Scippy

SoPlex

Sequential object-oriented simPlex

spxscaler.h
Go to the documentation of this file.
1 /* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
2 /* */
3 /* This file is part of the class library */
4 /* SoPlex --- the Sequential object-oriented simPlex. */
5 /* */
6 /* Copyright (c) 1996-2023 Zuse Institute Berlin (ZIB) */
7 /* */
8 /* Licensed under the Apache License, Version 2.0 (the "License"); */
9 /* you may not use this file except in compliance with the License. */
10 /* You may obtain a copy of the License at */
11 /* */
12 /* http://www.apache.org/licenses/LICENSE-2.0 */
13 /* */
14 /* Unless required by applicable law or agreed to in writing, software */
15 /* distributed under the License is distributed on an "AS IS" BASIS, */
16 /* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. */
17 /* See the License for the specific language governing permissions and */
18 /* limitations under the License. */
19 /* */
20 /* You should have received a copy of the Apache-2.0 license */
21 /* along with SoPlex; see the file LICENSE. If not email to soplex@zib.de. */
22 /* */
23 /* * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * */
24 
25 /**@file spxscaler.h
26  * @brief LP scaling base class.
27  */
28 #ifndef _SPXSCALER_H_
29 #define _SPXSCALER_H_
30 
31 #include <assert.h>
32 
33 #include "soplex/spxdefines.h"
34 #include "soplex/dataarray.h"
35 #include "soplex/vector.h"
36 #include "soplex/svector.h"
37 #include "soplex/svset.h"
38 #include "soplex/dsvector.h"
39 #include "soplex/dvector.h"
40 #include <vector>
41 
42 namespace soplex
43 {
44 
45 template < class R >
46 class SPxLPBase;
47 /**@brief LP scaler abstract base class.
48  @ingroup Algo
49 
50  Instances of classes derived from SPxScaler may be loaded to SoPlex in
51  order to scale LPs before solving them. SoPlex will load() itself to
52  the SPxScaler and then call #scale(). Generally any SPxLP can be
53  loaded to a SPxScaler for #scale()%ing it. The scaling can
54  be undone by calling unscale().
55 
56  Mathematically, the scaling of a constraint matrix A can be written
57  as \f$ A' = R A C \f$, with \f$ R \f$ and \f$ C \f$, being diagonal matrices
58  corresponding to the row and column scale factors, respectively. Besides the
59  constraints matrix, also the upper and lower bounds of both columns and rows
60  need to be scaled.
61 
62  Note that by default scaling is performed both before and after presolving and
63  the former scaling factors are retained during branch-and-bound (persistent scaling).
64  However, while within SoPlex the scaled problem is used, data accessed through
65  the soplex.cpp interface is provided w.r.t. the original problem (i.e., in unscaled form).
66  For instance, consider a scaled constraints matrix A' that is extended by artificial slack
67  variables to the matrix (A',I).
68  A basis \f$ B' = [(A',I)P]_{[1:m][1:m] }\f$ (with P being a permutation matrix)
69  for the scaled problem corresponds to the basis
70  \f$ B = R^{-1} [(A',I)P]_{[1:m][1:m]} [P^{T} \tilde{C}^{-1} P]_{[1:m][1:m] } \f$. In
71  this equation, \f$ \tilde{C} \f$ is of the form
72 
73  \f[
74  \begin{array}{cc}
75  C & 0 \\
76  O & R^{-1}
77  \end{array}
78  \f]
79 
80  Note that in SoPlex only scaling factors \f$ 2^k, k \in \mathbb{Z} \f$ are used.
81 
82 
83 */
84 
85 template <class R>
86 class SPxScaler
87 {
88 protected:
89 
90  //-------------------------------------
91  /**@name Data */
92  ///@{
93  const char* m_name; ///< Name of the scaler
94  DataArray < int >* m_activeColscaleExp; ///< pointer to currently active column scaling factors
95  DataArray < int >* m_activeRowscaleExp; ///< pointer to currently active row scaling factors
96  bool m_colFirst; ///< do column scaling first
97  bool m_doBoth; ///< do columns and rows
98  SPxOut* spxout; ///< message handler
99  std::shared_ptr<Tolerances> _tolerances; ///< the tolerances
100  ///@}
101 
102  //-------------------------------------
103  /**@name Protected helpers */
104  ///@{
105 
106  /// clear and setup scaling arrays in the LP
107  virtual void setup(SPxLPBase<R>& lp);
108  ///@}
109 
110 public:
111 
112  /// compute a single scaling vector , e.g. of a newly added row
113  virtual int computeScaleExp(const SVectorBase<R>& vec, const DataArray<int>& oldScaleExp) const;
114 
115  // The following is now redundant because of the above function.
