><th>Description</th><th>Default</th> |
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| 244 | </tr> |
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| 245 | |
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| 246 | <TR> |
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| 247 | <TD><TT>ID</TT></TD> |
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| 248 | <TD>must be a model of <a href="../property_map/ReadablePropertyMap.html">ReadablePropertyMap</a> |
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| 249 | that maps elements to integers between zero 0 and N, the total |
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| 250 | number of elements in the sets.</TD> |
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| 251 | <TD><TT>boost::identity_property_map</TT></TD> |
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| 252 | </TR> |
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| 253 | |
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| 254 | <TR> |
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| 255 | <TD><TT>InverseID</TT></TD> |
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| 256 | <TD>must be a model of <a href="../property_map/ReadablePropertyMap.html">ReadablePropertyMap</a> that maps integers to elements.</TD> |
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| 257 | <TD><TT>boost::identity_property_map</TT></TD> |
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| 258 | </TR> |
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| 259 | |
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| 260 | <TR><TD><TT>FindCompress</TT></TD> |
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| 261 | <TD>should be one of the find representative and |
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| 262 | path compress function objects.</TD> |
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| 263 | <TD><TT>representative_with_full_path_compression</TT></TD> |
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| 264 | </TR> |
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| 265 | |
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| 266 | </TABLE> |
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| 267 | <P> |
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| 268 | |
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| 269 | <H3>Members</H3> |
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| 270 | |
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| 271 | <P> |
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| 272 | This class has all of the members in <TT>disjoint_sets</TT> as well as |
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| 273 | the following members. |
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| 274 | |
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| 275 | <P> |
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| 276 | |
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| 277 | <P> <P> |
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| 278 | <PRE> |
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| 279 | disjoint_sets_with_storage(size_type n = 0, |
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| 280 | ID id = ID(), |
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| 281 | InverseID inv = InverseID()) |
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| 282 | </PRE> |
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| 283 | Constructor. |
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| 284 | <P> |
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| 285 | |
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| 286 | <P> <P> |
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| 287 | <PRE> |
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| 288 | template <class ElementIterator> |
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| 289 | void disjoint_sets_with_storage:: |
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| 290 | normalize_sets(ElementIterator first, ElementIterator last) |
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| 291 | </PRE> |
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| 292 | This rearranges the representatives such that the representative |
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| 293 | of each set is the element with the smallest ID. |
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| 294 | <BR> |
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| 295 | Postcondition: <TT>v >= parent[v]</TT> |
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| 296 | <BR> |
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| 297 | Precondition: the disjoint sets structure must be compressed. |
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| 298 | <BR> |
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| 299 | <P> |
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| 300 | |
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| 301 | <P> |
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| 302 | |
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| 303 | |
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| 304 | |
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| 305 | |
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| 306 | <hr> |
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| 307 | |
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| 308 | <H2><A NAME="sec:representative-with-path-halving"></A> |
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| 309 | </h2> |
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| 310 | <PRE> |
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| 311 | representative_with_path_halving<Parent> |
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| 312 | </PRE> |
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| 313 | |
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| 314 | <P> |
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| 315 | This is a functor which finds the representative vertex for the same |
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| 316 | component as the element <TT>x</TT>. While traversing up the |
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| 317 | representative tree, the functor also applies the path halving |
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| 318 | technique to shorten the height of the tree. |
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| 319 | |
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| 320 | <P> |
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| 321 | |
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| 322 | <P> <PRE> |
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| 323 | Element operator()(Parent p, Element x) |
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| 324 | </PRE> |
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| 325 | <P> |
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| 326 | |
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| 327 | |
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| 328 | |
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| 329 | <hr> |
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| 330 | |
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| 331 | <H2> |
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| 332 | <A NAME="sec:representative-with-full-path-compression"></A> |
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| 333 | <BR> |
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| 334 | </h2> |
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| 335 | <PRE> |
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| 336 | representative_with_full_path_compression<Parent> |
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| 337 | </PRE> |
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| 338 | |
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| 339 | <P> |
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| 340 | This is a functor which finds the representative element for the set |
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| 341 | that element <TT>x</TT> belongs to. |
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| 342 | |
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| 343 | <P> |
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| 344 | |
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| 345 | <P> <PRE> |
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| 346 | Element operator()(Parent p, Element x) |
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| 347 | </PRE> |
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| 348 | <P> |
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| 349 | |
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| 350 | <P> |
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| 351 | |
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| 352 | |
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| 353 | <br> |
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| 354 | <HR> |
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| 355 | <TABLE> |
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| 356 | <TR valign=top> |
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| 357 | <TD nowrap>Copyright © 2000</TD><TD> |
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| 358 | <a HREF="../../people/jeremy_siek.htm">Jeremy Siek</a>, |
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| 359 | Univ.of Notre Dame (<A |
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| 360 | HREF="mailto:jsiek@lsc.nd.edu">jsiek@lsc.nd.edu</A>)<br> |
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| 361 | <A HREF="http://www.boost.org/people/liequan_lee.htm">Lie-Quan Lee</A>, Univ.of Notre Dame (<A HREF="mailto:llee1@lsc.nd.edu">llee1@lsc.nd.edu</A>)<br> |
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| 362 | <A HREF=http://www.lsc.nd.edu/~lums>Andrew Lumsdaine</A>, |
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| 363 | Univ.of Notre Dame (<A |
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| 364 | HREF="mailto:lums@lsc.nd.edu">lums@lsc.nd.edu</A>) |
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| 365 | </TD></TR></TABLE> |
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| 366 | |
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| 367 | </BODY> |
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| 368 | </HTML> |
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