GetFEM  5.4.3
gmm_interface.h
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30 ===========================================================================*/
31 
32 
33 /**@file gmm_interface.h
34  @author Yves Renard <Yves.Renard@insa-lyon.fr>
35  @date October 13, 2002.
36  @brief gmm interface for STL vectors.
37 */
38 
39 #ifndef GMM_INTERFACE_H__
40 #define GMM_INTERFACE_H__
41 
42 #include "gmm_blas.h"
43 #include "gmm_sub_index.h"
44 
45 namespace gmm {
46 
47  /* ********************************************************************* */
48  /* */
49  /* What is needed for a Vector type : */
50  /* Vector v(n) defines a vector with n components. */
51  /* v[i] allows to access to the ith component of v. */
52  /* linalg_traits<Vector> should be filled with appropriate definitions */
53  /* */
54  /* for a dense vector : the minimum is two random iterators (begin and */
55  /* end) and a pointer to a valid origin. */
56  /* for a sparse vector : the minimum is two forward iterators, with */
57  /* a method it.index() which gives the index of */
58  /* a non zero element, an interface object */
59  /* should describe the method to add new non */
60  /* zero element, and a pointer to a valid */
61  /* origin. */
62  /* */
63  /* What is needed for a Matrix type : */
64  /* Matrix m(n, m) defines a matrix with n rows and m columns. */
65  /* m(i, j) allows to access to the element at row i and column j. */
66  /* linalg_traits<Matrix> should be filled with appropriate definitions */
67  /* */
68  /* What is needed for an iterator on dense vector */
69  /* to be standard random access iterator */
70  /* */
71  /* What is needed for an iterator on a sparse vector */
72  /* to be a standard bidirectional iterator */
73  /* elt should be sorted with increasing indices. */
74  /* it.index() gives the index of the non-zero element. */
75  /* */
76  /* Remark : If original iterators are not convenient, they could be */
77  /* redefined and interfaced in linalg_traits<Vector> without changing */
78  /* the original Vector type. */
79  /* */
80  /* ********************************************************************* */
81 
82  /* ********************************************************************* */
83  /* Simple references on vectors */
84  /* ********************************************************************* */
85 
86  template <typename PT> struct simple_vector_ref {
87  typedef simple_vector_ref<PT> this_type;
88  typedef typename std::iterator_traits<PT>::value_type V;
89  typedef V * CPT;
90  typedef typename std::iterator_traits<PT>::reference ref_V;
91  typedef typename linalg_traits<this_type>::iterator iterator;
92  typedef typename linalg_traits<this_type>::reference reference;
93  typedef typename linalg_traits<this_type>::porigin_type porigin_type;
94 
95  iterator begin_, end_;
96  porigin_type origin;
97  size_type size_;
98 
99  simple_vector_ref(ref_V v) : begin_(vect_begin(const_cast<V&>(v))),
100  end_(vect_end(const_cast<V&>(v))),
101  origin(linalg_origin(const_cast<V&>(v))),
102  size_(vect_size(v)) {}
103 
104  simple_vector_ref(const simple_vector_ref<CPT> &cr)
105  : begin_(cr.begin_),end_(cr.end_),origin(cr.origin),size_(cr.size_) {}
106 
107  simple_vector_ref(void) {}
108 
109  reference operator[](size_type i) const
110  { return linalg_traits<V>::access(origin, begin_, end_, i); }
111  };
112 
113  template <typename IT, typename ORG, typename PT> inline
114  void set_to_begin(IT &it, ORG o, simple_vector_ref<PT> *,linalg_modifiable) {
115  typedef typename linalg_traits<simple_vector_ref<PT> >::V_reference ref_t;
116  set_to_begin(it, o, PT(), ref_t());
117  }
118 
119  template <typename IT, typename ORG, typename PT> inline
120  void set_to_begin(IT &it, ORG o, const simple_vector_ref<PT> *,
121  linalg_modifiable) {
122  typedef typename linalg_traits<simple_vector_ref<PT> >::V_reference ref_t;
123  set_to_begin(it, o, PT(), ref_t());
124  }
125 
126  template <typename IT, typename ORG, typename PT> inline
127  void set_to_end(IT &it, ORG o, simple_vector_ref<PT> *, linalg_modifiable) {
128  typedef typename linalg_traits<simple_vector_ref<PT> >::V_reference ref_t;
129  set_to_end(it, o, PT(), ref_t());
130  }
131 
132  template <typename IT, typename ORG, typename PT> inline
133  void set_to_end(IT &it, ORG o, const simple_vector_ref<PT> *,
134  linalg_modifiable) {
135  typedef typename linalg_traits<simple_vector_ref<PT> >::V_reference ref_t;
136  set_to_end(it, o, PT(), ref_t());
137  }
138 
139 
140  template <typename PT> struct linalg_traits<simple_vector_ref<PT> > {
141  typedef simple_vector_ref<PT> this_type;
142  typedef this_type *pthis_type;
143  typedef typename std::iterator_traits<PT>::value_type V;
144  typedef typename linalg_traits<V>::origin_type origin_type;
145  typedef V *pV;
146  typedef typename linalg_traits<V>::is_reference V_reference;
147  typedef typename which_reference<PT>::is_reference is_reference;
148  typedef abstract_vector linalg_type;
149  typedef typename linalg_traits<V>::value_type value_type;
150  typedef typename select_ref<value_type, typename
151  linalg_traits<V>::reference, PT>::ref_type reference;
152  typedef typename select_ref<const origin_type *, origin_type *,
153  PT>::ref_type porigin_type;
154  typedef typename select_ref<typename linalg_traits<V>::const_iterator,
155  typename linalg_traits<V>::iterator, PT>::ref_type iterator;
156  typedef typename linalg_traits<V>::const_iterator const_iterator;
157  typedef typename linalg_traits<V>::storage_type storage_type;
158  typedef linalg_true index_sorted;
159  static size_type size(const this_type &v) { return v.size_; }
160  static inline iterator begin(this_type &v) {
161  iterator it = v.begin_;
162  set_to_begin(it, v.origin, pthis_type(), is_reference());
163  return it;
164  }
165  static inline const_iterator begin(const this_type &v) {
166  const_iterator it = v.begin_;
167  set_to_begin(it, v.origin, pthis_type(), is_reference());
168  return it;
169  }
