FastJet  3.2.0
DnnPlane.cc
1 //FJSTARTHEADER
2 // $Id: DnnPlane.cc 3917 2015-07-03 14:07:50Z salam $
3 //
4 // Copyright (c) 2005-2014, Matteo Cacciari, Gavin P. Salam and Gregory Soyez
5 //
6 //----------------------------------------------------------------------
7 // This file is part of FastJet.
8 //
9 // FastJet is free software; you can redistribute it and/or modify
10 // it under the terms of the GNU General Public License as published by
11 // the Free Software Foundation; either version 2 of the License, or
12 // (at your option) any later version.
13 //
14 // The algorithms that underlie FastJet have required considerable
15 // development. They are described in the original FastJet paper,
16 // hep-ph/0512210 and in the manual, arXiv:1111.6097. If you use
17 // FastJet as part of work towards a scientific publication, please
18 // quote the version you use and include a citation to the manual and
19 // optionally also to hep-ph/0512210.
20 //
21 // FastJet is distributed in the hope that it will be useful,
22 // but WITHOUT ANY WARRANTY; without even the implied warranty of
23 // MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
24 // GNU General Public License for more details.
25 //
26 // You should have received a copy of the GNU General Public License
27 // along with FastJet. If not, see <http://www.gnu.org/licenses/>.
28 //----------------------------------------------------------------------
29 //FJENDHEADER
30 
31 
32 #ifndef DROP_CGAL // in case we do not have the code for CGAL
33 
34 #include<set>
35 #include<list>
36 #include "fastjet/internal/DnnPlane.hh"
37 
38 using namespace std;
39 
40 FASTJET_BEGIN_NAMESPACE // defined in fastjet/internal/base.hh
41 
42 const double DnnPlane::DISTANCE_FOR_CGAL_CHECKS=1.0e-12;
43 
44 
45 /// Initialiser from a set of points on an Eta-Phi plane, where both
46 /// eta and phi can have arbitrary ranges
47 DnnPlane::DnnPlane(const vector<EtaPhi> & input_points,
48  const bool & verbose ) {
49 
50  _verbose = verbose;
51  int n = input_points.size();
52 
53  // construct Voronoi diagram in such a way as to get the vertex handles
54  // and remember to set CGAL info with the index of the vertex
55  SuperVertex sv;
56  for (int i = 0; i < n; i++) {
57  sv.vertex =
58  _TR.insert(Point(input_points[i].first, input_points[i].second));
59 
60  // check if we are dealing with coincident vertices
61  int coinciding_index = _CheckIfVertexPresent(sv.vertex, i);
62  if (coinciding_index == i){
63  // we need to associate an index to each vertex -- thus when we get
64  // a vertex (e.g. as a nearest neighbour) from CGAL, we will be
65  // able to figure out which particle it corresponded to.
66  sv.vertex->info() = sv.coincidence = i;
67  } else {
68  //cout << " coincident with " << coinciding_index << endl;
69  // the new vertex points to the already existing one and we
70  // record the coincidence
71  //
72  // Note that we must not only set the coincidence of the
73  // currently-added particle, the one it coincides with also
74  // needs be updated (taking into account that it might already
75  // coincide with another one)
76  //
77  // An example may help. Say coinciding_index = i1 and we're adding i2==i.
78  // Then _sv[i2].coincidence = i1; _sv[i1].coincidence = i2. In both
79  // cases sv.vertex->info() == i1;
80  //
81  // Later on we add i3; we find out that its coinciding index is i1;
82  // so we set _sv[i3].coincidence = i2 and sv[i1].coincidence = i3.
83  //
84  // This gives us the structure
85  // _supervertex[i1].coincidence == in
86  // _supervertex[i2].coincidence == i1
87  // ...
