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// LOCA: Library of Continuation Algorithms Package
// Copyright (2005) Sandia Corporation
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#ifndef LOCA_HOMOTOPY_DEFAULTEDGROUP_H
#define LOCA_HOMOTOPY_DEFAULTEDGROUP_H
#include "Teuchos_RCP.hpp"
#include "LOCA_Extended_MultiAbstractGroup.H" // base class
#include "LOCA_MultiContinuation_AbstractGroup.H" // base class
#include "LOCA_BorderedSystem_AbstractGroup.H" // base class
#include "LOCA_MultiContinuation_ExtendedVector.H" // class data element
#include "LOCA_MultiContinuation_ExtendedMultiVector.H" // class data element
#include "LOCA_Parameter_Vector.H"
// forward declarations
namespace Teuchos {
class ParameterList;
}
namespace LOCA {
class GlobalData;
namespace Parameter {
class SublistParser;
}
namespace Homotopy {
class AbstractGroup;
}
namespace BorderedSolver {
class AbstractStrategy;
class JacobianOperator;
}
}
namespace LOCA {
namespace Homotopy {
/*!
* \brief %LOCA's Homotopy Algorithm.
*/
/*!
* The %HomotopyGroup is a concrete implementation of the
* LOCA::Continuation::AbstractGroup that modifies the set of nonlinear
* equations to be solved to allow for Homotopy to be applied to the
* system. This object should be used in conjunction with the
* LOCA::Stepper object to drive the continuation. This algorithm solves
* a system of nonlinear equations supplied by the user (\f$ F(x) \f$)
* through continuation. An artificial parameter \f$ \lambda \f$ is used
* to control the continuation. The idea is to solve a simple equation
* starting at \f$ \lambda \f$ = 0 and, using the solution from the
* previous step, solve systems of equations that gets progressively
* closer to the true system of interest ( at \f$ \lambda \f$ = 1.0 we
* recover the original equations \f$ F(x) \f$). By constraining the
* definition of \f$ g(x, \lambda) \f$ and using artificial parameter
* contiuation, the continuation branch should be free of multiplicity and
* bifurcation phenomena.
*
* The modified system of equations, \f$ g(x, \lambda) \f$, supplied by
* the HomotopyGroup is defined as:
*
* \f[ g(x, \lambda) = \lambda F(x) + (1.0 - \lambda)(x - a)(S) \f]
*
* where \f$x\f$ is the solution vector, \f$ \lambda \f$ is an artificial
* parameter, \f$ F(x) \f$ is the set of nonlinear equations the user
* supplies, \f$ g(x) \f$ is the corresponding set of
* homotopy equations that LOCA will solve, \f$ a \f$ is a random
* vector, and \f$ S \f$ is a scaling factor used to switch sign of
* the last term (typically valued 1.0 or -1.0).
*
* This group requires the loca Stepper for continuation
* from \f$ \lambda \f$ = 0.0 (a simple set of equations to solve) to
* \f$ \lambda \f$ = 1.0 (the set of equations requested by the user,
* \f$ F(x) \f$). The Homotopy::Group will generate the Stepper parameter
* sublist in the parameter list that is passed in to the constructor.
* The user is free to modify this list (it sets default values) before
* passing it into the stepper object but should NOT change the starting
* and stopping values for the continuation parameter.
*
* References:
*
* - ALGORITHM 652 HOMPACK: A Suite of Codes for Globally Convergent
* Homotopy Algorithms, Watson, L.T., Billups, S.C, and Morgan, A.P.,
* ACM Transactions on Mathematical Software, Vol. 13, No. 3, September
* 1987, pp281-310.
*/
class DeflatedGroup :
public virtual LOCA::Extended::MultiAbstractGroup,
public virtual LOCA::MultiContinuation::AbstractGroup,
public virtual LOCA::BorderedSystem::AbstractGroup {
public:
//! Constructor
/*!
* \param global_data [in] Global data object
* \param topParams [in] Parsed top-level parameter list.
* \param hParams [in] Homotopy parameters
* \param grp [in] Group representing \f$f\f$.
*/
DeflatedGroup(
const Teuchos::RCP<LOCA::GlobalData>& global_data,
const Teuchos::RCP<Teuchos::ParameterList>& topParams,
const Teuchos::RCP<Teuchos::ParameterList>& hParams,
const Teuchos::RCP<LOCA::Homotopy::AbstractGroup>& grp,
const Teuchos::RCP<const NOX::Abstract::Vector>& start_vec,
const std::vector< Teuchos::RCP<const NOX::Abstract::Vector> >& prev_solns,
const double identity_sign = 1.0);
//! Copy constructor
DeflatedGroup(const DeflatedGroup& source,
NOX::CopyType type = NOX::DeepCopy);
//! Destructor.
virtual ~DeflatedGroup();
//! Get homotopy parameter
double getHomotopyParam() const;
/*!