170  static inline iterator end(this_type &v) {
171  iterator it = v.end_;
172  set_to_end(it, v.origin, pthis_type(), is_reference());
173  return it;
174  }
175  static inline const_iterator end(const this_type &v) {
176  const_iterator it = v.end_;
177  set_to_end(it, v.origin, pthis_type(), is_reference());
178  return it;
179  }
180  static origin_type* origin(this_type &v) { return v.origin; }
181  static const origin_type* origin(const this_type &v) { return v.origin; }
182  static void clear(origin_type* o, const iterator &it, const iterator &ite)
183  { linalg_traits<V>::clear(o, it, ite); }
184  static void do_clear(this_type &v) { clear(v.origin, v.begin_, v.end_); }
185  static value_type access(const origin_type *o, const const_iterator &it,
186  const const_iterator &ite, size_type i)
187  { return linalg_traits<V>::access(o, it, ite, i); }
188  static reference access(origin_type *o, const iterator &it,
189  const iterator &ite, size_type i)
190  { return linalg_traits<V>::access(o, it, ite, i); }
191  };
192 
193  template <typename PT>
194  std::ostream &operator << (std::ostream &o, const simple_vector_ref<PT>& v)
195  { gmm::write(o,v); return o; }
196 
197  template <typename T, typename alloc>
198  simple_vector_ref<const std::vector<T,alloc> *>
199  vref(const std::vector<T, alloc> &vv)
200  { return simple_vector_ref<const std::vector<T,alloc> *>(vv); }
201 
202 
203  /* ********************************************************************* */
204  /* */
205  /* Traits for S.T.L. object */
206  /* */
207  /* ********************************************************************* */
208 
209  template <typename T, typename alloc>
210  struct linalg_traits<std::vector<T, alloc> > {
211  typedef std::vector<T, alloc> this_type;
212  typedef this_type origin_type;
213  typedef linalg_false is_reference;
214  typedef abstract_vector linalg_type;
215  typedef T value_type;
216  typedef T& reference;
217  typedef typename this_type::iterator iterator;
218  typedef typename this_type::const_iterator const_iterator;
219  typedef abstract_dense storage_type;
220  typedef linalg_true index_sorted;
221  static size_type size(const this_type &v) { return v.size(); }
222  static iterator begin(this_type &v) { return v.begin(); }
223  static const_iterator begin(const this_type &v) { return v.begin(); }
224  static iterator end(this_type &v) { return v.end(); }
225  static const_iterator end(const this_type &v) { return v.end(); }
226  static origin_type* origin(this_type &v) { return &v; }
227  static const origin_type* origin(const this_type &v) { return &v; }
228  static void clear(origin_type*, const iterator &it, const iterator &ite)
229  { std::fill(it, ite, value_type(0)); }
230  static void do_clear(this_type &v) { std::fill(v.begin(), v.end(), T(0)); }
231  static value_type access(const origin_type *, const const_iterator &it,
232  const const_iterator &, size_type i)
233  { return it[i]; }
234  static reference access(origin_type *, const iterator &it,
235  const iterator &, size_type i)
236  { return it[i]; }
237  static void resize(this_type &v, size_type n) { v.resize(n); }
238  };
239 
240 
241 
242  template <typename T>
243  inline size_type nnz(const std::vector<T>& l) { return l.size(); }
244 
245  /* ********************************************************************* */
246  /* */
247  /* Traits for ref objects */
248  /* */
249  /* ********************************************************************* */
250 
251  template <typename IT, typename V>
252  struct tab_ref_with_origin : public gmm::tab_ref<IT> {
253  typedef tab_ref_with_origin<IT, V> this_type;
254  // next line replaced by the 4 following lines in order to please aCC
255  //typedef typename linalg_traits<this_type>::porigin_type porigin_type;
256  typedef typename linalg_traits<V>::origin_type origin_type;
257  typedef typename std::iterator_traits<IT>::pointer PT;
258  typedef typename select_ref<const origin_type *, origin_type *,
259  PT>::ref_type porigin_type;
260 
261 
262  porigin_type origin;
263 
264  tab_ref_with_origin(void) {}
265  template <class PT> tab_ref_with_origin(const IT &b, const IT &e, PT p)
266  : gmm::tab_ref<IT>(b,e), origin(porigin_type(p)) {}
267  tab_ref_with_origin(const IT &b, const IT &e, porigin_type p)
268  : gmm::tab_ref<IT>(b,e), origin(p) {}
269 
270  tab_ref_with_origin(const V &v, const sub_interval &si)
271  : gmm::tab_ref<IT>(vect_begin(const_cast<V&>(v))+si.min,
272  vect_begin(const_cast<V&>(v))+si.max),
273  origin(linalg_origin(const_cast<V&>(v))) {}
274  tab_ref_with_origin(V &v, const sub_interval &si)
275  : gmm::tab_ref<IT>(vect_begin(const_cast<V&>(v))+si.min,
276  vect_begin(const_cast<V&>(v))+si.max),
277  origin(linalg_origin(const_cast<V&>(v))) {}
278  };
279 
280  template <typename IT, typename V>
281  struct linalg_traits<tab_ref_with_origin<IT, V> > {
282  typedef typename std::iterator_traits<IT>::pointer PT;
283  typedef typename linalg_traits<V>::origin_type origin_type;
284  typedef tab_ref_with_origin<IT, V> this_type;
285  typedef typename which_reference<PT>::is_reference is_reference;
286  typedef abstract_vector linalg_type;
287  typedef typename select_ref<const origin_type *, origin_type *,
288  PT>::ref_type porigin_type;
289  typedef typename std::iterator_traits<IT>::value_type value_type;
290  typedef typename std::iterator_traits<IT>::reference reference;
291  typedef typename this_type::iterator iterator;
292  typedef typename this_type::iterator const_iterator;
293  typedef abstract_dense storage_type;
294  typedef linalg_true index_sorted;
295  static size_type size(const this_type &v) { return v.size(); }
296  static iterator begin(this_type &v) { return v.begin(); }
297  static const_iterator begin(const this_type &v) { return v.begin(); }
298  static iterator end(this_type &v) { return v.end(); }
299  static const_iterator end(const this_type &v) { return v.end(); }
300  static origin_type* origin(this_type &v) { return v.origin; }
