lemon/cycle_canceling.h
changeset 2586 37fb2c384c78
parent 2573 a9758ea1f01c
child 2588 4d3bc1d04c1d
equal deleted inserted replaced
8:0f6f6bb2af2f 9:fa9fdbd9a69f
    50   /// \tparam SupplyMap The type of the supply map.
    50   /// \tparam SupplyMap The type of the supply map.
    51   ///
    51   ///
    52   /// \warning
    52   /// \warning
    53   /// - Edge capacities and costs should be \e non-negative \e integers.
    53   /// - Edge capacities and costs should be \e non-negative \e integers.
    54   /// - Supply values should be \e signed \e integers.
    54   /// - Supply values should be \e signed \e integers.
    55   /// - \c LowerMap::Value must be convertible to \c CapacityMap::Value.
    55   /// - The value types of the maps should be convertible to each other.
    56   /// - \c CapacityMap::Value and \c SupplyMap::Value must be
    56   /// - \c CostMap::Value must be signed type.
    57   ///   convertible to each other.
       
    58   /// - All value types must be convertible to \c CostMap::Value, which
       
    59   ///   must be signed type.
       
    60   ///
    57   ///
    61   /// \note By default the \ref BellmanFord "Bellman-Ford" algorithm is
    58   /// \note By default the \ref BellmanFord "Bellman-Ford" algorithm is
    62   /// used for negative cycle detection with limited iteration number.
    59   /// used for negative cycle detection with limited iteration number.
    63   /// However \ref CycleCanceling also provides the "Minimum Mean
    60   /// However \ref CycleCanceling also provides the "Minimum Mean
    64   /// Cycle-Canceling" algorithm, which is \e strongly \e polynomial,
    61   /// Cycle-Canceling" algorithm, which is \e strongly \e polynomial,
    92 
    89 
    93   public:
    90   public:
    94 
    91 
    95     /// The type of the flow map.
    92     /// The type of the flow map.
    96     typedef typename Graph::template EdgeMap<Capacity> FlowMap;
    93     typedef typename Graph::template EdgeMap<Capacity> FlowMap;
       
    94     /// The type of the potential map.
       
    95     typedef typename Graph::template NodeMap<Cost> PotentialMap;
    97 
    96 
    98   private:
    97   private:
    99 
    98 
   100     /// \brief Map adaptor class for handling residual edge costs.
    99     /// \brief Map adaptor class for handling residual edge costs.
   101     ///
   100     ///
   141     // The modified supply map
   140     // The modified supply map
   142     SupplyNodeMap _supply;
   141     SupplyNodeMap _supply;
   143     bool _valid_supply;
   142     bool _valid_supply;
   144 
   143 
   145     // Edge map of the current flow
   144     // Edge map of the current flow
   146     FlowMap _flow;
   145     FlowMap *_flow;
       
   146     bool _local_flow;
       