88  // _supervertex[in].coincidence == in-1
89  //
90  sv.coincidence = _supervertex[coinciding_index].coincidence; // handles cases with previous coincidences
91  _supervertex[coinciding_index].coincidence = i;
92  }
93 
94  _supervertex.push_back(sv);
95  }
96 
97  // label infinite vertex info with negative index
98  _TR.infinite_vertex()->info() = INFINITE_VERTEX;
99 
100  // set up the structure that holds nearest distances and neighbours
101  for (int j = 0; j < n; j++) {_SetNearest(j);}
102 
103 }
104 
105 
106 //----------------------------------------------------------------------
107 /// Crashes if the given vertex handle already exists. Otherwise
108 /// it does the bookkeeping for future such tests
109 int DnnPlane::_CheckIfVertexPresent(
110  const Vertex_handle & vertex, const int its_index) {
111  // vertices that do not have the same geometric position as any
112  // other vertex so far added have info().val() == NEW_VERTEX -- this
113  // is ensured by the InitialisedInt class, which forms the "info"
114  // part of our
115  // CGAL::Triangulation_vertex_base_with_info_2<InitialisedInt,K>
116  //
117  // If the vertex coincides with one that already exists, then
118  // info().val() it's info().val() will have been updated (in
119  // DNN:DNN) to be equal to a vertex "index".
120  if (vertex->info().val() != NEW_VERTEX) {
121  if (_crash_on_coincidence){
122  ostringstream err;
123  err << "Error: DnnPlane::_CheckIfVertexPresent"
124  << "Point "<<its_index<<" coincides with point "
125  <<vertex->info().val() << endl;
126  throw DnnError(err.str());
127  }
128  return vertex->info().val();
129  }
130 
131  return its_index;
132 }
133 
134 
135 //----------------------------------------------------------------------
136 /// remove the points labelled by the vector indices_to_remove, and
137 /// add the points specified by the vector points_to_add
138 /// (corresponding indices will be calculated automatically); the
139 /// idea behind this routine is that the points to be added will
140 /// somehow be close to the one or other of the points being removed
141 /// and this can be used by the implementation to provide hints for
142 /// inserting the new points in whatever structure it is using. In a
143 /// kt-algorithm the points being added will be a result of a
144 /// combination of the points to be removed -- hence the proximity
145 /// is (more or less) guaranteed.
146 void DnnPlane::RemoveAndAddPoints(
147  const vector<int> & indices_to_remove,
148  const vector<EtaPhi> & points_to_add,
149  vector<int> & indices_added,
150  vector<int> & indices_of_updated_neighbours) {
151 
152  if (_verbose) cout << "Starting DnnPlane::RemoveAndAddPoints" << endl;
153 
154  // build set of UNION of Voronoi neighbours of a pair of nearest
155  // neighbours
156  set<int> NeighbourUnion;
157  // later on it will be convenient to have access to a set (rather
158  // than vector) of indices being removed
159  set<int> indices_removed;
160 
161  // for each of the indices to be removed add the voronoi
162  // neighbourhood to the NeighbourUnion set as well as the coinciding
163  // points that had the current point as coincidence before.
164  for (size_t ir = 0; ir < indices_to_remove.size(); ir++) {
165  int index = indices_to_remove[ir];
166  indices_removed.insert(index);
167  if (_verbose) cout << " scheduling point " << index << " for removal" << endl;
168 
169  if (_supervertex[index].coincidence != index){
170  // we have a coincidence
171  //
172  // The only one of the coincident points that has to be
173  // inserted in the neighbourhood list (and thus updated) is the
174  // one that has 'index' as coincidence.
175  int new_index = _supervertex[index].coincidence;
176  while (_supervertex[new_index].coincidence != index)
177  new_index = _supervertex[new_index].coincidence;
178  if (_verbose) cout << " inserted coinciding " << new_index << " to neighbours union" << endl;
179  NeighbourUnion.insert(new_index);
180 
181  // if this is the point among the coiciding ones that holds the
182  // CGAL vertex, then also insert the CGAL neighbours, otherwise
183  // just skip that step.
184  if (index != _supervertex[index].vertex->info().val()) continue;
185  }
186 
187  // have a circulators that will go round the Voronoi neighbours of
188  // _supervertex[index1].vertex
189  Vertex_circulator vc = _TR.incident_vertices(_supervertex[index].vertex);
190  Vertex_circulator done = vc;
191  if (vc != NULL){ // a safety check in case there is no Voronoi
192  // neighbour (which may happen e.g. if we just
193  // have a bunch of coincident points)
194  do {
195  // if a neighbouring vertex is not the infinite vertex, then add it
196  // to our union of neighbouring vertices.
