/usr/include/trilinos/ROL_ParaboloidCircle.hpp is in libtrilinos-rol-dev 12.12.1-5.
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// ************************************************************************
//
// Rapid Optimization Library (ROL) Package
// Copyright (2014) Sandia Corporation
//
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// Denis Ridzal (dridzal@sandia.gov)
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// @HEADER
/** \file
\brief Contains definitions for the equality constrained NLP:
minimize x^2 + y^2
subject to (x-2)^2 + y^2 = 1
\author Created by D. Ridzal and D. Kouri.
*/
#ifndef ROL_PARABOLOIDCIRCLE_HPP
#define ROL_PARABOLOIDCIRCLE_HPP
#include "ROL_Objective.hpp"
#include "ROL_StdVector.hpp"
#include "ROL_EqualityConstraint.hpp"
#include "Teuchos_SerialDenseVector.hpp"
#include "Teuchos_SerialDenseSolver.hpp"
namespace ROL {
namespace ZOO {
/** \brief Objective function:
f(x,y) = x^2 + y^2
*/
template< class Real, class XPrim=StdVector<Real>, class XDual=StdVector<Real> >
class Objective_ParaboloidCircle : public Objective<Real> {
typedef std::vector<Real> vector;
typedef Vector<Real> V;
typedef typename vector::size_type uint;
private:
template<class VectorType>
Teuchos::RCP<const vector> getVector( const V& x ) {
using Teuchos::dyn_cast;
return dyn_cast<const VectorType>(x).getVector();
}
template<class VectorType>
Teuchos::RCP<vector> getVector( V& x ) {
using Teuchos::dyn_cast;
return dyn_cast<VectorType>(x).getVector();
}
public:
Objective_ParaboloidCircle() {}
Real value( const Vector<Real> &x, Real &tol ) {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, objective value): "
"Primal vector x must be of length 2.");
Real x1 = (*xp)[0];
Real x2 = (*xp)[1];
Real val = x1*x1 + x2*x2;
return val;
}
void gradient( Vector<Real> &g, const Vector<Real> &x, Real &tol ) {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
RCP<vector> gp = getVector<XDual>(g);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, objective gradient): "
" Primal vector x must be of length 2.");
n = gp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, objective gradient): "
"Gradient vector g must be of length 2.");
Real x1 = (*xp)[0];
Real x2 = (*xp)[1];
Real two(2);
(*gp)[0] = two*x1;
(*gp)[1] = two*x2;
}
void hessVec( Vector<Real> &hv, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
RCP<const vector> vp = getVector<XPrim>(v);
RCP<vector> hvp = getVector<XDual>(hv);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, objective hessVec): "
"Primal vector x must be of length 2.");
n = vp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, objective hessVec): "
"Input vector v must be of length 2.");
n = hvp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, objective hessVec): "
"Output vector hv must be of length 2.");
Real v1 = (*vp)[0];
Real v2 = (*vp)[1];
Real two(2);
(*hvp)[0] = two*v1;
(*hvp)[1] = two*v2;
}
};
/** \brief Equality constraint c(x,y) = (x-2)^2 + y^2 - 1.
*/
template<class Real, class XPrim=StdVector<Real>, class XDual=StdVector<Real>, class CPrim=StdVector<Real>, class CDual=StdVector<Real> >
class EqualityConstraint_ParaboloidCircle : public EqualityConstraint<Real> {
typedef std::vector<Real> vector;
typedef Vector<Real> V;
typedef typename vector::size_type uint;
private:
template<class VectorType>
Teuchos::RCP<const vector> getVector( const V& x ) {
using Teuchos::dyn_cast;
return dyn_cast<const VectorType>(x).getVector();
}
template<class VectorType>
Teuchos::RCP<vector> getVector( V& x ) {
using Teuchos::dyn_cast;
return dyn_cast<VectorType>(x).getVector();
}
public:
EqualityConstraint_ParaboloidCircle() {}
void value( Vector<Real> &c, const Vector<Real> &x, Real &tol ) {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
RCP<vector> cp = getVector<CPrim>(c);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint value): "
"Primal vector x must be of length 2.");
uint m = cp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (m != 1), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint value): "
"Constraint vector c must be of length 1.");
Real x1 = (*xp)[0];
Real x2 = (*xp)[1];
Real one(1), two(2);
(*cp)[0] = (x1-two)*(x1-two) + x2*x2 - one;
