lemon/christofides_tsp.h
author Balazs Dezso <deba@google.com>
Fri, 22 Jan 2021 10:55:32 +0100
changeset 1208 c6aa2cc1af04
parent 1074 97d978243703
permissions -rw-r--r--
Factor out recursion from weighted matching algorithms (#638)
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/* -*- mode: C++; indent-tabs-mode: nil; -*-
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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) 2003-2013
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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_CHRISTOFIDES_TSP_H
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#define LEMON_CHRISTOFIDES_TSP_H
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/// \ingroup tsp
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/// \file
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/// \brief Christofides algorithm for symmetric TSP
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#include <lemon/full_graph.h>
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#include <lemon/smart_graph.h>
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#include <lemon/kruskal.h>
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#include <lemon/matching.h>
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#include <lemon/euler.h>
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namespace lemon {
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  /// \ingroup tsp
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  ///
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  /// \brief Christofides algorithm for symmetric TSP.
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  ///
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  /// ChristofidesTsp implements Christofides' heuristic for solving
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  /// symmetric \ref tsp "TSP".
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  ///
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  /// This a well-known approximation method for the TSP problem with
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  /// metric cost function.
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  /// It has a guaranteed approximation factor of 3/2 (i.e. it finds a tour
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  /// whose total cost is at most 3/2 of the optimum), but it usually
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  /// provides better solutions in practice.
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  /// This implementation runs in O(n<sup>3</sup>log(n)) time.
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  ///
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  /// The algorithm starts with a \ref spantree "minimum cost spanning tree" and
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  /// finds a \ref MaxWeightedPerfectMatching "minimum cost perfect matching"
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  /// in the subgraph induced by the nodes that have odd degree in the
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  /// spanning tree.
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  /// Finally, it constructs the tour from the \ref EulerIt "Euler traversal"
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  /// of the union of the spanning tree and the matching.
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  /// During this last step, the algorithm simply skips the visited nodes
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  /// (i.e. creates shortcuts) assuming that the triangle inequality holds
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  /// for the cost function.
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  ///
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  /// \tparam CM Type of the cost map.
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  ///
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  /// \warning CM::Value must be a signed number type.
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  template <typename CM>
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  class ChristofidesTsp
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  {
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    public:
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      /// Type of the cost map
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      typedef CM CostMap;
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      /// Type of the edge costs
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      typedef typename CM::Value Cost;
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    private:
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      GRAPH_TYPEDEFS(FullGraph);
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      const FullGraph &_gr;
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      const CostMap &_cost;
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      std::vector<Node> _path;
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      Cost _sum;
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    public:
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      /// \brief Constructor
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      ///
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      /// Constructor.
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      /// \param gr The \ref FullGraph "full graph" the algorithm runs on.
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      /// \param cost The cost map.
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      ChristofidesTsp(const FullGraph &gr, const CostMap &cost)
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        : _gr(gr), _cost(cost) {}
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      /// \name Execution Control
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      /// @{
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      /// \brief Runs the algorithm.
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      ///
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      /// This function runs the algorithm.
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      ///
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      /// \return The total cost of the found tour.