197  if (_verbose) cout << "examining " << vc->info().val() << endl;
198  if (vc->info().val() != INFINITE_VERTEX) {
199  // NB: from it=1 onwards occasionally it might already have
200  // been inserted -- but double insertion still leaves only one
201  // copy in the set, so there's no problem
202  NeighbourUnion.insert(vc->info().val());
203  if (_verbose) cout << " inserted " << vc->info().val() << " to neighbours union" << endl;
204  }
205  } while (++vc != done);
206  }
207  }
208 
209  if (_verbose) {
210  set<int>::iterator it = NeighbourUnion.begin();
211  cout << "Union of neighbours of combined points" << endl;
212  for ( ; it != NeighbourUnion.end(); ++it ) {
213  cout << *it << endl;
214  }
215  }
216 
217  // update set, triangulation and supervertex info
218  for (size_t ir = 0; ir < indices_to_remove.size(); ir++) {
219  int index = indices_to_remove[ir];
220  if (_verbose) cout << " removing " << index << endl;
221 
222  // NeighbourUnion should not contain the points to be removed
223  // (because later we will assume they still exist).
224  NeighbourUnion.erase(indices_to_remove[ir]);
225 
226  // first deal with coincidences
227  if (_supervertex[index].coincidence != index){
228  int new_index = _supervertex[index].coincidence;
229 
230  // if this is the point among the coiciding ones that "owns" the
231  // CGAL vertex we need to re-label the CGAL vertex so that it
232  // points to the coincident particle and set the current one to
233  // NULL
234  //
235  // This can be done only on the first point as they all share
236  // the same value
237  //
238  // Note that this has to be done before the following step since
239  // it will alter the coincidence information
240  if (index == _supervertex[index].vertex->info().val())
241  _supervertex[new_index].vertex->info() = new_index;
242 
243  // we need to browse the coincidences until we end the loop, at
244  // which point we reset the coincidence of the point that has
245  // the current one as a coincidence
246  while (_supervertex[new_index].coincidence != index)
247  new_index = _supervertex[new_index].coincidence;
248  _supervertex[new_index].coincidence = _supervertex[index].coincidence;
249 
250  // remove the coincidence on the point being removed and mark it
251  // as removed
252  _supervertex[index].coincidence = index;
253  _supervertex[index].vertex = NULL;
254 
255  continue;
256  }
257 
258  // points to be removed should also be eliminated from the
259  // triangulation and the supervertex structure should be updated
260  // to reflect the fact that the points are no longer valid.
261  _TR.remove(_supervertex[index].vertex);
262  if (_verbose) cout << "DnnPlane about to set _supervertex["<< index<<"].vertex to NULL" << endl;
263  _supervertex[index].vertex = NULL;
264  if (_verbose) cout << " value is " << (_is_not_null(_supervertex[index].vertex)) << endl;
265  }
266 
267  // add new point: give a "hint" to the inserter that
268  // the new point should be added close to old points -- the easiest way
269  // of getting this is to take a point from the NeighbourUnion AFTER we have
270  // removed point1, point2, and to get one of its incident faces.
271  //
272  // This hinting improves speed by c. 25% for 10^4 points because it
273  // avoids the need for a costly (sqrt{N}) location step (at least
274  // with a non-hierarchical triangulation -- with a hierarchical one,
275  // this step could be done away with, though there will still be a
276  // cost of O(ln N) to pay.
277  //
278  // For some reason inserting the point before the two removals
279  // slows things down by c. 25%. This importance of the order
280  // is not understood.
281  //
282  // At some point it might be worth trying to select the "nearest"
283  // of the various points in the neighbour union to avoid large
284  // steps in cases where we have 0..2pi periodicity and the first member
285  // of the neighbour union happens to be on the wrong side.