   147     // Node map of the current potentials
       
   148     PotentialMap *_potential;
       
   149     bool _local_potential;
   147 
   150 
   148     // The residual graph
   151     // The residual graph
   149     ResGraph _res_graph;
   152     ResGraph *_res_graph;
   150     // The residual cost map
   153     // The residual cost map
   151     ResidualCostMap _res_cost;
   154     ResidualCostMap _res_cost;
   152 
   155 
   153   public:
   156   public:
   154 
   157 
   155     /// \brief General constructor of the class (with lower bounds).
   158     /// \brief General constructor (with lower bounds).
   156     ///
   159     ///
   157     /// General constructor of the class (with lower bounds).
   160     /// General constructor (with lower bounds).
   158     ///
   161     ///
   159     /// \param graph The directed graph the algorithm runs on.
   162     /// \param graph The directed graph the algorithm runs on.
   160     /// \param lower The lower bounds of the edges.
   163     /// \param lower The lower bounds of the edges.
   161     /// \param capacity The capacities (upper bounds) of the edges.
   164     /// \param capacity The capacities (upper bounds) of the edges.
   162     /// \param cost The cost (length) values of the edges.
   165     /// \param cost The cost (length) values of the edges.
   165                     const LowerMap &lower,
   168                     const LowerMap &lower,
   166                     const CapacityMap &capacity,
   169                     const CapacityMap &capacity,
   167                     const CostMap &cost,
   170                     const CostMap &cost,
   168                     const SupplyMap &supply ) :
   171                     const SupplyMap &supply ) :
   169       _graph(graph), _lower(&lower), _capacity(graph), _cost(cost),
   172       _graph(graph), _lower(&lower), _capacity(graph), _cost(cost),
   170       _supply(graph), _flow(graph, 0),
   173       _supply(graph), _flow(0), _local_flow(false),
   171       _res_graph(graph, _capacity, _flow), _res_cost(_cost)
   174       _potential(0), _local_potential(false), _res_cost(_cost)
   172     {
   175     {
   173       // Removing non-zero lower bounds
   176       // Removing non-zero lower bounds
   174       _capacity = subMap(capacity, lower);
   177       _capacity = subMap(capacity, lower);
   175       Supply sum = 0;
   178       Supply sum = 0;
   176       for (NodeIt n(_graph); n != INVALID; ++n) {
   179       for (NodeIt n(_graph); n != INVALID; ++n) {
   182         sum += (_supply[n] = s);
   185         sum += (_supply[n] = s);
   183       }
   186       }
   184       _valid_supply = sum == 0;
   187       _valid_supply = sum == 0;
   185     }
   188     }
   186 
   189 
   187     /// \brief General constructor of the class (without lower bounds).
   190     /// \brief General constructor (without lower bounds).
   188     ///
   191     ///
   189     /// General constructor of the class (without lower bounds).
   192     /// General constructor (without lower bounds).
   190     ///
   193     ///
   191     /// \param graph The directed graph the algorithm runs on.
   194     /// \param graph The directed graph the algorithm runs on.
   192     /// \param capacity The capacities (upper bounds) of the edges.
   195     /// \param capacity The capacities (upper bounds) of the edges.
   193     /// \param cost The cost (length) values of the edges.
   196     /// \param cost The cost (length) values of the edges.
   194     /// \param supply The supply values of the nodes (signed).
   197     /// \param supply The supply values of the nodes (signed).
   195     CycleCanceling( const Graph &graph,
   198     CycleCanceling( const Graph &graph,
   196                     const CapacityMap &capacity,
   199                     const CapacityMap &capacity,
   197                     const CostMap &cost,
   200                     const CostMap &cost,
   198                     const SupplyMap &supply ) :
   201                     const SupplyMap &supply ) :
   199       _graph(graph), _lower(NULL), _capacity(capacity), _cost(cost),
   202       _graph(graph), _lower(NULL), _capacity(capacity), _cost(cost),
   200       _supply(supply), _flow(graph, 0),
   203       _supply(supply), _flow(0), _local_flow(false),
   201       _res_graph(graph, _capacity, _flow), _res_cost(_cost)
   204       _potential(0), _local_potential(false), _res_cost(_cost)
   202     {
   205     {
   203       // Checking the sum of supply values
