AmbiVector.h
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1 // This file is part of Eigen, a lightweight C++ template library
2 // for linear algebra.
3 //
4 // Copyright (C) 2008 Gael Guennebaud <gael.guennebaud@inria.fr>
5 //
6 // This Source Code Form is subject to the terms of the Mozilla
7 // Public License v. 2.0. If a copy of the MPL was not distributed
8 // with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
9 
10 #ifndef EIGEN_AMBIVECTOR_H
11 #define EIGEN_AMBIVECTOR_H
12 
13 namespace Eigen {
14 
15 namespace internal {
16 
22 template<typename _Scalar, typename _StorageIndex>
24 {
25  public:
26  typedef _Scalar Scalar;
27  typedef _StorageIndex StorageIndex;
29 
30  explicit AmbiVector(Index size)
32  {
33  resize(size);
34  }
35 
36  void init(double estimatedDensity);
37  void init(int mode);
38 
39  Index nonZeros() const;
40 
43 
44  void setZero();
45 
46  void restart();
48  Scalar& coeff(Index i);
49 
50  class Iterator;
51 
52  ~AmbiVector() { delete[] m_buffer; }
53 
55  {
56  if (m_allocatedSize < size)
59  }
60 
61  StorageIndex size() const { return m_size; }
62 
63  protected:
65  {
66  return internal::convert_index<StorageIndex>(idx);
67  }
68 
70  {
71  // if the size of the matrix is not too large, let's allocate a bit more than needed such
72  // that we can handle dense vector even in sparse mode.
73  delete[] m_buffer;
74  if (size<1000)
75  {
76  Index allocSize = (size * sizeof(ListEl) + sizeof(Scalar) - 1)/sizeof(Scalar);
77  m_allocatedElements = convert_index((allocSize*sizeof(Scalar))/sizeof(ListEl));
78  m_buffer = new Scalar[allocSize];
79  }
80  else
81  {
82  m_allocatedElements = convert_index((size*sizeof(Scalar))/sizeof(ListEl));
83  m_buffer = new Scalar[size];
84  }
86  m_start = 0;
87  m_end = m_size;
88  }
89 
91  {
92  Index copyElements = m_allocatedElements;
94  Index allocSize = m_allocatedElements * sizeof(ListEl);
95  allocSize = (allocSize + sizeof(Scalar) - 1)/sizeof(Scalar);
96  Scalar* newBuffer = new Scalar[allocSize];
97  std::memcpy(newBuffer, m_buffer, copyElements * sizeof(ListEl));
98  delete[] m_buffer;
99  m_buffer = newBuffer;
100  }
101 
102  protected:
103  // element type of the linked list
104  struct ListEl
105  {
109  };
110 
111  // used to store data in both mode
120 
121  // linked list mode
125 };
126 
128 template<typename _Scalar,typename _StorageIndex>
130 {
131  if (m_mode==IsSparse)
132  return m_llSize;
133  else
134  return m_end - m_start;
135 }
136 
137 template<typename _Scalar,typename _StorageIndex>
138 void AmbiVector<_Scalar,_StorageIndex>::init(double estimatedDensity)
139 {
140  if (estimatedDensity>0.1)
141  init(IsDense);
142  else
143  init(IsSparse);
144 }
145 
146 template<typename _Scalar,typename _StorageIndex>
148 {
149  m_mode = mode;
150  // This is only necessary in sparse mode, but we set these unconditionally to avoid some maybe-uninitialized warnings
151  // if (m_mode==IsSparse)
152  {
153  m_llSize = 0;
154  m_llStart = -1;
155  }
156 }
157 
163 template<typename _Scalar,typename _StorageIndex>
165 {
166  m_llCurrent = m_llStart;
167 }
168 
170 template<typename _Scalar,typename _StorageIndex>
172 {
173  if (m_mode==IsDense)
174  {
175  for (Index i=m_start; i<m_end; ++i)
176  m_buffer[i] = Scalar(0);
177  }
178  else
179  {
180  eigen_assert(m_mode==IsSparse);
181  m_llSize = 0;
182  m_llStart = -1;
183  }
184 }
185 
186 template<typename _Scalar,typename _StorageIndex>
188 {
189  if (m_mode==IsDense)
190  return m_buffer[i];
191  else
192  {
193  ListEl* EIGEN_RESTRICT llElements = reinterpret_cast<ListEl*>(m_buffer);
