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- // Copyright (C) 2006-2009 Dmitry Bufistov and Andrey Parfenov
- // Use, modification and distribution is subject to the Boost Software
- // License, Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at
- // http://www.boost.org/LICENSE_1_0.txt)
- #ifndef BOOST_GRAPH_CYCLE_RATIO_HOWARD_HPP
- #define BOOST_GRAPH_CYCLE_RATIO_HOWARD_HPP
- #include <vector>
- #include <list>
- #include <algorithm>
- #include <functional>
- #include <limits>
- #include <boost/bind/bind.hpp>
- #include <boost/tuple/tuple.hpp>
- #include <boost/type_traits/is_same.hpp>
- #include <boost/type_traits/remove_const.hpp>
- #include <boost/concept_check.hpp>
- #include <boost/pending/queue.hpp>
- #include <boost/property_map/property_map.hpp>
- #include <boost/graph/graph_traits.hpp>
- #include <boost/graph/graph_concepts.hpp>
- #include <boost/concept/assert.hpp>
- #include <boost/algorithm/minmax_element.hpp>
- /** @file howard_cycle_ratio.hpp
- * @brief The implementation of the maximum/minimum cycle ratio/mean algorithm.
- * @author Dmitry Bufistov
- * @author Andrey Parfenov
- */
- namespace boost
- {
- /**
- * The mcr_float is like numeric_limits, but only for floating point types
- * and only defines infinity() and epsilon(). This class is primarily used
- * to encapsulate a less-precise epsilon than natively supported by the
- * floating point type.
- */
- template < typename Float = double > struct mcr_float
- {
- typedef Float value_type;
- static Float infinity()
- {
- return std::numeric_limits< value_type >::infinity();
- }
- static Float epsilon() { return Float(-0.005); }
- };
- namespace detail
- {
- template < typename FloatTraits > struct min_comparator_props
- {
- typedef std::greater< typename FloatTraits::value_type > comparator;
- static const int multiplier = 1;
- };
- template < typename FloatTraits > struct max_comparator_props
- {
- typedef std::less< typename FloatTraits::value_type > comparator;
- static const int multiplier = -1;
- };
- template < typename FloatTraits, typename ComparatorProps >
- struct float_wrapper
- {
- typedef typename FloatTraits::value_type value_type;
- typedef ComparatorProps comparator_props_t;
- typedef typename ComparatorProps::comparator comparator;
- static value_type infinity()
- {
- return FloatTraits::infinity() * ComparatorProps::multiplier;
- }
- static value_type epsilon()
- {
- return FloatTraits::epsilon() * ComparatorProps::multiplier;
- }
- };
- /*! @class mcr_howard
- * @brief Calculates optimum (maximum/minimum) cycle ratio of a directed
- * graph. Uses Howard's iteration policy algorithm. </br>(It is described
- * in the paper "Experimental Analysis of the Fastest Optimum Cycle Ratio
- * and Mean Algorithm" by Ali Dasdan).
- */
- template < typename FloatTraits, typename Graph, typename VertexIndexMap,
- typename EdgeWeight1, typename EdgeWeight2 >
- class mcr_howard
- {
- public:
- typedef typename FloatTraits::value_type float_t;
- typedef typename FloatTraits::comparator_props_t cmp_props_t;
- typedef typename FloatTraits::comparator comparator_t;
- typedef enum
- {
- my_white = 0,
- my_black
- } my_color_type;
- typedef typename graph_traits< Graph >::vertex_descriptor vertex_t;
- typedef typename graph_traits< Graph >::edge_descriptor edge_t;
- typedef typename graph_traits< Graph >::vertices_size_type vn_t;
- typedef std::vector< float_t > vp_t;
- typedef typename boost::iterator_property_map< typename vp_t::iterator,
- VertexIndexMap >
- distance_map_t; // V -> float_t
- typedef typename std::vector< edge_t > ve_t;
- typedef std::vector< my_color_type > vcol_t;
- typedef
- typename ::boost::iterator_property_map< typename ve_t::iterator,
- VertexIndexMap >
- policy_t; // Vertex -> Edge
- typedef
- typename ::boost::iterator_property_map< typename vcol_t::iterator,
- VertexIndexMap >
- color_map_t;
- typedef typename std::list< vertex_t >
- pinel_t; // The in_edges list of the policy graph
- typedef typename std::vector< pinel_t > inedges1_t;
- typedef typename ::boost::iterator_property_map<
- typename inedges1_t::iterator, VertexIndexMap >
- inedges_t;
- typedef typename std::vector< edge_t > critical_cycle_t;
- // Bad vertex flag. If true, then the vertex is "bad".