301  static const origin_type* origin(const this_type &v) { return v.origin; }
302  static void clear(origin_type*, const iterator &it, const iterator &ite)
303  { std::fill(it, ite, value_type(0)); }
304  static inline void do_clear(this_type &v)
305  { std::fill(v.begin(), v.end(), value_type(0)); }
306  static value_type access(const origin_type *, const const_iterator &it,
307  const const_iterator &, size_type i)
308  { return it[i]; }
309  static reference access(origin_type *, const iterator &it,
310  const iterator &, size_type i)
311  { return it[i]; }
312  };
313 
314  template <typename IT, typename V> std::ostream &operator <<
315  (std::ostream &o, const tab_ref_with_origin<IT, V>& m)
316  { gmm::write(o,m); return o; }
317 
318 
319  template <typename IT, typename V>
320  struct tab_ref_reg_spaced_with_origin : public gmm::tab_ref_reg_spaced<IT> {
321  typedef tab_ref_reg_spaced_with_origin<IT, V> this_type;
322  typedef typename linalg_traits<this_type>::porigin_type porigin_type;
323 
324  porigin_type origin;
325 
326  tab_ref_reg_spaced_with_origin(void) {}
327  tab_ref_reg_spaced_with_origin(const IT &b, size_type n, size_type s,
328  const porigin_type p)
329  : gmm::tab_ref_reg_spaced<IT>(b,n,s), origin(p) {}
330  tab_ref_reg_spaced_with_origin(const V &v, const sub_slice &si)
331  : gmm::tab_ref_reg_spaced<IT>(vect_begin(const_cast<V&>(v)) + si.min,
332  si.N, (si.max - si.min)/si.N),
333  origin(linalg_origin(const_cast<V&>(v))) {}
334  tab_ref_reg_spaced_with_origin(V &v, const sub_slice &si)
335  : gmm::tab_ref_reg_spaced<IT>(vect_begin(const_cast<V&>(v)) + si.min,
336  si.N, (si.max - si.min)/si.N),
337  origin(linalg_origin(const_cast<V&>(v))) {}
338  };
339 
340  template <typename IT, typename V>
341  struct linalg_traits<tab_ref_reg_spaced_with_origin<IT, V> > {
342  typedef typename std::iterator_traits<IT>::pointer PT;
343  typedef tab_ref_reg_spaced_with_origin<IT, V> this_type;
344  typedef typename linalg_traits<V>::origin_type origin_type;
345  typedef typename select_ref<const origin_type *, origin_type *,
346  PT>::ref_type porigin_type;
347  typedef typename which_reference<PT>::is_reference is_reference;
348  typedef abstract_vector linalg_type;
349  typedef typename std::iterator_traits<IT>::value_type value_type;
350  typedef typename std::iterator_traits<IT>::reference reference;
351  typedef typename this_type::iterator iterator;
352  typedef typename this_type::iterator const_iterator;
353  typedef abstract_dense storage_type;
354  typedef linalg_true index_sorted;
355  static size_type size(const this_type &v) { return v.size(); }
356  static iterator begin(this_type &v) { return v.begin(); }
357  static const_iterator begin(const this_type &v) { return v.begin(); }
358  static iterator end(this_type &v) { return v.end(); }
359  static const_iterator end(const this_type &v) { return v.end(); }
360  static origin_type* origin(this_type &v) { return v.origin; }
361  static const origin_type* origin(const this_type &v) { return v.origin; }
362  static void clear(origin_type*, const iterator &it, const iterator &ite)
363  { std::fill(it, ite, value_type(0)); }
364  static void do_clear(this_type &v)
365  { std::fill(v.begin(), v.end(), value_type(0)); }
366  static value_type access(const origin_type *, const const_iterator &it,
367  const const_iterator &, size_type i)
368  { return it[i]; }
369  static reference access(origin_type *, const iterator &it,
370  const iterator &, size_type i)
371  { return it[i]; }
372  };
373 
374  template <typename IT, typename V> std::ostream &operator <<
375  (std::ostream &o, const tab_ref_reg_spaced_with_origin<IT, V>& m)
376  { gmm::write(o,m); return o; }
377 
378 
379  template <typename IT, typename ITINDEX, typename V>
380  struct tab_ref_index_ref_with_origin
381  : public gmm::tab_ref_index_ref<IT, ITINDEX> {
382  typedef tab_ref_index_ref_with_origin<IT, ITINDEX, V> this_type;
383  typedef typename linalg_traits<this_type>::porigin_type porigin_type;
384 
385  porigin_type origin;
386 
387  tab_ref_index_ref_with_origin(void) {}
388  tab_ref_index_ref_with_origin(const IT &b, const ITINDEX &bi,
389  const ITINDEX &ei, porigin_type p)
390  : gmm::tab_ref_index_ref<IT, ITINDEX>(b, bi, ei), origin(p) {}
391 
392  tab_ref_index_ref_with_origin(const V &v, const sub_index &si)
393  : gmm::tab_ref_index_ref<IT, ITINDEX>(vect_begin(const_cast<V&>(v)),
394  si.begin(), si.end()),
395  origin(linalg_origin(const_cast<V&>(v))) {}
396  tab_ref_index_ref_with_origin(V &v, const sub_index &si)
397  : gmm::tab_ref_index_ref<IT, ITINDEX>(vect_begin(const_cast<V&>(v)),
398  si.begin(), si.end()),
399  origin(linalg_origin(const_cast<V&>(v))) {}
400  };
401 
402  template <typename IT, typename ITINDEX, typename V>
403  struct linalg_traits<tab_ref_index_ref_with_origin<IT, ITINDEX, V> > {
404  typedef typename std::iterator_traits<IT>::pointer PT;
405  typedef tab_ref_index_ref_with_origin<IT, ITINDEX, V> this_type;
406  typedef typename linalg_traits<V>::origin_type origin_type;
407  typedef typename select_ref<const origin_type *, origin_type *,
408  PT>::ref_type porigin_type;
409  typedef typename which_reference<PT>::is_reference is_reference;
410  typedef abstract_vector linalg_type;
411  typedef typename std::iterator_traits<IT>::value_type value_type;
412  typedef typename std::iterator_traits<IT>::reference reference;
413  typedef typename this_type::iterator iterator;
414  typedef typename this_type::iterator const_iterator;
415  typedef abstract_dense storage_type;
416  typedef linalg_true index_sorted;
417  static size_type size(const this_type &v) { return v.size(); }
418  static iterator begin(this_type &v) { return v.begin(); }
419  static const_iterator begin(const this_type &v) { return v.begin(); }
420  static iterator end(this_type &v) { return v.end(); }
421  static const_iterator end(const this_type &v) { return v.end(); }
422  static origin_type* origin(this_type &v) { return v.origin; }
423  static const origin_type* origin(const this_type &v) { return v.origin; }
