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Reference Guide
TMatrixTSparse.h
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1 // @(#)root/matrix:$Id$
2 // Authors: Fons Rademakers, Eddy Offermann Feb 2004
3 
4 /*************************************************************************
5  * Copyright (C) 1995-2000, Rene Brun and Fons Rademakers. *
6  * All rights reserved. *
7  * *
8  * For the licensing terms see $ROOTSYS/LICENSE. *
9  * For the list of contributors see $ROOTSYS/README/CREDITS. *
10  *************************************************************************/
11 
12 #ifndef ROOT_TMatrixTSparse
13 #define ROOT_TMatrixTSparse
14 
15 #include "TMatrixTBase.h"
16 #include "TMatrixTUtils.h"
17 
18 
19 #ifdef CBLAS
20 #include <vecLib/vBLAS.h>
21 //#include <cblas.h>
22 #endif
23 
24 //////////////////////////////////////////////////////////////////////////
25 // //
26 // TMatrixTSparse //
27 // //
28 // Template class of a general sparse matrix in the Harwell-Boeing //
29 // format //
30 // //
31 //////////////////////////////////////////////////////////////////////////
32 
33 template<class Element> class TMatrixT;
34 
35 template<class Element> class TMatrixTSparse : public TMatrixTBase<Element> {
36 
37 protected:
38 
39  Int_t *fRowIndex; //[fNrowIndex] row index
40  Int_t *fColIndex; //[fNelems] column index
41  Element *fElements; //[fNelems]
42 
43  void Allocate(Int_t nrows,Int_t ncols,Int_t row_lwb = 0,Int_t col_lwb = 0,
44  Int_t init = 0,Int_t nr_nonzeros = 0);
45 
46  // Elementary constructors
47  void AMultB (const TMatrixTSparse<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0) {
49  void AMultB (const TMatrixTSparse<Element> &a,const TMatrixT<Element> &b,Int_t constr=0) {
50  const TMatrixTSparse<Element> bsp = b;
51  const TMatrixTSparse<Element> bt(TMatrixTSparse::kTransposed,bsp); AMultBt(a,bt,constr); }
52  void AMultB (const TMatrixT<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0) {
54 
55  void AMultBt(const TMatrixTSparse<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0);
56  void AMultBt(const TMatrixTSparse<Element> &a,const TMatrixT<Element> &b,Int_t constr=0);
57  void AMultBt(const TMatrixT<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0);
58 
59  void APlusB (const TMatrixTSparse<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0);
60  void APlusB (const TMatrixTSparse<Element> &a,const TMatrixT<Element> &b,Int_t constr=0);
61  void APlusB (const TMatrixT<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0) { APlusB(b,a,constr); }
62 
63  void AMinusB(const TMatrixTSparse<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0);
64  void AMinusB(const TMatrixTSparse<Element> &a,const TMatrixT<Element> &b,Int_t constr=0);
65  void AMinusB(const TMatrixT<Element> &a,const TMatrixTSparse<Element> &b,Int_t constr=0);
66 
67 public:
68 
71 
72  TMatrixTSparse() { fElements = 0; fRowIndex = 0; fColIndex = 0; }
73  TMatrixTSparse(Int_t nrows,Int_t ncols);
74  TMatrixTSparse(Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb);
75  TMatrixTSparse(Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,Int_t nr_nonzeros,
76  Int_t *row, Int_t *col,Element *data);
78  TMatrixTSparse(const TMatrixT<Element> &another);
79 
84 
85  virtual ~TMatrixTSparse() { Clear(); }
86 
87  virtual const Element *GetMatrixArray () const;
88  virtual Element *GetMatrixArray ();
89  virtual const Int_t *GetRowIndexArray() const;
90  virtual Int_t *GetRowIndexArray();
91  virtual const Int_t *GetColIndexArray() const;