116  // virtual int computeScaleExp(const SVectorBase<Rational>& vec, const DataArray<int>& oldScaleExp) const;
117 
118  /// applies m_colscale and m_rowscale to the \p lp.
119  virtual void applyScaling(SPxLPBase<R>& lp);
120 
121 
122  template <class T>
123  friend std::ostream& operator<<(std::ostream& s, const SPxScaler<T>& sc);
124 
125  //-------------------------------------
126  /**@name Construction / destruction */
127  ///@{
128  /// constructor
129  explicit SPxScaler(const char* name, bool colFirst = false, bool doBoth = true,
130  SPxOut* spxout = NULL);
131  /// copy constructor
132  SPxScaler(const SPxScaler&);
133  /// assignment operator
134  SPxScaler& operator=(const SPxScaler&);
135  /// destructor.
136  virtual ~SPxScaler();
137  /// clone function for polymorphism
138  virtual SPxScaler* clone() const = 0;
139  ///@}
140 
141  //-------------------------------------
142  /**@name Access / modification */
143  ///@{
144  /// get name of scaler
145  virtual const char* getName() const;
146  /// set scaling order
147  virtual void setOrder(bool colFirst);
148  /// set wether column and row scaling should be performed
149  virtual void setBoth(bool both);
150  /// set message handler
151  virtual void setOutstream(SPxOut& newOutstream)
152  {
153  spxout = &newOutstream;
154  }
155  /// set R parameter
156  virtual void setRealParam(R param, const char* name = "realparam");
157  /// set int parameter
158  virtual void setIntParam(int param, const char* name = "intparam");
159  /// set tolerances
160  virtual void setTolerances(std::shared_ptr<Tolerances>& tolerances)
161  {
162  _tolerances = tolerances;
163  }
164  /// get the _tolerances member variable
165  const std::shared_ptr<Tolerances> tolerances() const
166  {
167  return _tolerances;
168  }
169  ///@}
170 
171  //-------------------------------------
172  /**@name Scaling */
173  ///@{
174  /// scale SPxLP.
175  virtual void scale(SPxLPBase<R>& lp, bool persistent = true) = 0;
176  /// unscale SPxLP
177  virtual void unscale(SPxLPBase<R>& lp);
178  /// returns scaling factor for column \p i
179  virtual int getColScaleExp(int i) const;
180  /// returns scaling factor for row \p i
181  virtual int getRowScaleExp(int i) const;
182  /// gets unscaled column \p i
183  virtual void getColUnscaled(const SPxLPBase<R>& lp, int i, DSVectorBase<R>& vec) const;
184  /// returns maximum absolute value of unscaled column \p i
185  virtual R getColMaxAbsUnscaled(const SPxLPBase<R>& lp, int i) const;
186  /// returns minumum absolute value of unscaled column \p i
187  virtual R getColMinAbsUnscaled(const SPxLPBase<R>& lp, int i) const;
188  /// returns unscaled upper bound \p i
189  virtual R upperUnscaled(const SPxLPBase<R>& lp, int i) const;
190  /// returns unscaled upper bound vector of \p lp
191  virtual void getUpperUnscaled(const SPxLPBase<R>& lp, VectorBase<R>& vec) const;
192  /// returns unscaled lower bound \p i
193  virtual R lowerUnscaled(const SPxLPBase<R>& lp, int i) const;
194  /// gets unscaled lower bound vector
195  virtual void getLowerUnscaled(const SPxLPBase<R>& lp, VectorBase<R>& vec) const;
196  /// returns unscaled objective function coefficient of \p i
197  virtual R maxObjUnscaled(const SPxLPBase<R>& lp, int i) const;
198  /// gets unscaled objective function
199  virtual void getMaxObjUnscaled(const SPxLPBase<R>& lp, VectorBase<R>& vec) const;
