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kpeter (Peter Kovacs)
kpeter@inf.elte.hu
Separate group for the min mean cycle classes (#179)
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4 files changed with 46 insertions and 7 deletions:
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@@ -346,96 +346,130 @@
346 346

	
347 347
LEMON contains several algorithms for this problem.
348 348
 - \ref NetworkSimplex Primal Network Simplex algorithm with various
349 349
   pivot strategies.
350 350
 - \ref CostScaling Push-Relabel and Augment-Relabel algorithms based on
351 351
   cost scaling.
352 352
 - \ref CapacityScaling Successive Shortest %Path algorithm with optional
353 353
   capacity scaling.
354 354
 - \ref CancelAndTighten The Cancel and Tighten algorithm.
355 355
 - \ref CycleCanceling Cycle-Canceling algorithms.
356 356

	
357 357
In general NetworkSimplex is the most efficient implementation,
358 358
but in special cases other algorithms could be faster.
359 359
For example, if the total supply and/or capacities are rather small,
360 360
CapacityScaling is usually the fastest algorithm (without effective scaling).
361 361
*/
362 362

	
363 363
/**
364 364
@defgroup min_cut Minimum Cut Algorithms
365 365
@ingroup algs
366 366

	
367 367
\brief Algorithms for finding minimum cut in graphs.
368 368

	
369 369
This group contains the algorithms for finding minimum cut in graphs.
370 370

	
371 371
The \e minimum \e cut \e problem is to find a non-empty and non-complete
372 372
\f$X\f$ subset of the nodes with minimum overall capacity on
373 373
outgoing arcs. Formally, there is a \f$G=(V,A)\f$ digraph, a
374 374
\f$cap: A\rightarrow\mathbf{R}^+_0\f$ capacity function. The minimum
375 375
cut is the \f$X\f$ solution of the next optimization problem:
376 376

	
377 377
\f[ \min_{X \subset V, X\not\in \{\emptyset, V\}}
378 378
    \sum_{uv\in A, u\in X, v\not\in X}cap(uv) \f]
379 379

	
380 380
LEMON contains several algorithms related to minimum cut problems:
381 381

	
382 382
- \ref HaoOrlin "Hao-Orlin algorithm" for calculating minimum cut
383 383
  in directed graphs.
384 384
- \ref NagamochiIbaraki "Nagamochi-Ibaraki algorithm" for
385 385
  calculating minimum cut in undirected graphs.
386 386
- \ref GomoryHu "Gomory-Hu tree computation" for calculating
387 387
  all-pairs minimum cut in undirected graphs.
388 388

	
389 389
If you want to find minimum cut just between two distinict nodes,
390 390
see the \ref max_flow "maximum flow problem".
391 391
*/
392 392

	
393 393
/**
394
@defgroup min_mean_cycle Minimum Mean Cycle Algorithms
395
@ingroup algs
396
\brief Algorithms for finding minimum mean cycles.
397

	
398
This group contains the algorithms for finding minimum mean cycles.
399

	
400
The \e minimum \e mean \e cycle \e problem is to find a directed cycle
401
of minimum mean length (cost) in a digraph.
402
The mean length of a cycle is the average length of its arcs, i.e. the
403
ratio between the total length of the cycle and the number of arcs on it.
404

	
405
This problem has an important connection to \e conservative \e length
406
\e functions, too. A length function on the arcs of a digraph is called
407
conservative if and only if there is no directed cycle of negative total
408
length. For an arbitrary length function, the negative of the minimum
409
cycle mean is the smallest \f$\epsilon\f$ value so that increasing the
410
arc lengths uniformly by \f$\epsilon\f$ results in a conservative length
411
function.
412

	
413
LEMON contains three algorithms for solving the minimum mean cycle problem:
414
- \ref Karp "Karp"'s original algorithm.
415
- \ref HartmannOrlin "Hartmann-Orlin"'s algorithm, which is an improved
416
  version of Karp's algorithm.
417
- \ref Howard "Howard"'s policy iteration algorithm.
418

	
419
In practice, the Howard algorithm proved to be by far the most efficient
420
one, though the best known theoretical bound on its running time is
421
exponential.
422
Both Karp and HartmannOrlin algorithms run in time O(ne) and use space
423
O(n<sup>2</sup>+e), but the latter one is typically faster due to the
424
applied early termination scheme.
425
*/
426

