-
Notifications
You must be signed in to change notification settings - Fork 13
/
graph.h
506 lines (397 loc) · 16.8 KB
/
graph.h
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
/* graph.h */
/*
This software library implements the maxflow algorithm
described in
"An Experimental Comparison of Min-Cut/Max-Flow Algorithms for Energy Minimization in Vision."
Yuri Boykov and Vladimir Kolmogorov.
In IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI),
September 2004
This algorithm was developed by Yuri Boykov and Vladimir Kolmogorov
at Siemens Corporate Research. To make it available for public use,
it was later reimplemented by Vladimir Kolmogorov based on open publications.
If you use this software for research purposes, you should cite
the aforementioned paper in any resulting publication.
----------------------------------------------------------------------
REUSING TREES:
Starting with version 3.0, there is a also an option of reusing search
trees from one maxflow computation to the next, as described in
"Efficiently Solving Dynamic Markov Random Fields Using Graph Cuts."
Pushmeet Kohli and Philip H.S. Torr
International Conference on Computer Vision (ICCV), 2005
If you use this option, you should cite
the aforementioned paper in any resulting publication.
*/
/*
For description, license, example usage see README.TXT.
*/
#ifndef __GRAPH_H__
#define __GRAPH_H__
#include <string.h>
#include "block.h"
#include <assert.h>
// NOTE: in UNIX you need to use -DNDEBUG preprocessor option to supress assert's!!!
// captype: type of edge capacities (excluding t-links)
// tcaptype: type of t-links (edges between nodes and terminals)
// flowtype: type of total flow
//
// Current instantiations are in instances.inc
template <typename captype, typename tcaptype, typename flowtype> class Graph
{
public:
typedef enum
{
SOURCE = 0,
SINK = 1
} termtype; // terminals
typedef int node_id;
/////////////////////////////////////////////////////////////////////////
// BASIC INTERFACE FUNCTIONS //
// (should be enough for most applications) //
/////////////////////////////////////////////////////////////////////////
// Constructor.
// The first argument gives an estimate of the maximum number of nodes that can be added
// to the graph, and the second argument is an estimate of the maximum number of edges.
// The last (optional) argument is the pointer to the function which will be called
// if an error occurs; an error message is passed to this function.
// If this argument is omitted, exit(1) will be called.
//
// IMPORTANT: It is possible to add more nodes to the graph than node_num_max
// (and node_num_max can be zero). However, if the count is exceeded, then
// the internal memory is reallocated (increased by 50%) which is expensive.
// Also, temporarily the amount of allocated memory would be more than twice than needed.
// Similarly for edges.
// If you wish to avoid this overhead, you can download version 2.2, where nodes and edges are stored in blocks.
Graph(int node_num_max, int edge_num_max, void (*err_function)(const char *) = NULL);
// Destructor
~Graph();
// Adds node(s) to the graph. By default, one node is added (num=1); then first call returns 0, second call returns 1, and so on.
// If num>1, then several nodes are added, and node_id of the first one is returned.
// IMPORTANT: see note about the constructor
node_id add_node(int num = 1);
// Adds a bidirectional edge between 'i' and 'j' with the weights 'cap' and 'rev_cap'.
// IMPORTANT: see note about the constructor
void add_edge(node_id i, node_id j, captype cap, captype rev_cap);
// Adds new edges 'SOURCE->i' and 'i->SINK' with corresponding weights.
// Can be called multiple times for each node.
// Weights can be negative.
// NOTE: the number of such edges is not counted in edge_num_max.
// No internal memory is allocated by this call.
void add_tweights(node_id i, tcaptype cap_source, tcaptype cap_sink);
// Computes the maxflow. Can be called several times.
// FOR DESCRIPTION OF reuse_trees, SEE mark_node().
