index_heap.h
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3 Copyright (c) 2010--2011, Stephane Magnenat, ASL, ETHZ, Switzerland
4 You can contact the author at <stephane at magnenat dot net>
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31 
32 #ifndef __INDEX_HEAP_H
33 #define __INDEX_HEAP_H
34 
35 #include "nabo.h"
36 #include <vector>
37 #include <algorithm>
38 #include <limits>
39 #include <iostream>
40 
46 namespace Nabo
47 {
49 
51  template<typename IT, typename VT>
52  struct IndexHeapSTL
53  {
55  typedef IT Index;
57  typedef VT Value;
58 
60  struct Entry
61  {
62  IT index;
63  VT value;
64 
66  Entry(const IT index, const VT value): index(index), value(value) {}
68  friend bool operator<(const Entry& e0, const Entry& e1) { return e0.value < e1.value; }
69  };
71  typedef std::vector<Entry> Entries;
73  typedef typename Eigen::Matrix<Index, Eigen::Dynamic, 1> IndexVector;
75  typedef typename Eigen::Matrix<Value, Eigen::Dynamic, 1> ValueVector;
76 
80  const size_t nbNeighbours;
81 
82 
84 
85  IndexHeapSTL(const size_t size):
86  data(1, Entry(invalidIndex<IT>(), invalidValue<VT>())),
87  nbNeighbours(size)
88  {
89  data.reserve(size);
90  }
91 
93  inline void reset()
94  {
95  data.clear();
96  data.push_back(Entry(invalidIndex<IT>(), invalidValue<VT>()));
97  }
98 
100 
101  inline const VT& headValue() const { return data.front().value; }
102 
104 
106  inline void replaceHead(const Index index, const Value value)
107  {
108 
109  if (data.size() == nbNeighbours)
110  { // we have enough neighbours to discard largest
111  pop_heap(data.begin(), data.end());
112  data.back() = Entry(index, value);
113  }
114  else
115  { // missing neighbours
116  data.push_back(Entry(index, value));
117  }
118  // ensure heap
119  push_heap(data.begin(), data.end());
120  }
121 
123  inline void sort()
124  {
125  sort_heap (data.begin(), data.end());
126  }
127 
129 
131  template<typename DI, typename DV>
132  inline void getData(const Eigen::MatrixBase<DI>& indices, const Eigen::MatrixBase<DV> & values) const
133  {
134  // note: we must implement this hack because of problem with reference to temporary
135  // C++0x will solve this with rvalue
136  // see: http://eigen.tuxfamily.org/dox-devel/TopicFunctionTakingEigenTypes.html
137  // for more informations
138  size_t i = 0;
139  for (; i < data.size(); ++i)
140  {
141  const_cast<Eigen::MatrixBase<DI>&>(indices).coeffRef(i) = data[i].index;
142  const_cast<Eigen::MatrixBase<DV>&>(values).coeffRef(i) = data[i].value;
143  }
144  for (; i < nbNeighbours; ++i)
145  {
146  const_cast<Eigen::MatrixBase<DI>&>(indices).coeffRef(i) = invalidIndex<IT>();
147  const_cast<Eigen::MatrixBase<DV>&>(values).coeffRef(i) = invalidValue<VT>();
148  }
149  }
150 
151 #if 0
152 
154  inline IndexVector getIndexes() const
155  {
156  IndexVector indexes(data.capacity());
157  size_t i = 0;
158  for (; i < data.size(); ++i)
159  indexes.coeffRef(i) = data[i].index;
160  for (; i < data.capacity(); ++i)
161  indexes.coeffRef(i) = 0;
162  return indexes;
163  }
164 #endif
165  };
166 
167 #if 0
168 
171  template<typename IT, typename VT>
172  struct IndexHeapBruteForceVector
173  {
175  typedef IT Index;
177  typedef VT Value;
178 
180  struct Entry
181  {
182  IT index;
183  VT value;
184 
186  Entry(const IT index, const VT value): index(index), value(value) {}
188  friend bool operator<(const Entry& e0, const Entry& e1) { return e0.value < e1.value; }
189  };
191  typedef std::vector<Entry> Entries;
193  typedef typename Eigen::Matrix<Index, Eigen::Dynamic, 1> IndexVector;
194 
196  Entries data;