286  Face_handle face;
287  //if (indices_to_remove.size() > 0) { // GS: use NeighbourUnion instead
288  // (safe also in case of coincidences)
289  if (NeighbourUnion.size() > 0) {
290  // face can only be found if there were points to remove in first place
291  face = _TR.incident_faces(
292  _supervertex[*NeighbourUnion.begin()].vertex);}
293  // make sure the output arrays are empty
294  indices_added.clear();
295  indices_of_updated_neighbours.clear();
296  for (size_t ia = 0; ia < points_to_add.size(); ia++) {
297  SuperVertex sv;
298  _supervertex.push_back(sv);
299  int index = _supervertex.size()-1;
300  indices_added.push_back(index);
301  if (_verbose) cout << " adding " << index << " at "
302  << points_to_add[ia].first<< " " << points_to_add[ia].second << endl;
303 
304  //if (indices_to_remove.size() > 0) {
305  if (NeighbourUnion.size() > 0) {
306  // be careful of using face (for location hinting) only when it exists
307  _supervertex[index].vertex = _TR.insert(Point(points_to_add[ia].first,
308  points_to_add[ia].second),face);}
309  else {
310  _supervertex[index].vertex = _TR.insert(Point(points_to_add[ia].first,
311  points_to_add[ia].second));
312  }
313 
314  // check if this leads to a coincidence
315  int coinciding_index = _CheckIfVertexPresent(_supervertex[index].vertex, index);
316  if (coinciding_index == index){
317  // we need to associate an index to each vertex -- thus when we get
318  // a vertex (e.g. as a nearest neighbour) from CGAL, we will be
319  // able to figure out which particle it corresponded to.
320  _supervertex[index].vertex->info() = _supervertex[index].coincidence = index;
321  } else {
322  if (_verbose) cout << " coinciding with vertex " << coinciding_index << endl;
323  // the new vertex points to an already existing one and we
324  // record the coincidence
325  //
326  // we also update the NN of the coinciding particle (to avoid
327  // having to loop over the list of coinciding neighbours later)
328  // This is done first as it allows us to check if this is a new
329  // coincidence or a coincidence added to a particle that was
330  // previously "alone"
331  _supervertex[coinciding_index].NNindex = index;
332  _supervertex[coinciding_index].NNdistance = 0.0;
333  indices_of_updated_neighbours.push_back(coinciding_index);
334 
335  // Note that we must not only set the coincidence of the
336  // currently-added particle, the one it coincides with also
337  // needs be updated (taking into account that it might already
338  // coincide with another one)
339  _supervertex[index].coincidence = _supervertex[coinciding_index].coincidence; // handles cases with previous coincidences
340  _supervertex[coinciding_index].coincidence = index;
341 
342  }
343 
344  // first find nearest neighbour of "newpoint" (shorthand for
345  // _supervertex[index].vertex); while we're at it, for each of the
346  // voronoi neighbours, "D", of newpoint, examine whether newpoint is
347  // closer to "D" than D's current nearest neighbour -- when this
348  // occurs, put D into indices_of_updated_neighbours.
349  //
350  // manually put newpoint on indices_of_updated_neighbours
351  indices_of_updated_neighbours.push_back(index);
352  _SetAndUpdateNearest(index, indices_of_updated_neighbours);
353 
354  //cout << "Added: " << setprecision(20) << " ("
355  // << points_to_add[ia].first << "," << points_to_add[ia].second
356  // << ") with index " << index << endl;
357  }
358 
359  // for Voronoi neighbours j of any of the removed points for which
360  // one of those removed points was the nearest neighbour,
361  // redetermine the nearest neighbour of j and add j onto the vector
362  // of indices_of_updated_neighbours.
363  set<int>::iterator it2 = NeighbourUnion.begin();
364  for ( ; it2 != NeighbourUnion.end(); ++it2 ) {
365  int j = *it2;
366  // the if avoids the vertex at infinity, which gets a negative index
367  if( j != INFINITE_VERTEX ) {
368  // this is where we check if the nearest neighbour of j was one
369  // of the removed points
370  if (indices_removed.count(_supervertex[j].NNindex)) {
371  if (_verbose) cout << "j " << j << endl;
372  _SetNearest(j);
373  indices_of_updated_neighbours.push_back(j);
374  if (_verbose) cout << "NN of " << j << " : "
375  << _supervertex[j].NNindex
376  << ", dist = " << _supervertex[j].NNdistance <<endl;
377  }
378  }
379  }
380 
381  if (_verbose) cout << "Leaving DnnPlane::RemoveAndAddPoints" << endl;
382 }
383 
384 //----------------------------------------------------------------------
385 /// Determines the index and distance of the nearest neighbour to
386 /// point j and puts the information into the _supervertex entry for j.
