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1//STARTHEADER
2// $Id$
3//
4// Copyright (c) 2005-2011, 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 and are described in hep-ph/0512210. If you use
16// FastJet as part of work towards a scientific publication, please
17// include a citation to the FastJet paper.
18//
19// FastJet is distributed in the hope that it will be useful,
20// but WITHOUT ANY WARRANTY; without even the implied warranty of
21// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
22// GNU General Public License for more details.
23//
24// You should have received a copy of the GNU General Public License
25// along with FastJet. If not, see <http://www.gnu.org/licenses/>.
26//----------------------------------------------------------------------
27//ENDHEADER
28
29#include "fastjet/internal/ClosestPair2D.hh"
30
31#include<limits>
32#include<iostream>
33#include<iomanip>
34#include<algorithm>
35
36FASTJET_BEGIN_NAMESPACE // defined in fastjet/internal/base.hh
37
38const unsigned int huge_unsigned = 4294967295U;
39const unsigned int twopow31 = 2147483648U;
40
41using namespace std;
42
43//----------------------------------------------------------------------
44/// takes a point and sets a shuffle with the given shift...
45void ClosestPair2D::_point2shuffle(Point & point, Shuffle & shuffle,
46 unsigned int shift) {
47
48 Coord2D renorm_point = (point.coord - _left_corner)/_range;
49 // make sure the point is sensible
50 //cerr << point.coord.x <<" "<<point.coord.y<<endl;
51 assert(renorm_point.x >=0);
52 assert(renorm_point.x <=1);
53 assert(renorm_point.y >=0);
54 assert(renorm_point.y <=1);
55
56 shuffle.x = static_cast<unsigned int>(twopow31 * renorm_point.x) + shift;
57 shuffle.y = static_cast<unsigned int>(twopow31 * renorm_point.y) + shift;
58 shuffle.point = &point;
59}
60
61//----------------------------------------------------------------------
62/// compares this shuffle with the other one
63bool ClosestPair2D::Shuffle::operator<(const Shuffle & q) const {
64
65 if (floor_ln2_less(x ^ q.x, y ^ q.y)) {
66 // i = 2 in Chan's algorithm
67 return (y < q.y);
68 } else {
69 // i = 1 in Chan's algorithm
70 return (x < q.x);
71 }
72}
73
74
75
76//----------------------------------------------------------------------
77void ClosestPair2D::_initialize(const std::vector<Coord2D> & positions,
78 const Coord2D & left_corner,
79 const Coord2D & right_corner,
80 unsigned int max_size) {
81
82 unsigned int n_positions = positions.size();
83 assert(max_size >= n_positions);
84
85 //_points(positions.size())
86
87 // allow the points array to grow to the following size
88 _points.resize(max_size);
89 // currently unused points are immediately made available on the
90 // stack
91 for (unsigned int i = n_positions; i < max_size; i++) {
92 _available_points.push(&(_points[i]));
93 }
94
95 _left_corner = left_corner;
96 _range = max((right_corner.x - left_corner.x),
97 (right_corner.y - left_corner.y));
98
99 // initialise the coordinates for the points and create the zero-shifted
100 // shuffle array
101 vector<Shuffle> shuffles(n_positions);
102 for (unsigned int i = 0; i < n_positions; i++) {
103 // set up the points
104 _points[i].coord = positions[i];
105 _points[i].neighbour_dist2 = numeric_limits<double>::max();
106 _points[i].review_flag = 0;
107
108 // create shuffle with 0 shift.
109 _point2shuffle(_points[i], shuffles[i], 0);
110 }
111
112 // establish what our shifts will be
113 for (unsigned ishift = 0; ishift < _nshift; ishift++) {
114 // make sure we use double-precision for calculating the shifts
115 // since otherwise we will hit integer overflow.
116 _shifts[ishift] = static_cast<unsigned int>(((twopow31*1.0)*ishift)/_nshift);
117 if (ishift == 0) {_rel_shifts[ishift] = 0;}
118 else {_rel_shifts[ishift] = _shifts[ishift] - _shifts[ishift-1];}
119 }
120 //_shifts[0] = 0;
121 //_shifts[1] = static_cast<unsigned int>((twopow31*1.0)/3.0);
122 //_shifts[2] = static_cast<unsigned int>((twopow31*2.0)/3.0);
123 //_rel_shifts[0] = 0;
124 //_rel_shifts[1] = _shifts[1];
125 //_rel_shifts[2] = _shifts[2]-_shifts[1];
126
127 // and how we will search...