200  /// returns unscaled row \p i
201  virtual void getRowUnscaled(const SPxLPBase<R>& lp, int i, DSVectorBase<R>& vec) const;
202  /// returns maximum absolute value of unscaled row \p i
203  virtual R getRowMaxAbsUnscaled(const SPxLPBase<R>& lp, int i) const;
204  /// returns minimum absolute value of unscaled row \p i
205  virtual R getRowMinAbsUnscaled(const SPxLPBase<R>& lp, int i) const;
206  /// returns unscaled right hand side \p i
207  virtual R rhsUnscaled(const SPxLPBase<R>& lp, int i) const;
208  /// gets unscaled right hand side vector
209  virtual void getRhsUnscaled(const SPxLPBase<R>& lp, VectorBase<R>& vec) const;
210  /// returns unscaled left hand side \p i of \p lp
211  virtual R lhsUnscaled(const SPxLPBase<R>& lp, int i) const;
212  /// returns unscaled left hand side vector of \p lp
213  virtual void getLhsUnscaled(const SPxLPBase<R>& lp, VectorBase<R>& vec) const;
214  /// returns unscaled coefficient of \p lp
215  virtual R getCoefUnscaled(const SPxLPBase<R>& lp, int row, int col) const;
216  /// unscale dense primal solution vector given in \p x.
217  virtual void unscalePrimal(const SPxLPBase<R>& lp, VectorBase<R>& x) const;
218  /// unscale dense slack vector given in \p s.
219  virtual void unscaleSlacks(const SPxLPBase<R>& lp, VectorBase<R>& s) const;
220  /// unscale dense dual solution vector given in \p pi.
221  virtual void unscaleDual(const SPxLPBase<R>& lp, VectorBase<R>& pi) const;
222  /// unscale dense reduced cost vector given in \p r.
223  virtual void unscaleRedCost(const SPxLPBase<R>& lp, VectorBase<R>& r) const;
224  /// unscale primal ray given in \p ray.
225  virtual void unscalePrimalray(const SPxLPBase<R>& lp, VectorBase<R>& ray) const;
226  /// unscale dual ray given in \p ray.
227  virtual void unscaleDualray(const SPxLPBase<R>& lp, VectorBase<R>& ray) const;
228  /// apply scaling to objective function vector \p origObj.
229  virtual void scaleObj(const SPxLPBase<R>& lp, VectorBase<R>& origObj) const;
230  /// returns scaled objective function coefficient \p origObj.
231  virtual R scaleObj(const SPxLPBase<R>& lp, int i, R origObj) const;
232  /// returns scaled LP element in \p row and \p col.
233  virtual R scaleElement(const SPxLPBase<R>& lp, int row, int col, R val) const;
234  /// returns scaled lower bound of column \p col.
235  virtual R scaleLower(const SPxLPBase<R>& lp, int col, R lower) const;
236  /// returns scaled upper bound of column \p col.
237  virtual R scaleUpper(const SPxLPBase<R>& lp, int col, R upper) const;
238  /// returns scaled left hand side of row \p row.
239  virtual R scaleLhs(const SPxLPBase<R>& lp, int row, R lhs) const;
240  /// returns scaled right hand side of row \p row.
241  virtual R scaleRhs(const SPxLPBase<R>& lp, int row, R rhs) const;
242  /// absolute smallest column scaling factor
243  virtual R minAbsColscale() const;
244  /// absolute biggest column scaling factor
245  virtual R maxAbsColscale() const;
246  /// absolute smallest row scaling factor
247  virtual R minAbsRowscale() const;
248  /// absolute biggest row scaling factor
249  virtual R maxAbsRowscale() const;
250  /// maximum ratio between absolute biggest and smallest element in any column.
251  virtual R maxColRatio(const SPxLPBase<R>& lp) const;
252  /// maximum ratio between absolute biggest and smallest element in any row.
