1 | // Copyright 2004-5 The Trustees of Indiana University. |
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2 | // Copyright 2002 Brad King and Douglas Gregor |
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3 | |
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4 | // Distributed under the Boost Software License, Version 1.0. |
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5 | // (See accompanying file LICENSE_1_0.txt or copy at |
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6 | // http://www.boost.org/LICENSE_1_0.txt) |
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7 | |
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8 | // Authors: Douglas Gregor |
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9 | // Andrew Lumsdaine |
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10 | |
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11 | #ifndef BOOST_GRAPH_PAGE_RANK_HPP |
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12 | #define BOOST_GRAPH_PAGE_RANK_HPP |
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13 | |
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14 | #include <boost/property_map.hpp> |
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15 | #include <boost/graph/graph_traits.hpp> |
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16 | #include <boost/graph/properties.hpp> |
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17 | #include <boost/graph/iteration_macros.hpp> |
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18 | #include <vector> |
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19 | |
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20 | namespace boost { namespace graph { |
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21 | |
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22 | struct n_iterations |
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23 | { |
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24 | explicit n_iterations(std::size_t n) : n(n) { } |
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25 | |
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26 | template<typename RankMap, typename Graph> |
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27 | bool |
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28 | operator()(const RankMap&, const Graph&) |
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29 | { |
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30 | return n-- == 0; |
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31 | } |
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32 | |
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33 | private: |
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34 | std::size_t n; |
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35 | }; |
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36 | |
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37 | namespace detail { |
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38 | template<typename Graph, typename RankMap, typename RankMap2> |
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39 | void page_rank_step(const Graph& g, RankMap from_rank, RankMap2 to_rank, |
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40 | typename property_traits<RankMap>::value_type damping, |
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41 | incidence_graph_tag) |
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42 | { |
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43 | typedef typename property_traits<RankMap>::value_type rank_type; |
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44 | |
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45 | // Set new rank maps |
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46 | BGL_FORALL_VERTICES_T(v, g, Graph) put(to_rank, v, rank_type(1 - damping)); |
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47 | |
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48 | BGL_FORALL_VERTICES_T(u, g, Graph) { |
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49 | rank_type u_rank_out = damping * get(from_rank, u) / out_degree(u, g); |
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50 | BGL_FORALL_ADJ_T(u, v, g, Graph) |
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51 | put(to_rank, v, get(to_rank, v) + u_rank_out); |
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52 | } |
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53 | } |
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54 | |
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55 | template<typename Graph, typename RankMap, typename RankMap2> |
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56 | void page_rank_step(const Graph& g, RankMap from_rank, RankMap2 to_rank, |
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57 | typename property_traits<RankMap>::value_type damping, |
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58 | bidirectional_graph_tag) |
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59 | { |
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60 | typedef typename property_traits<RankMap>::value_type damping_type; |
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61 | BGL_FORALL_VERTICES_T(v, g, Graph) { |
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62 | typename property_traits<RankMap>::value_type rank(0); |
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63 | BGL_FORALL_INEDGES_T(v, e, g, Graph) |
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64 | rank += get(from_rank, source(e, g)) / out_degree(source(e, g), g); |
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65 | put(to_rank, v, (damping_type(1) - damping) + damping * rank); |
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66 | } |
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67 | } |
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68 | } // end namespace detail |
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69 | |
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70 | template<typename Graph, typename RankMap, typename Done, typename RankMap2> |
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71 | void |
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72 | page_rank(const Graph& g, RankMap rank_map, Done done, |
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73 | typename property_traits<RankMap>::value_type damping, |
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74 | typename graph_traits<Graph>::vertices_size_type n, |
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75 | RankMap2 rank_map2) |
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76 | { |
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77 | typedef typename property_traits<RankMap>::value_type rank_type; |
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78 | |
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79 | rank_type initial_rank = rank_type(rank_type(1) / n); |
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80 | BGL_FORALL_VERTICES_T(v, g, Graph) put(rank_map, v, initial_rank); |
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81 | |
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82 | bool to_map_2 = true; |
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83 | while ((to_map_2 && !done(rank_map, g)) || |
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84 | (!to_map_2 && !done(rank_map2, g))) { |
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85 | typedef typename graph_traits<Graph>::traversal_category category; |
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86 | |
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87 | if (to_map_2) { |
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88 | detail::page_rank_step(g, rank_map, rank_map2, damping, category()); |
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89 | } else { |
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90 | detail::page_rank_step(g, rank_map2, rank_map, damping, category()); |
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91 | } |
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92 | to_map_2 = !to_map_2; |
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93 | } |
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94 | |
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95 | if (!to_map_2) { |
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96 | BGL_FORALL_VERTICES_T(v, g, Graph) put(rank_map, v, get(rank_map2, v)); |
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97 | } |
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98 | } |
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99 | |
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100 | template<typename Graph, typename RankMap, typename Done> |
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101 | void |
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102 | page_rank(const Graph& g, RankMap rank_map, Done done, |
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103 | typename property_traits<RankMap>::value_type damping, |
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104 | typename graph_traits<Graph>::vertices_size_type n) |
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105 | { |
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106 | typedef typename property_traits<RankMap>::value_type rank_type; |
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107 | |
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108 | std::vector<rank_type> ranks2(num_vertices(g)); |
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109 | page_rank(g, rank_map, done, damping, n, |
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110 | make_iterator_property_map(ranks2.begin(), get(vertex_index, g))); |
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111 | } |
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112 | |
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113 | template<typename Graph, typename RankMap, typename Done> |
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114 | inline void |
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115 | page_rank(const Graph& g, RankMap rank_map, Done done, |
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116 | typename property_traits<RankMap>::value_type damping = 0.85) |
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117 | { |
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118 | page_rank(g, rank_map, done, damping, num_vertices(g)); |
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119 | } |
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120 | |
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121 | template<typename Graph, typename RankMap> |
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122 | inline void |
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123 | page_rank(const Graph& g, RankMap rank_map) |
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124 | { |
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125 | page_rank(g, rank_map, n_iterations(20)); |
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126 | } |
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127 | |
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128 | // TBD: this could be _much_ more efficient, using a queue to store |
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129 | // the vertices that should be reprocessed and keeping track of which |
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130 | // vertices are in the queue with a property map. Baah, this only |
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131 | // applies when we have a bidirectional graph. |
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132 | template<typename MutableGraph> |
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133 | void |
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134 | remove_dangling_links(MutableGraph& g) |
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135 | { |
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136 | typename graph_traits<MutableGraph>::vertices_size_type old_n; |
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137 | do { |
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138 | old_n = num_vertices(g); |
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139 | |
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140 | typename graph_traits<MutableGraph>::vertex_iterator vi, vi_end; |
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141 | for (tie(vi, vi_end) = vertices(g); vi != vi_end; /* in loop */) { |
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142 | typename graph_traits<MutableGraph>::vertex_descriptor v = *vi++; |
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143 | if (out_degree(v, g) == 0) { |
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144 | clear_vertex(v, g); |
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145 | remove_vertex(v, g); |
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146 | } |
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147 | } |
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148 | } while (num_vertices(g) < old_n); |
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149 | } |
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150 | |
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151 | } } // end namespace boost::graph |
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152 | |
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153 | #endif // BOOST_GRAPH_PAGE_RANK_HPP |
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