92  virtual Int_t *GetColIndexArray();
93 
94  virtual TMatrixTBase<Element> &SetRowIndexArray(Int_t *data) { memmove(fRowIndex,data,(this->fNrows+1)*sizeof(Int_t)); return *this; }
95  virtual TMatrixTBase<Element> &SetColIndexArray(Int_t *data) { memmove(fColIndex,data,this->fNelems*sizeof(Int_t)); return *this; }
96 
97  TMatrixTSparse<Element> &SetSparseIndex (Int_t nelem_new);
102  { return SetSparseIndexAB(b,a); }
103 
104  virtual void GetMatrix2Array (Element *data,Option_t * /*option*/ ="") const;
105  virtual TMatrixTBase<Element> &SetMatrixArray (const Element *data,Option_t * /*option*/="")
106  { memcpy(fElements,data,this->fNelems*sizeof(Element)); return *this; }
107  virtual TMatrixTBase<Element> &SetMatrixArray (Int_t nr_nonzeros,Int_t *irow,Int_t *icol,Element *data);
108  virtual TMatrixTBase<Element> &InsertRow (Int_t row,Int_t col,const Element *v,Int_t n=-1);
109  virtual void ExtractRow (Int_t row,Int_t col, Element *v,Int_t n=-1) const;
110 
111  virtual TMatrixTBase<Element> &ResizeTo(Int_t nrows,Int_t ncols,Int_t nr_nonzeros=-1);
112  virtual TMatrixTBase<Element> &ResizeTo(Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,Int_t nr_nonzeros=-1);
114  m.GetColUpb(),m.GetNoElements()); }
115 
116  virtual void Clear(Option_t * /*option*/ ="") { if (this->fIsOwner) {
117  if (fElements) { delete [] fElements; fElements = 0; }
118  if (fRowIndex) { delete [] fRowIndex; fRowIndex = 0; }
119  if (fColIndex) { delete [] fColIndex; fColIndex = 0; }
120  }
121  this->fNelems = 0;
122  this->fNrowIndex = 0;
123  }
124 
125  TMatrixTSparse<Element> &Use (Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,Int_t nr_nonzeros,
126  Int_t *pRowIndex,Int_t *pColIndex,Element *pData);
127  const TMatrixTSparse<Element> &Use (Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,Int_t nr_nonzeros,
128  const Int_t *pRowIndex,const Int_t *pColIndex,const Element *pData) const
129  { return (const TMatrixTSparse<Element>&)
130  ((const_cast<TMatrixTSparse<Element> *>(this))->Use(row_lwb,row_upb,col_lwb,col_upb,nr_nonzeros,
131  const_cast<Int_t *>(pRowIndex),
132  const_cast<Int_t *>(pColIndex),
133  const_cast<Element *>(pData))); }
134  TMatrixTSparse<Element> &Use (Int_t nrows,Int_t ncols,Int_t nr_nonzeros,
135  Int_t *pRowIndex,Int_t *pColIndex,Element *pData);
136  const TMatrixTSparse<Element> &Use (Int_t nrows,Int_t ncols,Int_t nr_nonzeros,
137  const Int_t *pRowIndex,const Int_t *pColIndex,const Element *pData) const;
139  const TMatrixTSparse<Element> &Use (const TMatrixTSparse<Element> &a) const;
140 
141  virtual TMatrixTBase<Element> &GetSub(Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,
142  TMatrixTBase<Element> &target,Option_t *option="S") const;
143  TMatrixTSparse<Element> GetSub(Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,Option_t *option="S") const;
144  virtual TMatrixTBase<Element> &SetSub(Int_t row_lwb,Int_t col_lwb,const TMatrixTBase<Element> &source);
145 
146  virtual Bool_t IsSymmetric() const { return (*this == TMatrixTSparse<Element>(kTransposed,*this)); }
148  inline TMatrixTSparse<Element> &T () { return this->Transpose(*this); }
149 
150  inline void Mult(const TMatrixTSparse<Element> &a,const TMatrixTSparse<Element> &b) { AMultB(a,b,0); }
151 
152  virtual TMatrixTBase<Element> &Zero ();
153  virtual TMatrixTBase<Element> &UnitMatrix ();
154 
155  virtual Element RowNorm () const;
156  virtual Element ColNorm () const;
157  virtual Int_t NonZeros() const { return this->fNelems; }
158 
