180 lines
6.0 KiB
C++
180 lines
6.0 KiB
C++
// 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 <boost/graph/detail/mpi_include.hpp>
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#include <vector>
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namespace boost
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{
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namespace graph
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{
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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 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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{
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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)
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put(to_rank, v, rank_type(1 - damping));
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BGL_FORALL_VERTICES_T(u, g, Graph)
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{
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rank_type u_rank_out
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= 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
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typename property_traits< RankMap >::value_type damping_type;
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BGL_FORALL_VERTICES_T(v, g, Graph)
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{
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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))
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/ 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,
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typename RankMap2 >
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void 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 BOOST_GRAPH_ENABLE_IF_MODELS_PARM(
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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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{
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typedef typename graph_traits< Graph >::traversal_category category;
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if (to_map_2)
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{
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detail::page_rank_step(
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g, rank_map, rank_map2, damping, category());
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}
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else
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{
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detail::page_rank_step(
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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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{
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BGL_FORALL_VERTICES_T(v, g, Graph)
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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 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 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 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 remove_dangling_links(
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MutableGraph& g BOOST_GRAPH_ENABLE_IF_MODELS_PARM(
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MutableGraph, 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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{
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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;
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/* in loop */)
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{
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typename graph_traits< MutableGraph >::vertex_descriptor v
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= *vi++;
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if (out_degree(v, g) == 0)
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{
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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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}
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} // end namespace boost::graph
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#include BOOST_GRAPH_MPI_INCLUDE(<boost/graph/distributed/page_rank.hpp>)
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#endif // BOOST_GRAPH_PAGE_RANK_HPP
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