   206       // Checking the sum of supply values
   204       Supply sum = 0;
   207       Supply sum = 0;
   205       for (NodeIt n(_graph); n != INVALID; ++n) sum += _supply[n];
   208       for (NodeIt n(_graph); n != INVALID; ++n) sum += _supply[n];
   206       _valid_supply = sum == 0;
   209       _valid_supply = sum == 0;
   207     }
   210     }
   208 
   211 
   209     /// \brief Simple constructor of the class (with lower bounds).
   212     /// \brief Simple constructor (with lower bounds).
   210     ///
   213     ///
   211     /// Simple constructor of the class (with lower bounds).
   214     /// Simple constructor (with lower bounds).
   212     ///
   215     ///
   213     /// \param graph The directed graph the algorithm runs on.
   216     /// \param graph The directed graph the algorithm runs on.
   214     /// \param lower The lower bounds of the edges.
   217     /// \param lower The lower bounds of the edges.
   215     /// \param capacity The capacities (upper bounds) of the edges.
   218     /// \param capacity The capacities (upper bounds) of the edges.
   216     /// \param cost The cost (length) values of the edges.
   219     /// \param cost The cost (length) values of the edges.
   223                     const CapacityMap &capacity,
   226                     const CapacityMap &capacity,
   224                     const CostMap &cost,
   227                     const CostMap &cost,
   225                     Node s, Node t,
   228                     Node s, Node t,
   226                     Supply flow_value ) :
   229                     Supply flow_value ) :
   227       _graph(graph), _lower(&lower), _capacity(graph), _cost(cost),
   230       _graph(graph), _lower(&lower), _capacity(graph), _cost(cost),
   228       _supply(graph), _flow(graph, 0),
   231       _supply(graph), _flow(0), _local_flow(false),
   229       _res_graph(graph, _capacity, _flow), _res_cost(_cost)
   232       _potential(0), _local_potential(false), _res_cost(_cost)
   230     {
   233     {
   231       // Removing non-zero lower bounds
   234       // Removing non-zero lower bounds
   232       _capacity = subMap(capacity, lower);
   235       _capacity = subMap(capacity, lower);
   233       for (NodeIt n(_graph); n != INVALID; ++n) {
   236       for (NodeIt n(_graph); n != INVALID; ++n) {
   234         Supply sum = 0;
   237         Supply sum = 0;
   241         _supply[n] = sum;
   244         _supply[n] = sum;
   242       }
   245       }
   243       _valid_supply = true;
   246       _valid_supply = true;
   244     }
   247     }
   245 
   248 
   246     /// \brief Simple constructor of the class (without lower bounds).
   249     /// \brief Simple constructor (without lower bounds).
   247     ///
   250     ///
   248     /// Simple constructor of the class (without lower bounds).
   251     /// Simple constructor (without lower bounds).
   249     ///
   252     ///
   250     /// \param graph The directed graph the algorithm runs on.
   253     /// \param graph The directed graph the algorithm runs on.
   251     /// \param capacity The capacities (upper bounds) of the edges.
   254     /// \param capacity The capacities (upper bounds) of the edges.
   252     /// \param cost The cost (length) values of the edges.
   255     /// \param cost The cost (length) values of the edges.
   253     /// \param s The source node.
   256     /// \param s The source node.
   258                     const CapacityMap &capacity,
   261                     const CapacityMap &capacity,
   259                     const CostMap &cost,
   262                     const CostMap &cost,
   260                     Node s, Node t,
   263                     Node s, Node t,
   261                     Supply flow_value ) :
   264                     Supply flow_value ) :
   262       _graph(graph), _lower(NULL), _capacity(capacity), _cost(cost),
   265       _graph(graph), _lower(NULL), _capacity(capacity), _cost(cost),
   263       _supply(graph, 0), _flow(graph, 0),
   266       _supply(graph, 0), _flow(0), _local_flow(false),
   264       _res_graph(graph, _capacity, _flow), _res_cost(_cost)
   267       _potential(0), _local_potential(false), _res_cost(_cost)
   265     {
   268     {
   266       _supply[s] =  flow_value;
   269       _supply[s] =  flow_value;
   267       _supply[t] = -flow_value;
   270       _supply[t] = -flow_value;
   268       _valid_supply = true;
   271       _valid_supply = true;
   269     }
   272     }
   270 
   273 
       
