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// ***********************************************************************
//
// Moocho: Multi-functional Object-Oriented arCHitecture for Optimization
// Copyright (2003) Sandia Corporation
//
// Under terms of Contract DE-AC04-94AL85000, there is a non-exclusive
// license for use of this work by or on behalf of the U.S. Government.
//
// This library is free software; you can redistribute it and/or modify
// it under the terms of the GNU Lesser General Public License as
// published by the Free Software Foundation; either version 2.1 of the
// License, or (at your option) any later version.
//
// This library is distributed in the hope that it will be useful, but
// WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
// Lesser General Public License for more details.
//
// You should have received a copy of the GNU Lesser General Public
// License along with this library; if not, write to the Free Software
// Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307
// USA
// Questions? Contact Roscoe A. Bartlett (rabartl@sandia.gov)
//
// ***********************************************************************
// @HEADER
#ifndef QP_SCHUR_CONSTRAINTS_RELAXED_STD_H
#define QP_SCHUR_CONSTRAINTS_RELAXED_STD_H
#include <list>
#include "ConstrainedOptPack_QPSchur.hpp"
#include "AbstractLinAlgPack_MatrixOp.hpp"
#include "AbstractLinAlgPack_VectorSpaceBlocked.hpp"
namespace ConstrainedOptPack {
namespace QPSchurPack {
/** \brief Constraints subclass that is used to represent generic
* varaible bounds, and general inequality and equality constraints.
*
* The generic constraints represented by this class are those
* of the \c QPSolverRelaxed interface which are:
\verbatim
(1.2) etaL <= eta
(1.3) dL <= d <= dU
(1.4) eL <= op(E)*d - b*eta <= eU
(1.5) P_u'*op(F)*d + (1 - eta) * P_u'*f = 0
\endverbatim
* These constraints are converted into the form:
\verbatim
[ dL ] [ I ] [ dU ]
[ etaL ] <= [ 1 ] * [ d ] <= [ inf ]
(2) [ eL ] [ op(E) -b ] [ eta ] [ eU ]
[ -P_u'*f ] [ P_u'*op(F) -P_u'*f ] [ -P_u'*f ]
\_________/ \______________________/ \_____/ \_________/
cL_bar A_bar' x cU_bar
=>
(3) [ xl ] [ I ] [ xu ]
[ cl_breve ] <= [ A_breve' ] * x <= [ cu_breve ]
=>
(4) cl_bar <= A_bar'*x <= cu_bar
\endverbatim
* The main responsibilities of this class are to expose a
* \c MatrixOp object for \c A_bar shown in (2) and to pick
* violated constraints.
*/
class ConstraintsRelaxedStd : public Constraints {
public:
// /////////////////////////////////////////////
// Public types
/** \brief Matrix type for A_bar.
*
\verbatim
A_bar = [ I 0 op(E') op(F')*P_u ]
[ 0 1 -b' -f'*P_u ]
\endverbatim
*
*/
class MatrixConstraints : public MatrixOp {
public:
/** \brief Construct to unitinitialized.
*
* this->nd() == 0 after construction.
*/
MatrixConstraints();
/** \brief Initialize.
*
* The sizes of the arguments are
* not checked.
*
* It is expected that the objects being
* pointed to will not be resized or invalidated
* since copies of data are not made!
*/
void initialize(
const VectorSpace::space_ptr_t &space_d_eta
,const size_type m_in
,const size_type m_eq
,const MatrixOp *E
,BLAS_Cpp::Transp trans_E
,const Vector *b
,const MatrixOp *F
,BLAS_Cpp::Transp trans_F
,const Vector *f
,size_type m_undecomp
,const size_type j_f_undecomp[]
);
/** @name Access */
//@{
/** \brief . */
size_type nd() const
{ return nd_; }
/** \brief . */
size_type m_in() const
{ return m_in_; }
/** \brief . */
size_type m_eq() const
{ return m_eq_; }
/** \brief . */
const MatrixOp* E() const
{ return E_; }
/** \brief . */
BLAS_Cpp::Transp trans_E() const
{ return trans_E_; }
/** \brief . */
const Vector* b() const
{ return b_; }
/** \brief . */
const MatrixOp* F() const
{ return F_; }
/** \brief . */
BLAS_Cpp::Transp trans_F() const
{ return trans_F_; }
/** \brief . */
const Vector* f() const
{ return f_; }
/** \brief . */
const GenPermMatrixSlice& P_u() const
{ return P_u_; }
//@}
/** @name Overridden from MatrixOp */
//@{
/** \brief . */
const VectorSpace& space_cols() const;
/** \brief . */
const VectorSpace& space_rows() const;
/** \brief . */
MatrixOp& operator=(const MatrixOp& m);
// ///
// void Mp_StPtMtP(
// DMatrixSlice* gms_lhs, value_type alpha
// ,const GenPermMatrixSlice& P_rhs1, BLAS_Cpp::Transp P_rhs1_trans
// ,BLAS_Cpp::Transp M_trans
// ,const GenPermMatrixSlice& P_rhs2, BLAS_Cpp::Transp P_rhs2_trans
// ) const ;
/** \brief . */