424  static void clear(origin_type*, const iterator &it, const iterator &ite)
425  { std::fill(it, ite, value_type(0)); }
426  static void do_clear(this_type &v)
427  { std::fill(v.begin(), v.end(), value_type(0)); }
428  static value_type access(const origin_type *, const const_iterator &it,
429  const const_iterator &, size_type i)
430  { return it[i]; }
431  static reference access(origin_type *, const iterator &it,
432  const iterator &, size_type i)
433  { return it[i]; }
434  };
435 
436  template <typename IT, typename ITINDEX, typename V>
437  std::ostream &operator <<
438  (std::ostream &o, const tab_ref_index_ref_with_origin<IT, ITINDEX, V>& m)
439  { gmm::write(o,m); return o; }
440 
441 
442  template<typename ITER, typename MIT, typename PT>
443  struct dense_compressed_iterator {
444  typedef ITER value_type;
445  typedef ITER *pointer;
446  typedef ITER &reference;
447  typedef ptrdiff_t difference_type;
448  typedef std::random_access_iterator_tag iterator_category;
449  typedef size_t size_type;
450  typedef dense_compressed_iterator<ITER, MIT, PT> iterator;
451  typedef typename std::iterator_traits<PT>::value_type *MPT;
452 
453  ITER it;
454  size_type N, nrows, ncols, i;
455  PT origin;
456 
457  iterator operator ++(int) { iterator tmp = *this; i++; return tmp; }
458  iterator operator --(int) { iterator tmp = *this; i--; return tmp; }
459  iterator &operator ++() { ++i; return *this; }
460  iterator &operator --() { --i; return *this; }
461  iterator &operator +=(difference_type ii) { i += ii; return *this; }
462  iterator &operator -=(difference_type ii) { i -= ii; return *this; }
463  iterator operator +(difference_type ii) const
464  { iterator itt = *this; return (itt += ii); }
465  iterator operator -(difference_type ii) const
466  { iterator itt = *this; return (itt -= ii); }
467  difference_type operator -(const iterator &ii) const
468  { return (N ? (it - ii.it) / N : 0) + i - ii.i; }
469 
470  ITER operator *() const { return it+i*N; }
471  ITER operator [](int ii) const { return it + (i+ii) * N; }
472 
473  bool operator ==(const iterator &ii) const
474  { return (*this - ii) == difference_type(0); }
475  bool operator !=(const iterator &ii) const { return !(ii == *this); }
476  bool operator < (const iterator &ii) const
477  { return (*this - ii) < difference_type(0); }
478  bool operator > (const iterator &ii) const
479  { return (*this - ii) > difference_type(0); }
480  bool operator >=(const iterator &ii) const
481  { return (*this - ii) >= difference_type(0); }
482 
483  dense_compressed_iterator(void) {}
484  dense_compressed_iterator(const dense_compressed_iterator<MIT,MIT,MPT> &ii)
485  : it(ii.it), N(ii.N), nrows(ii.nrows), ncols(ii.ncols), i(ii.i),
486  origin(ii.origin) {}
487  dense_compressed_iterator(const ITER &iter, size_type n, size_type r,
488  size_type c, size_type ii, PT o)
489  : it(iter), N(n), nrows(r), ncols(c), i(ii), origin(o) { }
490 
491  };
492 
493  /* ******************************************************************** */
494  /* Read only reference on a compressed sparse vector */
495  /* ******************************************************************** */
496 
497  template <typename PT1, typename PT2, int shift = 0>
498  struct cs_vector_ref_iterator {
499  PT1 pr;
500  PT2 ir;
501 
502  typedef typename std::iterator_traits<PT1>::value_type value_type;
503  typedef PT1 pointer;
504  typedef typename std::iterator_traits<PT1>::reference reference;
505  typedef size_t size_type;
506  typedef ptrdiff_t difference_type;
507  typedef std::bidirectional_iterator_tag iterator_category;
508  typedef cs_vector_ref_iterator<PT1, PT2, shift> iterator;
509 
510  cs_vector_ref_iterator(void) {}
511  cs_vector_ref_iterator(PT1 p1, PT2 p2) : pr(p1), ir(p2) {}
512 
513  inline size_type index(void) const { return (*ir) - shift; }
514  iterator &operator ++() { ++pr; ++ir; return *this; }
515  iterator operator ++(int) { iterator tmp = *this; ++(*this); return tmp; }
516  iterator &operator --() { --pr; --ir; return *this; }
517  iterator operator --(int) { iterator tmp = *this; --(*this); return tmp; }
518 
519  reference operator *() const { return *pr; }
520  pointer operator ->() const { return pr; }
521 
522  bool operator ==(const iterator &i) const { return (i.pr==pr);}
523  bool operator !=(const iterator &i) const { return (i.pr!=pr);}
524  };
525 
526  template <typename PT1, typename PT2, int shift = 0> struct cs_vector_ref {
527  PT1 pr;
528  PT2 ir;
529  size_type n, size_;
530 
531  typedef cs_vector_ref<PT1, PT2, shift> this_type;
532  typedef typename std::iterator_traits<PT1>::value_type value_type;
533  typedef typename linalg_traits<this_type>::const_iterator const_iterator;
534 
535  cs_vector_ref(PT1 pt1, PT2 pt2, size_type nnz, size_type ns)
536  : pr(pt1), ir(pt2), n(nnz), size_(ns) {}
537  cs_vector_ref(void) {}
538 
539  size_type size(void) const { return size_; }
540 
541  const_iterator begin(void) const { return const_iterator(pr, ir); }
542  const_iterator end(void) const { return const_iterator(pr+n, ir+n); }
543 
544  value_type operator[](size_type i) const
545  { return linalg_traits<this_type>::access(pr, begin(), end(),i); }
546  };
547 
548  template <typename PT1, typename PT2, int shift>
549  struct linalg_traits<cs_vector_ref<PT1, PT2, shift> > {
550  typedef cs_vector_ref<PT1, PT2, shift> this_type;
551  typedef linalg_const is_reference;
552  typedef abstract_vector linalg_type;
553  typedef typename std::iterator_traits<PT1>::value_type value_type;
554  typedef value_type origin_type;
555  typedef typename std::iterator_traits<PT1>::value_type reference;
556  typedef cs_vector_ref_iterator<typename const_pointer<PT1>::pointer,
557  typename const_pointer<PT2>::pointer, shift> const_iterator;
558  typedef abstract_null_type iterator;
559  typedef abstract_sparse storage_type;
560  typedef linalg_true index_sorted;
561  static size_type size(const this_type &v) { return v.size(); }