- // Vertex is "bad" if its out_degree is equal to zero.
- typedef
- typename boost::iterator_property_map< std::vector< int >::iterator,
- VertexIndexMap >
- badv_t;
- /*!
- * Constructor
- * \param g = (V, E) - a directed multigraph.
- * \param vim Vertex Index Map. Read property Map: V -> [0,
- * num_vertices(g)). \param ewm edge weight map. Read property map: E
- * -> R \param ew2m edge weight map. Read property map: E -> R+ \param
- * infty A big enough value to guaranty that there exist a cycle with
- * better ratio.
- * \param cmp The compare operator for float_ts.
- */
- mcr_howard(const Graph& g, VertexIndexMap vim, EdgeWeight1 ewm,
- EdgeWeight2 ew2m)
- : m_g(g)
- , m_vim(vim)
- , m_ew1m(ewm)
- , m_ew2m(ew2m)
- , m_bound(mcr_bound())
- , m_cr(m_bound)
- , m_V(num_vertices(m_g))
- , m_dis(m_V, 0)
- , m_dm(m_dis.begin(), m_vim)
- , m_policyc(m_V)
- , m_policy(m_policyc.begin(), m_vim)
- , m_inelc(m_V)
- , m_inel(m_inelc.begin(), m_vim)
- , m_badvc(m_V, false)
- , m_badv(m_badvc.begin(), m_vim)
- , m_colcv(m_V)
- , m_col_bfs(m_V)
- {
- }
- /*!
- * \return maximum/minimum_{for all cycles C}
- * [sum_{e in C} w1(e)] / [sum_{e in C} w2(e)],
- * or FloatTraits::infinity() if graph has no cycles.
- */
- float_t ocr_howard()
- {
- construct_policy_graph();
- int k = 0;
- float_t mcr = 0;
- do
- {
- mcr = policy_mcr();
- ++k;
- } while (
- try_improve_policy(mcr) && k < 100); // To avoid infinite loop
- const float_t eps_ = -0.00000001 * cmp_props_t::multiplier;
- if (m_cmp(mcr, m_bound + eps_))
- {
- return FloatTraits::infinity();
- }
- else
- {
- return mcr;
- }
- }
- virtual ~mcr_howard() {}
- protected:
- virtual void store_critical_edge(edge_t, critical_cycle_t&) {}
- virtual void store_critical_cycle(critical_cycle_t&) {}
- private:
- /*!
- * \return lower/upper bound for the maximal/minimal cycle ratio
- */
- float_t mcr_bound()
- {
- typename graph_traits< Graph >::vertex_iterator vi, vie;
- typename graph_traits< Graph >::out_edge_iterator oei, oeie;
- float_t cz = (std::numeric_limits< float_t >::max)(); // Closest to
- // zero value
- float_t s = 0;
- const float_t eps_ = std::numeric_limits< float_t >::epsilon();
- for (boost::tie(vi, vie) = vertices(m_g); vi != vie; ++vi)
- {
- for (boost::tie(oei, oeie) = out_edges(*vi, m_g); oei != oeie;
- ++oei)
- {
- s += std::abs(m_ew1m[*oei]);
- float_t a = std::abs(m_ew2m[*oei]);
- if (a > eps_ && a < cz)
- {
- cz = a;
- }
- }
- }
- return cmp_props_t::multiplier * (s / cz);
- }
- /*!
