lemon/kruskal.h
author hegyi
Tue, 08 Apr 2008 11:38:17 +0000
changeset 2601 054de623255b
parent 2553 bfced05fa852
permissions -rw-r--r--
Rel.07 NEWS - 2. round
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/* -*- C++ -*-
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 *
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 * This file is a part of LEMON, a generic C++ optimization library
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 *
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 * Copyright (C) 2003-2008
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 * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport
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 * (Egervary Research Group on Combinatorial Optimization, EGRES).
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 *
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 * Permission to use, modify and distribute this software is granted
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 * provided that this copyright notice appears in all copies. For
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 * precise terms see the accompanying LICENSE file.
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 *
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 * This software is provided "AS IS" with no warranty of any kind,
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 * express or implied, and with no claim as to its suitability for any
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 * purpose.
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 *
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 */
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#ifndef LEMON_KRUSKAL_H
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#define LEMON_KRUSKAL_H
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#include <algorithm>
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#include <vector>
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#include <lemon/unionfind.h>
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#include <lemon/graph_utils.h>
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#include <lemon/maps.h>
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#include <lemon/radix_sort.h>
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#include <lemon/bits/utility.h>
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#include <lemon/bits/traits.h>
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///\ingroup spantree
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///\file
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///\brief Kruskal's algorithm to compute a minimum cost tree
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///
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///Kruskal's algorithm to compute a minimum cost tree.
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///
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namespace lemon {
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  namespace _kruskal_bits {
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    template <typename Map, typename Comp>
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    struct MappedComp {
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      typedef typename Map::Key Key;
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      const Map& map;
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      Comp comp;
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      MappedComp(const Map& _map) 
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        : map(_map), comp() {}
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      bool operator()(const Key& left, const Key& right) {
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        return comp(map[left], map[right]);
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      }
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    };
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  }
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  /// \brief Default traits class of Kruskal class.
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  ///
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  /// Default traits class of Kruskal class.
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  /// \param _UGraph Undirected graph type.
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  /// \param _CostMap Type of cost map.
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  template <typename _UGraph, typename _CostMap>
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  struct KruskalDefaultTraits{
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    /// \brief The graph type the algorithm runs on. 
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    typedef _UGraph UGraph;
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    /// \brief The type of the map that stores the edge costs.
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    ///
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    /// The type of the map that stores the edge costs.
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    /// It must meet the \ref concepts::ReadMap "ReadMap" concept.
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    typedef _CostMap CostMap;
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    /// \brief The type of the cost of the edges.
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    typedef typename _CostMap::Value Value;
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    /// \brief The type of the map that stores whether an edge is in the
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    /// spanning tree or not.
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    ///
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    /// The type of the map that stores whether an edge is in the
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    /// spanning tree or not.
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    typedef typename _UGraph::template UEdgeMap<bool> TreeMap;
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    /// \brief Instantiates a TreeMap.
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    ///
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    /// This function instantiates a \ref TreeMap.
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    ///
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    /// The first parameter is the graph, to which
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    /// we would like to define the \ref TreeMap
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    static TreeMap *createTreeMap(const _UGraph& graph){
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      return new TreeMap(graph);
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    }
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    template <typename Iterator>
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    static void sort(Iterator begin, Iterator end, const CostMap& cost) {
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      _kruskal_bits::MappedComp<CostMap, std::less<Value> > comp(cost);
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      std::sort(begin, end, comp);
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    }
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  };
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  ///\ingroup spantree
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  ///
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  /// \brief Kruskal's algorithm to find a minimum cost tree of a graph.
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  ///
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  /// This class implements Kruskal's algorithm to find a minimum cost
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  /// spanning tree. The 
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  ///
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  /// \param _UGraph Undirected graph type.
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  /// \param _CostMap Type of cost map.