194  // TODO factorize the following code to reduce code generation
195  eigen_assert(m_mode==IsSparse);
196  if (m_llSize==0)
197  {
198  // this is the first element
199  m_llStart = 0;
200  m_llCurrent = 0;
201  ++m_llSize;
202  llElements[0].value = Scalar(0);
203  llElements[0].index = convert_index(i);
204  llElements[0].next = -1;
205  return llElements[0].value;
206  }
207  else if (i<llElements[m_llStart].index)
208  {
209  // this is going to be the new first element of the list
210  ListEl& el = llElements[m_llSize];
211  el.value = Scalar(0);
212  el.index = convert_index(i);
213  el.next = m_llStart;
214  m_llStart = m_llSize;
215  ++m_llSize;
216  m_llCurrent = m_llStart;
217  return el.value;
218  }
219  else
220  {
221  StorageIndex nextel = llElements[m_llCurrent].next;
222  eigen_assert(i>=llElements[m_llCurrent].index && "you must call restart() before inserting an element with lower or equal index");
223  while (nextel >= 0 && llElements[nextel].index<=i)
224  {
225  m_llCurrent = nextel;
226  nextel = llElements[nextel].next;
227  }
228 
229  if (llElements[m_llCurrent].index==i)
230  {
231  // the coefficient already exists and we found it !
232  return llElements[m_llCurrent].value;
233  }
234  else
235  {
236  if (m_llSize>=m_allocatedElements)
237  {
238  reallocateSparse();
239  llElements = reinterpret_cast<ListEl*>(m_buffer);
240  }
241  eigen_internal_assert(m_llSize<m_allocatedElements && "internal error: overflow in sparse mode");
242  // let's insert a new coefficient
243  ListEl& el = llElements[m_llSize];
244  el.value = Scalar(0);
245  el.index = convert_index(i);
246  el.next = llElements[m_llCurrent].next;
247  llElements[m_llCurrent].next = m_llSize;
248  ++m_llSize;
249  return el.value;
250  }
251  }
252  }
253 }
254 
255 template<typename _Scalar,typename _StorageIndex>
257 {
258  if (m_mode==IsDense)
259  return m_buffer[i];
260  else
261  {
262  ListEl* EIGEN_RESTRICT llElements = reinterpret_cast<ListEl*>(m_buffer);
263  eigen_assert(m_mode==IsSparse);
264  if ((m_llSize==0) || (i<llElements[m_llStart].index))
265  {
266  return m_zero;
267  }
268  else
269  {
270  Index elid = m_llStart;
271  while (elid >= 0 && llElements[elid].index<i)
272  elid = llElements[elid].next;
273 
274  if (llElements[elid].index==i)
275  return llElements[m_llCurrent].value;
276  else
277  return m_zero;
278  }
279  }
280 }
281 
283 template<typename _Scalar,typename _StorageIndex>
284 class AmbiVector<_Scalar,_StorageIndex>::Iterator
285 {
286  public:
287  typedef _Scalar Scalar;
289 
296  explicit Iterator(const AmbiVector& vec, const RealScalar& epsilon = 0)
297  : m_vector(vec)
298  {
299  using std::abs;
300  m_epsilon = epsilon;
301  m_isDense = m_vector.m_mode==IsDense;
302  if (m_isDense)
303  {
304  m_currentEl = 0; // this is to avoid a compilation warning
305  m_cachedValue = 0; // this is to avoid a compilation warning
306  m_cachedIndex = m_vector.m_start-1;
307  ++(*this);
308  }
309  else
310  {
311  ListEl* EIGEN_RESTRICT llElements = reinterpret_cast<ListEl*>(m_vector.m_buffer);
312  m_currentEl = m_vector.m_llStart;
313  while (m_currentEl>=0 && abs(llElements[m_currentEl].value)<=m_epsilon)
314  m_currentEl = llElements[m_currentEl].next;
315  if (m_currentEl<0)
316  {
317  m_cachedValue = 0; // this is to avoid a compilation warning
318  m_cachedIndex = -1;
319  }
320  else
321  {
322  m_cachedIndex = llElements[m_currentEl].index;
323  m_cachedValue = llElements[m_currentEl].value;
324  }
325  }
326  }
327 
328  StorageIndex index() const { return m_cachedIndex; }
329  Scalar value() const { return m_cachedValue; }
330 