- * Constructs an arbitrary policy graph.
- */
- void construct_policy_graph()
- {
- m_sink = graph_traits< Graph >().null_vertex();
- typename graph_traits< Graph >::vertex_iterator vi, vie;
- typename graph_traits< Graph >::out_edge_iterator oei, oeie;
- for (boost::tie(vi, vie) = vertices(m_g); vi != vie; ++vi)
- {
- using namespace boost::placeholders;
- boost::tie(oei, oeie) = out_edges(*vi, m_g);
- typename graph_traits< Graph >::out_edge_iterator mei
- = boost::first_max_element(oei, oeie,
- boost::bind(m_cmp,
- boost::bind(&EdgeWeight1::operator[], m_ew1m, _1),
- boost::bind(&EdgeWeight1::operator[], m_ew1m, _2)));
- if (mei == oeie)
- {
- if (m_sink == graph_traits< Graph >().null_vertex())
- {
- m_sink = *vi;
- }
- m_badv[*vi] = true;
- m_inel[m_sink].push_back(*vi);
- }
- else
- {
- m_inel[target(*mei, m_g)].push_back(*vi);
- m_policy[*vi] = *mei;
- }
- }
- }
- /*! Sets the distance value for all vertices "v" such that there is
- * a path from "v" to "sv". It does "inverse" breadth first visit of the
- * policy graph, starting from the vertex "sv".
- */
- void mcr_bfv(vertex_t sv, float_t cr, color_map_t c)
- {
- boost::queue< vertex_t > Q;
- c[sv] = my_black;
- Q.push(sv);
- while (!Q.empty())
- {
- vertex_t v = Q.top();
- Q.pop();
- for (typename pinel_t::const_iterator itr = m_inel[v].begin();
- itr != m_inel[v].end(); ++itr)
- // For all in_edges of the policy graph
- {
- if (*itr != sv)
- {
- if (m_badv[*itr])
- {
- m_dm[*itr] = m_dm[v] + m_bound - cr;
- }
- else
- {
- m_dm[*itr] = m_dm[v] + m_ew1m[m_policy[*itr]]
- - m_ew2m[m_policy[*itr]] * cr;
- }
- c[*itr] = my_black;
- Q.push(*itr);
- }
- }
- }
- }
- /*!
- * \param sv an arbitrary (undiscovered) vertex of the policy graph.
- * \return a vertex in the policy graph that belongs to a cycle.
- * Performs a depth first visit until a cycle edge is found.
- */
- vertex_t find_cycle_vertex(vertex_t sv)
- {
- vertex_t gv = sv;
- std::fill(m_colcv.begin(), m_colcv.end(), my_white);
- color_map_t cm(m_colcv.begin(), m_vim);
- do
- {
- cm[gv] = my_black;
- if (!m_badv[gv])
- {
- gv = target(m_policy[gv], m_g);
- }
- else
- {
- gv = m_sink;
- }
- } while (cm[gv] != my_black);
- return gv;
- }
- /*!
- * \param sv - vertex that belongs to a cycle in the policy graph.
- */
- float_t cycle_ratio(vertex_t sv)
- {
- if (sv == m_sink)
- return m_bound;
- std::pair< float_t, float_t > sums_(float_t(0), float_t(0));
- vertex_t v = sv;
- critical_cycle_t cc;
- do
- {
- store_critical_edge(m_policy[v], cc);
- sums_.first += m_ew1m[m_policy[v]];
- sums_.second += m_ew2m[m_policy[v]];
- v = target(m_policy[v], m_g);
- } while (v != sv);
- float_t cr = sums_.first / sums_.second;
- if (m_cmp(m_cr, cr))
- {
- m_cr = cr;
- store_critical_cycle(cc);
- }
- return cr;
- }
- /*!