// FOR DESCRIPTION OF changed_list, SEE remove_from_changed_list().
flowtype maxflow(bool reuse_trees = false, Block<node_id>* changed_list = NULL);
// After the maxflow is computed, this function returns to which
// segment the node 'i' belongs (Graph<captype,tcaptype,flowtype>::SOURCE or Graph<captype,tcaptype,flowtype>::SINK).
//
// Occasionally there may be several minimum cuts. If a node can be assigned
// to both the source and the sink, then default_segm is returned.
termtype what_segment(node_id i, termtype default_segm = SOURCE);
//////////////////////////////////////////////
// ADVANCED INTERFACE FUNCTIONS //
// (provide access to the graph) //
//////////////////////////////////////////////
private:
struct node;
struct arc;
public:
////////////////////////////
// 1. Reallocating graph. //
////////////////////////////
// Removes all nodes and edges.
// After that functions add_node() and add_edge() must be called again.
//
// Advantage compared to deleting Graph and allocating it again:
// no calls to delete/new (which could be quite slow).
//
// If the graph structure stays the same, then an alternative
// is to go through all nodes/edges and set new residual capacities
// (see functions below).
void reset();
////////////////////////////////////////////////////////////////////////////////
// 2. Functions for getting pointers to arcs and for reading graph structure. //
// NOTE: adding new arcs may invalidate these pointers (if reallocation //
// happens). So it's best not to add arcs while reading graph structure. //
////////////////////////////////////////////////////////////////////////////////
// The following two functions return arcs in the same order that they
// were added to the graph. NOTE: for each call add_edge(i,j,cap,cap_rev)
// the first arc returned will be i->j, and the second j->i.
// If there are no more arcs, then the function can still be called, but
// the returned arc_id is undetermined.
typedef arc* arc_id;
arc_id get_first_arc();
arc_id get_next_arc(arc_id a);
// other functions for reading graph structure
int get_node_num() { return node_num; }
int get_arc_num() { return (int)(arc_last - arcs); }
void get_arc_ends(arc_id a, node_id& i, node_id& j); // returns i,j to that a = i->j
///////////////////////////////////////////////////
// 3. Functions for reading residual capacities. //
///////////////////////////////////////////////////
// returns residual capacity of SOURCE->i minus residual capacity of i->SINK
tcaptype get_trcap(node_id i);
// returns residual capacity of arc a
captype get_rcap(arc* a);
/////////////////////////////////////////////////////////////////
// 4. Functions for setting residual capacities. //
// NOTE: If these functions are used, the value of the flow //
// returned by maxflow() will not be valid! //
/////////////////////////////////////////////////////////////////
void set_trcap(node_id i, tcaptype trcap);
void set_rcap(arc* a, captype rcap);
////////////////////////////////////////////////////////////////////
// 5. Functions related to reusing trees & list of changed nodes. //
////////////////////////////////////////////////////////////////////
// If flag reuse_trees is true while calling maxflow(), then search trees
// are reused from previous maxflow computation.
// In this case before calling maxflow() the user must
// specify which parts of the graph have changed by calling mark_node():
// add_tweights(i),set_trcap(i) => call mark_node(i)
// add_edge(i,j),set_rcap(a) => call mark_node(i); mark_node(j)
//
// This option makes sense only if a small part of the graph is changed.
// The initialization procedure goes only through marked nodes then.
//
// mark_node(i) can either be called before or after graph modification.
// Can be called more than once per node, but calls after the first one
// do not have any effect.
//
// NOTE:
// - This option cannot be used in the first call to maxflow().
// - It is not necessary to call mark_node() if the change is ``not essential'',
// i.e. sign(trcap) is preserved for a node and zero/nonzero status is preserved for an arc.
// - To check that you marked all necessary nodes, you can call maxflow(false) after calling maxflow(true).
// If everything is correct, the two calls must return the same value of flow. (Useful for debugging).
void mark_node(node_id i);
// If changed_list is not NULL while calling maxflow(), then the algorithm
// keeps a list of nodes which could potentially have changed their segmentation label.
