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161 lines
5.2 KiB
161 lines
5.2 KiB
// Copyright 2004-5 The Trustees of Indiana University. |
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// Copyright 2002 Brad King and Douglas Gregor |
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// Distributed under the Boost Software License, Version 1.0. |
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// (See accompanying file LICENSE_1_0.txt or copy at |
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// http://www.boost.org/LICENSE_1_0.txt) |
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// Authors: Douglas Gregor |
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// Andrew Lumsdaine |
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#ifndef BOOST_GRAPH_PAGE_RANK_HPP |
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#define BOOST_GRAPH_PAGE_RANK_HPP |
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#include <boost/property_map/property_map.hpp> |
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#include <boost/graph/graph_traits.hpp> |
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#include <boost/graph/properties.hpp> |
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#include <boost/graph/iteration_macros.hpp> |
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#include <boost/graph/overloading.hpp> |
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#include <vector> |
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namespace boost { namespace graph { |
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struct n_iterations |
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{ |
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explicit n_iterations(std::size_t n) : n(n) { } |
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template<typename RankMap, typename Graph> |
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bool |
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operator()(const RankMap&, const Graph&) |
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{ |
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return n-- == 0; |
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} |
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private: |
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std::size_t n; |
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}; |
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namespace detail { |
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template<typename Graph, typename RankMap, typename RankMap2> |
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void page_rank_step(const Graph& g, RankMap from_rank, RankMap2 to_rank, |
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typename property_traits<RankMap>::value_type damping, |
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incidence_graph_tag) |
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{ |
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typedef typename property_traits<RankMap>::value_type rank_type; |
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// Set new rank maps |
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BGL_FORALL_VERTICES_T(v, g, Graph) put(to_rank, v, rank_type(1 - damping)); |
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BGL_FORALL_VERTICES_T(u, g, Graph) { |
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rank_type u_rank_out = damping * get(from_rank, u) / out_degree(u, g); |
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BGL_FORALL_ADJ_T(u, v, g, Graph) |
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put(to_rank, v, get(to_rank, v) + u_rank_out); |
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} |
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} |
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template<typename Graph, typename RankMap, typename RankMap2> |
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void page_rank_step(const Graph& g, RankMap from_rank, RankMap2 to_rank, |
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typename property_traits<RankMap>::value_type damping, |
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bidirectional_graph_tag) |
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{ |
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typedef typename property_traits<RankMap>::value_type damping_type; |
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BGL_FORALL_VERTICES_T(v, g, Graph) { |
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typename property_traits<RankMap>::value_type rank(0); |
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BGL_FORALL_INEDGES_T(v, e, g, Graph) |
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rank += get(from_rank, source(e, g)) / out_degree(source(e, g), g); |
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put(to_rank, v, (damping_type(1) - damping) + damping * rank); |
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} |
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} |
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} // end namespace detail |
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template<typename Graph, typename RankMap, typename Done, typename RankMap2> |
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void |
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page_rank(const Graph& g, RankMap rank_map, Done done, |
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typename property_traits<RankMap>::value_type damping, |
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typename graph_traits<Graph>::vertices_size_type n, |
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RankMap2 rank_map2 |
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BOOST_GRAPH_ENABLE_IF_MODELS_PARM(Graph, vertex_list_graph_tag)) |
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{ |
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typedef typename property_traits<RankMap>::value_type rank_type; |
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rank_type initial_rank = rank_type(rank_type(1) / n); |
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BGL_FORALL_VERTICES_T(v, g, Graph) put(rank_map, v, initial_rank); |
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bool to_map_2 = true; |
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while ((to_map_2 && !done(rank_map, g)) || |
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(!to_map_2 && !done(rank_map2, g))) { |
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typedef typename graph_traits<Graph>::traversal_category category; |
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if (to_map_2) { |
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detail::page_rank_step(g, rank_map, rank_map2, damping, category()); |
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} else { |
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detail::page_rank_step(g, rank_map2, rank_map, damping, category()); |
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} |
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to_map_2 = !to_map_2; |
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} |
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if (!to_map_2) { |
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BGL_FORALL_VERTICES_T(v, g, Graph) put(rank_map, v, get(rank_map2, v)); |
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} |
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} |
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template<typename Graph, typename RankMap, typename Done> |
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void |
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page_rank(const Graph& g, RankMap rank_map, Done done, |
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typename property_traits<RankMap>::value_type damping, |
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typename graph_traits<Graph>::vertices_size_type n) |
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{ |
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typedef typename property_traits<RankMap>::value_type rank_type; |
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std::vector<rank_type> ranks2(num_vertices(g)); |
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page_rank(g, rank_map, done, damping, n, |
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make_iterator_property_map(ranks2.begin(), get(vertex_index, g))); |
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} |
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template<typename Graph, typename RankMap, typename Done> |
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inline void |
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page_rank(const Graph& g, RankMap rank_map, Done done, |
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typename property_traits<RankMap>::value_type damping = 0.85) |
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{ |
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page_rank(g, rank_map, done, damping, num_vertices(g)); |
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} |
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template<typename Graph, typename RankMap> |
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inline void |
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page_rank(const Graph& g, RankMap rank_map) |
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{ |
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page_rank(g, rank_map, n_iterations(20)); |
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} |
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// TBD: this could be _much_ more efficient, using a queue to store |
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// the vertices that should be reprocessed and keeping track of which |
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// vertices are in the queue with a property map. Baah, this only |
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// applies when we have a bidirectional graph. |
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template<typename MutableGraph> |
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void |
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remove_dangling_links(MutableGraph& g |
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BOOST_GRAPH_ENABLE_IF_MODELS_PARM(MutableGraph, |
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vertex_list_graph_tag)) |
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{ |
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typename graph_traits<MutableGraph>::vertices_size_type old_n; |
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do { |
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old_n = num_vertices(g); |
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typename graph_traits<MutableGraph>::vertex_iterator vi, vi_end; |
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for (boost::tie(vi, vi_end) = vertices(g); vi != vi_end; /* in loop */) { |
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typename graph_traits<MutableGraph>::vertex_descriptor v = *vi++; |
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if (out_degree(v, g) == 0) { |
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clear_vertex(v, g); |
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remove_vertex(v, g); |
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} |
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} |
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} while (num_vertices(g) < old_n); |
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} |
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} } // end namespace boost::graph |
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#ifdef BOOST_GRAPH_USE_MPI |
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# include <boost/graph/distributed/page_rank.hpp> |
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#endif |
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#endif // BOOST_GRAPH_PAGE_RANK_HPP
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