562  static iterator begin(this_type &v) { return v.begin(); }
563  static const_iterator begin(const this_type &v) { return v.begin(); }
564  static iterator end(this_type &v) { return v.end(); }
565  static const_iterator end(const this_type &v) { return v.end(); }
566  static const origin_type* origin(const this_type &v) { return v.pr; }
567  static value_type access(const origin_type *, const const_iterator &b,
568  const const_iterator &e, size_type i) {
569  if (b.ir == e.ir) return value_type(0);
570  PT2 p = std::lower_bound(b.ir, e.ir, i+shift);
571  return (*p == i+shift && p != e.ir) ? b.pr[p-b.ir] : value_type(0);
572  }
573  };
574 
575  template <typename PT1, typename PT2, int shift>
576  std::ostream &operator <<
577  (std::ostream &o, const cs_vector_ref<PT1, PT2, shift>& m)
578  { gmm::write(o,m); return o; }
579 
580  template <typename PT1, typename PT2, int shift>
581  inline size_type nnz(const cs_vector_ref<PT1, PT2, shift>& l) { return l.n; }
582 
583  /* ******************************************************************** */
584  /* Read only reference on a compressed sparse column matrix */
585  /* ******************************************************************** */
586 
587  template <typename PT1, typename PT2, typename PT3, int shift = 0>
588  struct sparse_compressed_iterator {
589  typedef typename std::iterator_traits<PT1>::value_type value_type;
590  typedef const value_type *pointer;
591  typedef const value_type &reference;
592  typedef ptrdiff_t difference_type;
593  typedef size_t size_type;
594  typedef std::random_access_iterator_tag iterator_category;
595  typedef sparse_compressed_iterator<PT1, PT2, PT3, shift> iterator;
596 
597  PT1 pr;
598  PT2 ir;
599  PT3 jc;
600  size_type n;
601  const value_type *origin;
602 
603  iterator operator ++(int) { iterator tmp = *this; jc++; return tmp; }
604  iterator operator --(int) { iterator tmp = *this; jc--; return tmp; }
605  iterator &operator ++() { jc++; return *this; }
606  iterator &operator --() { jc--; return *this; }
607  iterator &operator +=(difference_type i) { jc += i; return *this; }
608  iterator &operator -=(difference_type i) { jc -= i; return *this; }
609  iterator operator +(difference_type i) const
610  { iterator itt = *this; return (itt += i); }
611  iterator operator -(difference_type i) const
612  { iterator itt = *this; return (itt -= i); }
613  difference_type operator -(const iterator &i) const { return jc - i.jc; }
614 
615  reference operator *() const { return pr + *jc - shift; }
616  reference operator [](int ii) { return pr + *(jc+ii) - shift; }
617 
618  bool operator ==(const iterator &i) const { return (jc == i.jc); }
619  bool operator !=(const iterator &i) const { return !(i == *this); }
620  bool operator < (const iterator &i) const { return (jc < i.jc); }
621  bool operator > (const iterator &i) const { return (jc > i.jc); }
622  bool operator >=(const iterator &i) const { return (jc >= i.jc); }
623 
624  sparse_compressed_iterator(void) {}
625  sparse_compressed_iterator(PT1 p1, PT2 p2, PT3 p3, size_type nn,
626  const value_type *o)
627  : pr(p1), ir(p2), jc(p3), n(nn), origin(o) { }
628 
629  };
630 
631  template <typename PT1, typename PT2, typename PT3, int shift = 0>
632  struct csc_matrix_ref {
633  PT1 pr; // values.
634  PT2 ir; // row indexes.
635  PT3 jc; // column repartition on pr and ir.
636  size_type nc, nr;
637 
638  typedef typename std::iterator_traits<PT1>::value_type value_type;
639  csc_matrix_ref(PT1 pt1, PT2 pt2, PT3 pt3, size_type nrr, size_type ncc)
640  : pr(pt1), ir(pt2), jc(pt3), nc(ncc), nr(nrr) {}
641  csc_matrix_ref(void) {}
642 
643  size_type nrows(void) const { return nr; }
644  size_type ncols(void) const { return nc; }
645 
646  value_type operator()(size_type i, size_type j) const
647  { return mat_col(*this, j)[i]; }
648  };
649 
650  template <typename PT1, typename PT2, typename PT3, int shift>
651  struct linalg_traits<csc_matrix_ref<PT1, PT2, PT3, shift> > {
652  typedef csc_matrix_ref<PT1, PT2, PT3, shift> this_type;
653  typedef linalg_const is_reference;
654  typedef abstract_matrix linalg_type;
655  typedef typename std::iterator_traits<PT1>::value_type value_type;
656  typedef typename std::iterator_traits<PT1>::value_type reference;
657  typedef value_type origin_type;
658  typedef abstract_sparse storage_type;
659  typedef abstract_null_type sub_row_type;
660  typedef abstract_null_type const_sub_row_type;
661  typedef abstract_null_type row_iterator;
662  typedef abstract_null_type const_row_iterator;
663  typedef abstract_null_type sub_col_type;
664  typedef cs_vector_ref<typename const_pointer<PT1>::pointer,
665  typename const_pointer<PT2>::pointer, shift> const_sub_col_type;
666  typedef sparse_compressed_iterator<typename const_pointer<PT1>::pointer,
667  typename const_pointer<PT2>::pointer,
668  typename const_pointer<PT3>::pointer,
669  shift> const_col_iterator;
670  typedef abstract_null_type col_iterator;
671  typedef col_major sub_orientation;
672  typedef linalg_true index_sorted;
673  static size_type nrows(const this_type &m) { return m.nrows(); }
674  static size_type ncols(const this_type &m) { return m.ncols(); }
675  static const_col_iterator col_begin(const this_type &m)
676  { return const_col_iterator(m.pr, m.ir, m.jc, m.nr, m.pr); }
677  static const_col_iterator col_end(const this_type &m)
678  { return const_col_iterator(m.pr, m.ir, m.jc + m.nc, m.nr, m.pr); }
679  static const_sub_col_type col(const const_col_iterator &it) {
680  return const_sub_col_type(it.pr + *(it.jc) - shift,
681  it.ir + *(it.jc) - shift, *(it.jc + 1) - *(it.jc), it.n);
682  }
683  static const origin_type* origin(const this_type &m) { return m.pr; }
684  static value_type access(const const_col_iterator &itcol, size_type j)
685  { return col(itcol)[j]; }
686  };
687 
688 
689  template <typename PT1, typename PT2, typename PT3, int shift>
690  std::ostream &operator <<
691  (std::ostream &o, const csc_matrix_ref<PT1, PT2, PT3, shift>& m)