128 //_cp_search_range = 49;
129 _cp_search_range = 30;
130 _points_under_review.reserve(_nshift * _cp_search_range);
131
132 // now initialise the three trees
133 for (unsigned int ishift = 0; ishift < _nshift; ishift++) {
134
135 // shift the shuffles if need be.
136 if (ishift > 0) {
137 unsigned rel_shift = _rel_shifts[ishift];
138 for (unsigned int i = 0; i < shuffles.size(); i++) {
139 shuffles[i] += rel_shift; }
140 }
141
142 // sort the shuffles
143 sort(shuffles.begin(), shuffles.end());
144
145 // and create the search tree
146 _trees[ishift] = auto_ptr<Tree>(new Tree(shuffles, max_size));
147
148 // now we look for the closest-pair candidates on this tree
149 circulator circ = _trees[ishift]->somewhere(), start=circ;
150 // the actual range in which we search
151 unsigned int CP_range = min(_cp_search_range, n_positions-1);
152 do {
153 Point * this_point = circ->point;
154 //cout << _ID(this_point) << " ";
155 this_point->circ[ishift] = circ;
156 // run over all points within _cp_search_range of this_point on tree
157 circulator other = circ;
158 for (unsigned i=0; i < CP_range; i++) {
159 ++other;
160 double dist2 = this_point->distance2(*other->point);
161 if (dist2 < this_point->neighbour_dist2) {
162 this_point->neighbour_dist2 = dist2;
163 this_point->neighbour = other->point;
164 }
165 }
166 } while (++circ != start);
167 //cout << endl<<endl;
168 }
169
170 // now initialise the heap object...
171 vector<double> mindists2(n_positions);
172 for (unsigned int i = 0; i < n_positions; i++) {
173 mindists2[i] = _points[i].neighbour_dist2;}
174
175 _heap = auto_ptr<MinHeap>(new MinHeap(mindists2, max_size));
176}
177
178
179//----------------------------------------------------------------------=
180void ClosestPair2D::closest_pair(unsigned int & ID1, unsigned int & ID2,
181 double & distance2) const {
182 ID1 = _heap->minloc();
183 ID2 = _ID(_points[ID1].neighbour);
184 distance2 = _points[ID1].neighbour_dist2;
185 if (ID1 > ID2) swap(ID1,ID2);
186}
187
188
189//----------------------------------------------------------------------
190inline void ClosestPair2D::_add_label(Point * point, unsigned int review_flag) {
191
192 // if it's not already under review, then put it on the list of
193 // points needing review
194 if (point->review_flag == 0) _points_under_review.push_back(point);
195
196 // OR the point's current flag with the requested review flag
197 point->review_flag |= review_flag;
198}
199
200//----------------------------------------------------------------------
201inline void ClosestPair2D::_set_label(Point * point, unsigned int review_flag) {
202
203 // if it's not already under review, then put it on the list of
204 // points needing review
205 if (point->review_flag == 0) _points_under_review.push_back(point);
206
207 // SET the point's current flag to the requested review flag
208 point->review_flag = review_flag;
209}
210
211//----------------------------------------------------------------------
212void ClosestPair2D::remove(unsigned int ID) {
213
214 //cout << "While removing " << ID <<endl;
215
216 Point * point_to_remove = & (_points[ID]);
217
218 // remove this point from the search tree
219 _remove_from_search_tree(point_to_remove);
220
221 // the above statement labels certain points as needing "review" --
222 // deal with them...
223 _deal_with_points_to_review();
224}
225
226
227//----------------------------------------------------------------------
228void ClosestPair2D::_remove_from_search_tree(Point * point_to_remove) {
229
230 // add this point to the list of "available" points (this is
231 // relevant also from the point of view of determining the range
232 // over which we circulate).