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  template <typename _UGraph, typename _CostMap,
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            typename _Traits = KruskalDefaultTraits<_UGraph, _CostMap> >
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  class Kruskal {
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  public:
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    typedef _Traits Traits;
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    typedef typename _Traits::UGraph UGraph;
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    typedef typename _Traits::CostMap CostMap;
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    typedef typename _Traits::TreeMap TreeMap;
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    typedef typename _Traits::Value Value;
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    template <typename Comp>
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    struct DefSortCompareTraits : public Traits {
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      template <typename Iterator>
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      static void sort(Iterator begin, Iterator end, const CostMap& cost) {
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        _kruskal_bits::MappedComp<CostMap, Comp> comp(cost, Comp());
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        std::sort(begin, end, comp);
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      }
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    };
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    /// \brief \ref named-templ-param "Named parameter" for setting the
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    /// comparator object of the standard sort
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    ///
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    /// \ref named-templ-param "Named parameter" for setting the
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    /// comparator object of the standard sort
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    template <typename Comp>
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    struct DefSortCompare
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      : public Kruskal<UGraph, CostMap, DefSortCompareTraits<Comp> > {
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      typedef Kruskal<UGraph, CostMap, DefSortCompareTraits<Comp> > Create;
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    };    
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    struct DefRadixSortTraits : public Traits {
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      template <typename Iterator>
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      static void sort(Iterator begin, Iterator end, const CostMap& cost) {
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        radixSort(begin, end, cost);
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      }
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    };
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    /// \brief \ref named-templ-param "Named parameter" for setting the
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    /// sort function to radix sort
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    ///
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    /// \brief \ref named-templ-param "Named parameter" for setting the
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    /// sort function to radix sort. The value type of the cost map should
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    /// be integral, of course. 
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    struct DefRadixSort
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      : public Kruskal<UGraph, CostMap, DefRadixSortTraits> {
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      typedef Kruskal<UGraph, CostMap, DefRadixSortTraits> Create;
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    };    
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    template <class TM>
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    struct DefTreeMapTraits : public Traits {
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      typedef TM TreeMap;
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      static TreeMap *createTreeMap(const UGraph &) {
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        throw UninitializedParameter();
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      }
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    };
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    /// \brief \ref named-templ-param "Named parameter" for setting
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    /// TreeMap
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    ///
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    /// \ref named-templ-param "Named parameter" for setting TreeMap
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    ///
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    template <class TM>
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    struct DefTreeMap
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      : public Kruskal< UGraph, CostMap, DefTreeMapTraits<TM> > {
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      typedef Kruskal< UGraph, CostMap, DefTreeMapTraits<TM> > Create;
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    };    
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  private:
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    typedef typename UGraph::Node Node;
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    typedef typename UGraph::NodeIt NodeIt;
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    typedef typename UGraph::UEdge UEdge;
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    typedef typename UGraph::UEdgeIt UEdgeIt;
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    const UGraph& graph;
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    const CostMap& cost;
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    std::vector<UEdge> edges;
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    typedef typename UGraph::template NodeMap<int> UfIndex;
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    typedef UnionFind<UfIndex> Uf;
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    UfIndex *ufi;
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    Uf *uf;
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    int index;
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    void initStructures() {
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      if (!_tree) {
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        _tree = Traits::createTreeMap(graph);
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        local_tree = true;
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      }
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      if (!uf) {
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        ufi = new typename UGraph::template NodeMap<int>(graph);
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        uf = new UnionFind<typename UGraph::template NodeMap<int> >(*ufi);
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      }
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    }
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    void initUnionFind() {
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      uf->clear();
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      for (NodeIt it(graph); it != INVALID; ++it) {
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        uf->insert(it);
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      }
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    }
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    bool local_tree;
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    TreeMap* _tree;
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  public:
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    /// \brief Constructor
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    ///
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    /// Constructor of the algorithm.