692  { gmm::write(o,m); return o; }
693 
694  /* ******************************************************************** */
695  /* Read only reference on a compressed sparse row matrix */
696  /* ******************************************************************** */
697 
698  template <typename PT1, typename PT2, typename PT3, int shift = 0>
699  struct csr_matrix_ref {
700  PT1 pr; // values.
701  PT2 ir; // column indexes.
702  PT3 jc; // row repartition on pr and ir.
703  size_type nc, nr;
704 
705  typedef typename std::iterator_traits<PT1>::value_type value_type;
706  csr_matrix_ref(PT1 pt1, PT2 pt2, PT3 pt3, size_type nrr, size_type ncc)
707  : pr(pt1), ir(pt2), jc(pt3), nc(ncc), nr(nrr) {}
708  csr_matrix_ref(void) {}
709 
710  size_type nrows(void) const { return nr; }
711  size_type ncols(void) const { return nc; }
712 
713  value_type operator()(size_type i, size_type j) const
714  { return mat_row(*this, i)[j]; }
715  };
716 
717  template <typename PT1, typename PT2, typename PT3, int shift>
718  struct linalg_traits<csr_matrix_ref<PT1, PT2, PT3, shift> > {
719  typedef csr_matrix_ref<PT1, PT2, PT3, shift> this_type;
720  typedef linalg_const is_reference;
721  typedef abstract_matrix linalg_type;
722  typedef typename std::iterator_traits<PT1>::value_type value_type;
723  typedef typename std::iterator_traits<PT1>::value_type reference;
724  typedef value_type origin_type;
725  typedef abstract_sparse storage_type;
726  typedef abstract_null_type sub_col_type;
727  typedef abstract_null_type const_sub_col_type;
728  typedef abstract_null_type col_iterator;
729  typedef abstract_null_type const_col_iterator;
730  typedef abstract_null_type sub_row_type;
731  typedef cs_vector_ref<typename const_pointer<PT1>::pointer,
732  typename const_pointer<PT2>::pointer, shift>
733  const_sub_row_type;
734  typedef sparse_compressed_iterator<typename const_pointer<PT1>::pointer,
735  typename const_pointer<PT2>::pointer,
736  typename const_pointer<PT3>::pointer,
737  shift> const_row_iterator;
738  typedef abstract_null_type row_iterator;
739  typedef row_major sub_orientation;
740  typedef linalg_true index_sorted;
741  static size_type nrows(const this_type &m) { return m.nrows(); }
742  static size_type ncols(const this_type &m) { return m.ncols(); }
743  static const_row_iterator row_begin(const this_type &m)
744  { return const_row_iterator(m.pr, m.ir, m.jc, m.nc, m.pr); }
745  static const_row_iterator row_end(const this_type &m)
746  { return const_row_iterator(m.pr, m.ir, m.jc + m.nr, m.nc, m.pr); }
747  static const_sub_row_type row(const const_row_iterator &it) {
748  return const_sub_row_type(it.pr + *(it.jc) - shift,
749  it.ir + *(it.jc) - shift, *(it.jc + 1) - *(it.jc), it.n);
750  }
751  static const origin_type* origin(const this_type &m) { return m.pr; }
752  static value_type access(const const_row_iterator &itrow, size_type j)
753  { return row(itrow)[j]; }
754  };
755 
756  template <typename PT1, typename PT2, typename PT3, int shift>
757  std::ostream &operator <<
758  (std::ostream &o, const csr_matrix_ref<PT1, PT2, PT3, shift>& m)
759  { gmm::write(o,m); return o; }
760 
761  /* ********************************************************************* */
762  /* */
763  /* Simple interface for C arrays */
764  /* */
765  /* ********************************************************************* */
766 
767  template <class PT> struct array1D_reference {
768 
769  typedef typename std::iterator_traits<PT>::value_type value_type;
770 
771  PT begin, end;
772 
773  const value_type &operator[](size_type i) const { return *(begin+i); }
774  value_type &operator[](size_type i) { return *(begin+i); }
775 
776  array1D_reference(PT begin_, size_type s) : begin(begin_), end(begin_+s) {}
777  };
778 
779  template <typename PT>
780  struct linalg_traits<array1D_reference<PT> > {
781  typedef array1D_reference<PT> this_type;
782  typedef this_type origin_type;
783  typedef typename which_reference<PT>::is_reference is_reference;
784  typedef abstract_vector linalg_type;
785  typedef typename std::iterator_traits<PT>::value_type value_type;
786  typedef typename std::iterator_traits<PT>::reference reference;
787  typedef PT iterator;
788  typedef PT const_iterator;
789  typedef abstract_dense storage_type;
790  typedef linalg_true index_sorted;
791  static size_type size(const this_type &v) { return v.end - v.begin; }
792  static iterator begin(this_type &v) { return v.begin; }
793  static const_iterator begin(const this_type &v) { return v.begin; }
794  static iterator end(this_type &v) { return v.end; }
795  static const_iterator end(const this_type &v) { return v.end; }
796  static origin_type* origin(this_type &v) { return &v; }
797  static const origin_type* origin(const this_type &v) { return &v; }
798  static void clear(origin_type*, const iterator &it, const iterator &ite)
799  { std::fill(it, ite, value_type(0)); }
800  static void do_clear(this_type &v)
801  { std::fill(v.begin, v.end, value_type(0)); }
802  static value_type access(const origin_type *, const const_iterator &it,
803  const const_iterator &, size_type i)
804  { return it[i]; }
805  static reference access(origin_type *, const iterator &it,
806  const iterator &, size_type i)
807  { return it[i]; }
808  static void resize(this_type &, size_type )
809  { GMM_ASSERT1(false, "Not resizable vector"); }
810  };
811 
812  template<typename PT> std::ostream &operator <<
813  (std::ostream &o, const array1D_reference<PT>& v)
814  { gmm::write(o,v); return o; }
815 
816  template <class PT> struct array2D_col_reference {
817 
818  typedef typename std::iterator_traits<PT>::value_type T;
819  typedef typename std::iterator_traits<PT>::reference reference;
820  typedef typename const_reference<reference>::reference const_reference;
821  typedef PT iterator;
822  typedef typename const_pointer<PT>::pointer const_iterator;
823 
824  PT begin_;
825  size_type nbl, nbc;
826 
827  inline const_reference operator ()(size_type l, size_type c) const {
828  GMM_ASSERT2(l < nbl && c < nbc, "out of range");
