| [209] | 1 | /* -*- mode: C++; indent-tabs-mode: nil; -*- | 
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| [40] | 2 |  * | 
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| [209] | 3 |  * This file is a part of LEMON, a generic C++ optimization library. | 
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| [40] | 4 |  * | 
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| [440] | 5 |  * Copyright (C) 2003-2009 | 
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| [40] | 6 |  * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport | 
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 | 7 |  * (Egervary Research Group on Combinatorial Optimization, EGRES). | 
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 | 8 |  * | 
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 | 9 |  * Permission to use, modify and distribute this software is granted | 
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 | 10 |  * provided that this copyright notice appears in all copies. For | 
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 | 11 |  * precise terms see the accompanying LICENSE file. | 
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 | 12 |  * | 
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 | 13 |  * This software is provided "AS IS" with no warranty of any kind, | 
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 | 14 |  * express or implied, and with no claim as to its suitability for any | 
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 | 15 |  * purpose. | 
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 | 16 |  * | 
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 | 17 |  */ | 
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 | 18 |  | 
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| [406] | 19 | namespace lemon { | 
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 | 20 |  | 
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| [40] | 21 | /** | 
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 | 22 | @defgroup datas Data Structures | 
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| [559] | 23 | This group contains the several data structures implemented in LEMON. | 
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| [40] | 24 | */ | 
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 | 25 |  | 
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 | 26 | /** | 
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 | 27 | @defgroup graphs Graph Structures | 
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 | 28 | @ingroup datas | 
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 | 29 | \brief Graph structures implemented in LEMON. | 
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 | 30 |  | 
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| [209] | 31 | The implementation of combinatorial algorithms heavily relies on | 
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 | 32 | efficient graph implementations. LEMON offers data structures which are | 
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 | 33 | planned to be easily used in an experimental phase of implementation studies, | 
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 | 34 | and thereafter the program code can be made efficient by small modifications. | 
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| [40] | 35 |  | 
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 | 36 | The most efficient implementation of diverse applications require the | 
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 | 37 | usage of different physical graph implementations. These differences | 
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 | 38 | appear in the size of graph we require to handle, memory or time usage | 
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 | 39 | limitations or in the set of operations through which the graph can be | 
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 | 40 | accessed.  LEMON provides several physical graph structures to meet | 
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 | 41 | the diverging requirements of the possible users.  In order to save on | 
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 | 42 | running time or on memory usage, some structures may fail to provide | 
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| [83] | 43 | some graph features like arc/edge or node deletion. | 
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| [40] | 44 |  | 
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| [209] | 45 | Alteration of standard containers need a very limited number of | 
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 | 46 | operations, these together satisfy the everyday requirements. | 
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 | 47 | In the case of graph structures, different operations are needed which do | 
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 | 48 | not alter the physical graph, but gives another view. If some nodes or | 
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| [83] | 49 | arcs have to be hidden or the reverse oriented graph have to be used, then | 
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| [209] | 50 | this is the case. It also may happen that in a flow implementation | 
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 | 51 | the residual graph can be accessed by another algorithm, or a node-set | 
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 | 52 | is to be shrunk for another algorithm. | 
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 | 53 | LEMON also provides a variety of graphs for these requirements called | 
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 | 54 | \ref graph_adaptors "graph adaptors". Adaptors cannot be used alone but only | 
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 | 55 | in conjunction with other graph representations. | 
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| [40] | 56 |  | 
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 | 57 | You are free to use the graph structure that fit your requirements | 
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 | 58 | the best, most graph algorithms and auxiliary data structures can be used | 
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| [314] | 59 | with any graph structure. | 
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 | 60 |  | 
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 | 61 | <b>See also:</b> \ref graph_concepts "Graph Structure Concepts". | 
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| [40] | 62 | */ | 
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 | 63 |  | 
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 | 64 | /** | 
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| [451] | 65 | @defgroup graph_adaptors Adaptor Classes for Graphs | 
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| [416] | 66 | @ingroup graphs | 
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| [451] | 67 | \brief Adaptor classes for digraphs and graphs | 
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 | 68 |  | 
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 | 69 | This group contains several useful adaptor classes for digraphs and graphs. | 
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| [416] | 70 |  | 
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 | 71 | The main parts of LEMON are the different graph structures, generic | 