233 _available_points.push(point_to_remove);
234
235 // label it so that it goes from the heap
236 _set_label(point_to_remove, _remove_heap_entry);
237
238 // establish the range over which we search (a) for points that have
239 // acquired a new neighbour and (b) for points which had ID as their
240 // neighbour;
241
242 unsigned int CP_range = min(_cp_search_range, size()-1);
243
244 // then, for each shift
245 for (unsigned int ishift = 0; ishift < _nshift; ishift++) {
246 //cout << " ishift = " << ishift <<endl;
247 // get the circulator for the point we'll remove and its successor
248 circulator removed_circ = point_to_remove->circ[ishift];
249 circulator right_end = removed_circ.next();
250 // remove the point
251 _trees[ishift]->remove(removed_circ);
252
253 // next find the point CP_range points to the left
254 circulator left_end = right_end, orig_right_end = right_end;
255 for (unsigned int i = 0; i < CP_range; i++) {left_end--;}
256
257 if (size()-1 < _cp_search_range) {
258 // we have a smaller range now than before -- but when seeing who
259 // could have had ID as a neighbour, we still need to use the old
260 // range for seeing how far back we search (but new separation between
261 // points). [cf CCN28-42]
262 left_end--; right_end--;
263 }
264
265 // and then for each left-end point: establish if the removed
266 // point was its neighbour [in which case a new neighbour must be
267 // found], otherwise see if the right-end point is a closer neighbour
268 do {
269 Point * left_point = left_end->point;
270
271 //cout << " visited " << setw(3)<<_ID(left_point)<<" (its neighbour was "<< setw(3)<< _ID(left_point->neighbour)<<")"<<endl;
272
273 if (left_point->neighbour == point_to_remove) {
274 // we'll deal with it later...
275 _add_label(left_point, _review_neighbour);
276 } else {
277 // check to see if right point has become its closest neighbour
278 double dist2 = left_point->distance2(*right_end->point);
279 if (dist2 < left_point->neighbour_dist2) {
280 left_point->neighbour = right_end->point;
281 left_point->neighbour_dist2 = dist2;
282 // NB: (LESSER) REVIEW NEEDED HERE TOO...
283 _add_label(left_point, _review_heap_entry);
284 }
285 }
286 ++right_end;
287 } while (++left_end != orig_right_end);
288 } // ishift...
289
290}
291
292
293//----------------------------------------------------------------------
294void ClosestPair2D::_deal_with_points_to_review() {
295
296 // the range in which we carry out searches for new neighbours on
297 // the search tree
298 unsigned int CP_range = min(_cp_search_range, size()-1);
299
300 // now deal with the points that are "under review" in some way
301 // (have lost their neighbour, or need their heap entry updating)
302 while(_points_under_review.size() > 0) {
303 // get the point to be considered
304 Point * this_point = _points_under_review.back();
305 // remove it from the list
306 _points_under_review.pop_back();
307
308 if (this_point->review_flag & _remove_heap_entry) {
309 // make sure no other flags are on (it wouldn't be consistent?)
310 assert(!(this_point->review_flag ^ _remove_heap_entry));
311 _heap->remove(_ID(this_point));
312 }
313 // check to see if the _review_neighbour flag is on
314 else {
315 if (this_point->review_flag & _review_neighbour) {
316 this_point->neighbour_dist2 = numeric_limits<double>::max();
317 // among all three shifts
318 for (unsigned int ishift = 0; ishift < _nshift; ishift++) {
319 circulator other = this_point->circ[ishift];
320 // among points within CP_range
321 for (unsigned i=0; i < CP_range; i++) {
322 ++other;
323 double dist2 = this_point->distance2(*other->point);
324 if (dist2 < this_point->neighbour_dist2) {
325 this_point->neighbour_dist2 = dist2;
326 this_point->neighbour = other->point;
327 }
328 }
329 }
330 }
331
332 // for any non-zero review flag we'll have to update the heap
333 _heap->update(_ID(this_point), this_point->neighbour_dist2);
334 }
335
336 // "delabel" the point
337 this_point->review_flag = 0;
338
339 }
340
341}
342
343//----------------------------------------------------------------------
344unsigned int ClosestPair2D::insert(const Coord2D & new_coord) {
345
346 // get hold of a point
347 assert(_available_points.size() > 0);
348 Point * new_point = _available_points.top();
349 _available_points.pop();
350
351 // set the point's coordinate
352 new_point->coord = new_coord;
353
354 // now find it's neighbour in the search tree
355 _insert_into_search_tree(new_point);
356
357 // sort out other points that may have been affected by this,
358 // and/or for which the heap needs to be updated
359 _deal_with_points_to_review();
360
361 //
362 return _ID(new_point);
363}
364
365//----------------------------------------------------------------------
366unsigned int ClosestPair2D::replace(unsigned int ID1, unsigned int ID2,
367 const Coord2D & position) {
368
369 // deletion from tree...