	
427
/**
394 428
@defgroup graph_properties Connectivity and Other Graph Properties
395 429
@ingroup algs
396 430
\brief Algorithms for discovering the graph properties
397 431

	
398 432
This group contains the algorithms for discovering the graph properties
399 433
like connectivity, bipartiteness, euler property, simplicity etc.
400 434

	
401 435
\image html edge_biconnected_components.png
402 436
\image latex edge_biconnected_components.eps "bi-edge-connected components" width=\textwidth
403 437
*/
404 438

	
405 439
/**
406 440
@defgroup planar Planarity Embedding and Drawing
407 441
@ingroup algs
408 442
\brief Algorithms for planarity checking, embedding and drawing
409 443

	
410 444
This group contains the algorithms for planarity checking,
411 445
embedding and drawing.
412 446

	
413 447
\image html planar.png
414 448
\image latex planar.eps "Plane graph" width=\textwidth
415 449
*/
416 450

	
417 451
/**
418 452
@defgroup matching Matching Algorithms
419 453
@ingroup algs
420 454
\brief Algorithms for finding matchings in graphs and bipartite graphs.
421 455

	
422 456
This group contains the algorithms for calculating
423 457
matchings in graphs and bipartite graphs. The general matching problem is
424 458
finding a subset of the edges for which each node has at most one incident
425 459
edge.
426 460

	
427 461
There are several different algorithms for calculate matchings in
428 462
graphs.  The matching problems in bipartite graphs are generally
429 463
easier than in general graphs. The goal of the matching optimization
430 464
can be finding maximum cardinality, maximum weight or minimum cost
431 465
matching. The search can be constrained to find perfect or
432 466
maximum cardinality matching.
433 467

	
434 468
The matching algorithms implemented in LEMON:
435 469
- \ref MaxBipartiteMatching Hopcroft-Karp augmenting path algorithm
436 470
  for calculating maximum cardinality matching in bipartite graphs.
437 471
- \ref PrBipartiteMatching Push-relabel algorithm
438 472
  for calculating maximum cardinality matching in bipartite graphs.
439 473
- \ref MaxWeightedBipartiteMatching
440 474
  Successive shortest path algorithm for calculating maximum weighted
441 475
  matching and maximum weighted bipartite matching in bipartite graphs.
Ignore white space 96 line context
1 1
/* -*- C++ -*-
2 2
 *
3 3
 * This file is a part of LEMON, a generic C++ optimization library
4 4
 *
5 5
 * Copyright (C) 2003-2008
6 6
 * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport
7 7
 * (Egervary Research Group on Combinatorial Optimization, EGRES).
8 8
 *
9 9
 * Permission to use, modify and distribute this software is granted
10 10
 * provided that this copyright notice appears in all copies. For
11 11
 * precise terms see the accompanying LICENSE file.
12 12
 *
13 13
 * This software is provided "AS IS" with no warranty of any kind,
14 14
 * express or implied, and with no claim as to its suitability for any
15 15
 * purpose.
16 16
 *
17 17
 */
18 18

	
19 19
#ifndef LEMON_HARTMANN_ORLIN_H
20 20
#define LEMON_HARTMANN_ORLIN_H
21 21

	
22
/// \ingroup shortest_path
22
/// \ingroup min_mean_cycle
23 23
///
24 24
/// \file
25 25
/// \brief Hartmann-Orlin's algorithm for finding a minimum mean cycle.
26 26

	
27 27
#include <vector>
28 28
#include <limits>
29 29
#include <lemon/core.h>
30 30
#include <lemon/path.h>
31 31
#include <lemon/tolerance.h>
32 32
#include <lemon/connectivity.h>
33 33

	
34 34
namespace lemon {
35 35

	
36 36
  /// \brief Default traits class of HartmannOrlin algorithm.
37 37
  ///
38 38
  /// Default traits class of HartmannOrlin algorithm.
39 39
  /// \tparam GR The type of the digraph.
40 40
  /// \tparam LEN The type of the length map.
41 41
  /// It must conform to the \ref concepts::Rea_data "Rea_data" concept.
42 42
#ifdef DOXYGEN
43 43
  template <typename GR, typename LEN>
44 44
#else
45 45
  template <typename GR, typename LEN,
46 46
    bool integer = std::numeric_limits<typename LEN::Value>::is_integer>
47 47
#endif
48 48
  struct HartmannOrlinDefaultTraits
49 49
  {
50 50
    /// The type of the digraph
51 51
    typedef GR Digraph;
52 52
    /// The type of the length map
53 53
    typedef LEN LengthMap;
54 54
    /// The type of the arc lengths
55 55
    typedef typename LengthMap::Value Value;
56 56