198  const VT& headValueRef;
200  const size_t sizeMinusOne;
201 
203 
204  IndexHeapBruteForceVector(const size_t size):
205  data(size, Entry(0, std::numeric_limits<VT>::infinity())),
206  headValueRef((data.end() - 1)->value),
207  sizeMinusOne(data.size() - 1)
208  {
209  }
210 
212  inline void reset()
213  {
214  for (typename Entries::iterator it(data.begin()); it != data.end(); ++it)
215  {
216  it->value = std::numeric_limits<VT>::infinity();
217  it->index = 0;
218  }
219  }
220 
222 
223  inline const VT& headValue() const { return data[0].value; }
224 
226 
228  inline void replaceHead(const Index index, const Value value)
229  {
230  size_t i = 0;
231  for (; i < sizeMinusOne; ++i)
232  {
233  if (data[i + 1].value > value)
234  data[i] = data[i + 1];
235  else
236  break;
237  }
238  data[i].value = value;
239  data[i].index = index;
240  }
241 
243  inline void sort()
244  {
245  // no need to sort as data are already sorted
246  }
247 
249 
250  inline IndexVector getIndexes() const
251  {
252  IndexVector indexes(data.size());
253  for (size_t i = 0; i < data.size(); ++i)
254  indexes.coeffRef(i) = data[sizeMinusOne-i].index;
255  return indexes;
256  }
257  };
258 #endif
259 
261 
263  template<typename IT, typename VT>
265  {
267  typedef IT Index;
269  typedef VT Value;
270 
272  struct Entry
273  {
274  IT index;
275  VT value;
276 
278  Entry(const IT index, const VT value): index(index), value(value) {}
280  friend bool operator<(const Entry& e0, const Entry& e1) { return e0.value < e1.value; }
281  };
283  typedef std::vector<Entry> Entries;
285  typedef typename Eigen::Matrix<Index, Eigen::Dynamic, 1> IndexVector;
287  typedef typename Eigen::Matrix<Value, Eigen::Dynamic, 1> ValueVector;
288 
292  const VT& headValueRef;
294  const size_t sizeMinusOne;
295 
297 
298  IndexHeapBruteForceVector(const size_t size):
299  data(size, Entry(invalidIndex<IT>(), invalidValue<VT>())),
300  headValueRef((data.end() - 1)->value),
301  sizeMinusOne(data.size() - 1)
302  {
303  }
304 
306  inline void reset()
307  {
308  for (typename Entries::iterator it(data.begin()); it != data.end(); ++it)
309  {
310  it->value = invalidValue<VT>();
311  it->index = invalidIndex<IT>();
312  }
313  }
314 
316 
317  inline const VT& headValue() const { return headValueRef; }
318 
320 
322  inline void replaceHead(const Index index, const Value value)
323  {
324  size_t i;
325  for (i = sizeMinusOne; i > 0; --i)
326  {
327  if (data[i-1].value > value)
328  data[i] = data[i-1];
329  else
330  break;
331  }
332  data[i].value = value;
333  data[i].index = index;
334  }
335 
337  inline void sort()
338  {
339  // no need to sort as data are already sorted
340  }
341 
343 
345  template<typename DI, typename DV>
346  inline void getData(const Eigen::MatrixBase<DI>& indices, const Eigen::MatrixBase<DV> & values) const
347  {
348  // note: we must implement this hack because of problem with reference to temporary
349  // C++0x will solve this with rvalue
350  // see: http://eigen.tuxfamily.org/dox-devel/TopicFunctionTakingEigenTypes.html
351  // for more informations
352  for (size_t i = 0; i < data.size(); ++i)
353  {
354  const_cast<Eigen::MatrixBase<DI>&>(indices).coeffRef(i) = data[i].index;
355  const_cast<Eigen::MatrixBase<DV>&>(values).coeffRef(i) = data[i].value;
356  }
357  }
358 #if 0
359 
361  inline IndexVector getIndexes() const
362  {
363  IndexVector indexes(data.size());
364  for (size_t i = 0; i < data.size(); ++i)
365  indexes.coeffRef(i) = data[i].index;
366  return indexes;
367  }
368 #endif
369  };
370 }
371 
372 #endif // __INDEX_HEAP_H
Nabo
Namespace for Nabo.