   274     /// Destructor.
       
   275     ~CycleCanceling() {
       
   276       if (_local_flow) delete _flow;
       
   277       if (_local_potential) delete _potential;
       
   278       delete _res_graph;
       
   279     }
       
   280 
       
   281     /// \brief Sets the flow map.
       
   282     ///
       
   283     /// Sets the flow map.
       
   284     ///
       
   285     /// \return \c (*this)
       
   286     CycleCanceling& flowMap(FlowMap &map) {
       
   287       if (_local_flow) {
       
   288         delete _flow;
       
   289         _local_flow = false;
       
   290       }
       
   291       _flow = &map;
       
   292       return *this;
       
   293     }
       
   294 
       
   295     /// \brief Sets the potential map.
       
   296     ///
       
   297     /// Sets the potential map.
       
   298     ///
       
   299     /// \return \c (*this)
       
   300     CycleCanceling& potentialMap(PotentialMap &map) {
       
   301       if (_local_potential) {
       
   302         delete _potential;
       
   303         _local_potential = false;
       
   304       }
       
   305       _potential = &map;
       
   306       return *this;
       
   307     }
       
   308 
       
   309     /// \name Execution control
       
   310     /// The only way to execute the algorithm is to call the run()
       
   311     /// function.
       
   312 
       
   313     /// @{
       
   314 
   271     /// \brief Runs the algorithm.
   315     /// \brief Runs the algorithm.
   272     ///
   316     ///
   273     /// Runs the algorithm.
   317     /// Runs the algorithm.
   274     ///
   318     ///
   275     /// \param min_mean_cc Set this parameter to \c true to run the
   319     /// \param min_mean_cc Set this parameter to \c true to run the
   279     /// \return \c true if a feasible flow can be found.
   323     /// \return \c true if a feasible flow can be found.
   280     bool run(bool min_mean_cc = false) {
   324     bool run(bool min_mean_cc = false) {
   281       return init() && start(min_mean_cc);
   325       return init() && start(min_mean_cc);
   282     }
   326     }
   283 
   327 
       
   328     /// @}
       
   329 
       
   330     /// \name Query Functions
       
   331     /// The result of the algorithm can be obtained using these
       
   332     /// functions.
       
   333     /// \n run() must be called before using them.
       
   334 
       
   335     /// @{
       
   336 
   284     /// \brief Returns a const reference to the edge map storing the
   337     /// \brief Returns a const reference to the edge map storing the
   285     /// found flow.
   338     /// found flow.
   286     ///
   339     ///
   287     /// Returns a const reference to the edge map storing the found flow.
   340     /// Returns a const reference to the edge map storing the found flow.
   288     ///
   341     ///
   289     /// \pre \ref run() must be called before using this function.
   342     /// \pre \ref run() must be called before using this function.
   290     const FlowMap& flowMap() const {
   343     const FlowMap& flowMap() const {
   291       return _flow;
   344       return *_flow;
       
   345     }
       
   346 
       
   347     /// \brief Returns a const reference to the node map storing the
       
   348     /// found potentials (the dual solution).
       
   349     ///
       
   350     /// Returns a const reference to the node map storing the found
       
   351     /// potentials (the dual solution).
       
   352     ///
       
   353     /// \pre \ref run() must be called before using this function.
       
   354     const PotentialMap& potentialMap() const {
       
   355       return *_potential;
       
   356     }
       
   357 
       
   358     /// \brief Returns the flow on the edge.
       
   359     ///
       
   360     /// Returns the flow on the edge.
       
   361     ///
       
   362     /// \pre \ref run() must be called before using this function.
       
   363     Capacity flow(const Edge& edge) const {
       
   364       return (*_flow)[edge];
       
   365     }
       
   366 
       
   367     /// \brief Returns the potential of the node.
       
   368     ///
       
   369     /// Returns the potential of the node.
       
   370     ///
       
   371     /// \pre \ref run() must be called before using this function.
       