159  virtual TMatrixTBase<Element> &NormByDiag(const TVectorT<Element> &/*v*/,Option_t * /*option*/)
160  { MayNotUse("NormByDiag"); return *this; }
161 
162  // Either access a_ij as a(i,j)
163  Element operator()(Int_t rown,Int_t coln) const;
164  Element &operator()(Int_t rown,Int_t coln);
165 
166  // or as a[i][j]
167  inline const TMatrixTSparseRow_const<Element> operator[](Int_t rown) const { return TMatrixTSparseRow_const<Element>(*this,rown); }
168  inline TMatrixTSparseRow <Element> operator[](Int_t rown) { return TMatrixTSparseRow <Element>(*this,rown); }
169 
172 
173  TMatrixTSparse<Element> &operator= (Element val);
174  TMatrixTSparse<Element> &operator-=(Element val);
175  TMatrixTSparse<Element> &operator+=(Element val);
176  TMatrixTSparse<Element> &operator*=(Element val);
177 
179  if (this == &source) APlusB (tmp,tmp,1);
180  else APlusB (tmp,source,1);
181  return *this; }
183  APlusB(tmp,source,1); return *this; }
185  if (this == &source) AMinusB (tmp,tmp,1);
186  else AMinusB(tmp,source,1);
187  return *this; }
189  AMinusB(tmp,source,1); return *this; }
191  if (this == &source) AMultB (tmp,tmp,1);
192  else AMultB (tmp,source,1);
193  return *this; }
195  AMultB(tmp,source,1);
196  return *this; }
197 
198  virtual TMatrixTBase <Element> &Randomize (Element alpha,Element beta,Double_t &seed);
199  virtual TMatrixTSparse<Element> &RandomizePD(Element alpha,Element beta,Double_t &seed);
200 
201  ClassDef(TMatrixTSparse,3) // Template of Sparse Matrix class
202 };
203 
204 #ifndef __CINT__
205 // When building with -fmodules, it instantiates all pending instantiations,
206 // instead of delaying them until the end of the translation unit.
207 // We 'got away with' probably because the use and the definition of the
208 // explicit specialization do not occur in the same TU.
209 //
210 // In case we are building with -fmodules, we need to forward declare the
211 // specialization in order to compile the dictionary G__Matrix.cxx.
212 template <> TClass *TMatrixTSparse<double>::Class();
213 #endif // __CINT__
214 
215 template <class Element> inline const Element *TMatrixTSparse<Element>::GetMatrixArray () const { return fElements; }
216 template <class Element> inline Element *TMatrixTSparse<Element>::GetMatrixArray () { return fElements; }
217 template <class Element> inline const Int_t *TMatrixTSparse<Element>::GetRowIndexArray() const { return fRowIndex; }
218 template <class Element> inline Int_t *TMatrixTSparse<Element>::GetRowIndexArray() { return fRowIndex; }
219 template <class Element> inline const Int_t *TMatrixTSparse<Element>::GetColIndexArray() const { return fColIndex; }
220 template <class Element> inline Int_t *TMatrixTSparse<Element>::GetColIndexArray() { return fColIndex; }
221 
222 template <class Element>
223 inline TMatrixTSparse<Element> &TMatrixTSparse<Element>::Use (Int_t nrows,Int_t ncols,Int_t nr_nonzeros,
224  Int_t *pRowIndex,Int_t *pColIndex,Element *pData)
225  { return Use(0,nrows-1,0,ncols-1,nr_nonzeros,pRowIndex,pColIndex,pData); }
226 template <class Element>
227 inline const TMatrixTSparse<Element> &TMatrixTSparse<Element>::Use (Int_t nrows,Int_t ncols,Int_t nr_nonzeros,
228  const Int_t *pRowIndex,const Int_t *pColIndex,const Element *pData) const
229  { return Use(0,nrows-1,0,ncols-1,nr_nonzeros,pRowIndex,pColIndex,pData); }
230 template <class Element>
232  { R__ASSERT(a.IsValid());
233  return Use(a.GetRowLwb(),a.GetRowUpb(),a.GetColLwb(),a.GetColUpb(),
235  a.GetColIndexArray(),a.GetMatrixArray()); }
236 template <class Element>