387 void DnnPlane::_SetNearest (const int j) {
388  // first deal with the cases where we have a coincidence
389  if (_supervertex[j].coincidence != j){
390  _supervertex[j].NNindex = _supervertex[j].coincidence;
391  _supervertex[j].NNdistance = 0.0;
392  return;
393  }
394 
395  // The code below entirely uses CGAL distance comparisons to compute
396  // the nearest neighbour. It has the mais drawback to induice a
397  // 10-20% time penalty so we switched to our own comparison (which
398  // only turns to CGAL for dangerous situations)
399  //
400  // Vertex_handle current = _supervertex[j].vertex;
401  // Vertex_circulator vc = _TR.incident_vertices(current);
402  // Vertex_circulator done = vc;
403  // Vertex_handle nearest = _TR.infinite_vertex();
404  // double mindist = HUGE_DOUBLE;
405  //
406  // // when there is only one finite point left in the triangulation,
407  // // there are no triangles. Presumably this is why voronoi returns
408  // // NULL for the incident vertex circulator. Check if this is
409  // // happening before circulating over it... (Otherwise it crashes
410  // // when looking for neighbours of last point)
411  // if (vc != NULL){
412  // // initialise the nearest vertex handle to the first incident
413  // // vertex that is not INFINITE_VERTEX
414  // while (vc->info().val() == INFINITE_VERTEX){
415  // vc++;
416  // if (vc==done) break; // if vc==done, then INFINITE_VERTEX is the
417  // // only element in the neighbourhood
418  // }
419  //
420  // // if there is just the infinite vertex, we have vc->info().val()
421  // // == INFINITE_VERTEX and nothing has to be done
422  // // otherwise, use the current vc as an initialisation
423  // if (vc->info().val() != INFINITE_VERTEX){
424  // nearest = vc; // initialisation to the first non-infinite vertex
425  //
426  // // and loop over the following ones
427  // while (++vc != done){
428  // // we should not compare with the infinite vertex
429  // if (vc->info().val() == INFINITE_VERTEX) continue;
430  //
431  // if (_verbose) cout << current->info().val() << " " << vc->info().val() << endl;
432  // // use CGAL's distance comparison to check if 'vc' is closer to
433  // // 'current' than the nearest so far (we include the == case for
434  // // safety though it should not matter in this precise case)
435  // if (CGAL::compare_distance_to_point(current->point(), vc->point(), nearest->point())!=CGAL::LARGER){
436  // nearest = vc;
437  // if (_verbose) cout << "nearer";
438  // }
439  // }
440  //
441  // // now compute the distance
442  // //
443  // // Note that since we're always using CGAL to compare distances
444  // // (and never the distance computed using _euclid_distance) we
445  // // should not worry about rounding errors in mindist
446  // mindist = _euclid_distance(current->point(), nearest->point());
447  // }
448  // }
449  //
450  // // set j's supervertex info about nearest neighbour
451  // _supervertex[j].NNindex = nearest->info().val();
452  // _supervertex[j].NNdistance = mindist;
453 
454  Vertex_handle current = _supervertex[j].vertex;
455  Vertex_circulator vc = _TR.incident_vertices(current);
456  Vertex_circulator done = vc;
457  double dist;
458  double mindist = HUGE_DOUBLE; // change this to "HUGE" or max_double?
459  Vertex_handle nearest = _TR.infinite_vertex();
460 
461  // when there is only one finite point left in the triangulation,
462  // there are no triangles. Presumably this is why voronoi returns
463  // NULL for the incident vertex circulator. Check if this is
464  // happening before circulating over it... (Otherwise it crashes
465  // when looking for neighbours of last point)
466  if (vc != NULL) do {
467  if ( vc->info().val() != INFINITE_VERTEX) {
468  // find distance between j and its Voronoi neighbour (vc)
469  if (_verbose) cout << current->info().val() << " " << vc->info().val() << endl;
470 
471  // check if j is closer to vc than vc's currently registered
472  // nearest neighbour (and update things if it is)
473  if (_is_closer_to(current->point(), vc->point(), nearest, dist, mindist)){
474  nearest = vc;
475  if (_verbose) cout << "nearer ";
476  }
477  if (_verbose) cout << vc->point() << "; "<< dist << endl;
478  }
479  } while (++vc != done); // move on to next Voronoi neighbour
480 
481  // set j's supervertex info about nearest neighbour
482  _supervertex[j].NNindex = nearest->info().val();
483  _supervertex[j].NNdistance = mindist;
484 }
485 
486 //----------------------------------------------------------------------
487 /// Determines and stores the nearest neighbour of j, and where
488 /// necessary updates the nearest-neighbour info of Voronoi neighbours
489 /// of j;
490 ///
491 /// For each voronoi neighbour D of j if the distance between j and D
492 /// is less than D's own nearest neighbour, then update the
493 /// nearest-neighbour info in D; push D's index onto
494 /// indices_of_updated_neighbours
495 ///
496 /// Note that j is NOT pushed onto indices_of_updated_neighbours --
497 /// if you want it there, put it there yourself.