	
57 57
    /// \brief The large value type used for internal computations
58 58
    ///
59 59
    /// The large value type used for internal computations.
60 60
    /// It is \c long \c long if the \c Value type is integer,
61 61
    /// otherwise it is \c double.
62 62
    /// \c Value must be convertible to \c LargeValue.
63 63
    typedef double LargeValue;
64 64

	
65 65
    /// The tolerance type used for internal computations
66 66
    typedef lemon::Tolerance<LargeValue> Tolerance;
67 67

	
68 68
    /// \brief The path type of the found cycles
69 69
    ///
70 70
    /// The path type of the found cycles.
71 71
    /// It must conform to the \ref lemon::concepts::Path "Path" concept
72 72
    /// and it must have an \c addBack() function.
73 73
    typedef lemon::Path<Digraph> Path;
74 74
  };
75 75

	
76 76
  // Default traits class for integer value types
77 77
  template <typename GR, typename LEN>
78 78
  struct HartmannOrlinDefaultTraits<GR, LEN, true>
79 79
  {
80 80
    typedef GR Digraph;
81 81
    typedef LEN LengthMap;
82 82
    typedef typename LengthMap::Value Value;
83 83
#ifdef LEMON_HAVE_LONG_LONG
84 84
    typedef long long LargeValue;
85 85
#else
86 86
    typedef long LargeValue;
87 87
#endif
88 88
    typedef lemon::Tolerance<LargeValue> Tolerance;
89 89
    typedef lemon::Path<Digraph> Path;
90 90
  };
91 91

	
92 92

	
93
  /// \addtogroup shortest_path
93
  /// \addtogroup min_mean_cycle
94 94
  /// @{
95 95

	
96 96
  /// \brief Implementation of the Hartmann-Orlin algorithm for finding
97 97
  /// a minimum mean cycle.
98 98
  ///
99 99
  /// This class implements the Hartmann-Orlin algorithm for finding
100 100
  /// a directed cycle of minimum mean length (cost) in a digraph.
101
  /// It is an improved version of \ref Karp "Karp's original algorithm",
101
  /// It is an improved version of \ref Karp "Karp"'s original algorithm,
102 102
  /// it applies an efficient early termination scheme.
103
  /// It runs in time O(ne) and uses space O(n<sup>2</sup>+e).
103 104
  ///
104 105
  /// \tparam GR The type of the digraph the algorithm runs on.
105 106
  /// \tparam LEN The type of the length map. The default
106 107
  /// map type is \ref concepts::Digraph::ArcMap "GR::ArcMap<int>".
107 108
#ifdef DOXYGEN
108 109
  template <typename GR, typename LEN, typename TR>
109 110
#else
110 111
  template < typename GR,
111 112
             typename LEN = typename GR::template ArcMap<int>,
112 113
             typename TR = HartmannOrlinDefaultTraits<GR, LEN> >
113 114
#endif
114 115
  class HartmannOrlin
115 116
  {
116 117
  public:
117 118

	
118 119
    /// The type of the digraph
119 120
    typedef typename TR::Digraph Digraph;
120 121
    /// The type of the length map
121 122
    typedef typename TR::LengthMap LengthMap;
122 123
    /// The type of the arc lengths
123 124
    typedef typename TR::Value Value;
124 125

	
125 126
    /// \brief The large value type
126 127
    ///
127 128
    /// The large value type used for internal computations.
128 129
    /// Using the \ref HartmannOrlinDefaultTraits "default traits class",
129 130
    /// it is \c long \c long if the \c Value type is integer,
130 131
    /// otherwise it is \c double.
131 132
    typedef typename TR::LargeValue LargeValue;
132 133

	
133 134
    /// The tolerance type
134 135
    typedef typename TR::Tolerance Tolerance;
135 136

	
136 137
    /// \brief The path type of the found cycles
137 138
    ///
138 139
    /// The path type of the found cycles.
139 140
    /// Using the \ref HartmannOrlinDefaultTraits "default traits class",
140 141
    /// it is \ref lemon::Path "Path<Digraph>".
141 142
    typedef typename TR::Path Path;
142 143