238  { R__ASSERT(a.IsValid());
239  return Use(a.GetRowLwb(),a.GetRowUpb(),a.GetColLwb(),a.GetColUpb(),
241  a.GetColIndexArray(),a.GetMatrixArray()); }
242 
243 template <class Element>
244 inline TMatrixTSparse<Element> TMatrixTSparse<Element>::GetSub(Int_t row_lwb,Int_t row_upb,Int_t col_lwb,Int_t col_upb,
245  Option_t *option) const
246  {
248  this->GetSub(row_lwb,row_upb,col_lwb,col_upb,tmp,option);
249  return tmp;
250  }
251 
252 template <class Element> TMatrixTSparse<Element> operator+ (const TMatrixTSparse<Element> &source1,const TMatrixTSparse<Element> &source2);
253 template <class Element> TMatrixTSparse<Element> operator+ (const TMatrixTSparse<Element> &source1,const TMatrixT<Element> &source2);
254 template <class Element> TMatrixTSparse<Element> operator+ (const TMatrixT<Element> &source1,const TMatrixTSparse<Element> &source2);
255 template <class Element> TMatrixTSparse<Element> operator+ (const TMatrixTSparse<Element> &source , Element val );
256 template <class Element> TMatrixTSparse<Element> operator+ ( Element val ,const TMatrixTSparse<Element> &source );
257 template <class Element> TMatrixTSparse<Element> operator- (const TMatrixTSparse<Element> &source1,const TMatrixTSparse<Element> &source2);
258 template <class Element> TMatrixTSparse<Element> operator- (const TMatrixTSparse<Element> &source1,const TMatrixT<Element> &source2);
259 template <class Element> TMatrixTSparse<Element> operator- (const TMatrixT<Element> &source1,const TMatrixTSparse<Element> &source2);
260 template <class Element> TMatrixTSparse<Element> operator- (const TMatrixTSparse<Element> &source , Element val );
261 template <class Element> TMatrixTSparse<Element> operator- ( Element val ,const TMatrixTSparse<Element> &source );
262 template <class Element> TMatrixTSparse<Element> operator* (const TMatrixTSparse<Element> &source1,const TMatrixTSparse<Element> &source2);
263 template <class Element> TMatrixTSparse<Element> operator* (const TMatrixTSparse<Element> &source1,const TMatrixT<Element> &source2);
264 template <class Element> TMatrixTSparse<Element> operator* (const TMatrixT<Element> &source1,const TMatrixTSparse<Element> &source2);
265 template <class Element> TMatrixTSparse<Element> operator* ( Element val ,const TMatrixTSparse<Element> &source );
266 template <class Element> TMatrixTSparse<Element> operator* (const TMatrixTSparse<Element> &source, Element val );
267 
268 template <class Element> TMatrixTSparse<Element> &Add (TMatrixTSparse<Element> &target, Element scalar,
269  const TMatrixTSparse<Element> &source);
270 template <class Element> TMatrixTSparse<Element> &ElementMult(TMatrixTSparse<Element> &target,const TMatrixTSparse<Element> &source);
271 template <class Element> TMatrixTSparse<Element> &ElementDiv (TMatrixTSparse<Element> &target,const TMatrixTSparse<Element> &source);
272 
273 template <class Element> Bool_t AreCompatible(const TMatrixTSparse<Element> &m1,const TMatrixTSparse<Element> &m2,Int_t verbose=0);
274 
275 #endif
void AMinusB(const TMatrixTSparse< Element > &a, const TMatrixTSparse< Element > &b, Int_t constr=0)
General matrix subtraction.
virtual const Element * GetMatrixArray() const
virtual Int_t NonZeros() const
Compute the number of elements != 0.0.
virtual TMatrixTBase< Element > & InsertRow(Int_t row, Int_t col, const Element *v, Int_t n=-1)
Insert in row rown, n elements of array v at column coln.
virtual void GetMatrix2Array(Element *data, Option_t *="") const
Copy matrix data to array . It is assumed that array is of size >= fNelems.