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    Kruskal(const UGraph& _graph, const CostMap& _cost) 
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      : graph(_graph), cost(_cost),
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        ufi(0), uf(0), local_tree(false), _tree(0) {}
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    /// \brief Destructor
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    ///
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    /// Destructor
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    ~Kruskal() {
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      if (local_tree) {
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        delete _tree;
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      }
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      if (uf) {
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        delete uf;
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        delete ufi;
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      }
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    }
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    /// \brief Sets the map storing the tree edges.
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    ///
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    /// Sets the map storing the tree edges.
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    /// If you don't use this function before calling \ref run(),
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    /// it will allocate one. The destuctor deallocates this
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    /// automatically allocated map, of course.
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    /// \return \c *this </tt>
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    Kruskal& treeMap(TreeMap &m){
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      if (local_tree) {
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	delete _tree;
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	local_tree = false;
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      }
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      _tree = &m;
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      return *this;
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    }
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    /// \brief Initialize the algorithm
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    ///
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    /// This member function initializes the unionfind data structure
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    /// and sorts the edges into ascending order
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    void init() {
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      initStructures();
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      initUnionFind();
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      for (UEdgeIt e(graph); e != INVALID; ++e) {
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        edges.push_back(e);
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        _tree->set(e, false);
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      }      
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      Traits::sort(edges.begin(), edges.end(), cost); 
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      index = 0;
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    }
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    /// \brief Initialize the algorithm
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    ///
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    /// This member function initializes the unionfind data structure
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    /// and sets the edge order to the given sequence. The given
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    /// sequence should be a valid STL range of undirected edges.
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    template <typename Iterator>
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    void initPresorted(Iterator begin, Iterator end) {
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      initStructures();
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      initUnionFind();
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      edges.clear();
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      std::copy(begin, end, std::back_inserter(edges));
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      index = 0;
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    }
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    /// \brief Initialize the algorithm
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    ///
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    /// This member function initializes the unionfind data structure
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    /// and sets the tree to empty. It does not change the order of
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    /// the edges, it uses the order of the previous running.
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    void reinit() {
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      initStructures();
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      initUnionFind();
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      for (UEdgeIt e(graph); e != INVALID; ++e) {
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        _tree->set(e, false);
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      }
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      index = 0;
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    }
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    /// \brief Executes the algorithm.
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    ///
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    /// Executes the algorithm.
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    ///
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    /// \pre init() must be called before using this function.
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    ///
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    /// This method runs the %Kruskal algorithm.
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    void start() {
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      while (index < int(edges.size())) {
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        if (uf->join(graph.target(edges[index]), graph.source(edges[index]))) {
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          _tree->set(edges[index], true);
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        }
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        ++index;
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      }
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    }
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    /// \brief Runs the prim algorithm until it find a new tree edge
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    ///
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    /// Runs the prim algorithm until it find a new tree edge. If it
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    /// does not next tree edge in the sequence it gives back \c INVALID.
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    UEdge findNextTreeEdge() {
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      while (index < int(edges.size())) {
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        if (uf->join(graph.target(edges[index]), graph.source(edges[index]))) {
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          _tree->set(edges[index], true);
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          return edges[index++];
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        }        
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        ++index;
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      }
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      return INVALID;
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    }
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    /// \brief Processes the next edge in the sequence
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    ///
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    /// Processes the next edge in the sequence.
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    ///
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    /// \return The prcocessed edge.
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    ///
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    /// \warning The sequence must not be empty!
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    UEdge processNextEdge() {
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      UEdge edge = edges[index++];
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      processEdge(edge);
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      return edge;
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    }
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    /// \brief Processes an arbitrary edge
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    ///
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    /// Processes the next edge in the sequence.
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    ///
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    /// \return True when the edge is a tree edge.
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    bool processEdge(const UEdge& edge) {
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      if (uf->join(graph.target(edge), graph.source(edge))) {
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        _tree->set(edge, true);
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        return true;
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      } else {
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        return false;
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      }    
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    }
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    /// \brief Returns \c false if there are edge to be processed in
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    /// sequence
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    ///
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    /// Returns \c false if there are nodes to be processed in the
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    /// sequence
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    bool emptyQueue() {
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      return index == int(edges.size());
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    }
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    /// \brief Returns the next edge to be processed
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    ///
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    /// Returns the next edge to be processed
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    ///
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    UEdge nextEdge() const {
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      return edges[index];
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    }
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    /// \brief Runs %Kruskal algorithm.