void Vp_StMtV(
VectorMutable* vs_lhs, value_type alpha, BLAS_Cpp::Transp trans_rhs1
,const Vector& vs_rhs2, value_type beta
) const;
/** \brief . */
void Vp_StPtMtV(
VectorMutable* vs_lhs, value_type alpha
,const GenPermMatrixSlice& P_rhs1, BLAS_Cpp::Transp P_rhs1_trans
,BLAS_Cpp::Transp M_rhs2_trans
,const SpVectorSlice& sv_rhs3, value_type beta
) const;
//@}
private:
typedef std::vector<size_type> row_i_t;
typedef std::vector<size_type> col_j_t;
size_type nd_; // # unknowns d
size_type m_in_; // # op(E)*d inequality constraints
size_type m_eq_; // # op(F)*d equality constraints
const MatrixOp *E_; // If NULL then no general inequalities
BLAS_Cpp::Transp trans_E_;
const Vector *b_;
const MatrixOp *F_; // If NULL then no general equalities
BLAS_Cpp::Transp trans_F_;
const Vector *f_;
GenPermMatrixSlice P_u_;
row_i_t P_u_row_i_;
col_j_t P_u_col_j_;
VectorSpace::space_ptr_t space_cols_;
VectorSpaceBlocked space_rows_;
}; // end class MatrixConstraints
/** \brief . */
enum EInequalityPickPolicy {
ADD_BOUNDS_THEN_MOST_VIOLATED_INEQUALITY
,ADD_BOUNDS_THEN_FIRST_VIOLATED_INEQUALITY
,ADD_MOST_VIOLATED_BOUNDS_AND_INEQUALITY
};
/** @name Public member functions */
//@{
/** \brief <<std comp>> members for feasibility tolerance for the bound constriants.
*/
STANDARD_MEMBER_COMPOSITION_MEMBERS( value_type, bounds_tol );
/** \brief <<std comp>> members for feasibility tolerance for the general inequality constraints.
*/
STANDARD_MEMBER_COMPOSITION_MEMBERS( value_type, inequality_tol );
/** \brief <<std comp>> members for feasibility tolerance for the general equality constriants.
*/
STANDARD_MEMBER_COMPOSITION_MEMBERS( value_type, equality_tol );
/** \brief <<std comp>> members for policy used to select a violated constraint.
*/
STANDARD_MEMBER_COMPOSITION_MEMBERS( EInequalityPickPolicy, inequality_pick_policy );
/// Constructs to uninitialized
ConstraintsRelaxedStd();
/** \brief Initialize constriants.
*
* If there are no variable bounds then set:<br>
* <tt>void(dL) == void(dU) == NULL</tt>
*
* If there are no general inequality constraints
* then set:<br>
* <tt>void(E) == void(b) == void(eL) == void(eU) == NULL</tt>
*
* If there are no general equality constraints then
* set:<br>
* <tt>void(F) = void(f) == NULL</tt>
*
* If <tt>check_F == false</tt>, then the equality constriants
* in <tt>op(F)</tt> will not be checked as violated constriants.
* This is to facilitate the addition of the equality
* constraints to the initial schur complement and therefore
* these constraints should never be violated (except for
* illconditioning).
* The tolerances below which a constriant will not be considered
* violated are given by <tt>bounds_tol</tt>, <tt>inequality_tol</tt> and <tt>equality_tol</tt>.
*
* Here, <tt>Ed</tt> is updated (if <tt>Ed != NULL</tt>) within the function
* <tt>this->pick_violated}(...)</tt>. This saves some computational work of
* having to compute <tt>op(E)*d</tt> again. To skip computing this value, just set
* <tt>Ed == NULL</tt>.
*
* ToDo: Specify more concretely exactly what the criteria is for
* considering that a constraint is violated or in picking the most
* violated constraint.
*
* @param m_undecomp
* [in] Number of undecomposed equality constraints.
* @param j_f_undecomp
* [in] array (size m_undecomp) of indexes of constraints
* in op(F)*d + (1-eta)*f that are not decomposed and therefore
* should be considered when looking for violated constraints.
* This array is used to define the mapping matrix P_u.
* It is required that this be sorted and that:
* j_f_undecomp[k+1] >= j_f_undecomp[k], for k = 0...m_undecomp-2.
* If m_undecomp == f->size() then j_f_undecomp == NULL is allowed
* and the matrix P_u will be the identity matrix.
*/
void initialize(
const VectorSpace::space_ptr_t &space_d_eta
,value_type etaL
,const Vector *dL
,const Vector *dU
,const MatrixOp *E
,BLAS_Cpp::Transp trans_E
,const Vector *b
,const Vector *eL
,const Vector *eU
,const MatrixOp *F
,BLAS_Cpp::Transp trans_F
,const Vector *f
,size_type m_undecomp
,const size_type j_f_undecomp[]
,VectorMutable *Ed
,bool check_F = true
,value_type bounds_tol = 1e-10
,value_type inequality_tol = 1e-10
,value_type equality_tol = 1e-10
);
/** \brief . */
const MatrixConstraints& A_bar_relaxed() const;
//@}
/** @name Overridden from Constraints */
//@{
/** \brief . */
size_type n() const;
/** \brief . */
size_type m_breve() const;
/** \brief Represents the constraints matrix.