370 Point * point_to_remove = & (_points[ID1]);
371 _remove_from_search_tree(point_to_remove);
372
373 point_to_remove = & (_points[ID2]);
374 _remove_from_search_tree(point_to_remove);
375
376 // insertion into tree
377 // get hold of a point
378 Point * new_point = _available_points.top();
379 _available_points.pop();
380
381 // set the point's coordinate
382 new_point->coord = position;
383
384 // now find it's neighbour in the search tree
385 _insert_into_search_tree(new_point);
386
387 // the above statement labels certain points as needing "review" --
388 // deal with them...
389 _deal_with_points_to_review();
390
391 //
392 return _ID(new_point);
393
394}
395
396
397//----------------------------------------------------------------------
398void ClosestPair2D::replace_many(
399 const std::vector<unsigned int> & IDs_to_remove,
400 const std::vector<Coord2D> & new_positions,
401 std::vector<unsigned int> & new_IDs) {
402
403 // deletion from tree...
404 for (unsigned int i = 0; i < IDs_to_remove.size(); i++) {
405 _remove_from_search_tree(& (_points[IDs_to_remove[i]]));
406 }
407
408 // insertion into tree
409 new_IDs.resize(0);
410 for (unsigned int i = 0; i < new_positions.size(); i++) {
411 Point * new_point = _available_points.top();
412 _available_points.pop();
413 // set the point's coordinate
414 new_point->coord = new_positions[i];
415 // now find it's neighbour in the search tree
416 _insert_into_search_tree(new_point);
417 // record the ID
418 new_IDs.push_back(_ID(new_point));
419 }
420
421 // the above statement labels certain points as needing "review" --
422 // deal with them...
423 _deal_with_points_to_review();
424
425}
426
427
428//----------------------------------------------------------------------
429void ClosestPair2D::_insert_into_search_tree(Point * new_point) {
430
431 // this point will have to have it's heap entry reviewed...
432 _set_label(new_point, _review_heap_entry);
433
434 // set the current distance to "infinity"
435 new_point->neighbour_dist2 = numeric_limits<double>::max();
436
437 // establish how far we will be searching;
438 unsigned int CP_range = min(_cp_search_range, size()-1);
439
440 for (unsigned ishift = 0; ishift < _nshift; ishift++) {
441 // create the shuffle
442 Shuffle new_shuffle;
443 _point2shuffle(*new_point, new_shuffle, _shifts[ishift]);
444
445 // insert it into the tree
446 circulator new_circ = _trees[ishift]->insert(new_shuffle);
447 new_point->circ[ishift] = new_circ;
448
449 // now get hold of the right and left edges of the region we will be
450 // looking at (cf CCN28-43)
451 circulator right_edge = new_circ; right_edge++;
452 circulator left_edge = new_circ;
453 for (unsigned int i = 0; i < CP_range; i++) {left_edge--;}
454
455 // now
456 do {
457 Point * left_point = left_edge->point;
458 Point * right_point = right_edge->point;
459
460 // see if the new point is closer to the left-edge than the latter's
461 // current neighbour
462 double new_dist2 = left_point->distance2(*new_point);
463 if (new_dist2 < left_point->neighbour_dist2) {
464 left_point->neighbour_dist2 = new_dist2;
465 left_point->neighbour = new_point;
466 _add_label(left_point, _review_heap_entry);
467 }
468
469 // see if the right-point is closer to the new point than it's current
470 // neighbour
471 new_dist2 = new_point->distance2(*right_point);
472 if (new_dist2 < new_point->neighbour_dist2) {
473 new_point->neighbour_dist2 = new_dist2;
474 new_point->neighbour = right_point;
475 }
476
477 // if the right-edge point was the left-edge's neighbour, then
478 // then it's just gone off-radar and the left-point will need to
479 // have its neighbour recalculated [actually, this is overdoing
480 // it a little, since right point may be an less "distant"
481 // (circulator distance) in one of the other shifts -- but not
482 // sure how to deal with this...]
483 if (left_point->neighbour == right_point) {
484 _add_label(left_point, _review_neighbour);
485 }
486
487 // shift the left and right edges until left edge hits new_circ
488 right_edge++;
489 } while (++left_edge != new_circ);
490 }
491}
492
493FASTJET_END_NAMESPACE
494
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