TMatrixTSparse< Element > & operator*=(const TMatrixT< Element > &source)
Int_t GetRowLwb() const
Definition: TMatrixTBase.h:120
virtual const Int_t * GetRowIndexArray() const
TMatrixTSparse< Element > & Transpose(const TMatrixTSparse< Element > &source)
Transpose a matrix.
virtual TMatrixTBase< Element > & UnitMatrix()
Make a unit matrix (matrix need not be a square one).
Element * fElements
TVectorT.
Definition: TMatrixTBase.h:77
virtual Bool_t IsSymmetric() const
Check whether matrix is symmetric.
virtual TMatrixTBase< Element > & SetMatrixArray(const Element *data, Option_t *="")
Copy array data to matrix .
TMatrixTSparse< Element > & operator+=(const TMatrixT< Element > &source)
TMatrixTSparse< Element > & operator-=(const TMatrixTSparse< Element > &source)
Element operator()(Int_t rown, Int_t coln) const
virtual ~TMatrixTSparse()
double beta(double x, double y)
Calculates the beta function.
void AMultB(const TMatrixTSparse< Element > &a, const TMatrixT< Element > &b, Int_t constr=0)
TMatrixT.
Definition: TMatrixDfwd.h:22
Int_t GetNoElements() const
Definition: TMatrixTBase.h:126
virtual TMatrixTBase< Element > & NormByDiag(const TVectorT< Element > &, Option_t *)
option:
Int_t GetColLwb() const
Definition: TMatrixTBase.h:123
virtual TMatrixTBase< Element > & SetRowIndexArray(Int_t *data)
TMatrixTSparse< Element > & ElementDiv(TMatrixTSparse< Element > &target, const TMatrixTSparse< Element > &source)
Divide target by the source, element-by-element.
TMatrixTSparse< Element > operator-(const TMatrixTSparse< Element > &source1, const TMatrixTSparse< Element > &source2)
TMatrixTSparseRow< Element > operator[](Int_t rown)
TMatrixTSparse< Element > & operator*=(const TMatrixTSparse< Element > &source)
virtual TMatrixTBase< Element > & Randomize(Element alpha, Element beta, Double_t &seed)
randomize matrix element values
void AMultBt(const TMatrixTSparse< Element > &a, const TMatrixTSparse< Element > &b, Int_t constr=0)
General matrix multiplication.
void APlusB(const TMatrixT< Element > &a, const TMatrixTSparse< Element > &b, Int_t constr=0)
virtual TMatrixTSparse< Element > & RandomizePD(Element alpha, Element beta, Double_t &seed)
randomize matrix element values but keep matrix symmetric positive definite
Int_t fNrowIndex
Definition: TMatrixTBase.h:94
TMatrixTSparse< Element > & SetSparseIndexAB(const TMatrixTSparse< Element > &a, const TMatrixT< Element > &b)
you should not use this method at all Int_t Int_t Double_t Double_t Double_t Int_t Double_t Double_t Double_t Double_t Int_t m
Definition: TRolke.cxx:637
const TMatrixTSparseRow_const< Element > operator[](Int_t rown) const
TMatrixTBase< Element > & ResizeTo(const TMatrixTSparse< Element > &m)
virtual Element ColNorm() const
Column matrix norm, MAX{ SUM{ |M(i,j)|, over i}, over j}.
TMatrixTSparse< Element > & operator-=(Element val)
Subtract val from every element of the matrix.
Bool_t AreCompatible(const TMatrixTSparse< Element > &m1, const TMatrixTSparse< Element > &m2, Int_t verbose=0)
TMatrixTSparse< Element > & Add(TMatrixTSparse< Element > &target, Element scalar, const TMatrixTSparse< Element > &source)
Modify addition: target += scalar * source.
virtual TMatrixTBase< Element > & Zero()
Set matrix elements to zero.
SVector< double, 2 > v
Definition: Dict.h:5
TMatrixTSparse.
virtual void Clear(Option_t *="")
TMatrixTSparse< Element > & operator*=(Element val)
Multiply every element of the matrix with val.
TMatrixTSparse< Element > & SetSparseIndex(Int_t nelem_new)
Increase/decrease the number of non-zero elements to nelems_new.