   372     Cost potential(const Node& node) const {
       
   373       return (*_potential)[node];
   292     }
   374     }
   293 
   375 
   294     /// \brief Returns the total cost of the found flow.
   376     /// \brief Returns the total cost of the found flow.
   295     ///
   377     ///
   296     /// Returns the total cost of the found flow. The complexity of the
   378     /// Returns the total cost of the found flow. The complexity of the
   298     ///
   380     ///
   299     /// \pre \ref run() must be called before using this function.
   381     /// \pre \ref run() must be called before using this function.
   300     Cost totalCost() const {
   382     Cost totalCost() const {
   301       Cost c = 0;
   383       Cost c = 0;
   302       for (EdgeIt e(_graph); e != INVALID; ++e)
   384       for (EdgeIt e(_graph); e != INVALID; ++e)
   303         c += _flow[e] * _cost[e];
   385         c += (*_flow)[e] * _cost[e];
   304       return c;
   386       return c;
   305     }
   387     }
       
   388 
       
   389     /// @}
   306 
   390 
   307   private:
   391   private:
   308 
   392 
   309     /// Initializes the algorithm.
   393     /// Initializes the algorithm.
   310     bool init() {
   394     bool init() {
   311       if (!_valid_supply) return false;
   395       if (!_valid_supply) return false;
   312 
   396 
       
   397       // Initializing flow and potential maps
       
   398       if (!_flow) {
       
   399         _flow = new FlowMap(_graph);
       
   400         _local_flow = true;
       
   401       }
       
   402       if (!_potential) {
       
   403         _potential = new PotentialMap(_graph);
       
   404         _local_potential = true;
       
   405       }
       
   406 
       
   407       _res_graph = new ResGraph(_graph, _capacity, *_flow);
       
   408 
   313       // Finding a feasible flow using Circulation
   409       // Finding a feasible flow using Circulation
   314       Circulation< Graph, ConstMap<Edge, Capacity>, CapacityEdgeMap,
   410       Circulation< Graph, ConstMap<Edge, Capacity>, CapacityEdgeMap,
   315                    SupplyMap >
   411                    SupplyMap >
   316         circulation( _graph, constMap<Edge>((Capacity)0), _capacity,
   412         circulation( _graph, constMap<Edge>(Capacity(0)), _capacity,
   317                      _supply );
   413                      _supply );
   318       return circulation.flowMap(_flow).run();
   414       return circulation.flowMap(*_flow).run();
   319     }
   415     }
   320 
   416 
   321     bool start(bool min_mean_cc) {
   417     bool start(bool min_mean_cc) {
   322       if (min_mean_cc)
   418       if (min_mean_cc)
   323         return startMinMean();
   419         startMinMean();
   324       else
   420       else
   325         return start();
   421         start();
       
   422 
       
   423       // Handling non-zero lower bounds
       
   424       if (_lower) {
       
   425         for (EdgeIt e(_graph); e != INVALID; ++e)
       
   426           (*_flow)[e] += (*_lower)[e];
       
   427       }
       
   428       return true;
   326     }
   429     }
   327 
   430 
   328     /// \brief Executes the algorithm using \ref BellmanFord.
   431     /// \brief Executes the algorithm using \ref BellmanFord.
   329     ///
   432     ///
   330     /// Executes the algorithm using the \ref BellmanFord
   433     /// Executes the algorithm using the \ref BellmanFord
   331     /// "Bellman-Ford" algorithm for negative cycle detection with
   434     /// "Bellman-Ford" algorithm for negative cycle detection with
   332     /// successively larger limit for the number of iterations.
   435     /// successively larger limit for the number of iterations.
   333     bool start() {
   436     void start() {
   334       typename BellmanFord<ResGraph, ResidualCostMap>::PredMap pred(_res_graph);
   437       typename BellmanFord<ResGraph, ResidualCostMap>::PredMap pred(*_res_graph);
   335       typename ResGraph::template NodeMap<int> visited(_res_graph);
   438       typename ResGraph::template NodeMap<int> visited(*_res_graph);
   336       std::vector<ResEdge> cycle;
   439       std::vector<ResEdge> cycle;
   337       int node_num = countNodes(_graph);
   440       int node_num = countNodes(_graph);
   338 
   441 
   339       int length_bound = BF_FIRST_LIMIT;
   442       int length_bound = BF_FIRST_LIMIT;
   340       bool optimal = false;
   443       bool optimal = false;
   341       while (!optimal) {
   444       while (!optimal) {
   342         BellmanFord<ResGraph, ResidualCostMap> bf(_res_graph, _res_cost);
   445         BellmanFord<ResGraph, ResidualCostMap> bf(*_res_graph, _res_cost);
   343         bf.predMap(pred);
   446         bf.predMap(pred);
   344         bf.init(0);
   447         bf.init(0);
   345         int iter_num = 0;
   448         int iter_num = 0;
   346         bool cycle_found = false;
   449         bool cycle_found = false;
   347         while (!cycle_found) {
   450         while (!cycle_found) {
   354               real_iter_num = i;
   457               real_iter_num = i;
   355               break;
   458               break;
   356             }
   459             }
   357           }
   460           }
   358           if (real_iter_num < curr_iter_num) {
   461           if (real_iter_num < curr_iter_num) {
       