829  return *(begin_ + c*nbl+l);
830  }
831  inline reference operator ()(size_type l, size_type c) {
832  GMM_ASSERT2(l < nbl && c < nbc, "out of range");
833  return *(begin_ + c*nbl+l);
834  }
835 
836  void resize(size_type, size_type);
837  void reshape(size_type m, size_type n) {
838  GMM_ASSERT2(n*m == nbl*nbc, "dimensions mismatch");
839  nbl = m; nbc = n;
840  }
841 
842  void fill(T a, T b = T(0)) {
843  std::fill(begin_, begin_+nbc*nbl, b);
844  iterator p = begin_, e = begin_+nbc*nbl;
845  while (p < e) { *p = a; p += nbl+1; }
846  }
847  inline size_type nrows(void) const { return nbl; }
848  inline size_type ncols(void) const { return nbc; }
849 
850  iterator begin(void) { return begin_; }
851  const_iterator begin(void) const { return begin_; }
852  iterator end(void) { return begin_+nbl*nbc; }
853  const_iterator end(void) const { return begin_+nbl*nbc; }
854 
855  array2D_col_reference(PT begin__, size_type nrows_, size_type ncols_)
856  : begin_(begin__), nbl(nrows_), nbc(ncols_) {}
857  };
858 
859  template <typename PT> struct linalg_traits<array2D_col_reference<PT> > {
860  typedef array2D_col_reference<PT> this_type;
861  typedef this_type origin_type;
862  typedef typename which_reference<PT>::is_reference is_reference;
863  typedef abstract_matrix linalg_type;
864  typedef typename std::iterator_traits<PT>::value_type value_type;
865  typedef typename std::iterator_traits<PT>::reference reference;
866  typedef abstract_dense storage_type;
867  typedef tab_ref_reg_spaced_with_origin<typename this_type::iterator,
868  this_type> sub_row_type;
869  typedef tab_ref_reg_spaced_with_origin<typename this_type::const_iterator,
870  this_type> const_sub_row_type;
871  typedef dense_compressed_iterator<typename this_type::iterator,
872  typename this_type::iterator,
873  this_type *> row_iterator;
874  typedef dense_compressed_iterator<typename this_type::const_iterator,
875  typename this_type::iterator,
876  const this_type *> const_row_iterator;
877  typedef tab_ref_with_origin<typename this_type::iterator,
878  this_type> sub_col_type;
879  typedef tab_ref_with_origin<typename this_type::const_iterator,
880  this_type> const_sub_col_type;
881  typedef dense_compressed_iterator<typename this_type::iterator,
882  typename this_type::iterator,
883  this_type *> col_iterator;
884  typedef dense_compressed_iterator<typename this_type::const_iterator,
885  typename this_type::iterator,
886  const this_type *> const_col_iterator;
887  typedef col_and_row sub_orientation;
888  typedef linalg_true index_sorted;
889  static size_type nrows(const this_type &m) { return m.nrows(); }
890  static size_type ncols(const this_type &m) { return m.ncols(); }
891  static const_sub_row_type row(const const_row_iterator &it)
892  { return const_sub_row_type(*it, it.nrows, it.ncols, it.origin); }
893  static const_sub_col_type col(const const_col_iterator &it)
894  { return const_sub_col_type(*it, *it + it.nrows, it.origin); }
895  static sub_row_type row(const row_iterator &it)
896  { return sub_row_type(*it, it.nrows, it.ncols, it.origin); }
897  static sub_col_type col(const col_iterator &it)
898  { return sub_col_type(*it, *it + it.nrows, it.origin); }
899  static row_iterator row_begin(this_type &m)
900  { return row_iterator(m.begin(), 1, m.nrows(), m.ncols(), 0, &m); }
901  static row_iterator row_end(this_type &m)
902  { return row_iterator(m.begin(), 1, m.nrows(), m.ncols(), m.nrows(), &m); }
903  static const_row_iterator row_begin(const this_type &m)
904  { return const_row_iterator(m.begin(), 1, m.nrows(), m.ncols(), 0, &m); }
905  static const_row_iterator row_end(const this_type &m) {
906  return const_row_iterator(m.begin(), 1, m.nrows(),
907  m.ncols(), m.nrows(), &m);
908  }
909  static col_iterator col_begin(this_type &m)
910  { return col_iterator(m.begin(), m.nrows(), m.nrows(), m.ncols(), 0, &m); }
911  static col_iterator col_end(this_type &m) {
912  return col_iterator(m.begin(), m.nrows(), m.nrows(), m.ncols(),
913  m.ncols(), &m);
914  }
915  static const_col_iterator col_begin(const this_type &m) {
916  return const_col_iterator(m.begin(), m.nrows(), m.nrows(),
917  m.ncols(), 0, &m);
918  }
919  static const_col_iterator col_end(const this_type &m) {
920  return const_col_iterator(m.begin(), m.nrows(),m.nrows(),m.ncols(),
921  m.ncols(), &m);
922  }
923  static origin_type* origin(this_type &m) { return &m; }
924  static const origin_type* origin(const this_type &m) { return &m; }
925  static void do_clear(this_type &m) { m.fill(value_type(0)); }
926  static value_type access(const const_col_iterator &itcol, size_type j)
927  { return (*itcol)[j]; }
928  static reference access(const col_iterator &itcol, size_type j)
929  { return (*itcol)[j]; }
930  static void resize(this_type &v, size_type m, size_type n)
931  { v.resize(m,n); }
932  static void reshape(this_type &v, size_type m, size_type n)
933  { v.reshape(m, n); }
934  };
935 
936  template<typename PT> std::ostream &operator <<
937  (std::ostream &o, const array2D_col_reference<PT>& m)
938  { gmm::write(o,m); return o; }
939 
940 
941 
942  template <class PT> struct array2D_row_reference {
943 
944  typedef typename std::iterator_traits<PT>::value_type T;
945  typedef typename std::iterator_traits<PT>::reference reference;
946  typedef typename const_reference<reference>::reference const_reference;
947  typedef PT iterator;
948  typedef typename const_pointer<PT>::pointer const_iterator;
949 
950  PT begin_;
951  size_type nbl, nbc;
952 
953  inline const_reference operator ()(size_type l, size_type c) const {
954  GMM_ASSERT2(l < nbl && c < nbc, "out of range");
955  return *(begin_ + l*nbc+c);
956  }
957  inline reference operator ()(size_type l, size_type c) {
958  GMM_ASSERT2(l < nbl && c < nbc, "out of range");
959  return *(begin_ + l*nbc+c);
960  }
961 
962  void resize(size_type, size_type);
963  void reshape(size_type m, size_type n) {
964  GMM_ASSERT2(n*m == nbl*nbc, "dimensions mismatch");
965  nbl = m; nbc = n;
966  }
967 
968  void fill(T a, T b = T(0)) {