TMatrixTSparse< Element > & ElementMult(TMatrixTSparse< Element > &target, const TMatrixTSparse< Element > &source)
Multiply target by the source, element-by-element.
Int_t GetColUpb() const
Definition: TMatrixTBase.h:124
TMatrixTSparse< Element > & T()
Linear Algebra Package.
virtual const Int_t * GetColIndexArray() const
void Allocate(Int_t nrows, Int_t ncols, Int_t row_lwb=0, Int_t col_lwb=0, Int_t init=0, Int_t nr_nonzeros=0)
Allocate new matrix.
virtual TMatrixTBase< Element > & SetColIndexArray(Int_t *data)
TMatrixTSparse< Element > & Use(Int_t row_lwb, Int_t row_upb, Int_t col_lwb, Int_t col_upb, Int_t nr_nonzeros, Int_t *pRowIndex, Int_t *pColIndex, Element *pData)
TMatrixTSparse< Element > & SetSparseIndexAB(const TMatrixTSparse< Element > &a, const TMatrixTSparse< Element > &b)
Set the row/column indices to the "sum" of matrices a and b It is checked that enough space has been ...
Bool_t fIsOwner
Definition: TMatrixTBase.h:99
TMatrixTSparse< Element > & operator+=(const TMatrixTSparse< Element > &source)
TMatrixTSparse< Element > operator+(const TMatrixTSparse< Element > &source1, const TMatrixTSparse< Element > &source2)
TMatrixTSparse< Element > & operator-=(const TMatrixT< Element > &source)
virtual TMatrixTBase< Element > & ResizeTo(Int_t nrows, Int_t ncols, Int_t nr_nonzeros=-1)
Set size of the matrix to nrows x ncols with nr_nonzeros non-zero entries if nr_nonzeros > 0 ...
TMatrixTSparse< Element > & operator+=(Element val)
Add val to every element of the matrix.
you should not use this method at all Int_t Int_t Double_t Double_t Double_t Int_t Double_t Double_t Double_t Double_t b
Definition: TRolke.cxx:630
Int_t GetRowUpb() const
Definition: TMatrixTBase.h:121
virtual Element RowNorm() const
Row matrix norm, MAX{ SUM{ |M(i,j)|, over j}, over i}.
TMatrixTSparse< Element > & operator=(const TMatrixT< Element > &source)
Notice that the sparsity of the matrix is NOT changed : its fRowIndex/fColIndex are used ! ...
void AMultB(const TMatrixT< Element > &a, const TMatrixTSparse< Element > &b, Int_t constr=0)
void Mult(const TMatrixTSparse< Element > &a, const TMatrixTSparse< Element > &b)
const TMatrixTSparse< Element > & Use(Int_t row_lwb, Int_t row_upb, Int_t col_lwb, Int_t col_upb, Int_t nr_nonzeros, const Int_t *pRowIndex, const Int_t *pColIndex, const Element *pData) const
void AMultB(const TMatrixTSparse< Element > &a, const TMatrixTSparse< Element > &b, Int_t constr=0)
virtual TMatrixTBase< Element > & GetSub(Int_t row_lwb, Int_t row_upb, Int_t col_lwb, Int_t col_upb, TMatrixTBase< Element > &target, Option_t *option="S") const
Get submatrix [row_lwb..row_upb][col_lwb..col_upb]; The indexing range of the returned matrix depends...
virtual void ExtractRow(Int_t row, Int_t col, Element *v, Int_t n=-1) const
Store in array v, n matrix elements of row rown starting at column coln.
void APlusB(const TMatrixTSparse< Element > &a, const TMatrixTSparse< Element > &b, Int_t constr=0)
General matrix addition.
virtual TMatrixTBase< Element > & SetSub(Int_t row_lwb, Int_t col_lwb, const TMatrixTBase< Element > &source)
Insert matrix source starting at [row_lwb][col_lwb], thereby overwriting the part [row_lwb...
Bool_t IsValid() const
Definition: TMatrixTBase.h:145
TMatrixTSparse< Element > operator*(const TMatrixTSparse< Element > &source1, const TMatrixTSparse< Element > &source2)