	
143 144
    /// The \ref HartmannOrlinDefaultTraits "traits class" of the algorithm
144 145
    typedef TR Traits;
145 146

	
146 147
  private:
147 148

	
148 149
    TEMPLATE_DIGRAPH_TYPEDEFS(Digraph);
149 150

	
150 151
    // Data sturcture for path data
Ignore white space 6 line context
1 1
/* -*- C++ -*-
2 2
 *
3 3
 * This file is a part of LEMON, a generic C++ optimization library
4 4
 *
5 5
 * Copyright (C) 2003-2008
6 6
 * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport
7 7
 * (Egervary Research Group on Combinatorial Optimization, EGRES).
8 8
 *
9 9
 * Permission to use, modify and distribute this software is granted
10 10
 * provided that this copyright notice appears in all copies. For
11 11
 * precise terms see the accompanying LICENSE file.
12 12
 *
13 13
 * This software is provided "AS IS" with no warranty of any kind,
14 14
 * express or implied, and with no claim as to its suitability for any
15 15
 * purpose.
16 16
 *
17 17
 */
18 18

	
19 19
#ifndef LEMON_HOWARD_H
20 20
#define LEMON_HOWARD_H
21 21

	
22
/// \ingroup shortest_path
22
/// \ingroup min_mean_cycle
23 23
///
24 24
/// \file
25 25
/// \brief Howard's algorithm for finding a minimum mean cycle.
26 26

	
27 27
#include <vector>
28 28
#include <limits>
29 29
#include <lemon/core.h>
30 30
#include <lemon/path.h>
31 31
#include <lemon/tolerance.h>
32 32
#include <lemon/connectivity.h>
33 33

	
34 34
namespace lemon {
35 35

	
36 36
  /// \brief Default traits class of Howard class.
37 37
  ///
38 38
  /// Default traits class of Howard class.
39 39
  /// \tparam GR The type of the digraph.
40 40
  /// \tparam LEN The type of the length map.
41 41
  /// It must conform to the \ref concepts::ReadMap "ReadMap" concept.
42 42
#ifdef DOXYGEN
43 43
  template <typename GR, typename LEN>
44 44
#else
45 45
  template <typename GR, typename LEN,
46 46
    bool integer = std::numeric_limits<typename LEN::Value>::is_integer>
47 47
#endif
48 48
  struct HowardDefaultTraits
49 49
  {
50 50
    /// The type of the digraph
51 51
    typedef GR Digraph;
52 52
    /// The type of the length map
53 53
    typedef LEN LengthMap;
54 54
    /// The type of the arc lengths
55 55
    typedef typename LengthMap::Value Value;
56 56

	
57 57
    /// \brief The large value type used for internal computations
58 58
    ///
59 59
    /// The large value type used for internal computations.
60 60
    /// It is \c long \c long if the \c Value type is integer,
61 61
    /// otherwise it is \c double.
62 62
    /// \c Value must be convertible to \c LargeValue.
63 63
    typedef double LargeValue;
64 64

	
65 65
    /// The tolerance type used for internal computations
66 66
    typedef lemon::Tolerance<LargeValue> Tolerance;
67 67

	
68 68
    /// \brief The path type of the found cycles
69 69
    ///
70 70
    /// The path type of the found cycles.
71 71
    /// It must conform to the \ref lemon::concepts::Path "Path" concept
72 72
    /// and it must have an \c addBack() function.
73 73
    typedef lemon::Path<Digraph> Path;
74 74
  };
75 75

	
76 76
  // Default traits class for integer value types
77 77
  template <typename GR, typename LEN>
78 78
  struct HowardDefaultTraits<GR, LEN, true>
79 79
  {
80 80
    typedef GR Digraph;
81 81
    typedef LEN LengthMap;
82 82
    typedef typename LengthMap::Value Value;
83 83
#ifdef LEMON_HAVE_LONG_LONG
84 84
    typedef long long LargeValue;
85 85
#else
86 86
    typedef long LargeValue;
87 87
#endif
88 88
    typedef lemon::Tolerance<LargeValue> Tolerance;
89 89
    typedef lemon::Path<Digraph> Path;
90 90
  };
91 91

	
92 92

	
93
  /// \addtogroup shortest_path
93
  /// \addtogroup min_mean_cycle
94 94
  /// @{
95 95