498 ///
499 /// NB: note that we have _SetAndUpdateNearest as a completely
500 /// separate routine from _SetNearest because we want to
501 /// use one single circulation over voronoi neighbours to find the
502 /// nearest neighbour and to update the voronoi neighbours if need
503 /// be.
504 void DnnPlane::_SetAndUpdateNearest(
505  const int j,
506  vector<int> & indices_of_updated_neighbours) {
507  //cout << "SetAndUpdateNearest for point " << j << endl;
508  // first deal with coincidences
509  if (_supervertex[j].coincidence != j){
510  _supervertex[j].NNindex = _supervertex[j].coincidence;
511  _supervertex[j].NNdistance = 0.0;
512  //cout << " set to coinciding point " << _supervertex[j].coincidence << endl;
513  return;
514  }
515 
516  Vertex_handle current = _supervertex[j].vertex;
517  Vertex_circulator vc = _TR.incident_vertices(current);
518  Vertex_circulator done = vc;
519  double dist;
520  double mindist = HUGE_DOUBLE; // change this to "HUGE" or max_double?
521  Vertex_handle nearest = _TR.infinite_vertex();
522 
523  // when there is only one finite point left in the triangulation,
524  // there are no triangles. Presumably this is why voronoi returns
525  // NULL for the incident vertex circulator. Check if this is
526  // happening before circulating over it... (Otherwise it crashes
527  // when looking for neighbours of last point)
528  if (vc != NULL) do {
529  if (vc->info().val() != INFINITE_VERTEX) {
530  if (_verbose) cout << current->info().val() << " " << vc->info().val() << endl;
531 
532  // update the mindist if we are closer than anything found so far
533  if (_is_closer_to(current->point(), vc->point(), nearest, dist, mindist)){
534  nearest = vc;
535  if (_verbose) cout << "nearer ";
536  }
537 
538  // find index corresponding to vc for easy manipulation
539  int vcindx = vc->info().val();
540  if (_verbose) cout << vc->point() << "; "<< dist << endl;
541 
542  if (_is_closer_to_with_hint(vc->point(), current->point(),
543  _supervertex[_supervertex[vcindx].NNindex].vertex,
544  dist, _supervertex[vcindx].NNdistance)){
545  if (_verbose) cout << vcindx << "'s NN becomes " << current->info().val() << endl;
546  _supervertex[vcindx].NNindex = j;
547  indices_of_updated_neighbours.push_back(vcindx);
548  }
549 
550  // original code without the use of CGAL distance in potentially
551  // dangerous cases
552  //
553  // // check if j is closer to vc than vc's currently registered
554  // // nearest neighbour (and update things if it is)
555  // //
556  // // GS: originally, the distance test below was a strict <. It
557  // // has to be <= because if the two distances are ==, it is
558  // // possible that the old NN is no longer connected to vc in
559  // // the triangulation, and we are sure that the newly
560  // // inserted point (j) is (since we loop over j's
561  // // neighbouring points in the triangulation).
562  // if (dist <= _supervertex[vcindx].NNdistance) {
563  // if (_verbose) cout << vcindx << "'s NN becomes " << current->info().val() << endl;
564  // _supervertex[vcindx].NNdistance = dist;
565  // _supervertex[vcindx].NNindex = j;
566  // indices_of_updated_neighbours.push_back(vcindx);
567  // }
568  }
569  } while (++vc != done); // move on to next Voronoi neighbour
570  // set j's supervertex info about nearest neighbour
571  //cout << " set to point " << nearest->info().val() << endl;
572  _supervertex[j].NNindex = nearest->info().val();
573  _supervertex[j].NNdistance = mindist;
574 }
575 
576 FASTJET_END_NAMESPACE
577 
578 #endif // DROP_CGAL
Triangulation::Vertex_circulator Vertex_circulator
CGAL Point structure.