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| [451] | 72 | graph algorithms, graph concepts, which couple them, and graph | 
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| [416] | 73 | adaptors. While the previous notions are more or less clear, the | 
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 | 74 | latter one needs further explanation. Graph adaptors are graph classes | 
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 | 75 | which serve for considering graph structures in different ways. | 
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 | 76 |  | 
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 | 77 | A short example makes this much clearer.  Suppose that we have an | 
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| [451] | 78 | instance \c g of a directed graph type, say ListDigraph and an algorithm | 
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| [416] | 79 | \code | 
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 | 80 | template <typename Digraph> | 
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 | 81 | int algorithm(const Digraph&); | 
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 | 82 | \endcode | 
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 | 83 | is needed to run on the reverse oriented graph.  It may be expensive | 
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 | 84 | (in time or in memory usage) to copy \c g with the reversed | 
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 | 85 | arcs.  In this case, an adaptor class is used, which (according | 
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| [451] | 86 | to LEMON \ref concepts::Digraph "digraph concepts") works as a digraph. | 
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 | 87 | The adaptor uses the original digraph structure and digraph operations when | 
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 | 88 | methods of the reversed oriented graph are called.  This means that the adaptor | 
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 | 89 | have minor memory usage, and do not perform sophisticated algorithmic | 
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| [416] | 90 | actions.  The purpose of it is to give a tool for the cases when a | 
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 | 91 | graph have to be used in a specific alteration.  If this alteration is | 
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| [451] | 92 | obtained by a usual construction like filtering the node or the arc set or | 
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| [416] | 93 | considering a new orientation, then an adaptor is worthwhile to use. | 
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 | 94 | To come back to the reverse oriented graph, in this situation | 
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 | 95 | \code | 
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 | 96 | template<typename Digraph> class ReverseDigraph; | 
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 | 97 | \endcode | 
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 | 98 | template class can be used. The code looks as follows | 
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 | 99 | \code | 
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 | 100 | ListDigraph g; | 
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| [451] | 101 | ReverseDigraph<ListDigraph> rg(g); | 
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| [416] | 102 | int result = algorithm(rg); | 
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 | 103 | \endcode | 
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| [451] | 104 | During running the algorithm, the original digraph \c g is untouched. | 
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 | 105 | This techniques give rise to an elegant code, and based on stable | 
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| [416] | 106 | graph adaptors, complex algorithms can be implemented easily. | 
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 | 107 |  | 
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| [451] | 108 | In flow, circulation and matching problems, the residual | 
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| [416] | 109 | graph is of particular importance. Combining an adaptor implementing | 
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| [451] | 110 | this with shortest path algorithms or minimum mean cycle algorithms, | 
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| [416] | 111 | a range of weighted and cardinality optimization algorithms can be | 
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 | 112 | obtained. For other examples, the interested user is referred to the | 
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 | 113 | detailed documentation of particular adaptors. | 
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 | 114 |  | 
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 | 115 | The behavior of graph adaptors can be very different. Some of them keep | 
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 | 116 | capabilities of the original graph while in other cases this would be | 
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| [451] | 117 | meaningless. This means that the concepts that they meet depend | 
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 | 118 | on the graph adaptor, and the wrapped graph. | 
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 | 119 | For example, if an arc of a reversed digraph is deleted, this is carried | 
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 | 120 | out by deleting the corresponding arc of the original digraph, thus the | 
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 | 121 | adaptor modifies the original digraph. | 
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 | 122 | However in case of a residual digraph, this operation has no sense. | 
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| [416] | 123 |  | 
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 | 124 | Let us stand one more example here to simplify your work. | 
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| [451] | 125 | ReverseDigraph has constructor | 
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| [416] | 126 | \code | 
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 | 127 | ReverseDigraph(Digraph& digraph); | 
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 | 128 | \endcode | 
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| [451] | 129 | This means that in a situation, when a <tt>const %ListDigraph&</tt> | 
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| [416] | 130 | reference to a graph is given, then it have to be instantiated with | 
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| [451] | 131 | <tt>Digraph=const %ListDigraph</tt>. | 
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| [416] | 132 | \code | 
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 | 133 | int algorithm1(const ListDigraph& g) { | 
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| [451] | 134 |   ReverseDigraph<const ListDigraph> rg(g); | 
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| [416] | 135 |   return algorithm2(rg); | 
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 | 136 | } | 
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 | 137 | \endcode | 
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 | 138 | */ | 
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 | 139 |  | 
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 | 140 | /** | 