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    ///
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    /// This method runs the %Kruskal algorithm in order to compute the
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    /// minimum spanning tree (or minimum spanning forest).  The
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    /// method also works on graphs that has more than one components.
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    /// In this case it computes the minimum spanning forest.
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    void run() {
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      init();
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      start();
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    }
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    /// \brief Returns a reference to the tree edges map
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    ///
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    /// Returns a reference to the TreeEdgeMap of the edges of the
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    /// minimum spanning tree. The value of the map is \c true only if
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    /// the edge is in the minimum spanning tree.
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    ///
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    const TreeMap &treeMap() const { return *_tree;}
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deba@2424
   407
    /// \brief Returns the total cost of the tree
deba@2424
   408
    ///
deba@2424
   409
    /// Returns the total cost of the tree
deba@2424
   410
    Value treeValue() const {
deba@2424
   411
      Value value = 0;
deba@2424
   412
      for (UEdgeIt it(graph); it != INVALID; ++it) {
deba@2424
   413
        if ((*_tree)[it]) {
deba@2424
   414
          value += cost[it];
deba@2424
   415
        }
deba@2424
   416
      }
deba@2424
   417
      return value;
deba@2424
   418
    }
deba@2424
   419
deba@2424
   420
    /// \brief Returns true when the given edge is tree edge
deba@2424
   421
    ///
deba@2424
   422
    /// Returns true when the given edge is tree edge
deba@2424
   423
    bool tree(UEdge e) const {
deba@2424
   424
      return (*_tree)[e];
deba@2424
   425
    }
deba@2424
   426
    
deba@2424
   427
    
deba@2424
   428
  };
deba@2424
   429
deba@2424
   430
deba@2424
   431
  namespace _kruskal_bits {
deba@2424
   432
deba@2424
   433
    template <typename Graph, typename In, typename Out>
deba@2424
   434
    typename In::value_type::second_type
deba@2424
   435
    kruskal(const Graph& graph, const In& in, Out& out) {
deba@2424
   436
      typedef typename In::value_type::second_type Value;
deba@2424
   437
      typedef typename Graph::template NodeMap<int> IndexMap;
deba@2424
   438
      typedef typename Graph::Node Node;
deba@2424
   439
      
deba@2424
   440
      IndexMap index(graph);
deba@2424
   441
      UnionFind<IndexMap> uf(index);
deba@2424
   442
      for (typename Graph::NodeIt it(graph); it != INVALID; ++it) {
deba@2424
   443
        uf.insert(it);
deba@2424
   444
      }
deba@2424
   445
      
deba@2424
   446
      Value tree_value = 0;
deba@2424
   447
      for (typename In::const_iterator it = in.begin(); it != in.end(); ++it) {
deba@2424
   448
        if (uf.join(graph.target(it->first),graph.source(it->first))) {
deba@2424
   449
          out.set(it->first, true);
deba@2424
   450
          tree_value += it->second;
deba@2424
   451
        }
deba@2424
   452
        else {
deba@2424
   453
          out.set(it->first, false);
deba@2424
   454
        }
deba@2424
   455
      }
deba@2424
   456
      return tree_value;
deba@2424