	
96 96
  /// \brief Implementation of Howard's algorithm for finding a minimum
97 97
  /// mean cycle.
98 98
  ///
99 99
  /// This class implements Howard's policy iteration algorithm for finding
100 100
  /// a directed cycle of minimum mean length (cost) in a digraph.
101
  /// This class provides the most efficient algorithm for the
102
  /// minimum mean cycle problem, though the best known theoretical
103
  /// bound on its running time is exponential.
101 104
  ///
102 105
  /// \tparam GR The type of the digraph the algorithm runs on.
103 106
  /// \tparam LEN The type of the length map. The default
104 107
  /// map type is \ref concepts::Digraph::ArcMap "GR::ArcMap<int>".
105 108
#ifdef DOXYGEN
106 109
  template <typename GR, typename LEN, typename TR>
107 110
#else
108 111
  template < typename GR,
109 112
             typename LEN = typename GR::template ArcMap<int>,
110 113
             typename TR = HowardDefaultTraits<GR, LEN> >
111 114
#endif
112 115
  class Howard
113 116
  {
114 117
  public:
115 118
  
116 119
    /// The type of the digraph
117 120
    typedef typename TR::Digraph Digraph;
118 121
    /// The type of the length map
119 122
    typedef typename TR::LengthMap LengthMap;
120 123
    /// The type of the arc lengths
121 124
    typedef typename TR::Value Value;
122 125

	
123 126
    /// \brief The large value type
124 127
    ///
125 128
    /// The large value type used for internal computations.
126 129
    /// Using the \ref HowardDefaultTraits "default traits class",
127 130
    /// it is \c long \c long if the \c Value type is integer,
128 131
    /// otherwise it is \c double.
129 132
    typedef typename TR::LargeValue LargeValue;
130 133

	
131 134
    /// The tolerance type
132 135
    typedef typename TR::Tolerance Tolerance;
133 136

	
134 137
    /// \brief The path type of the found cycles
135 138
    ///
136 139
    /// The path type of the found cycles.
137 140
    /// Using the \ref HowardDefaultTraits "default traits class",
138 141
    /// it is \ref lemon::Path "Path<Digraph>".
139 142
    typedef typename TR::Path Path;
140 143

	
141 144
    /// The \ref HowardDefaultTraits "traits class" of the algorithm
142 145
    typedef TR Traits;
143 146

	
144 147
  private:
145 148

	
146 149
    TEMPLATE_DIGRAPH_TYPEDEFS(Digraph);
147 150
  
148 151
    // The digraph the algorithm runs on
Ignore white space 6 line context
1 1
/* -*- C++ -*-
2 2
 *
3 3
 * This file is a part of LEMON, a generic C++ optimization library
4 4
 *
5 5
 * Copyright (C) 2003-2008
6 6
 * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport
7 7
 * (Egervary Research Group on Combinatorial Optimization, EGRES).
8 8
 *
9 9
 * Permission to use, modify and distribute this software is granted
10 10
 * provided that this copyright notice appears in all copies. For
11 11
 * precise terms see the accompanying LICENSE file.
12 12
 *
13 13
 * This software is provided "AS IS" with no warranty of any kind,
14 14
 * express or implied, and with no claim as to its suitability for any
15 15
 * purpose.
16 16
 *
17 17
 */
18 18

	
19 19
#ifndef LEMON_KARP_H
20 20
#define LEMON_KARP_H
21 21

	
22
/// \ingroup shortest_path
22
/// \ingroup min_mean_cycle
23 23
///
24 24
/// \file
25 25
/// \brief Karp's algorithm for finding a minimum mean cycle.
26 26

	
27 27
#include <vector>
28 28
#include <limits>
29 29
#include <lemon/core.h>
30 30
#include <lemon/path.h>
31 31
#include <lemon/tolerance.h>
32 32
#include <lemon/connectivity.h>
33 33

	
34 34
namespace lemon {
35 35

	
36 36
  /// \brief Default traits class of Karp algorithm.
37 37
  ///
38 38
  /// Default traits class of Karp algorithm.
39 39
  /// \tparam GR The type of the digraph.
40 40
  /// \tparam LEN The type of the length map.
41 41
  /// It must conform to the \ref concepts::ReadMap "ReadMap" concept.
42 42
#ifdef DOXYGEN
43 43
  template <typename GR, typename LEN>
44 44
#else
45 45
  template <typename GR, typename LEN,
46 46
    bool integer = std::numeric_limits<typename LEN::Value>::is_integer>
47 47
#endif
48 48
  struct KarpDefaultTraits
49 49
  {
50 50
    /// The type of the digraph
51 51
    typedef GR Digraph;
52 52
    /// The type of the length map
53 53
    typedef LEN LengthMap;
54 54
    /// The type of the arc lengths
55 55
    typedef typename LengthMap::Value Value;
56 56