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| [209] | 141 | @defgroup maps Maps | 
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| [40] | 142 | @ingroup datas | 
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| [50] | 143 | \brief Map structures implemented in LEMON. | 
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| [40] | 144 |  | 
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| [559] | 145 | This group contains the map structures implemented in LEMON. | 
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| [50] | 146 |  | 
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| [314] | 147 | LEMON provides several special purpose maps and map adaptors that e.g. combine | 
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| [40] | 148 | new maps from existing ones. | 
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| [314] | 149 |  | 
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 | 150 | <b>See also:</b> \ref map_concepts "Map Concepts". | 
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| [40] | 151 | */ | 
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 | 152 |  | 
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 | 153 | /** | 
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| [209] | 154 | @defgroup graph_maps Graph Maps | 
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| [40] | 155 | @ingroup maps | 
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| [83] | 156 | \brief Special graph-related maps. | 
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| [40] | 157 |  | 
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| [559] | 158 | This group contains maps that are specifically designed to assign | 
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| [406] | 159 | values to the nodes and arcs/edges of graphs. | 
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 | 160 |  | 
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 | 161 | If you are looking for the standard graph maps (\c NodeMap, \c ArcMap, | 
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 | 162 | \c EdgeMap), see the \ref graph_concepts "Graph Structure Concepts". | 
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| [40] | 163 | */ | 
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 | 164 |  | 
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 | 165 | /** | 
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 | 166 | \defgroup map_adaptors Map Adaptors | 
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 | 167 | \ingroup maps | 
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 | 168 | \brief Tools to create new maps from existing ones | 
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 | 169 |  | 
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| [559] | 170 | This group contains map adaptors that are used to create "implicit" | 
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| [50] | 171 | maps from other maps. | 
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| [40] | 172 |  | 
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| [406] | 173 | Most of them are \ref concepts::ReadMap "read-only maps". | 
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| [83] | 174 | They can make arithmetic and logical operations between one or two maps | 
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 | 175 | (negation, shifting, addition, multiplication, logical 'and', 'or', | 
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 | 176 | 'not' etc.) or e.g. convert a map to another one of different Value type. | 
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| [40] | 177 |  | 
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| [50] | 178 | The typical usage of this classes is passing implicit maps to | 
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| [40] | 179 | algorithms.  If a function type algorithm is called then the function | 
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 | 180 | type map adaptors can be used comfortable. For example let's see the | 
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| [314] | 181 | usage of map adaptors with the \c graphToEps() function. | 
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| [40] | 182 | \code | 
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 | 183 |   Color nodeColor(int deg) { | 
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 | 184 |     if (deg >= 2) { | 
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 | 185 |       return Color(0.5, 0.0, 0.5); | 
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 | 186 |     } else if (deg == 1) { | 
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 | 187 |       return Color(1.0, 0.5, 1.0); | 
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 | 188 |     } else { | 
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 | 189 |       return Color(0.0, 0.0, 0.0); | 
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 | 190 |     } | 
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 | 191 |   } | 
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| [209] | 192 |  | 
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| [83] | 193 |   Digraph::NodeMap<int> degree_map(graph); | 
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| [209] | 194 |  | 
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| [314] | 195 |   graphToEps(graph, "graph.eps") | 
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| [40] | 196 |     .coords(coords).scaleToA4().undirected() | 
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| [83] | 197 |     .nodeColors(composeMap(functorToMap(nodeColor), degree_map)) | 
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| [40] | 198 |     .run(); | 
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| [209] | 199 | \endcode | 
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| [83] | 200 | The \c functorToMap() function makes an \c int to \c Color map from the | 
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| [314] | 201 | \c nodeColor() function. The \c composeMap() compose the \c degree_map | 
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| [83] | 202 | and the previously created map. The composed map is a proper function to | 
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 | 203 | get the color of each node. | 
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| [40] | 204 |  | 
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 | 205 | The usage with class type algorithms is little bit harder. In this | 
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 | 206 | case the function type map adaptors can not be used, because the | 
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| [50] | 207 | function map adaptors give back temporary objects. | 
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| [40] | 208 | \code | 
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| [83] | 209 |   Digraph graph; | 
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 | 210 |  | 
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 | 211 |   typedef Digraph::ArcMap<double> DoubleArcMap; | 
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 | 212 |   DoubleArcMap length(graph); | 
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 | 213 |   DoubleArcMap speed(graph); | 
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 | 214 |  | 
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 | 215 |   typedef DivMap<DoubleArcMap, DoubleArcMap> TimeMap; | 