// Nodes which are not in the list are guaranteed to keep their old segmentation label (SOURCE or SINK).
// Example usage:
//
// typedef Graph<int,int,int> G;
// G* g = new Graph(nodeNum, edgeNum);
// Block<G::node_id>* changed_list = new Block<G::node_id>(128);
//
// ... // add nodes and edges
//
// g->maxflow(); // first call should be without arguments
// for (int iter=0; iter<10; iter++)
// {
// ... // change graph, call mark_node() accordingly
//
// g->maxflow(true, changed_list);
// G::node_id* ptr;
// for (ptr=changed_list->ScanFirst(); ptr; ptr=changed_list->ScanNext())
// {
// G::node_id i = *ptr; assert(i>=0 && i<nodeNum);
// g->remove_from_changed_list(i);
// // do something with node i...
// if (g->what_segment(i) == G::SOURCE) { ... }
// }
// changed_list->Reset();
// }
// delete changed_list;
//
// NOTE:
// - If changed_list option is used, then reuse_trees must be used as well.
// - In the example above, the user may omit calls g->remove_from_changed_list(i) and changed_list->Reset() in a given iteration.
// Then during the next call to maxflow(true, &changed_list) new nodes will be added to changed_list.
// - If the next call to maxflow() does not use option reuse_trees, then calling remove_from_changed_list()
// is not necessary. ("changed_list->Reset()" or "delete changed_list" should still be called, though).
void remove_from_changed_list(node_id i)
{
assert(i>=0 && i<node_num && nodes[i].is_in_changed_list);
nodes[i].is_in_changed_list = 0;
}
/////////////////////////////////////////////////////////////////////////
/////////////////////////////////////////////////////////////////////////
/////////////////////////////////////////////////////////////////////////
private:
// internal variables and functions
struct node
{
arc *first; // first outcoming arc
arc *parent; // node's parent
node *next; // pointer to the next active node
// (or to itself if it is the last node in the list)
int TS; // timestamp showing when DIST was computed
int DIST; // distance to the terminal
int is_sink : 1; // flag showing whether the node is in the source or in the sink tree (if parent!=NULL)
int is_marked : 1; // set by mark_node()
int is_in_changed_list : 1; // set by maxflow if
tcaptype tr_cap; // if tr_cap > 0 then tr_cap is residual capacity of the arc SOURCE->node
// otherwise -tr_cap is residual capacity of the arc node->SINK
};
struct arc
{
node *head; // node the arc points to
arc *next; // next arc with the same originating node
arc *sister; // reverse arc
captype r_cap; // residual capacity
};
struct nodeptr
{
node *ptr;
nodeptr *next;
};
static const int NODEPTR_BLOCK_SIZE = 128;
node *nodes, *node_last, *node_max; // node_last = nodes+node_num, node_max = nodes+node_num_max;
arc *arcs, *arc_last, *arc_max; // arc_last = arcs+2*edge_num, arc_max = arcs+2*edge_num_max;
int node_num;
DBlock<nodeptr> *nodeptr_block;
void (*error_function)(const char *); // this function is called if a error occurs,
// with a corresponding error message
// (or exit(1) is called if it's NULL)
flowtype flow; // total flow
// reusing trees & list of changed pixels
int maxflow_iteration; // counter
Block<node_id> *changed_list;
/////////////////////////////////////////////////////////////////////////
node *queue_first[2], *queue_last[2]; // list of active nodes
nodeptr *orphan_first, *orphan_last; // list of pointers to orphans
int TIME; // monotonically increasing global counter
/////////////////////////////////////////////////////////////////////////
void reallocate_nodes(int num); // num is the number of new nodes
void reallocate_arcs();
// functions for processing active list
void set_active(node *i);
node *next_active();
// functions for processing orphans list
