/usr/include/trilinos/OptiPack_NonlinearCG_decl.hpp is in libtrilinos-optipack-dev 12.10.1-3.
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//
// OptiPack: Collection of simple Thyra-based Optimization ANAs
// Copyright (2009) Sandia Corporation
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#ifndef OPTIPACK_NONLINEAR_CG_DECL_HPP
#define OPTIPACK_NONLINEAR_CG_DECL_HPP
#include "OptiPack_Types.hpp"
#include "Thyra_ModelEvaluator.hpp"
#include "GlobiPack_LineSearchBase.hpp"
#include "Teuchos_Describable.hpp"
#include "Teuchos_VerboseObject.hpp"
#include "Teuchos_ParameterListAcceptorDefaultBase.hpp"
#include "Teuchos_ParameterEntryValidator.hpp"
namespace OptiPack {
namespace NonlinearCGUtils {
/** \brief . */
enum ESolveReturn {
SOLVE_SOLUTION_FOUND, ///< .
SOLVE_LINSEARCH_FAILURE, ///< .
SOLVE_MAX_ITERS_EXCEEDED ///< .
};
/** \brief . */
enum ESolverTypes {
NONLINEAR_CG_FR, ///< Fletcher-Reeves Method
NONLINEAR_CG_PR_PLUS, ///< Polak-Ribiere Method
NONLINEAR_CG_FR_PR, ///< Fletcher-Reeves Polak-Ribiere Hybrid Method
NONLINEAR_CG_HS ///< Hestenes-Stiefel Method
};
} // namespace NonlinearCGUtils
/** \brief Concrete class implementing several nonlinear CG algorithms.
*
* ToDo: Finish Documentation!
*/
template<typename Scalar>
class NonlinearCG
: public Teuchos::Describable,
public Teuchos::VerboseObject<NonlinearCG<Scalar> >,
public Teuchos::ParameterListAcceptorDefaultBase
{
public:
/** \brief . */
typedef typename ScalarTraits<Scalar>::magnitudeType ScalarMag;
/** \name Constructor/Initializers/Accessors */
//@{
/** \brief Construct with default parameters. */
NonlinearCG();
/** \brief Initialize. */
void initialize(
const RCP<const Thyra::ModelEvaluator<Scalar> > &model,
const int paramIndex,
const int responseIndex,
const RCP<GlobiPack::LineSearchBase<Scalar> > &linesearch
);
/** \brief . */
NonlinearCGUtils::ESolverTypes get_solverType() const;
/** \brief . */
ScalarMag get_alpha_init() const;
/** \brief . */
bool get_alpha_reinit() const;
/** \brief . */
bool get_and_conv_tests() const;
/** \brief . */
int get_minIters() const;
/** \brief . */
int get_maxIters() const;
/** \brief . */
ScalarMag get_g_reduct_tol() const;
/** \brief . */
ScalarMag get_g_grad_tol() const;
/** \brief . */
ScalarMag get_g_mag() const;
//@}
/** @name Overridden from ParameterListAcceptor (simple forwarding functions) */
//@{
/** \brief . */
void setParameterList(RCP<ParameterList> const& paramList);
/** \brief . */
RCP<const ParameterList> getValidParameters() const;
//@}
/** \name Solve. */
//@{
/** \brief Perform a solve.
*
* \param p [in/out] On input <tt>p</tt> is the initial guess for the
* solution. On output, will be the final estimate for the solution.
*
* \param g_opt [out] On output, <tt>*g_opt</tt> will be set to the final
* value of the objective function.
*
* \param tol [in] If <tt>!is_null(tol)</tt>, then <tt>*tol</tt> will be the
* tolerance used to determine the convergence of the algorithm by comparing
* to <tt>norm(g_grad)</tt> (where <tt>norm(...)</tt> is the natural norm
* defined by the vector spaces scalar product). If <tt>is_null(tol)</tt>,
* then the tolerance will be determined in some other way.