*
\verbatim
A_bar = [ I 0 op(E') op(F')*P_u ]
[ 0 1 -b' -f'*P_u ]
\endverbatim
*/
const MatrixOp& A_bar() const;
/** \brief . */
void pick_violated_policy( EPickPolicy pick_policy );
/** \brief . */
EPickPolicy pick_violated_policy() const;
/** \brief Here the next violated constraint to add to the active set is selected.
*
* Violated constraints are selected to to add to the active set in the following
* order:
* <ul>
* <li> The equality constraints are added first, one at a time (if not already added
* as part of the warm start).
* <li> Add inequality constraints according according to the following options:
* <ul>
* <li> <tt>ADD_BOUNDS_THEN_MOST_VIOLATED_INEQUALITY</tt>
* Check the variable bounds first and add the most violated. If no
* variable bounds are violated by more than <tt>this->bounds_tol()</tt> then check for
* the most violated inequality constraint by computing <tt>r = op(E)*d+b*eta</tt> and
* add the most violated bound (<tt>eL</tt>, <tt>eU</tt>) if one exists.
* <li> <tt>ADD_BOUNDS_THEN_FIRST_VIOLATED_INEQUALITY</tt>
* Check the variable bounds first and add the most violated. If no
* variable bounds are violated by more than <tt>this->bounds_tol()</tt> then check for
* the first violated inequality constraint by computing <tt>e(j)'*(op(E)*d+b*eta)</tt>
* one or more constraints at a time. This option may be
* better if the cost of computing <tt>op(E)*d</tt> is significant.
* <li> <tt>ADD_MOST_VIOLATED_BOUNDS_AND_INEQUALITY</tt>
* Select the most violated constraint from the variable bounds and the
* general inequality constraints by computing r = op(E)*d+b*eta then
* add the most violated variable bound. This option is always the most
* expensive but may result in less QP iterations.
* </ul>
* </ul>
*
* As a side effect, the vector pointed to by <tt>Ed</tt> which was passed to
* <tt>this->initialize(...)</tt> will be guarrenteed to be updated for
* the current </tt>op(E)*d</tt>, where </tt>d = x(1,nd)</tt>, if any of the following is true:
* <ul>
* <li> <tt>j_viol == 0</tt>
* <li> <tt>this->pick_violated_policy() == ADD_MOST_VIOLATED_BOUNDS_AND_INEQUALITY</tt>
* <li> <tt>this->pick_violated_policy() == ADD_BOUNDS_THEN_MOST_VIOLATED_INEQUALITY
* && j_viol > this->n()</tt>
* </ul>
* If none of the above criteria applies then the client can not assume that
* <tt>Ed</tt> was updated and therefore the client must compute this value on its own.
*/
void pick_violated(
const DVectorSlice& x, size_type* j_viol, value_type* constr_val
,value_type* viol_bnd_val, value_type* norm_2_constr, EBounds* bnd, bool* can_ignore
) const;
/** \brief . */
void ignore( size_type j );
/** \brief . */
value_type get_bnd( size_type j, EBounds bnd ) const;
//@}
private:
// //////////////////////////////
// Private types
typedef std::list<size_type> passed_over_equalities_t;
// //////////////////////////////
// Private data members
MatrixConstraints A_bar_;
value_type etaL_;
const Vector *dL_; // If NULL then no simple bounds
const Vector *dU_;
const Vector *eL_;
const Vector *eU_;
VectorMutable *Ed_;
bool check_F_;
mutable size_type last_added_j_; // Remember the last bound added so that
mutable value_type last_added_bound_; // we can save our selfs some work.
mutable EBounds last_added_bound_type_; // ...
mutable size_type next_undecomp_f_k_;
// Determines the next constraint [P_u'*op(F)*d + (1 - eta) * P_u'*f](next_undecomp_f_k)
// to be checked to see if it is violated. If next_undecomp_f_k > P_u.nz() then all
// of the constriants have been checked.
mutable passed_over_equalities_t passed_over_equalities_;
// This is a list that keeps track of those equality constraints that were checked
// for being violated but were within tolerance and therefore passed over and not added.
// This list can be traversed again and again to check these constraints. Specifically, the
// indexes of f(k) are sorted, not the indexes in P_u'.
// //////////////////////////////
// Private member functions
/** \brief . */
void cache_last_added(
size_type last_added_j, value_type last_added_bound
,EBounds last_added_bound_type
) const;
}; // end class ConstraintsRelaxedStd
} // end namespace QPSchurPack
} // end namespace ConstrainedOptPack
#endif // QP_SCHUR_CONSTRAINTS_RELAXED_STD_H
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