   457
    }
deba@2424
   458
deba@2424
   459
deba@2424
   460
    template <typename Sequence>
deba@2424
   461
    struct PairComp {
deba@2424
   462
      typedef typename Sequence::value_type Value;
deba@2424
   463
      bool operator()(const Value& left, const Value& right) {
deba@2424
   464
	return left.second < right.second;
deba@2424
   465
      }
deba@2424
   466
    };
deba@2424
   467
deba@2424
   468
    template <typename In, typename Enable = void>
deba@2424
   469
    struct SequenceInputIndicator {
deba@2424
   470
      static const bool value = false;
deba@2424
   471
    };
deba@2424
   472
deba@2424
   473
    template <typename In>
deba@2424
   474
    struct SequenceInputIndicator<In, 
deba@2424
   475
      typename exists<typename In::value_type::first_type>::type> {
deba@2424
   476
      static const bool value = true;
deba@2424
   477
    };
deba@2424
   478
deba@2424
   479
    template <typename In, typename Enable = void>
deba@2424
   480
    struct MapInputIndicator {
deba@2424
   481
      static const bool value = false;
deba@2424
   482
    };
deba@2424
   483
deba@2424
   484
    template <typename In>
deba@2424
   485
    struct MapInputIndicator<In, 
deba@2424
   486
      typename exists<typename In::Value>::type> {
deba@2424
   487
      static const bool value = true;
deba@2424
   488
    };
deba@2424
   489
deba@2424
   490
    template <typename In, typename Enable = void>
deba@2424
   491
    struct SequenceOutputIndicator {
deba@2424
   492
      static const bool value = false;
deba@2424
   493
    };
deba@2424
   494
 
deba@2424
   495
    template <typename Out>
deba@2424
   496
    struct SequenceOutputIndicator<Out, 
deba@2424
   497
      typename exists<typename Out::value_type>::type> {
deba@2424
   498
      static const bool value = true;
deba@2424
   499
    };
deba@2424
   500
deba@2424
   501
    template <typename Out, typename Enable = void>
deba@2424
   502
    struct MapOutputIndicator {
deba@2424
   503
      static const bool value = false;
deba@2424
   504
    };
deba@2424
   505
deba@2424
   506
    template <typename Out>
deba@2424
   507
    struct MapOutputIndicator<Out, 
deba@2424
   508
      typename exists<typename Out::Value>::type> {
deba@2424
   509
      static const bool value = true;
deba@2424
   510
    };
deba@2424
   511
deba@2424
   512
    template <typename In, typename InEnable = void>
deba@2424
   513
    struct KruskalValueSelector {};
deba@2424
   514
deba@2424
   515
    template <typename In>
deba@2424
   516
    struct KruskalValueSelector<In,
deba@2424
   517
      typename enable_if<SequenceInputIndicator<In>, void>::type> 
deba@2424
   518
    {
deba@2424
   519
      typedef typename In::value_type::second_type Value;
deba@2424
   520
    };    
deba@2424
   521
deba@2424
   522
    template <typename In>
deba@2424
   523
    struct KruskalValueSelector<In,
deba@2424
   524
      typename enable_if<MapInputIndicator<In>, void>::type> 
deba@2424
   525
    {
deba@2424
   526
      typedef typename In::Value Value;
deba@2424
   527
    };    
deba@2424
   528
    
deba@2424
   529
    template <typename Graph, typename In, typename Out,
deba@2424
   530
              typename InEnable = void>
deba@2424
   531
    struct KruskalInputSelector {};
deba@2424
   532
deba@2424
   533
    template <typename Graph, typename In, typename Out,
deba@2424
   534
              typename InEnable = void>
deba@2424
   535
    struct KruskalOutputSelector {};
deba@2424
   536
    
deba@2424
   537
    template <typename Graph, typename In, typename Out>
deba@2424
   538
    struct KruskalInputSelector<Graph, In, Out,
deba@2424
   539
      typename enable_if<SequenceInputIndicator<In>, void>::type > 
deba@2424
   540
    {
deba@2424
   541
