| [12] | 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 | // Use, modification and distribution is subject to the Boost Software |
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| 5 | // License, Version 1.0. (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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