331  operator bool() const { return m_cachedIndex>=0; }
332 
334  {
335  using std::abs;
336  if (m_isDense)
337  {
338  do {
339  ++m_cachedIndex;
340  } while (m_cachedIndex<m_vector.m_end && abs(m_vector.m_buffer[m_cachedIndex])<=m_epsilon);
341  if (m_cachedIndex<m_vector.m_end)
342  m_cachedValue = m_vector.m_buffer[m_cachedIndex];
343  else
344  m_cachedIndex=-1;
345  }
346  else
347  {
348  ListEl* EIGEN_RESTRICT llElements = reinterpret_cast<ListEl*>(m_vector.m_buffer);
349  do {
350  m_currentEl = llElements[m_currentEl].next;
351  } while (m_currentEl>=0 && abs(llElements[m_currentEl].value)<=m_epsilon);
352  if (m_currentEl<0)
353  {
354  m_cachedIndex = -1;
355  }
356  else
357  {
358  m_cachedIndex = llElements[m_currentEl].index;
359  m_cachedValue = llElements[m_currentEl].value;
360  }
361  }
362  return *this;
363  }
364 
365  protected:
366  const AmbiVector& m_vector; // the target vector
367  StorageIndex m_currentEl; // the current element in sparse/linked-list mode
368  RealScalar m_epsilon; // epsilon used to prune zero coefficients
369  StorageIndex m_cachedIndex; // current coordinate
370  Scalar m_cachedValue; // current value
371  bool m_isDense; // mode of the vector
372 };
373 
374 } // end namespace internal
375 
376 } // end namespace Eigen
377 
378 #endif // EIGEN_AMBIVECTOR_H
Eigen::internal::AmbiVector::resize
void resize(Index size)
Definition: AmbiVector.h:54
Eigen::internal::AmbiVector::m_mode
StorageIndex m_mode
Definition: AmbiVector.h:119
Eigen::internal::AmbiVector::AmbiVector
AmbiVector(Index size)
Definition: AmbiVector.h:30
Eigen::internal::AmbiVector::Iterator
Definition: AmbiVector.h:284
Eigen::internal::AmbiVector::ListEl::next
StorageIndex next
Definition: AmbiVector.h:106
Eigen::internal::AmbiVector::m_zero
Scalar m_zero
Definition: AmbiVector.h:113
Eigen::internal::AmbiVector::reallocateSparse
void reallocateSparse()
Definition: AmbiVector.h:90
Eigen
Namespace containing all symbols from the Eigen library.
Definition: jet.h:637
EIGEN_RESTRICT
#define EIGEN_RESTRICT
Definition: Macros.h:1160
Eigen::internal::AmbiVector::ListEl::index
StorageIndex index
Definition: AmbiVector.h:107
Eigen::internal::AmbiVector::~AmbiVector
~AmbiVector()
Definition: AmbiVector.h:52
Eigen::internal::AmbiVector::Iterator::operator++
Iterator & operator++()
Definition: AmbiVector.h:333
eigen_assert
#define eigen_assert(x)
Definition: Macros.h:1037
Eigen::internal::AmbiVector::m_allocatedSize
StorageIndex m_allocatedSize
Definition: AmbiVector.h:117
Eigen::internal::AmbiVector::Iterator::m_cachedIndex
StorageIndex m_cachedIndex
Definition: AmbiVector.h:369
Eigen::IsSparse
@ IsSparse
Definition: Constants.h:368
Iterator
Definition: typing.h:54
Eigen::internal::AmbiVector::reallocate
void reallocate(Index size)
Definition: AmbiVector.h:69
Eigen::internal::AmbiVector::convert_index
StorageIndex convert_index(Index idx)
Definition: AmbiVector.h:64
Eigen::internal::AmbiVector::restart
void restart()
Definition: AmbiVector.h:164
Eigen::internal::AmbiVector::coeff
Scalar & coeff(Index i)
Definition: AmbiVector.h:256
Eigen::internal::AmbiVector::Scalar
_Scalar Scalar
Definition: AmbiVector.h:26
eigen_internal_assert
#define eigen_internal_assert(x)
Definition: Macros.h:1043
epsilon
static double epsilon
Definition: testRot3.cpp:37
Eigen::internal::AmbiVector::m_start
StorageIndex m_start
Definition: AmbiVector.h:115
Eigen::internal::AmbiVector::Iterator::Iterator
Iterator(const AmbiVector &vec, const RealScalar &epsilon=0)
Definition: AmbiVector.h:296
Eigen::internal::AmbiVector::Iterator::Scalar
_Scalar Scalar
Definition: AmbiVector.h:287
Eigen::internal::AmbiVector::Iterator::RealScalar