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| [40] | 216 |   TimeMap time(length, speed); | 
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| [209] | 217 |  | 
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| [83] | 218 |   Dijkstra<Digraph, TimeMap> dijkstra(graph, time); | 
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| [40] | 219 |   dijkstra.run(source, target); | 
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 | 220 | \endcode | 
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| [83] | 221 | We have a length map and a maximum speed map on the arcs of a digraph. | 
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 | 222 | The minimum time to pass the arc can be calculated as the division of | 
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 | 223 | the two maps which can be done implicitly with the \c DivMap template | 
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| [40] | 224 | class. We use the implicit minimum time map as the length map of the | 
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 | 225 | \c Dijkstra algorithm. | 
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 | 226 | */ | 
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 | 227 |  | 
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 | 228 | /** | 
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| [209] | 229 | @defgroup matrices Matrices | 
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| [40] | 230 | @ingroup datas | 
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| [50] | 231 | \brief Two dimensional data storages implemented in LEMON. | 
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| [40] | 232 |  | 
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| [559] | 233 | This group contains two dimensional data storages implemented in LEMON. | 
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| [40] | 234 | */ | 
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 | 235 |  | 
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 | 236 | /** | 
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 | 237 | @defgroup paths Path Structures | 
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 | 238 | @ingroup datas | 
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| [318] | 239 | \brief %Path structures implemented in LEMON. | 
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| [40] | 240 |  | 
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| [559] | 241 | This group contains the path structures implemented in LEMON. | 
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| [40] | 242 |  | 
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| [50] | 243 | LEMON provides flexible data structures to work with paths. | 
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 | 244 | All of them have similar interfaces and they can be copied easily with | 
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 | 245 | assignment operators and copy constructors. This makes it easy and | 
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| [40] | 246 | efficient to have e.g. the Dijkstra algorithm to store its result in | 
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 | 247 | any kind of path structure. | 
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 | 248 |  | 
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 | 249 | \sa lemon::concepts::Path | 
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 | 250 | */ | 
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 | 251 |  | 
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 | 252 | /** | 
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 | 253 | @defgroup auxdat Auxiliary Data Structures | 
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 | 254 | @ingroup datas | 
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| [50] | 255 | \brief Auxiliary data structures implemented in LEMON. | 
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| [40] | 256 |  | 
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| [559] | 257 | This group contains some data structures implemented in LEMON in | 
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| [40] | 258 | order to make it easier to implement combinatorial algorithms. | 
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 | 259 | */ | 
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 | 260 |  | 
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 | 261 | /** | 
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 | 262 | @defgroup algs Algorithms | 
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| [559] | 263 | \brief This group contains the several algorithms | 
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| [40] | 264 | implemented in LEMON. | 
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 | 265 |  | 
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| [559] | 266 | This group contains the several algorithms | 
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| [40] | 267 | implemented in LEMON. | 
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 | 268 | */ | 
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 | 269 |  | 
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 | 270 | /** | 
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 | 271 | @defgroup search Graph Search | 
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 | 272 | @ingroup algs | 
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| [50] | 273 | \brief Common graph search algorithms. | 
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| [40] | 274 |  | 
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| [559] | 275 | This group contains the common graph search algorithms, namely | 
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| [406] | 276 | \e breadth-first \e search (BFS) and \e depth-first \e search (DFS). | 
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| [40] | 277 | */ | 
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 | 278 |  | 
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 | 279 | /** | 
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| [314] | 280 | @defgroup shortest_path Shortest Path Algorithms | 
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| [40] | 281 | @ingroup algs | 
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| [50] | 282 | \brief Algorithms for finding shortest paths. | 
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| [40] | 283 |  | 
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| [559] | 284 | This group contains the algorithms for finding shortest paths in digraphs. | 
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| [406] | 285 |  | 
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 | 286 |  - \ref Dijkstra algorithm for finding shortest paths from a source node | 
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 | 287 |    when all arc lengths are non-negative. | 
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 | 288 |  - \ref BellmanFord "Bellman-Ford" algorithm for finding shortest paths | 
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 | 289 |    from a source node when arc lenghts can be either positive or negative, | 
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 | 290 |    but the digraph should not contain directed cycles with negative total | 
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 | 291 |    length. | 
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 | 292 |  - \ref FloydWarshall "Floyd-Warshall" and \ref Johnson "Johnson" algorithms | 