Definition: experimental/kdtree_cpu.cpp:40
Nabo::IndexHeapBruteForceVector::Entry
an entry of the heap vector
Definition: index_heap.h:272
nabo.h
public interface
Nabo::IndexHeapBruteForceVector::headValue
const VT & headValue() const
get the largest value of the heap
Definition: index_heap.h:317
Nabo::IndexHeapBruteForceVector::ValueVector
Eigen::Matrix< Value, Eigen::Dynamic, 1 > ValueVector
vector of values
Definition: index_heap.h:287
Nabo::IndexHeapBruteForceVector::Entry::operator<
friend bool operator<(const Entry &e0, const Entry &e1)
return true if e0 is smaller than e1, false otherwise
Definition: index_heap.h:280
Nabo::invalidIndex
constexpr IndexType invalidIndex()
Definition: nabo.h:217
Index
NNSNabo::Index Index
Definition: python/nabo.cpp:11
Nabo::IndexHeapBruteForceVector::sort
void sort()
sort the entries, from the smallest to the largest
Definition: index_heap.h:337
Nabo::IndexHeapBruteForceVector::Entry::index
IT index
index of point
Definition: index_heap.h:274
Nabo::IndexHeapSTL::data
Entries data
storage for the tree
Definition: index_heap.h:78
Nabo::IndexHeapBruteForceVector::sizeMinusOne
const size_t sizeMinusOne
pre-competed size minus one, to optimise access speed
Definition: index_heap.h:294
Nabo::IndexHeapBruteForceVector::Entry::Entry
Entry(const IT index, const VT value)
create a new entry
Definition: index_heap.h:278
Nabo::IndexHeapSTL::ValueVector
Eigen::Matrix< Value, Eigen::Dynamic, 1 > ValueVector
vector of values
Definition: index_heap.h:75
Nabo::IndexHeapSTL::replaceHead
void replaceHead(const Index index, const Value value)
put value into heap, replace the largest value if full
Definition: index_heap.h:106
Nabo::IndexHeapSTL::Entries
std::vector< Entry > Entries
vector of entry, type for the storage of the tree
Definition: index_heap.h:71
Nabo::IndexHeapBruteForceVector
brute-force implementation of heap
Definition: index_heap.h:264
Nabo::IndexHeapBruteForceVector::IndexVector
Eigen::Matrix< Index, Eigen::Dynamic, 1 > IndexVector
vector of indices
Definition: index_heap.h:285
Nabo::IndexHeapBruteForceVector::data
Entries data
storage for the tree
Definition: index_heap.h:290
Nabo::IndexHeapSTL::IndexHeapSTL
IndexHeapSTL(const size_t size)
Constructor.
Definition: index_heap.h:85
Nabo::IndexHeapSTL::headValue
const VT & headValue() const
get the largest value of the heap
Definition: index_heap.h:101
Nabo::IndexHeapBruteForceVector::headValueRef
const VT & headValueRef
reference to the largest value in the tree, to optimise access speed
Definition: index_heap.h:292
Nabo::IndexHeapBruteForceVector::Entry::value
VT value
distance for this point
Definition: index_heap.h:275
Nabo::IndexHeapBruteForceVector::Value
VT Value
type of a value
Definition: index_heap.h:269
Nabo::IndexHeapSTL::Entry::Entry
Entry(const IT index, const VT value)
create a new entry
Definition: index_heap.h:66
Nabo::IndexHeapSTL::nbNeighbours
const size_t nbNeighbours
number of neighbours requested
Definition: index_heap.h:80
Nabo::IndexHeapSTL::IndexVector
Eigen::Matrix< Index, Eigen::Dynamic, 1 > IndexVector
vector of indices
Definition: index_heap.h:73
Nabo::IndexHeapBruteForceVector::Entries
std::vector< Entry > Entries
vector of entry, type for the storage of the tree
Definition: index_heap.h:283
Nabo::IndexHeapSTL
balanced-tree implementation of heap
Definition: index_heap.h:52
Nabo::IndexHeapBruteForceVector::Index
IT Index
type of an index
Definition: index_heap.h:267
Nabo::IndexHeapSTL::Value
VT Value
type of a value
Definition: index_heap.h:57
Nabo::IndexHeapSTL::Entry::value
VT value
distance for this point
Definition: index_heap.h:63
Nabo::IndexHeapSTL::Entry::operator<
friend bool operator<(const Entry &e0, const Entry &e1)
return true if e0 is of lower value than e1, false otherwise
Definition: index_heap.h:68
Nabo::IndexHeapSTL::Index
IT Index
type of an index
Definition: index_heap.h:55
Nabo::IndexHeapBruteForceVector::getData
void getData(const Eigen::MatrixBase< DI > &indices, const Eigen::MatrixBase< DV > &values) const
get the data from the heap
Definition: index_heap.h:346
values
std::vector< double > values
Nabo::IndexHeapSTL::reset
void reset()
reset to the empty heap
Definition: index_heap.h:93
Nabo::IndexHeapBruteForceVector::reset
void reset()
reset to the empty heap
Definition: index_heap.h:306
std
Nabo::IndexHeapSTL::Entry
an entry of the heap tree
Definition: index_heap.h:60
Nabo::IndexHeapBruteForceVector::IndexHeapBruteForceVector
IndexHeapBruteForceVector(const size_t size)
Constructor.
Definition: index_heap.h:298
Nabo::invalidValue
constexpr ValueType invalidValue()
Definition: nabo.h:223
Nabo::IndexHeapBruteForceVector::replaceHead
void replaceHead(const Index index, const Value value)
replace the largest value of the heap
Definition: index_heap.h:322
Nabo::IndexHeapSTL::sort
void sort()
sort the entries, from the smallest to the largest
Definition: index_heap.h:123
Nabo::IndexHeapSTL::getData
void getData(const Eigen::MatrixBase< DI > &indices, const Eigen::MatrixBase< DV > &values) const
get the data from the heap
Definition: index_heap.h:132
Nabo::IndexHeapSTL::Entry::index
IT index
index of point
Definition: index_heap.h:62


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