NumTraits< Scalar >::Real RealScalar
Definition: AmbiVector.h:288
Eigen::internal::AmbiVector::Iterator::index
StorageIndex index() const
Definition: AmbiVector.h:328
mode
static const DiscreteKey mode(modeKey, 2)
Eigen::internal::AmbiVector::m_llCurrent
StorageIndex m_llCurrent
Definition: AmbiVector.h:123
Eigen::internal::AmbiVector::m_llStart
StorageIndex m_llStart
Definition: AmbiVector.h:122
Eigen::internal::AmbiVector::setBounds
void setBounds(Index start, Index end)
Definition: AmbiVector.h:42
Eigen::IsDense
@ IsDense
Definition: Constants.h:367
Eigen::internal::AmbiVector::init
void init(double estimatedDensity)
Definition: AmbiVector.h:138
Eigen::internal::AmbiVector::Iterator::m_isDense
bool m_isDense
Definition: AmbiVector.h:371
Eigen::internal::AmbiVector::Iterator::value
Scalar value() const
Definition: AmbiVector.h:329
Eigen::internal::AmbiVector::size
StorageIndex size() const
Definition: AmbiVector.h:61
init
detail::initimpl::constructor< Args... > init()
Binds an existing constructor taking arguments Args...
Definition: pybind11.h:2006
Eigen::internal::AmbiVector::ListEl
Definition: AmbiVector.h:104
Eigen::internal::convert_index
EIGEN_DEVICE_FUNC IndexDest convert_index(const IndexSrc &idx)
Definition: XprHelper.h:31
Eigen::internal::AmbiVector::RealScalar
NumTraits< Scalar >::Real RealScalar
Definition: AmbiVector.h:28
Eigen::internal::AmbiVector::coeffRef
Scalar & coeffRef(Index i)
Definition: AmbiVector.h:187
Eigen::internal::AmbiVector::Iterator::m_currentEl
StorageIndex m_currentEl
Definition: AmbiVector.h:367
Eigen::internal::AmbiVector::setZero
void setZero()
Definition: AmbiVector.h:171
Eigen::internal::AmbiVector::m_buffer
Scalar * m_buffer
Definition: AmbiVector.h:112
Eigen::internal::AmbiVector::Iterator::m_cachedValue
Scalar m_cachedValue
Definition: AmbiVector.h:370
Eigen::internal::AmbiVector::m_llSize
StorageIndex m_llSize
Definition: AmbiVector.h:124
Eigen::internal::AmbiVector::m_size
StorageIndex m_size
Definition: AmbiVector.h:114
Eigen::internal::AmbiVector::StorageIndex
_StorageIndex StorageIndex
Definition: AmbiVector.h:27
Eigen::internal::AmbiVector::m_end
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Definition: AmbiVector.h:116
Eigen::internal::AmbiVector::Iterator::m_vector
const AmbiVector & m_vector
Definition: AmbiVector.h:366
Eigen::internal::AmbiVector::m_allocatedElements
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Definition: AmbiVector.h:118
Eigen::internal::AmbiVector::nonZeros
Index nonZeros() const
Definition: AmbiVector.h:129
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#define min(a, b)
Definition: datatypes.h:19
abs
#define abs(x)
Definition: datatypes.h:17
Eigen::internal::AmbiVector::Iterator::m_epsilon
RealScalar m_epsilon
Definition: AmbiVector.h:368
Eigen::internal::AmbiVector::ListEl::value
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Definition: AmbiVector.h:108
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static const EIGEN_DEPRECATED end_t end
Definition: IndexedViewHelper.h:181
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Definition: AmbiVector.h:23
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Holds information about the various numeric (i.e. scalar) types allowed by Eigen.
Definition: NumTraits.h:232
test_callbacks.value
value
Definition: test_callbacks.py:160
i
int i
Definition: BiCGSTAB_step_by_step.cpp:9
Scalar
SCALAR Scalar
Definition: bench_gemm.cpp:46
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EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:74


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