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 | 293 |    for solving the \e all-pairs \e shortest \e paths \e problem when arc | 
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 | 294 |    lenghts can be either positive or negative, but the digraph should | 
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 | 295 |    not contain directed cycles with negative total length. | 
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 | 296 |  - \ref Suurballe A successive shortest path algorithm for finding | 
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 | 297 |    arc-disjoint paths between two nodes having minimum total length. | 
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| [40] | 298 | */ | 
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 | 299 |  | 
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| [209] | 300 | /** | 
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| [314] | 301 | @defgroup max_flow Maximum Flow Algorithms | 
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| [209] | 302 | @ingroup algs | 
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| [50] | 303 | \brief Algorithms for finding maximum flows. | 
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| [40] | 304 |  | 
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| [559] | 305 | This group contains the algorithms for finding maximum flows and | 
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| [40] | 306 | feasible circulations. | 
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 | 307 |  | 
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| [406] | 308 | The \e maximum \e flow \e problem is to find a flow of maximum value between | 
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 | 309 | a single source and a single target. Formally, there is a \f$G=(V,A)\f$ | 
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| [609] | 310 | digraph, a \f$cap: A\rightarrow\mathbf{R}^+_0\f$ capacity function and | 
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| [406] | 311 | \f$s, t \in V\f$ source and target nodes. | 
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| [609] | 312 | A maximum flow is an \f$f: A\rightarrow\mathbf{R}^+_0\f$ solution of the | 
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| [406] | 313 | following optimization problem. | 
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| [40] | 314 |  | 
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| [609] | 315 | \f[ \max\sum_{sv\in A} f(sv) - \sum_{vs\in A} f(vs) \f] | 
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 | 316 | \f[ \sum_{uv\in A} f(uv) = \sum_{vu\in A} f(vu) | 
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 | 317 |     \quad \forall u\in V\setminus\{s,t\} \f] | 
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 | 318 | \f[ 0 \leq f(uv) \leq cap(uv) \quad \forall uv\in A \f] | 
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| [40] | 319 |  | 
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| [50] | 320 | LEMON contains several algorithms for solving maximum flow problems: | 
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| [406] | 321 | - \ref EdmondsKarp Edmonds-Karp algorithm. | 
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 | 322 | - \ref Preflow Goldberg-Tarjan's preflow push-relabel algorithm. | 
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 | 323 | - \ref DinitzSleatorTarjan Dinitz's blocking flow algorithm with dynamic trees. | 
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 | 324 | - \ref GoldbergTarjan Preflow push-relabel algorithm with dynamic trees. | 
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| [40] | 325 |  | 
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| [406] | 326 | In most cases the \ref Preflow "Preflow" algorithm provides the | 
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 | 327 | fastest method for computing a maximum flow. All implementations | 
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| [651] | 328 | also provide functions to query the minimum cut, which is the dual | 
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 | 329 | problem of maximum flow. | 
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 | 330 |  | 
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 | 331 | \ref Circulation is a preflow push-relabel algorithm implemented directly  | 
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 | 332 | for finding feasible circulations, which is a somewhat different problem, | 
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 | 333 | but it is strongly related to maximum flow. | 
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 | 334 | For more information, see \ref Circulation. | 
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| [40] | 335 | */ | 
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 | 336 |  | 
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 | 337 | /** | 
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| [663] | 338 | @defgroup min_cost_flow_algs Minimum Cost Flow Algorithms | 
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| [40] | 339 | @ingroup algs | 
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 | 340 |  | 
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| [50] | 341 | \brief Algorithms for finding minimum cost flows and circulations. | 
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| [40] | 342 |  | 
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| [609] | 343 | This group contains the algorithms for finding minimum cost flows and | 
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| [663] | 344 | circulations. For more information about this problem and its dual | 
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 | 345 | solution see \ref min_cost_flow "Minimum Cost Flow Problem". | 
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| [406] | 346 |  | 
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| [663] | 347 | LEMON contains several algorithms for this problem. | 
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| [609] | 348 |  - \ref NetworkSimplex Primal Network Simplex algorithm with various | 
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 | 349 |    pivot strategies. | 
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 | 350 |  - \ref CostScaling Push-Relabel and Augment-Relabel algorithms based on | 
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 | 351 |    cost scaling. | 
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 | 352 |  - \ref CapacityScaling Successive Shortest %Path algorithm with optional | 
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| [406] | 353 |    capacity scaling. | 
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| [609] | 354 |  - \ref CancelAndTighten The Cancel and Tighten algorithm. | 
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 | 355 |  - \ref CycleCanceling Cycle-Canceling algorithms. | 
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 | 356 |  | 
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 | 357 | In general NetworkSimplex is the most efficient implementation, | 
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 | 358 | but in special cases other algorithms could be faster. | 
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 | 359 | For example, if the total supply and/or capacities are rather small, | 
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 | 360 | CapacityScaling is usually the fastest algorithm (without effective scaling). | 
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| [40] | 361 | */ | 