- * Finds the optimal cycle ratio of the policy graph
- */
- float_t policy_mcr()
- {
- using namespace boost::placeholders;
- std::fill(m_col_bfs.begin(), m_col_bfs.end(), my_white);
- color_map_t vcm_ = color_map_t(m_col_bfs.begin(), m_vim);
- typename graph_traits< Graph >::vertex_iterator uv_itr, vie;
- boost::tie(uv_itr, vie) = vertices(m_g);
- float_t mcr = m_bound;
- while ((uv_itr = std::find_if(uv_itr, vie,
- boost::bind(std::equal_to< my_color_type >(), my_white,
- boost::bind(&color_map_t::operator[], vcm_, _1))))
- != vie)
- /// While there are undiscovered vertices
- {
- vertex_t gv = find_cycle_vertex(*uv_itr);
- float_t cr = cycle_ratio(gv);
- mcr_bfv(gv, cr, vcm_);
- if (m_cmp(mcr, cr))
- mcr = cr;
- ++uv_itr;
- }
- return mcr;
- }
- /*!
- * Changes the edge m_policy[s] to the new_edge.
- */
- void improve_policy(vertex_t s, edge_t new_edge)
- {
- vertex_t t = target(m_policy[s], m_g);
- typename property_traits< VertexIndexMap >::value_type ti
- = m_vim[t];
- m_inelc[ti].erase(
- std::find(m_inelc[ti].begin(), m_inelc[ti].end(), s));
- m_policy[s] = new_edge;
- t = target(new_edge, m_g);
- m_inel[t].push_back(s); /// Maintain in_edge list
- }
- /*!
- * A negative cycle detector.
- */
- bool try_improve_policy(float_t cr)
- {
- bool improved = false;
- typename graph_traits< Graph >::vertex_iterator vi, vie;
- typename graph_traits< Graph >::out_edge_iterator oei, oeie;
- const float_t eps_ = FloatTraits::epsilon();
- for (boost::tie(vi, vie) = vertices(m_g); vi != vie; ++vi)
- {
- if (!m_badv[*vi])
- {
- for (boost::tie(oei, oeie) = out_edges(*vi, m_g);
- oei != oeie; ++oei)
- {
- vertex_t t = target(*oei, m_g);
- // Current distance from *vi to some vertex
- float_t dis_
- = m_ew1m[*oei] - m_ew2m[*oei] * cr + m_dm[t];
- if (m_cmp(m_dm[*vi] + eps_, dis_))
- {
- improve_policy(*vi, *oei);
- m_dm[*vi] = dis_;
- improved = true;
- }
- }
- }
- else
- {
- float_t dis_ = m_bound - cr + m_dm[m_sink];
- if (m_cmp(m_dm[*vi] + eps_, dis_))
- {
- m_dm[*vi] = dis_;
- }
- }
- }
- return improved;
- }
- private:
- const Graph& m_g;
- VertexIndexMap m_vim;
- EdgeWeight1 m_ew1m;
- EdgeWeight2 m_ew2m;
- comparator_t m_cmp;
- float_t m_bound; //> The lower/upper bound to the maximal/minimal cycle
- // ratio
- float_t m_cr; //>The best cycle ratio that has been found so far
- vn_t m_V; //>The number of the vertices in the graph
- vp_t m_dis; //>Container for the distance map
- distance_map_t m_dm; //>Distance map
- ve_t m_policyc; //>Container for the policy graph
- policy_t m_policy; //>The interface for the policy graph
- inedges1_t m_inelc; //>Container fot in edges list
- inedges_t m_inel; //>Policy graph, input edges list
- std::vector< int > m_badvc;
- badv_t m_badv; // Marks "bad" vertices
- vcol_t m_colcv, m_col_bfs; // Color maps
- vertex_t m_sink; // To convert any graph to "good"
- };
- /*! \class mcr_howard1
- * \brief Finds optimum cycle raio and a critical cycle
- */
- template < typename FloatTraits, typename Graph, typename VertexIndexMap,
- typename EdgeWeight1, typename EdgeWeight2 >