      typedef typename In::value_type::second_type Value;
deba@2424
   542
deba@2424
   543
      static Value kruskal(const Graph& graph, const In& in, Out& out) {
deba@2424
   544
        return KruskalOutputSelector<Graph, In, Out>::
deba@2424
   545
          kruskal(graph, in, out);
deba@2424
   546
      }
deba@2424
   547
deba@2424
   548
    };
deba@2424
   549
deba@2424
   550
    template <typename Graph, typename In, typename Out>
deba@2424
   551
    struct KruskalInputSelector<Graph, In, Out,
deba@2424
   552
      typename enable_if<MapInputIndicator<In>, void>::type > 
deba@2424
   553
    {
deba@2424
   554
      typedef typename In::Value Value;
deba@2424
   555
      static Value kruskal(const Graph& graph, const In& in, Out& out) {
deba@2424
   556
        typedef typename In::Key MapEdge;
deba@2424
   557
        typedef typename In::Value Value;
deba@2424
   558
        typedef typename ItemSetTraits<Graph, MapEdge>::ItemIt MapEdgeIt;
deba@2424
   559
        typedef std::vector<std::pair<MapEdge, Value> > Sequence;
deba@2424
   560
        Sequence seq;
deba@2424
   561
        
deba@2424
   562
        for (MapEdgeIt it(graph); it != INVALID; ++it) {
ladanyi@2431
   563
          seq.push_back(std::make_pair(it, in[it]));
deba@2424
   564
        }
deba@2424
   565
deba@2424
   566
        std::sort(seq.begin(), seq.end(), PairComp<Sequence>());
deba@2424
   567
        return KruskalOutputSelector<Graph, Sequence, Out>::
deba@2424
   568
          kruskal(graph, seq, out);
deba@2424
   569
      }
deba@2424
   570
    };
deba@2424
   571
deba@2424
   572
    template <typename Graph, typename In, typename Out>
deba@2424
   573
    struct KruskalOutputSelector<Graph, In, Out,
deba@2424
   574
      typename enable_if<SequenceOutputIndicator<Out>, void>::type > 
deba@2424
   575
    {
deba@2424
   576
      typedef typename In::value_type::second_type Value;
deba@2424
   577
deba@2424
   578
      static Value kruskal(const Graph& graph, const In& in, Out& out) {
deba@2424
   579
        typedef StoreBoolMap<Out> Map;
deba@2424
   580
        Map map(out);
deba@2424
   581
        return _kruskal_bits::kruskal(graph, in, map);
deba@2424
   582
      }
deba@2424
   583
deba@2424
   584
    };
deba@2424
   585
deba@2424
   586
    template <typename Graph, typename In, typename Out>
deba@2424
   587
    struct KruskalOutputSelector<Graph, In, Out,
deba@2424
   588
      typename enable_if<MapOutputIndicator<Out>, void>::type > 
deba@2424
   589
    {
deba@2424
   590
      typedef typename In::value_type::second_type Value;
deba@2424
   591
deba@2424
   592
      static Value kruskal(const Graph& graph, const In& in, Out& out) {
deba@2424
   593
        return _kruskal_bits::kruskal(graph, in, out);
deba@2424
   594
      }
deba@2424
   595
    };
deba@2424
   596
deba@2424
   597
  }
deba@2424
   598
deba@2424
   599
  /// \ingroup spantree
deba@2424
   600
  ///
deba@2424
   601
  /// \brief Kruskal's algorithm to find a minimum cost tree of a graph.
deba@2424
   602
  ///
alpar@810
   603
  /// This function runs Kruskal's algorithm to find a minimum cost tree.
alpar@1557
   604
  /// Due to hard C++ hacking, it accepts various input and output types.
alpar@1557
   605
  ///
alpar@1555
   606
  /// \param g The graph the algorithm runs on.
alpar@2260
   607
  /// It can be either \ref concepts::Graph "directed" or 
alpar@2260
   608
  /// \ref concepts::UGraph "undirected".
alpar@1555
   609
  /// If the graph is directed, the algorithm consider it to be 
alpar@1555
   610
  /// undirected by disregarding the direction of the edges.
alpar@810
   611
  ///
alpar@1557
   612
  /// \param in This object is used to describe the edge costs. It can be one
alpar@1557
   613
  /// of the following choices.