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 | 362 |  | 
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 | 363 | /** | 
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| [314] | 364 | @defgroup min_cut Minimum Cut Algorithms | 
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| [209] | 365 | @ingroup algs | 
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| [40] | 366 |  | 
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| [50] | 367 | \brief Algorithms for finding minimum cut in graphs. | 
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| [40] | 368 |  | 
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| [559] | 369 | This group contains the algorithms for finding minimum cut in graphs. | 
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| [40] | 370 |  | 
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| [406] | 371 | The \e minimum \e cut \e problem is to find a non-empty and non-complete | 
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 | 372 | \f$X\f$ subset of the nodes with minimum overall capacity on | 
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 | 373 | outgoing arcs. Formally, there is a \f$G=(V,A)\f$ digraph, a | 
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 | 374 | \f$cap: A\rightarrow\mathbf{R}^+_0\f$ capacity function. The minimum | 
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| [50] | 375 | cut is the \f$X\f$ solution of the next optimization problem: | 
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| [40] | 376 |  | 
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| [210] | 377 | \f[ \min_{X \subset V, X\not\in \{\emptyset, V\}} | 
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| [406] | 378 |     \sum_{uv\in A, u\in X, v\not\in X}cap(uv) \f] | 
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| [40] | 379 |  | 
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| [50] | 380 | LEMON contains several algorithms related to minimum cut problems: | 
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| [40] | 381 |  | 
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| [406] | 382 | - \ref HaoOrlin "Hao-Orlin algorithm" for calculating minimum cut | 
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 | 383 |   in directed graphs. | 
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 | 384 | - \ref NagamochiIbaraki "Nagamochi-Ibaraki algorithm" for | 
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 | 385 |   calculating minimum cut in undirected graphs. | 
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| [559] | 386 | - \ref GomoryHu "Gomory-Hu tree computation" for calculating | 
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| [406] | 387 |   all-pairs minimum cut in undirected graphs. | 
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| [40] | 388 |  | 
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 | 389 | If you want to find minimum cut just between two distinict nodes, | 
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| [406] | 390 | see the \ref max_flow "maximum flow problem". | 
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| [40] | 391 | */ | 
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 | 392 |  | 
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 | 393 | /** | 
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| [586] | 394 | @defgroup graph_properties Connectivity and Other Graph Properties | 
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| [40] | 395 | @ingroup algs | 
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| [50] | 396 | \brief Algorithms for discovering the graph properties | 
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| [40] | 397 |  | 
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| [559] | 398 | This group contains the algorithms for discovering the graph properties | 
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| [50] | 399 | like connectivity, bipartiteness, euler property, simplicity etc. | 
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| [40] | 400 |  | 
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 | 401 | \image html edge_biconnected_components.png | 
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 | 402 | \image latex edge_biconnected_components.eps "bi-edge-connected components" width=\textwidth | 
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 | 403 | */ | 
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 | 404 |  | 
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 | 405 | /** | 
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| [314] | 406 | @defgroup planar Planarity Embedding and Drawing | 
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| [40] | 407 | @ingroup algs | 
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| [50] | 408 | \brief Algorithms for planarity checking, embedding and drawing | 
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| [40] | 409 |  | 
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| [559] | 410 | This group contains the algorithms for planarity checking, | 
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| [210] | 411 | embedding and drawing. | 
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| [40] | 412 |  | 
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 | 413 | \image html planar.png | 
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 | 414 | \image latex planar.eps "Plane graph" width=\textwidth | 
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 | 415 | */ | 
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 | 416 |  | 
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 | 417 | /** | 
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| [314] | 418 | @defgroup matching Matching Algorithms | 
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| [40] | 419 | @ingroup algs | 
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| [50] | 420 | \brief Algorithms for finding matchings in graphs and bipartite graphs. | 
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| [40] | 421 |  | 
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| [590] | 422 | This group contains the algorithms for calculating | 
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| [40] | 423 | matchings in graphs and bipartite graphs. The general matching problem is | 
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| [590] | 424 | finding a subset of the edges for which each node has at most one incident | 
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 | 425 | edge. | 
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| [209] | 426 |  | 
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| [40] | 427 | There are several different algorithms for calculate matchings in | 
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 | 428 | graphs.  The matching problems in bipartite graphs are generally | 
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 | 429 | easier than in general graphs. The goal of the matching optimization | 
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| [406] | 430 | can be finding maximum cardinality, maximum weight or minimum cost | 
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| [40] | 431 | matching. The search can be constrained to find perfect or | 
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 | 432 | maximum cardinality matching. | 
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 | 433 |  | 
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| [406] | 434 | The matching algorithms implemented in LEMON: | 