   462             // Optimal flow is found
   359             optimal = true;
   463             optimal = true;
       
   464             // Setting node potentials
       
   465             for (NodeIt n(_graph); n != INVALID; ++n)
       
   466               (*_potential)[n] = bf.dist(n);
   360             break;
   467             break;
   361           } else {
   468           } else {
   362             // Searching for node disjoint negative cycles
   469             // Searching for node disjoint negative cycles
   363             for (ResNodeIt n(_res_graph); n != INVALID; ++n)
   470             for (ResNodeIt n(*_res_graph); n != INVALID; ++n)
   364               visited[n] = 0;
   471               visited[n] = 0;
   365             int id = 0;
   472             int id = 0;
   366             for (ResNodeIt n(_res_graph); n != INVALID; ++n) {
   473             for (ResNodeIt n(*_res_graph); n != INVALID; ++n) {
   367               if (visited[n] > 0) continue;
   474               if (visited[n] > 0) continue;
   368               visited[n] = ++id;
   475               visited[n] = ++id;
   369               ResNode u = pred[n] == INVALID ?
   476               ResNode u = pred[n] == INVALID ?
   370                           INVALID : _res_graph.source(pred[n]);
   477                           INVALID : _res_graph->source(pred[n]);
   371               while (u != INVALID && visited[u] == 0) {
   478               while (u != INVALID && visited[u] == 0) {
   372                 visited[u] = id;
   479                 visited[u] = id;
   373                 u = pred[u] == INVALID ?
   480                 u = pred[u] == INVALID ?
   374                     INVALID : _res_graph.source(pred[u]);
   481                     INVALID : _res_graph->source(pred[u]);
   375               }
   482               }
   376               if (u != INVALID && visited[u] == id) {
   483               if (u != INVALID && visited[u] == id) {
   377                 // Finding the negative cycle
   484                 // Finding the negative cycle
   378                 cycle_found = true;
   485                 cycle_found = true;
   379                 cycle.clear();
   486                 cycle.clear();
   380                 ResEdge e = pred[u];
   487                 ResEdge e = pred[u];
   381                 cycle.push_back(e);
   488                 cycle.push_back(e);
   382                 Capacity d = _res_graph.rescap(e);
   489                 Capacity d = _res_graph->rescap(e);
   383                 while (_res_graph.source(e) != u) {
   490                 while (_res_graph->source(e) != u) {
   384                   cycle.push_back(e = pred[_res_graph.source(e)]);
   491                   cycle.push_back(e = pred[_res_graph->source(e)]);
   385                   if (_res_graph.rescap(e) < d)
   492                   if (_res_graph->rescap(e) < d)
   386                     d = _res_graph.rescap(e);
   493                     d = _res_graph->rescap(e);
   387                 }
   494                 }
   388 
   495 
   389                 // Augmenting along the cycle
   496                 // Augmenting along the cycle
   390                 for (int i = 0; i < int(cycle.size()); ++i)
   497                 for (int i = 0; i < int(cycle.size()); ++i)
   391                   _res_graph.augment(cycle[i], d);
   498                   _res_graph->augment(cycle[i], d);
   392               }
   499               }
   393             }
   500             }
   394           }
   501           }
   395 
   502 
   396           if (!cycle_found)
   503           if (!cycle_found)
   397             length_bound = int(length_bound * BF_ALPHA);
   504             length_bound = int(length_bound * BF_ALPHA);
   398         }
   505         }
   399       }
   506       }
   400 
       