deba@2424
   614
  /// - An STL compatible 'Forward Container' with
deba@2424
   615
  /// <tt>std::pair<GR::UEdge,X></tt> or
deba@2424
   616
  /// <tt>std::pair<GR::Edge,X></tt> as its <tt>value_type</tt>, where
deba@2424
   617
  /// \c X is the type of the costs. The pairs indicates the edges
deba@2424
   618
  /// along with the assigned cost. <em>They must be in a
alpar@1557
   619
  /// cost-ascending order.</em>
alpar@1557
   620
  /// - Any readable Edge map. The values of the map indicate the edge costs.
alpar@810
   621
  ///
alpar@1557
   622
  /// \retval out Here we also have a choise.
deba@2424
   623
  /// - It can be a writable \c bool edge map.  After running the
deba@2424
   624
  /// algorithm this will contain the found minimum cost spanning
deba@2424
   625
  /// tree: the value of an edge will be set to \c true if it belongs
deba@2424
   626
  /// to the tree, otherwise it will be set to \c false. The value of
deba@2424
   627
  /// each edge will be set exactly once.
alpar@1557
   628
  /// - It can also be an iteraror of an STL Container with
deba@2424
   629
  /// <tt>GR::UEdge</tt> or <tt>GR::Edge</tt> as its
deba@2424
   630
  /// <tt>value_type</tt>.  The algorithm copies the elements of the
deba@2424
   631
  /// found tree into this sequence.  For example, if we know that the
deba@2424
   632
  /// spanning tree of the graph \c g has say 53 edges, then we can
deba@2424
   633
  /// put its edges into an STL vector \c tree with a code like this.
alpar@1946
   634
  ///\code
alpar@1557
   635
  /// std::vector<Edge> tree(53);
alpar@1557
   636
  /// kruskal(g,cost,tree.begin());
alpar@1946
   637
  ///\endcode
deba@2424
   638
  /// Or if we don't know in advance the size of the tree, we can
deba@2424
   639
  /// write this.  
deba@2424
   640
  ///\code std::vector<Edge> tree;
deba@2424
   641
  /// kruskal(g,cost,std::back_inserter(tree)); 
alpar@1946
   642
  ///\endcode
alpar@810
   643
  ///
deba@2424
   644
  /// \return The total cost of the found tree.
alpar@1449
   645
  ///
deba@2424
   646
  /// \warning If kruskal runs on an be consistent of using the same
deba@2424
   647
  /// Edge type for input and output.
alpar@1603
   648
  ///
alpar@810
   649
alpar@1557
   650
#ifdef DOXYGEN
deba@2424
   651
  template <class Graph, class In, class Out>
deba@2424
   652
  Value kruskal(GR const& g, const In& in, Out& out)
deba@2424
   653
#else 
deba@2424
   654
  template <class Graph, class In, class Out>
deba@2424
   655
  inline typename _kruskal_bits::KruskalValueSelector<In>::Value 
deba@2424
   656
  kruskal(const Graph& graph, const In& in, Out& out) 
alpar@1557
   657
#endif
alpar@810
   658
  {
deba@2424
   659
    return _kruskal_bits::KruskalInputSelector<Graph, In, Out>::
deba@2424
   660
      kruskal(graph, in, out);
alpar@810
   661
  }
alpar@810
   662
alpar@1557
   663
 
alpar@810
   664
  
klao@885
   665
deba@2424
   666
  template <class Graph, class In, class Out>
deba@2424
   667
  inline typename _kruskal_bits::KruskalValueSelector<In>::Value
deba@2424
   668
  kruskal(const Graph& graph, const In& in, const Out& out)
alpar@1557
   669
  {
deba@2424
   670
    return _kruskal_bits::KruskalInputSelector<Graph, In, const Out>::
deba@2424
   671
      kruskal(graph, in, out);
deba@2424
   672
  }  
alpar@810
   673
alpar@921
   674
} //namespace lemon
alpar@810
   675
alpar@921
   676
#endif //LEMON_KRUSKAL_H