- class mcr_howard1 : public mcr_howard< FloatTraits, Graph, VertexIndexMap,
- EdgeWeight1, EdgeWeight2 >
- {
- public:
- typedef mcr_howard< FloatTraits, Graph, VertexIndexMap, EdgeWeight1,
- EdgeWeight2 >
- inhr_t;
- mcr_howard1(const Graph& g, VertexIndexMap vim, EdgeWeight1 ewm,
- EdgeWeight2 ew2m)
- : inhr_t(g, vim, ewm, ew2m)
- {
- }
- void get_critical_cycle(typename inhr_t::critical_cycle_t& cc)
- {
- return cc.swap(m_cc);
- }
- protected:
- void store_critical_edge(
- typename inhr_t::edge_t ed, typename inhr_t::critical_cycle_t& cc)
- {
- cc.push_back(ed);
- }
- void store_critical_cycle(typename inhr_t::critical_cycle_t& cc)
- {
- m_cc.swap(cc);
- }
- private:
- typename inhr_t::critical_cycle_t m_cc; // Critical cycle
- };
- /*!
- * \param g a directed multigraph.
- * \param vim Vertex Index Map. A map V->[0, num_vertices(g))
- * \param ewm Edge weight1 map.
- * \param ew2m Edge weight2 map.
- * \param pcc pointer to the critical edges list.
- * \return Optimum cycle ratio of g or FloatTraits::infinity() if g has no
- * cycles.
- */
- template < typename FT, typename TG, typename TVIM, typename TEW1,
- typename TEW2, typename EV >
- typename FT::value_type optimum_cycle_ratio(
- const TG& g, TVIM vim, TEW1 ewm, TEW2 ew2m, EV* pcc)
- {
- typedef typename graph_traits< TG >::directed_category DirCat;
- BOOST_STATIC_ASSERT(
- (is_convertible< DirCat*, directed_tag* >::value == true));
- BOOST_CONCEPT_ASSERT((IncidenceGraphConcept< TG >));
- BOOST_CONCEPT_ASSERT((VertexListGraphConcept< TG >));
- typedef typename graph_traits< TG >::vertex_descriptor Vertex;
- BOOST_CONCEPT_ASSERT((ReadablePropertyMapConcept< TVIM, Vertex >));
- typedef typename graph_traits< TG >::edge_descriptor Edge;
- BOOST_CONCEPT_ASSERT((ReadablePropertyMapConcept< TEW1, Edge >));
- BOOST_CONCEPT_ASSERT((ReadablePropertyMapConcept< TEW2, Edge >));
- if (pcc == 0)
- {
- return detail::mcr_howard< FT, TG, TVIM, TEW1, TEW2 >(
- g, vim, ewm, ew2m)
- .ocr_howard();
- }
- detail::mcr_howard1< FT, TG, TVIM, TEW1, TEW2 > obj(g, vim, ewm, ew2m);
- double ocr = obj.ocr_howard();
- obj.get_critical_cycle(*pcc);
- return ocr;
- }
- } // namespace detail
- // Algorithms
- // Maximum Cycle Ratio
- template < typename FloatTraits, typename Graph, typename VertexIndexMap,
- typename EdgeWeight1Map, typename EdgeWeight2Map >
- inline typename FloatTraits::value_type maximum_cycle_ratio(const Graph& g,
- VertexIndexMap vim, EdgeWeight1Map ew1m, EdgeWeight2Map ew2m,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0,
- FloatTraits = FloatTraits())
- {
- typedef detail::float_wrapper< FloatTraits,
- detail::max_comparator_props< FloatTraits > >
- Traits;
- return detail::optimum_cycle_ratio< Traits >(g, vim, ew1m, ew2m, pcc);
- }
- template < typename Graph, typename VertexIndexMap, typename EdgeWeight1Map,
- typename EdgeWeight2Map >
- inline double maximum_cycle_ratio(const Graph& g, VertexIndexMap vim,
- EdgeWeight1Map ew1m, EdgeWeight2Map ew2m,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0)
- {
- return maximum_cycle_ratio(g, vim, ew1m, ew2m, pcc, mcr_float<>());