   401       // Handling non-zero lower bounds
       
   402       if (_lower) {
       
   403         for (EdgeIt e(_graph); e != INVALID; ++e)
       
   404           _flow[e] += (*_lower)[e];
       
   405       }
       
   406       return true;
       
   407     }
   507     }
   408 
   508 
   409     /// \brief Executes the algorithm using \ref MinMeanCycle.
   509     /// \brief Executes the algorithm using \ref MinMeanCycle.
   410     ///
   510     ///
   411     /// Executes the algorithm using \ref MinMeanCycle for negative
   511     /// Executes the algorithm using \ref MinMeanCycle for negative
   412     /// cycle detection.
   512     /// cycle detection.
   413     bool startMinMean() {
   513     void startMinMean() {
   414       typedef Path<ResGraph> ResPath;
   514       typedef Path<ResGraph> ResPath;
   415       MinMeanCycle<ResGraph, ResidualCostMap> mmc(_res_graph, _res_cost);
   515       MinMeanCycle<ResGraph, ResidualCostMap> mmc(*_res_graph, _res_cost);
   416       ResPath cycle;
   516       ResPath cycle;
   417 
   517 
   418       mmc.cyclePath(cycle).init();
   518       mmc.cyclePath(cycle).init();
   419       if (mmc.findMinMean()) {
   519       if (mmc.findMinMean()) {
   420         while (mmc.cycleLength() < 0) {
   520         while (mmc.cycleLength() < 0) {
   423 
   523 
   424           // Finding the largest flow amount that can be augmented
   524           // Finding the largest flow amount that can be augmented
   425           // along the cycle
   525           // along the cycle
   426           Capacity delta = 0;
   526           Capacity delta = 0;
   427           for (typename ResPath::EdgeIt e(cycle); e != INVALID; ++e) {
   527           for (typename ResPath::EdgeIt e(cycle); e != INVALID; ++e) {
   428             if (delta == 0 || _res_graph.rescap(e) < delta)
   528             if (delta == 0 || _res_graph->rescap(e) < delta)
   429               delta = _res_graph.rescap(e);
   529               delta = _res_graph->rescap(e);
   430           }
   530           }
   431 
   531 
   432           // Augmenting along the cycle
   532           // Augmenting along the cycle
   433           for (typename ResPath::EdgeIt e(cycle); e != INVALID; ++e)
   533           for (typename ResPath::EdgeIt e(cycle); e != INVALID; ++e)
   434             _res_graph.augment(e, delta);
   534             _res_graph->augment(e, delta);
   435 
   535 
   436           // Finding the minimum cycle mean for the modified residual
   536           // Finding the minimum cycle mean for the modified residual
   437           // graph
   537           // graph
   438           mmc.reset();
   538           mmc.reset();
   439           if (!mmc.findMinMean()) break;
   539           if (!mmc.findMinMean()) break;
   440         }
   540         }
   441       }
   541       }
   442 
   542 
   443       // Handling non-zero lower bounds
   543       // Computing node potentials
   444       if (_lower) {
   544       BellmanFord<ResGraph, ResidualCostMap> bf(*_res_graph, _res_cost);
   445         for (EdgeIt e(_graph); e != INVALID; ++e)
   545       bf.init(0); bf.start();
   446           _flow[e] += (*_lower)[e];
   546       for (NodeIt n(_graph); n != INVALID; ++n)
   447       }
   547         (*_potential)[n] = bf.dist(n);
   448       return true;
       
   449     }
   548     }
   450 
   549 
   451   }; //class CycleCanceling
   550   }; //class CycleCanceling
   452 
   551 
   453   ///@}
   552   ///@}