}
void applyJacobian( Vector<Real> &jv, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
RCP<const vector> vp = getVector<XPrim>(v);
RCP<vector> jvp = getVector<CPrim>(jv);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyJacobian): "
"Primal vector x must be of length 2.");
uint d = vp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (d != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyJacobian): "
"Input vector v must be of length 2.");
d = jvp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (d != 1), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyJacobian): "
"Output vector jv must be of length 1.");
Real x1 = (*xp)[0];
Real x2 = (*xp)[1];
Real v1 = (*vp)[0];
Real v2 = (*vp)[1];
Real two(2);
(*jvp)[0] = two*(x1-two)*v1 + two*x2*v2;
} //applyJacobian
void applyAdjointJacobian( Vector<Real> &ajv, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
RCP<const vector> vp = getVector<CDual>(v);
RCP<vector> ajvp = getVector<XDual>(ajv);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointJacobian): "
"Primal vector x must be of length 2.");
uint d = vp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (d != 1), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointJacobian): "
"Input vector v must be of length 1.");
d = ajvp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (d != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointJacobian): "
"Output vector ajv must be of length 2.");
Real x1 = (*xp)[0];
Real x2 = (*xp)[1];
Real v1 = (*vp)[0];
Real two(2);
(*ajvp)[0] = two*(x1-two)*v1;
(*ajvp)[1] = two*x2*v1;
} //applyAdjointJacobian
void applyAdjointHessian( Vector<Real> &ahuv, const Vector<Real> &u, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
bool useFD = true;
if (useFD) {
EqualityConstraint<Real>::applyAdjointHessian( ahuv, u, v, x, tol );
}
else {
using Teuchos::RCP;
RCP<const vector> xp = getVector<XPrim>(x);
RCP<const vector> up = getVector<CDual>(u);
RCP<const vector> vp = getVector<XPrim>(v);
RCP<vector> ahuvp = getVector<XDual>(ahuv);
uint n = xp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointHessian): "
"Primal vector x must be of length 2.");
n = vp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointHessian): "
"Direction vector v must be of length 2.");
n = ahuvp->size();
TEUCHOS_TEST_FOR_EXCEPTION( (n != 2), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointHessian): "
"Output vector ahuv must be of length 2.");
uint d = up->size();
TEUCHOS_TEST_FOR_EXCEPTION( (d != 1), std::invalid_argument, ">>> ERROR (ROL_ParaboloidCircle, constraint applyAdjointHessian): "
"Dual constraint vector u must be of length 1.");
Real v1 = (*vp)[0];
Real v2 = (*vp)[1];
Real u1 = (*up)[0];
Real two(2);
(*ahuvp)[0] = two*u1*v1;
(*ahuvp)[1] = two*u1*v2;
}
} //applyAdjointHessian
};
template<class Real, class XPrim, class XDual, class CPrim, class CDual>
void getParaboloidCircle( Teuchos::RCP<Objective<Real> > &obj,
Teuchos::RCP<EqualityConstraint<Real> > &constr,
Vector<Real> &x0,
Vector<Real> &sol ) {
typedef std::vector<Real> vector;
typedef typename vector::size_type uint;
using Teuchos::RCP; using Teuchos::rcp;
using Teuchos::dyn_cast;
// Cast initial guess and solution vectors.
RCP<vector> x0p = dyn_cast<XPrim>(x0).getVector();
RCP<vector> solp = dyn_cast<XPrim>(sol).getVector();
uint n = 2;
// Resize vectors.
x0p->resize(n);
solp->resize(n);
// Instantiate objective function.
obj = Teuchos::rcp( new Objective_ParaboloidCircle<Real, XPrim, XDual> );
// Instantiate constraints.
constr = Teuchos::rcp( new EqualityConstraint_ParaboloidCircle<Real, XPrim, XDual, CPrim, CDual> );
// later we will bundle equality constraints into constraints ...
//std::vector<Teuchos::RCP<EqualityConstraint<Real> > > eqc( 1, Teuchos::rcp( new EqualityConstraint_ParaboloidCircle<Real> ) );
//constr = Teuchos::rcp( new Constraints<Real>(eqc) );
// Get initial guess.
Real zero(0), one(1);
(*x0p)[0] = static_cast<Real>(rand())/static_cast<Real>(RAND_MAX);
(*x0p)[1] = static_cast<Real>(rand())/static_cast<Real>(RAND_MAX);
// Get solution.
(*solp)[0] = one;
(*solp)[1] = zero;
}
} // End ZOO Namespace
} // End ROL Namespace
#endif
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