*
* \param alpha_init [in] If <tt>!is_null(alpha_init)</tt>, then
* <tt>*alpha_init</tt> will be the initial line search step length on the
* very first nonlinear CG iteration. If <tt>is_null(alpha_init)</tt>, the
* initial step length will be determined automatically.
*
* \param numIters [out] If <tt>nonnull(numIters)</tt>, then on output
* <tt>*numIters</tt> gives the number of iterations taken by the algorithm.
*
* \return Returns <tt>true</tt> if the solution was found. Returns
* <tt>false</tt> if a line search failure is encountered.
*
*/
NonlinearCGUtils::ESolveReturn
doSolve(
const Ptr<Thyra::VectorBase<Scalar> > &p,
const Ptr<ScalarMag> &g_opt,
const Ptr<const ScalarMag> &g_reduct_tol = Teuchos::null,
const Ptr<const ScalarMag> &g_grad_tol = Teuchos::null,
const Ptr<const ScalarMag> &alpha_init = Teuchos::null,
const Ptr<int> &numIters = Teuchos::null
);
//@}
private:
// //////////////////////
// Private data members
RCP<const Thyra::ModelEvaluator<Scalar> > model_;
int paramIndex_;
int responseIndex_;
RCP<GlobiPack::LineSearchBase<Scalar> > linesearch_;
NonlinearCGUtils::ESolverTypes solverType_;
ScalarMag alpha_init_;
bool alpha_reinit_;
bool and_conv_tests_;
int minIters_;
int maxIters_;
ScalarMag g_reduct_tol_;
ScalarMag g_grad_tol_;
ScalarMag g_mag_;
mutable int numIters_;
static RCP<Teuchos::ParameterEntryValidator>
solverType_validator_;
};
/** \brief Nonmember constructor.
*
* \relates NonlinearCG
*/
template<typename Scalar>
const RCP<NonlinearCG<Scalar> >
nonlinearCG()
{
return Teuchos::rcp(new NonlinearCG<Scalar>);
}
/** \brief Nonmember constructor.
*
* \relates NonlinearCG
*/
template<typename Scalar>
const RCP<NonlinearCG<Scalar> >
nonlinearCG(
const RCP<const Thyra::ModelEvaluator<Scalar> > &model,
const int paramIndex,
const int responseIndex,
const RCP<GlobiPack::LineSearchBase<Scalar> > &linesearch
)
{
const RCP<NonlinearCG<Scalar> > solver =
Teuchos::rcp(new NonlinearCG<Scalar>);
solver->initialize(model, paramIndex, responseIndex, linesearch);
return solver;
}
// Default values are exposed here for unit testing purposes
namespace NonlinearCGUtils {
const std::string solverType_name = "Solver Type";
const std::string solverType_default = "FR";
const ESolverTypes solverType_default_integral_val = NONLINEAR_CG_FR;
const std::string alpha_init_name = "Initial Linesearch Step Length";
const double alpha_init_default = 1.0;
const std::string alpha_reinit_name = "Reinitlaize Linesearch Step Length";
const bool alpha_reinit_default = false;
const std::string and_conv_tests_name = "AND Convergence Tests";
const bool and_conv_tests_default = false;
const std::string minIters_name = "Min Num Iterations";
const int minIters_default = 0;
const std::string maxIters_name = "Max Num Iterations";
const int maxIters_default = 20;
const std::string g_reduct_tol_name = "Objective Reduction Tol";
const double g_reduct_tol_default = 1e-5;
const std::string g_grad_tol_name = "Objective Gradient Tol";
const double g_grad_tol_default = 1e-5;
const std::string g_mag_name = "Objective Magnitude";
const double g_mag_default = 1.0;
} // namespace NonlinearCGUtils
} // namespace OptiPack
/* Todos:
6) Implement FR-PR method
7) Implement tabular output option
*/
#endif // OPTIPACK_NONLINEAR_CG_DECL_HPP
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