253  virtual R maxRowRatio(const SPxLPBase<R>& lp) const;
254  /// round vector entries to power of 2
255  void computeExpVec(const std::vector<R>& vec, DataArray<int>& vecExp);
256  ///@}
257 
258  //-------------------------------------
259  /**@name Debugging */
260  ///@{
261  /// consistency check
262  virtual bool isConsistent() const;
263  ///@}
264 };
265 } // namespace soplex
266 
267 // General templated definitions
268 #include "spxscaler.hpp"
269 
270 #endif // _SPXSCALER_H_
virtual const char * getName() const
get name of scaler
virtual void scale(SPxLPBase< R > &lp, bool persistent=true)=0
scale SPxLP.
virtual void getUpperUnscaled(const SPxLPBase< R > &lp, VectorBase< R > &vec) const
returns unscaled upper bound vector of lp
virtual R lhsUnscaled(const SPxLPBase< R > &lp, int i) const
returns unscaled left hand side i of lp
virtual void scaleObj(const SPxLPBase< R > &lp, VectorBase< R > &origObj) const
apply scaling to objective function vector origObj.
virtual void setOrder(bool colFirst)
set scaling order
Dense vector.Class VectorBase provides dense linear algebra vectors. Internally, VectorBase wraps std...
Definition: dsvectorbase.h:37
virtual R maxRowRatio(const SPxLPBase< R > &lp) const
maximum ratio between absolute biggest and smallest element in any row.
virtual R scaleUpper(const SPxLPBase< R > &lp, int col, R upper) const
returns scaled upper bound of column col.
virtual void unscaleDual(const SPxLPBase< R > &lp, VectorBase< R > &pi) const
unscale dense dual solution vector given in pi.
Dynamic sparse vectors.Class DSVectorBase implements dynamic sparse vectors, i.e. SVectorBases with a...
Definition: dsvectorbase.h:52
virtual R maxObjUnscaled(const SPxLPBase< R > &lp, int i) const
returns unscaled objective function coefficient of i
virtual void setBoth(bool both)
set wether column and row scaling should be performed
virtual void getLhsUnscaled(const SPxLPBase< R > &lp, VectorBase< R > &vec) const
returns unscaled left hand side vector of lp
virtual void applyScaling(SPxLPBase< R > &lp)
applies m_colscale and m_rowscale to the lp.
virtual void getRowUnscaled(const SPxLPBase< R > &lp, int i, DSVectorBase< R > &vec) const
returns unscaled row i
Dense vector for linear algebra.
virtual void unscaleDualray(const SPxLPBase< R > &lp, VectorBase< R > &ray) const
unscale dual ray given in ray.
DataArray< int > * m_activeColscaleExp
pointer to currently active column scaling factors
Definition: spxscaler.h:94
virtual void setOutstream(SPxOut &newOutstream)
set message handler
Definition: spxscaler.h:151
virtual SPxScaler * clone() const =0
clone function for polymorphism
SPxScaler & operator=(const SPxScaler &)
assignment operator
virtual R scaleElement(const SPxLPBase< R > &lp, int row, int col, R val) const
returns scaled LP element in row and col.
virtual void setup(SPxLPBase< R > &lp)
clear and setup scaling arrays in the LP
SPxOut * spxout
message handler
Definition: spxscaler.h:98
virtual R maxAbsRowscale() const
absolute biggest row scaling factor
virtual void unscalePrimalray(const SPxLPBase< R > &lp, VectorBase< R > &ray) const
unscale primal ray given in ray.
virtual void setIntParam(int param, const char *name="intparam")
set int parameter
Dynamic vectors.
Wrapper for several output streams. A verbosity level is used to decide which stream to use and wheth...
Definition: spxout.h:77
virtual void getColUnscaled(const SPxLPBase< R > &lp, int i, DSVectorBase< R > &vec) const
gets unscaled column i
virtual R upperUnscaled(const SPxLPBase< R > &lp, int i) const
returns unscaled upper bound i
Sparse vectors.
virtual R getRowMaxAbsUnscaled(const SPxLPBase< R > &lp, int i) const
returns maximum absolute value of unscaled row i
virtual R getCoefUnscaled(const SPxLPBase< R > &lp, int row, int col) const
returns unscaled coefficient of lp
virtual void setTolerances(std::shared_ptr< Tolerances > &tolerances)
set tolerances
Definition: spxscaler.h:160
virtual R rhsUnscaled(const SPxLPBase< R > &lp, int i) const
returns unscaled right hand side i
virtual ~SPxScaler()
destructor.