- }
- // Minimum Cycle Ratio
- template < typename FloatTraits, typename Graph, typename VertexIndexMap,
- typename EdgeWeight1Map, typename EdgeWeight2Map >
- typename FloatTraits::value_type minimum_cycle_ratio(const Graph& g,
- VertexIndexMap vim, EdgeWeight1Map ew1m, EdgeWeight2Map ew2m,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0,
- FloatTraits = FloatTraits())
- {
- typedef detail::float_wrapper< FloatTraits,
- detail::min_comparator_props< FloatTraits > >
- Traits;
- return detail::optimum_cycle_ratio< Traits >(g, vim, ew1m, ew2m, pcc);
- }
- template < typename Graph, typename VertexIndexMap, typename EdgeWeight1Map,
- typename EdgeWeight2Map >
- inline double minimum_cycle_ratio(const Graph& g, VertexIndexMap vim,
- EdgeWeight1Map ew1m, EdgeWeight2Map ew2m,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0)
- {
- return minimum_cycle_ratio(g, vim, ew1m, ew2m, pcc, mcr_float<>());
- }
- // Maximum Cycle Mean
- template < typename FloatTraits, typename Graph, typename VertexIndexMap,
- typename EdgeWeightMap, typename EdgeIndexMap >
- inline typename FloatTraits::value_type maximum_cycle_mean(const Graph& g,
- VertexIndexMap vim, EdgeWeightMap ewm, EdgeIndexMap eim,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0,
- FloatTraits ft = FloatTraits())
- {
- typedef typename remove_const<
- typename property_traits< EdgeWeightMap >::value_type >::type Weight;
- typename std::vector< Weight > ed_w2(boost::num_edges(g), 1);
- return maximum_cycle_ratio(
- g, vim, ewm, make_iterator_property_map(ed_w2.begin(), eim), pcc, ft);
- }
- template < typename Graph, typename VertexIndexMap, typename EdgeWeightMap,
- typename EdgeIndexMap >
- inline double maximum_cycle_mean(const Graph& g, VertexIndexMap vim,
- EdgeWeightMap ewm, EdgeIndexMap eim,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0)
- {
- return maximum_cycle_mean(g, vim, ewm, eim, pcc, mcr_float<>());
- }
- // Minimum Cycle Mean
- template < typename FloatTraits, typename Graph, typename VertexIndexMap,
- typename EdgeWeightMap, typename EdgeIndexMap >
- inline typename FloatTraits::value_type minimum_cycle_mean(const Graph& g,
- VertexIndexMap vim, EdgeWeightMap ewm, EdgeIndexMap eim,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0,
- FloatTraits ft = FloatTraits())
- {
- typedef typename remove_const<
- typename property_traits< EdgeWeightMap >::value_type >::type Weight;
- typename std::vector< Weight > ed_w2(boost::num_edges(g), 1);
- return minimum_cycle_ratio(
- g, vim, ewm, make_iterator_property_map(ed_w2.begin(), eim), pcc, ft);
- }
- template < typename Graph, typename VertexIndexMap, typename EdgeWeightMap,
- typename EdgeIndexMap >
- inline double minimum_cycle_mean(const Graph& g, VertexIndexMap vim,
- EdgeWeightMap ewm, EdgeIndexMap eim,
- std::vector< typename graph_traits< Graph >::edge_descriptor >* pcc = 0)
- {
- return minimum_cycle_mean(g, vim, ewm, eim, pcc, mcr_float<>());
- }
- } // namespace boost
- #endif
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