	
57 57
    /// \brief The large value type used for internal computations
58 58
    ///
59 59
    /// The large value type used for internal computations.
60 60
    /// It is \c long \c long if the \c Value type is integer,
61 61
    /// otherwise it is \c double.
62 62
    /// \c Value must be convertible to \c LargeValue.
63 63
    typedef double LargeValue;
64 64

	
65 65
    /// The tolerance type used for internal computations
66 66
    typedef lemon::Tolerance<LargeValue> Tolerance;
67 67

	
68 68
    /// \brief The path type of the found cycles
69 69
    ///
70 70
    /// The path type of the found cycles.
71 71
    /// It must conform to the \ref lemon::concepts::Path "Path" concept
72 72
    /// and it must have an \c addBack() function.
73 73
    typedef lemon::Path<Digraph> Path;
74 74
  };
75 75

	
76 76
  // Default traits class for integer value types
77 77
  template <typename GR, typename LEN>
78 78
  struct KarpDefaultTraits<GR, LEN, true>
79 79
  {
80 80
    typedef GR Digraph;
81 81
    typedef LEN LengthMap;
82 82
    typedef typename LengthMap::Value Value;
83 83
#ifdef LEMON_HAVE_LONG_LONG
84 84
    typedef long long LargeValue;
85 85
#else
86 86
    typedef long LargeValue;
87 87
#endif
88 88
    typedef lemon::Tolerance<LargeValue> Tolerance;
89 89
    typedef lemon::Path<Digraph> Path;
90 90
  };
91 91

	
92 92

	
93
  /// \addtogroup shortest_path
93
  /// \addtogroup min_mean_cycle
94 94
  /// @{
95 95

	
96 96
  /// \brief Implementation of Karp's algorithm for finding a minimum
97 97
  /// mean cycle.
98 98
  ///
99 99
  /// This class implements Karp's algorithm for finding a directed
100 100
  /// cycle of minimum mean length (cost) in a digraph.
101
  /// It runs in time O(ne) and uses space O(n<sup>2</sup>+e).
101 102
  ///
102 103
  /// \tparam GR The type of the digraph the algorithm runs on.
103 104
  /// \tparam LEN The type of the length map. The default
104 105
  /// map type is \ref concepts::Digraph::ArcMap "GR::ArcMap<int>".
105 106
#ifdef DOXYGEN
106 107
  template <typename GR, typename LEN, typename TR>
107 108
#else
108 109
  template < typename GR,
109 110
             typename LEN = typename GR::template ArcMap<int>,
110 111
             typename TR = KarpDefaultTraits<GR, LEN> >
111 112
#endif
112 113
  class Karp
113 114
  {
114 115
  public:
115 116

	
116 117
    /// The type of the digraph
117 118
    typedef typename TR::Digraph Digraph;
118 119
    /// The type of the length map
119 120
    typedef typename TR::LengthMap LengthMap;
120 121
    /// The type of the arc lengths
121 122
    typedef typename TR::Value Value;
122 123

	
123 124
    /// \brief The large value type
124 125
    ///
125 126
    /// The large value type used for internal computations.
126 127
    /// Using the \ref KarpDefaultTraits "default traits class",
127 128
    /// it is \c long \c long if the \c Value type is integer,
128 129
    /// otherwise it is \c double.
129 130
    typedef typename TR::LargeValue LargeValue;
130 131

	
131 132
    /// The tolerance type
132 133
    typedef typename TR::Tolerance Tolerance;
133 134

	
134 135
    /// \brief The path type of the found cycles
135 136
    ///
136 137
    /// The path type of the found cycles.
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    /// Using the \ref KarpDefaultTraits "default traits class",
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    /// it is \ref lemon::Path "Path<Digraph>".
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    typedef typename TR::Path Path;
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    /// The \ref KarpDefaultTraits "traits class" of the algorithm
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    typedef TR Traits;
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  private:
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    TEMPLATE_DIGRAPH_TYPEDEFS(Digraph);
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    // Data sturcture for path data
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