virtual R maxAbsColscale() const
absolute biggest column scaling factor
DataArray< int > * m_activeRowscaleExp
pointer to currently active row scaling factors
Definition: spxscaler.h:95
Debugging, floating point type and parameter definitions.
virtual int getColScaleExp(int i) const
returns scaling factor for column i
virtual R scaleLhs(const SPxLPBase< R > &lp, int row, R lhs) const
returns scaled left hand side of row row.
const std::shared_ptr< Tolerances > tolerances() const
get the _tolerances member variable
Definition: spxscaler.h:165
void computeExpVec(const std::vector< R > &vec, DataArray< int > &vecExp)
round vector entries to power of 2
Everything should be within this namespace.
virtual void unscaleSlacks(const SPxLPBase< R > &lp, VectorBase< R > &s) const
unscale dense slack vector given in s.
Saving LPs in a form suitable for SoPlex.Class SPxLPBase provides the data structures required for sa...
Definition: spxlpbase.h:65
virtual R maxColRatio(const SPxLPBase< R > &lp) const
maximum ratio between absolute biggest and smallest element in any column.
bool m_colFirst
do column scaling first
Definition: spxscaler.h:96
SPxScaler(const char *name, bool colFirst=false, bool doBoth=true, SPxOut *spxout=NULL)
constructor
virtual R getColMinAbsUnscaled(const SPxLPBase< R > &lp, int i) const
returns minumum absolute value of unscaled column i
std::shared_ptr< Tolerances > _tolerances
the tolerances
Definition: spxscaler.h:99
virtual R minAbsColscale() const
absolute smallest column scaling factor
virtual void getRhsUnscaled(const SPxLPBase< R > &lp, VectorBase< R > &vec) const
gets unscaled right hand side vector
virtual void unscaleRedCost(const SPxLPBase< R > &lp, VectorBase< R > &r) const
unscale dense reduced cost vector given in r.
Dynamic sparse vectors.
virtual R minAbsRowscale() const
absolute smallest row scaling factor
virtual void getLowerUnscaled(const SPxLPBase< R > &lp, VectorBase< R > &vec) const
gets unscaled lower bound vector
LP scaler abstract base class.Instances of classes derived from SPxScaler may be loaded to SoPlex in ...
Definition: spxscaler.h:86
virtual int computeScaleExp(const SVectorBase< R > &vec, const DataArray< int > &oldScaleExp) const
compute a single scaling vector , e.g. of a newly added row
virtual bool isConsistent() const
consistency check
virtual void unscalePrimal(const SPxLPBase< R > &lp, VectorBase< R > &x) const
unscale dense primal solution vector given in x.
virtual R scaleLower(const SPxLPBase< R > &lp, int col, R lower) const
returns scaled lower bound of column col.
Set of sparse vectors.
Sparse vectors.Class SVectorBase provides packed sparse vectors. Such are a sparse vectors...
Definition: ssvectorbase.h:42
virtual R lowerUnscaled(const SPxLPBase< R > &lp, int i) const
returns unscaled lower bound i
bool m_doBoth
do columns and rows
Definition: spxscaler.h:97
virtual void getMaxObjUnscaled(const SPxLPBase< R > &lp, VectorBase< R > &vec) const
gets unscaled objective function
virtual R scaleRhs(const SPxLPBase< R > &lp, int row, R rhs) const
returns scaled right hand side of row row.
Save arrays of data objects.
virtual R getColMaxAbsUnscaled(const SPxLPBase< R > &lp, int i) const
returns maximum absolute value of unscaled column i
virtual void unscale(SPxLPBase< R > &lp)
unscale SPxLP
const char * m_name
Name of the scaler.
Definition: spxscaler.h:93
virtual R getRowMinAbsUnscaled(const SPxLPBase< R > &lp, int i) const
returns minimum absolute value of unscaled row i
virtual void setRealParam(R param, const char *name="realparam")
set R parameter
virtual int getRowScaleExp(int i) const
returns scaling factor for row i