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 | 435 | - \ref MaxBipartiteMatching Hopcroft-Karp augmenting path algorithm | 
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 | 436 |   for calculating maximum cardinality matching in bipartite graphs. | 
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 | 437 | - \ref PrBipartiteMatching Push-relabel algorithm | 
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 | 438 |   for calculating maximum cardinality matching in bipartite graphs. | 
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 | 439 | - \ref MaxWeightedBipartiteMatching | 
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 | 440 |   Successive shortest path algorithm for calculating maximum weighted | 
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 | 441 |   matching and maximum weighted bipartite matching in bipartite graphs. | 
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 | 442 | - \ref MinCostMaxBipartiteMatching | 
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 | 443 |   Successive shortest path algorithm for calculating minimum cost maximum | 
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 | 444 |   matching in bipartite graphs. | 
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 | 445 | - \ref MaxMatching Edmond's blossom shrinking algorithm for calculating | 
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 | 446 |   maximum cardinality matching in general graphs. | 
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 | 447 | - \ref MaxWeightedMatching Edmond's blossom shrinking algorithm for calculating | 
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 | 448 |   maximum weighted matching in general graphs. | 
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 | 449 | - \ref MaxWeightedPerfectMatching | 
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 | 450 |   Edmond's blossom shrinking algorithm for calculating maximum weighted | 
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 | 451 |   perfect matching in general graphs. | 
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| [40] | 452 |  | 
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 | 453 | \image html bipartite_matching.png | 
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 | 454 | \image latex bipartite_matching.eps "Bipartite Matching" width=\textwidth | 
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 | 455 | */ | 
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 | 456 |  | 
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 | 457 | /** | 
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| [314] | 458 | @defgroup spantree Minimum Spanning Tree Algorithms | 
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| [40] | 459 | @ingroup algs | 
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| [651] | 460 | \brief Algorithms for finding minimum cost spanning trees and arborescences. | 
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| [40] | 461 |  | 
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| [651] | 462 | This group contains the algorithms for finding minimum cost spanning | 
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 | 463 | trees and arborescences. | 
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| [40] | 464 | */ | 
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 | 465 |  | 
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 | 466 | /** | 
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| [314] | 467 | @defgroup auxalg Auxiliary Algorithms | 
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| [40] | 468 | @ingroup algs | 
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| [50] | 469 | \brief Auxiliary algorithms implemented in LEMON. | 
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| [40] | 470 |  | 
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| [559] | 471 | This group contains some algorithms implemented in LEMON | 
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| [50] | 472 | in order to make it easier to implement complex algorithms. | 
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| [40] | 473 | */ | 
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 | 474 |  | 
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 | 475 | /** | 
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| [314] | 476 | @defgroup approx Approximation Algorithms | 
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 | 477 | @ingroup algs | 
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| [50] | 478 | \brief Approximation algorithms. | 
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| [40] | 479 |  | 
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| [559] | 480 | This group contains the approximation and heuristic algorithms | 
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| [50] | 481 | implemented in LEMON. | 
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| [40] | 482 | */ | 
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 | 483 |  | 
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 | 484 | /** | 
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 | 485 | @defgroup gen_opt_group General Optimization Tools | 
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| [559] | 486 | \brief This group contains some general optimization frameworks | 
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| [40] | 487 | implemented in LEMON. | 
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 | 488 |  | 
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| [559] | 489 | This group contains some general optimization frameworks | 
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| [40] | 490 | implemented in LEMON. | 
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 | 491 | */ | 
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 | 492 |  | 
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 | 493 | /** | 
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| [314] | 494 | @defgroup lp_group Lp and Mip Solvers | 
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| [40] | 495 | @ingroup gen_opt_group | 
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 | 496 | \brief Lp and Mip solver interfaces for LEMON. | 
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 | 497 |  | 
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| [559] | 498 | This group contains Lp and Mip solver interfaces for LEMON. The | 
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| [40] | 499 | various LP solvers could be used in the same manner with this | 
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 | 500 | interface. | 
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 | 501 | */ | 
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 | 502 |  | 
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| [209] | 503 | /** | 
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| [314] | 504 | @defgroup lp_utils Tools for Lp and Mip Solvers | 
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| [40] | 505 | @ingroup lp_group | 
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| [50] | 506 | \brief Helper tools to the Lp and Mip solvers. | 
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| [40] | 507 |  | 
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 | 508 | This group adds some helper tools to general optimization framework | 
|---|
 | 509 | implemented in LEMON. | 
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 | 510 | */ | 
|---|
 | 511 |  | 
|---|
 | 512 | /** | 
|---|
 | 513 | @defgroup metah Metaheuristics | 
|---|