969  std::fill(begin_, begin_+nbc*nbl, b);
970  iterator p = begin_, e = begin_+nbc*nbl;
971  while (p < e) { *p = a; p += nbc+1; }
972  }
973  inline size_type nrows(void) const { return nbl; }
974  inline size_type ncols(void) const { return nbc; }
975 
976  iterator begin(void) { return begin_; }
977  const_iterator begin(void) const { return begin_; }
978  iterator end(void) { return begin_+nbl*nbc; }
979  const_iterator end(void) const { return begin_+nbl*nbc; }
980 
981  array2D_row_reference(PT begin__, size_type nrows_, size_type ncols_)
982  : begin_(begin__), nbl(nrows_), nbc(ncols_) {}
983  };
984 
985  template <typename PT> struct linalg_traits<array2D_row_reference<PT> > {
986  typedef array2D_row_reference<PT> this_type;
987  typedef this_type origin_type;
988  typedef typename which_reference<PT>::is_reference is_reference;
989  typedef abstract_matrix linalg_type;
990  typedef typename std::iterator_traits<PT>::value_type value_type;
991  typedef typename std::iterator_traits<PT>::reference reference;
992  typedef abstract_dense storage_type;
993  typedef tab_ref_reg_spaced_with_origin<typename this_type::iterator,
994  this_type> sub_col_type;
995  typedef tab_ref_reg_spaced_with_origin<typename this_type::const_iterator,
996  this_type> const_sub_col_type;
997  typedef dense_compressed_iterator<typename this_type::iterator,
998  typename this_type::iterator,
999  this_type *> col_iterator;
1000  typedef dense_compressed_iterator<typename this_type::const_iterator,
1001  typename this_type::iterator,
1002  const this_type *> const_col_iterator;
1003  typedef tab_ref_with_origin<typename this_type::iterator,
1004  this_type> sub_row_type;
1005  typedef tab_ref_with_origin<typename this_type::const_iterator,
1006  this_type> const_sub_row_type;
1007  typedef dense_compressed_iterator<typename this_type::iterator,
1008  typename this_type::iterator,
1009  this_type *> row_iterator;
1010  typedef dense_compressed_iterator<typename this_type::const_iterator,
1011  typename this_type::iterator,
1012  const this_type *> const_row_iterator;
1013  typedef col_and_row sub_orientation;
1014  typedef linalg_true index_sorted;
1015  static size_type ncols(const this_type &m) { return m.ncols(); }
1016  static size_type nrows(const this_type &m) { return m.nrows(); }
1017  static const_sub_col_type col(const const_col_iterator &it)
1018  { return const_sub_col_type(*it, it.ncols, it.nrows, it.origin); }
1019  static const_sub_row_type row(const const_row_iterator &it)
1020  { return const_sub_row_type(*it, *it + it.ncols, it.origin); }
1021  static sub_col_type col(const col_iterator &it)
1022  { return sub_col_type(*it, *it, it.ncols, it.nrows, it.origin); }
1023  static sub_row_type row(const row_iterator &it)
1024  { return sub_row_type(*it, *it + it.ncols, it.origin); }
1025  static col_iterator col_begin(this_type &m)
1026  { return col_iterator(m.begin(), 1, m.ncols(), m.nrows(), 0, &m); }
1027  static col_iterator col_end(this_type &m)
1028  { return col_iterator(m.begin(), 1, m.ncols(), m.nrows(), m.ncols(), &m); }
1029  static const_col_iterator col_begin(const this_type &m)
1030  { return const_col_iterator(m.begin(), 1, m.ncols(), m.nrows(), 0, &m); }
1031  static const_col_iterator col_end(const this_type &m) {
1032  return const_col_iterator(m.begin(), 1, m.ncols(),
1033  m.nrows(), m.ncols(), &m);
1034  }
1035  static row_iterator row_begin(this_type &m)
1036  { return row_iterator(m.begin(), m.ncols(), m.ncols(), m.nrows(), 0, &m); }
1037  static row_iterator row_end(this_type &m) {
1038  return row_iterator(m.begin(), m.ncols(), m.ncols(), m.nrows(),
1039  m.nrows(), &m);
1040  }
1041  static const_row_iterator row_begin(const this_type &m) {
1042  return const_row_iterator(m.begin(), m.ncols(), m.ncols(), m.nrows(),
1043  0, &m);
1044  }
1045  static const_row_iterator row_end(const this_type &m) {
1046  return const_row_iterator(m.begin(), m.ncols(), m.ncols(), m.nrows(),
1047  m.nrows(), &m);
1048  }
1049  static origin_type* origin(this_type &m) { return &m; }
1050  static const origin_type* origin(const this_type &m) { return &m; }
1051  static void do_clear(this_type &m) { m.fill(value_type(0)); }
1052  static value_type access(const const_row_iterator &itrow, size_type j)
1053  { return (*itrow)[j]; }
1054  static reference access(const row_iterator &itrow, size_type j)
1055  { return (*itrow)[j]; }
1056  static void resize(this_type &v, size_type m, size_type n)
1057  { v.resize(m,n); }
1058  static void reshape(this_type &v, size_type m, size_type n)
1059  { v.reshape(m, n); }
1060  };
1061 
1062  template<typename PT> std::ostream &operator <<
1063  (std::ostream &o, const array2D_row_reference<PT>& m)
1064  { gmm::write(o,m); return o; }
1065 
1066 
1067 
1068 
1069 
1070 
1071 }
1072 
1073 
1074 #endif // GMM_INTERFACE_H__
gmm::tab_ref_index_ref
indexed array reference (given a container X, and a set of indexes I, this class provides a pseudo-co...
Definition: gmm_ref.h:304
gmm::tab_ref_reg_spaced
provide a "strided" view a of container
Definition: gmm_ref.h:426
gmm_blas.h
Basic linear algebra functions.
gmm::nnz
size_type nnz(const L &l)
count the number of non-zero entries of a vector or matrix.
Definition: gmm_blas.h:69
gmm::reshape
void reshape(M &v, size_type m, size_type n)
*‍/
Definition: gmm_blas.h:251
gmm::fill
void fill(L &l, typename gmm::linalg_traits< L >::value_type x)
*‍/
Definition: gmm_blas.h:104
gmm::clear
void clear(L &l)
clear (fill with zeros) a vector or matrix.
Definition: gmm_blas.h:59
gmm::resize
void resize(V &v, size_type n)
*‍/
Definition: gmm_blas.h:210
gmm_sub_index.h
sub-indices.
bgeot::operator-
rational_fraction< T > operator-(const polynomial< T > &P, const rational_fraction< T > &Q)
Subtract Q from P.
Definition: bgeot_poly.h:756
bgeot::operator+
rational_fraction< T > operator+(const polynomial< T > &P, const rational_fraction< T > &Q)
Add Q to P.
Definition: bgeot_poly.h:749
bgeot::size_type
size_t size_type
used as the common size type in the library
Definition: bgeot_poly.h:49