void set_orphan_front(node* i); // add to the beginning of the list
void set_orphan_rear(node* i); // add to the end of the list
void add_to_changed_list(node* i);
void maxflow_init(); // called if reuse_trees == false
void maxflow_reuse_trees_init(); // called if reuse_trees == true
void augment(arc *middle_arc);
void process_source_orphan(node *i);
void process_sink_orphan(node *i);
void test_consistency(node* current_node=NULL); // debug function
};
///////////////////////////////////////
// Implementation - inline functions //
///////////////////////////////////////
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::node_id Graph<captype,tcaptype,flowtype>::add_node(int num)
{
assert(num > 0);
if (node_last + num > node_max) reallocate_nodes(num);
if (num == 1)
{
node_last -> first = NULL;
node_last -> tr_cap = 0;
node_last -> is_marked = 0;
node_last -> is_in_changed_list = 0;
node_last ++;
return node_num ++;
}
else
{
memset(node_last, 0, num*sizeof(node));
node_id i = node_num;
node_num += num;
node_last += num;
return i;
}
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::add_tweights(node_id i, tcaptype cap_source, tcaptype cap_sink)
{
assert(i >= 0 && i < node_num);
tcaptype delta = nodes[i].tr_cap;
if (delta > 0) cap_source += delta;
else cap_sink -= delta;
flow += (cap_source < cap_sink) ? cap_source : cap_sink;
nodes[i].tr_cap = cap_source - cap_sink;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::add_edge(node_id _i, node_id _j, captype cap, captype rev_cap)
{
assert(_i >= 0 && _i < node_num);
assert(_j >= 0 && _j < node_num);
assert(_i != _j);
assert(cap >= 0);
assert(rev_cap >= 0);
if (arc_last == arc_max) reallocate_arcs();
arc *a = arc_last ++;
arc *a_rev = arc_last ++;
node* i = nodes + _i;
node* j = nodes + _j;
a -> sister = a_rev;
a_rev -> sister = a;
a -> next = i -> first;
i -> first = a;
a_rev -> next = j -> first;
j -> first = a_rev;
a -> head = j;
a_rev -> head = i;
a -> r_cap = cap;
a_rev -> r_cap = rev_cap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::arc* Graph<captype,tcaptype,flowtype>::get_first_arc()
{
return arcs;
}
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::arc* Graph<captype,tcaptype,flowtype>::get_next_arc(arc* a)
{
return a + 1;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::get_arc_ends(arc* a, node_id& i, node_id& j)
{
assert(a >= arcs && a < arc_last);
i = (node_id) (a->sister->head - nodes);
j = (node_id) (a->head - nodes);
}
template <typename captype, typename tcaptype, typename flowtype>
inline tcaptype Graph<captype,tcaptype,flowtype>::get_trcap(node_id i)
{
assert(i>=0 && i<node_num);
return nodes[i].tr_cap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline captype Graph<captype,tcaptype,flowtype>::get_rcap(arc* a)
{
assert(a >= arcs && a < arc_last);
return a->r_cap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_trcap(node_id i, tcaptype trcap)
{
assert(i>=0 && i<node_num);
nodes[i].tr_cap = trcap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::set_rcap(arc* a, captype rcap)
{
assert(a >= arcs && a < arc_last);
a->r_cap = rcap;
}
template <typename captype, typename tcaptype, typename flowtype>
inline typename Graph<captype,tcaptype,flowtype>::termtype Graph<captype,tcaptype,flowtype>::what_segment(node_id i, termtype default_segm)
{
if (nodes[i].parent)
{
return (nodes[i].is_sink) ? SINK : SOURCE;
}
else
{
return default_segm;
}
}
template <typename captype, typename tcaptype, typename flowtype>
inline void Graph<captype,tcaptype,flowtype>::mark_node(node_id _i)
{
node* i = nodes + _i;
if (!i->next)
{
/* it's not in the list yet */
if (queue_last[1]) queue_last[1] -> next = i;
else queue_first[1] = i;
queue_last[1] = i;
i -> next = i;
}
i->is_marked = 1;
}
#endif