 | 514 | @ingroup gen_opt_group | 
|---|
 | 515 | \brief Metaheuristics for LEMON library. | 
|---|
 | 516 |  | 
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| [559] | 517 | This group contains some metaheuristic optimization tools. | 
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| [40] | 518 | */ | 
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 | 519 |  | 
|---|
 | 520 | /** | 
|---|
| [209] | 521 | @defgroup utils Tools and Utilities | 
|---|
| [50] | 522 | \brief Tools and utilities for programming in LEMON | 
|---|
| [40] | 523 |  | 
|---|
| [50] | 524 | Tools and utilities for programming in LEMON. | 
|---|
| [40] | 525 | */ | 
|---|
 | 526 |  | 
|---|
 | 527 | /** | 
|---|
 | 528 | @defgroup gutils Basic Graph Utilities | 
|---|
 | 529 | @ingroup utils | 
|---|
| [50] | 530 | \brief Simple basic graph utilities. | 
|---|
| [40] | 531 |  | 
|---|
| [559] | 532 | This group contains some simple basic graph utilities. | 
|---|
| [40] | 533 | */ | 
|---|
 | 534 |  | 
|---|
 | 535 | /** | 
|---|
 | 536 | @defgroup misc Miscellaneous Tools | 
|---|
 | 537 | @ingroup utils | 
|---|
| [50] | 538 | \brief Tools for development, debugging and testing. | 
|---|
 | 539 |  | 
|---|
| [559] | 540 | This group contains several useful tools for development, | 
|---|
| [40] | 541 | debugging and testing. | 
|---|
 | 542 | */ | 
|---|
 | 543 |  | 
|---|
 | 544 | /** | 
|---|
| [314] | 545 | @defgroup timecount Time Measuring and Counting | 
|---|
| [40] | 546 | @ingroup misc | 
|---|
| [50] | 547 | \brief Simple tools for measuring the performance of algorithms. | 
|---|
 | 548 |  | 
|---|
| [559] | 549 | This group contains simple tools for measuring the performance | 
|---|
| [40] | 550 | of algorithms. | 
|---|
 | 551 | */ | 
|---|
 | 552 |  | 
|---|
 | 553 | /** | 
|---|
 | 554 | @defgroup exceptions Exceptions | 
|---|
 | 555 | @ingroup utils | 
|---|
| [50] | 556 | \brief Exceptions defined in LEMON. | 
|---|
 | 557 |  | 
|---|
| [559] | 558 | This group contains the exceptions defined in LEMON. | 
|---|
| [40] | 559 | */ | 
|---|
 | 560 |  | 
|---|
 | 561 | /** | 
|---|
 | 562 | @defgroup io_group Input-Output | 
|---|
| [50] | 563 | \brief Graph Input-Output methods | 
|---|
| [40] | 564 |  | 
|---|
| [559] | 565 | This group contains the tools for importing and exporting graphs | 
|---|
| [314] | 566 | and graph related data. Now it supports the \ref lgf-format | 
|---|
 | 567 | "LEMON Graph Format", the \c DIMACS format and the encapsulated | 
|---|
 | 568 | postscript (EPS) format. | 
|---|
| [40] | 569 | */ | 
|---|
 | 570 |  | 
|---|
 | 571 | /** | 
|---|
| [351] | 572 | @defgroup lemon_io LEMON Graph Format | 
|---|
| [40] | 573 | @ingroup io_group | 
|---|
| [314] | 574 | \brief Reading and writing LEMON Graph Format. | 
|---|
| [40] | 575 |  | 
|---|
| [559] | 576 | This group contains methods for reading and writing | 
|---|
| [236] | 577 | \ref lgf-format "LEMON Graph Format". | 
|---|
| [40] | 578 | */ | 
|---|
 | 579 |  | 
|---|
 | 580 | /** | 
|---|
| [314] | 581 | @defgroup eps_io Postscript Exporting | 
|---|
| [40] | 582 | @ingroup io_group | 
|---|
 | 583 | \brief General \c EPS drawer and graph exporter | 
|---|
 | 584 |  | 
|---|
| [559] | 585 | This group contains general \c EPS drawing methods and special | 
|---|
| [209] | 586 | graph exporting tools. | 
|---|
| [40] | 587 | */ | 
|---|
 | 588 |  | 
|---|
 | 589 | /** | 
|---|
| [388] | 590 | @defgroup dimacs_group DIMACS format | 
|---|
 | 591 | @ingroup io_group | 
|---|
 | 592 | \brief Read and write files in DIMACS format | 
|---|
 | 593 |  | 
|---|
 | 594 | Tools to read a digraph from or write it to a file in DIMACS format data. | 
|---|
 | 595 | */ | 
|---|
 | 596 |  | 
|---|
 | 597 | /** | 
|---|
| [351] | 598 | @defgroup nauty_group NAUTY Format | 
|---|
 | 599 | @ingroup io_group | 
|---|
 | 600 | \brief Read \e Nauty format | 
|---|
| [388] | 601 |  | 
|---|
| [351] | 602 | Tool to read graphs from \e Nauty format data. | 
|---|
 | 603 | */ | 
|---|
 | 604 |  | 
|---|
 | 605 | /** | 
|---|
| [40] | 606 | @defgroup concept Concepts | 
|---|
 | 607 | \brief Skeleton classes and concept checking classes | 
|---|
 | 608 |  | 
|---|
| [559] | 609 | This group contains the data/algorithm skeletons and concept checking | 
|---|
| [40] | 610 | classes implemented in LEMON. | 
|---|
 | 611 |  | 
|---|
 | 612 | The purpose of the classes in this group is fourfold. | 
|---|
| [209] | 613 |  | 
|---|
| [318] | 614 | - These classes contain the documentations of the %concepts. In order | 
|---|
| [40] | 615 |   to avoid document multiplications, an implementation of a concept | 
|---|
 | 616 |   simply refers to the corresponding concept class. | 
|---|
 | 617 |  | 
|---|
 | 618 | - These classes declare every functions, <tt>typedef</tt>s etc. an | 
|---|
| [318] | 619 |   implementation of the %concepts should provide, however completely | 
|---|
| [40] | 620 |   without implementations and real data structures behind the | 
|---|
 | 621 |   interface. On the other hand they should provide nothing else. All | 
|---|
 | 622 |   the algorithms working on a data structure meeting a certain concept | 
|---|
 | 623 |   should compile with these classes. (Though it will not run properly, | 
|---|
 | 624 |   of course.) In this way it is easily to check if an algorithm | 
|---|
 | 625 |   doesn't use any extra feature of a certain implementation. | 
|---|
 | 626 |  | 
|---|
 | 627 | - The concept descriptor classes also provide a <em>checker class</em> | 
|---|
| [50] | 628 |   that makes it possible to check whether a certain implementation of a | 
|---|
| [40] | 629 |   concept indeed provides all the required features. | 
|---|
 | 630 |  | 
|---|
 | 631 | - Finally, They can serve as a skeleton of a new implementation of a concept. | 
|---|
 | 632 | */ | 
|---|
 | 633 |  | 
|---|
 | 634 | /** | 
|---|
 | 635 | @defgroup graph_concepts Graph Structure Concepts | 
|---|
 | 636 | @ingroup concept | 
|---|
 | 637 | \brief Skeleton and concept checking classes for graph structures | 
|---|
 | 638 |  | 
|---|
| [559] | 639 | This group contains the skeletons and concept checking classes of LEMON's | 
|---|
| [40] | 640 | graph structures and helper classes used to implement these. | 
|---|
 | 641 | */ | 
|---|
 | 642 |  | 
|---|
| [314] | 643 | /** | 
|---|
 | 644 | @defgroup map_concepts Map Concepts | 
|---|
 | 645 | @ingroup concept | 
|---|
 | 646 | \brief Skeleton and concept checking classes for maps | 
|---|
 | 647 |  | 
|---|
| [559] | 648 | This group contains the skeletons and concept checking classes of maps. | 
|---|
| [40] | 649 | */ | 
|---|
 | 650 |  | 
|---|
 | 651 | /** | 
|---|
 | 652 | \anchor demoprograms | 
|---|
 | 653 |  | 
|---|
| [406] | 654 | @defgroup demos Demo Programs | 
|---|
| [40] | 655 |  | 
|---|
 | 656 | Some demo programs are listed here. Their full source codes can be found in | 
|---|
 | 657 | the \c demo subdirectory of the source tree. | 
|---|
 | 658 |  | 
|---|
| [564] | 659 | In order to compile them, use the <tt>make demo</tt> or the | 
|---|
 | 660 | <tt>make check</tt> commands. | 
|---|
| [40] | 661 | */ | 
|---|
 | 662 |  | 
|---|
 | 663 | /** | 
|---|
| [406] | 664 | @defgroup tools Standalone Utility Applications | 
|---|
| [40] | 665 |  | 
|---|
| [209] | 666 | Some utility applications are listed here. | 
|---|
| [40] | 667 |  | 
|---|
 | 668 | The standard compilation procedure (<tt>./configure;make</tt>) will compile | 
|---|
| [209] | 669 | them, as well. | 
|---|
| [40] | 670 | */ | 
|---|
 | 671 |  | 
|---|
| [406] | 672 | } | 
|---|