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      Cost run() {
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        _path.clear();
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        if (_gr.nodeNum() == 0) return _sum = 0;
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        else if (_gr.nodeNum() == 1) {
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          _path.push_back(_gr(0));
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          return _sum = 0;
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        }
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        else if (_gr.nodeNum() == 2) {
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          _path.push_back(_gr(0));
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          _path.push_back(_gr(1));
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          return _sum = 2 * _cost[_gr.edge(_gr(0), _gr(1))];
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        }
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        // Compute min. cost spanning tree
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        std::vector<Edge> tree;
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        kruskal(_gr, _cost, std::back_inserter(tree));
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        FullGraph::NodeMap<int> deg(_gr, 0);
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        for (int i = 0; i != int(tree.size()); ++i) {
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          Edge e = tree[i];
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          ++deg[_gr.u(e)];
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          ++deg[_gr.v(e)];
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        }
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        // Copy the induced subgraph of odd nodes
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        std::vector<Node> odd_nodes;
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        for (NodeIt u(_gr); u != INVALID; ++u) {
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          if (deg[u] % 2 == 1) odd_nodes.push_back(u);
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        }
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        SmartGraph sgr;
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        SmartGraph::EdgeMap<Cost> scost(sgr);
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        for (int i = 0; i != int(odd_nodes.size()); ++i) {
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          sgr.addNode();
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        }
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        for (int i = 0; i != int(odd_nodes.size()); ++i) {
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          for (int j = 0; j != int(odd_nodes.size()); ++j) {
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            if (j == i) continue;
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            SmartGraph::Edge e =
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              sgr.addEdge(sgr.nodeFromId(i), sgr.nodeFromId(j));
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            scost[e] = -_cost[_gr.edge(odd_nodes[i], odd_nodes[j])];
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          }
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        }
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        // Compute min. cost perfect matching
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        MaxWeightedPerfectMatching<SmartGraph, SmartGraph::EdgeMap<Cost> >
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          mwpm(sgr, scost);
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        mwpm.run();
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        for (SmartGraph::EdgeIt e(sgr); e != INVALID; ++e) {
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          if (mwpm.matching(e)) {
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            tree.push_back( _gr.edge(odd_nodes[sgr.id(sgr.u(e))],
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                                     odd_nodes[sgr.id(sgr.v(e))]) );
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          }
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        }
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        // Join the spanning tree and the matching
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        sgr.clear();
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        for (int i = 0; i != _gr.nodeNum(); ++i) {
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          sgr.addNode();
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        }
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        for (int i = 0; i != int(tree.size()); ++i) {
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          int ui = _gr.id(_gr.u(tree[i])),
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              vi = _gr.id(_gr.v(tree[i]));
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          sgr.addEdge(sgr.nodeFromId(ui), sgr.nodeFromId(vi));
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        }
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        // Compute the tour from the Euler traversal
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        SmartGraph::NodeMap<bool> visited(sgr, false);
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        for (EulerIt<SmartGraph> e(sgr); e != INVALID; ++e) {
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          SmartGraph::Node n = sgr.target(e);
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          if (!visited[n]) {
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            _path.push_back(_gr(sgr.id(n)));
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            visited[n] = true;
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          }
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        }
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        _sum = _cost[_gr.edge(_path.back(), _path.front())];
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        for (int i = 0; i < int(_path.size())-1; ++i) {
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          _sum += _cost[_gr.edge(_path[i], _path[i+1])];
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        }
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        return _sum;
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      }
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      /// @}
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      /// \name Query Functions
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      /// @{
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      /// \brief The total cost of the found tour.
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      ///
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      /// This function returns the total cost of the found tour.
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      ///
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      /// \pre run() must be called before using this function.
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      Cost tourCost() const {
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        return _sum;
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      }
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      /// \brief Returns a const reference to the node sequence of the
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      /// found tour.
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      ///
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      /// This function returns a const reference to a vector
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      /// that stores the node sequence of the found tour.
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      ///
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      /// \pre run() must be called before using this function.
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      const std::vector<Node>& tourNodes() const {
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        return _path;
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      }
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      /// \brief Gives back the node sequence of the found tour.
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      ///
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      /// This function copies the node sequence of the found tour into
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      /// an STL container through the given output iterator. The
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      /// <tt>value_type</tt> of the container must be <tt>FullGraph::Node</tt>.
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      /// For example,
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      /// \code
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      /// std::vector<FullGraph::Node> nodes(countNodes(graph));
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      /// tsp.tourNodes(nodes.begin());
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      /// \endcode
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      /// or
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      /// \code
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      /// std::list<FullGraph::Node> nodes;
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      /// tsp.tourNodes(std::back_inserter(nodes));
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      /// \endcode
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      ///
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      /// \pre run() must be called before using this function.
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      template <typename Iterator>
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      void tourNodes(Iterator out) const {
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        std::copy(_path.begin(), _path.end(), out);
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      }
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      /// \brief Gives back the found tour as a path.
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      ///
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      /// This function copies the found tour as a list of arcs/edges into
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      /// the given \ref lemon::concepts::Path "path structure".
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      ///
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      /// \pre run() must be called before using this function.
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      template <typename Path>
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      void tour(Path &path) const {
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        path.clear();
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        for (int i = 0; i < int(_path.size()) - 1; ++i) {
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          path.addBack(_gr.arc(_path[i], _path[i+1]));
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        }
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        if (int(_path.size()) >= 2) {
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          path.addBack(_gr.arc(_path.back(), _path.front()));
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        }
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      }
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      /// @}
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  };
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}; // namespace lemon
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#endif