* @name Implementation of NOX::Abstract::Group virtual methods
*/
//@{
//! Assignment operator
virtual NOX::Abstract::Group&
operator=(const NOX::Abstract::Group& source);
//! Clone function
virtual Teuchos::RCP<NOX::Abstract::Group>
clone(NOX::CopyType type = NOX::DeepCopy) const;
//! Set the solution vector to y.
virtual void setX(const NOX::Abstract::Vector& y);
/*!
* \brief Compute and return solution vector, x, where
* this.x = grp.x + step * d.
*/
virtual void computeX(const NOX::Abstract::Group& g,
const NOX::Abstract::Vector& d,
double step);
//! Compute extended continuation equations
virtual NOX::Abstract::Group::ReturnType computeF();
//! Compute extended continuation jacobian
virtual NOX::Abstract::Group::ReturnType computeJacobian();
//! Gradient is not defined for this system
virtual NOX::Abstract::Group::ReturnType computeGradient();
//! Compute Newton direction for extended continuation system
virtual NOX::Abstract::Group::ReturnType
computeNewton(Teuchos::ParameterList& params);
//! Applies Jacobian for extended system
virtual NOX::Abstract::Group::ReturnType
applyJacobian(const NOX::Abstract::Vector& input,
NOX::Abstract::Vector& result) const;
//! Jacobian transpose not defined for this system
virtual NOX::Abstract::Group::ReturnType
applyJacobianTranspose(const NOX::Abstract::Vector& input,
NOX::Abstract::Vector& result) const;
//! Applies Jacobian inverse for extended system
virtual NOX::Abstract::Group::ReturnType
applyJacobianInverse(Teuchos::ParameterList& params,
const NOX::Abstract::Vector& input,
NOX::Abstract::Vector& result) const;
//! Applies Jacobian for extended system
virtual NOX::Abstract::Group::ReturnType
applyJacobianMultiVector(const NOX::Abstract::MultiVector& input,
NOX::Abstract::MultiVector& result) const;
//! Jacobian transpose not defined for this system
virtual NOX::Abstract::Group::ReturnType
applyJacobianTransposeMultiVector(
const NOX::Abstract::MultiVector& input,
NOX::Abstract::MultiVector& result) const;
//! Applies Jacobian inverse for extended system
virtual NOX::Abstract::Group::ReturnType
applyJacobianInverseMultiVector(
Teuchos::ParameterList& params,
const NOX::Abstract::MultiVector& input,
NOX::Abstract::MultiVector& result) const;
//! Return \c true if extended residual is valid.
virtual bool isF() const;
//! Return \c true if the extended Jacobian is valid.
virtual bool isJacobian() const;
//! Always returns false
virtual bool isGradient() const;
//! Return \c true if the extended Newton direction is valid
virtual bool isNewton() const;
//! Return extended solution vector.
virtual const NOX::Abstract::Vector& getX() const;
//! Return extended residual
virtual const NOX::Abstract::Vector& getF() const;
//! Return 2-norm of extended residual.
virtual double getNormF() const;
//! Gradient is never valid
virtual const NOX::Abstract::Vector& getGradient() const;
//! Return extended Newton direction.
virtual const NOX::Abstract::Vector& getNewton() const;
//! Return RCP to extended solution vector.
virtual Teuchos::RCP< const NOX::Abstract::Vector > getXPtr() const;
//! Return RCP to extended residual
virtual Teuchos::RCP< const NOX::Abstract::Vector > getFPtr() const;
//! Gradient is never valid
virtual Teuchos::RCP< const NOX::Abstract::Vector > getGradientPtr() const;
//! Return RCP to extended Newton direction.
virtual Teuchos::RCP< const NOX::Abstract::Vector > getNewtonPtr() const;
//! Returns 2-norm of extended Newton solve residual
virtual double getNormNewtonSolveResidual() const;
//@}
/*!
* @name Implementation of LOCA::Extended::MultiAbstractGroup
* virtual methods
*/
//@{
//! Return underlying group
virtual
Teuchos::RCP<const LOCA::MultiContinuation::AbstractGroup>
getUnderlyingGroup() const;
//! Return underlying group
virtual
Teuchos::RCP<LOCA::MultiContinuation::AbstractGroup>
getUnderlyingGroup();
//@}
/*!
* @name Implementation of LOCA::MultiContinuation::AbstractGroup
* virtual methods
*/
//@{
//! Assignment operator
virtual void copy(const NOX::Abstract::Group& source);
//! Set parameters indexed by (integer) paramIDs
virtual void setParamsMulti(
const std::vector<int>& paramIDs,
const NOX::Abstract::MultiVector::DenseMatrix& vals);
//! Set the parameter vector in the group to p (pVector = p).
virtual void setParams(const ParameterVector& p);
//! Set parameter indexed by (integer) paramID
virtual void setParam(int paramID, double val);
//! Set parameter indexed by (std::string) paramID
virtual void setParam(std::string paramID, double val);
//! Return a const reference to the ParameterVector owned by the group.
virtual const ParameterVector& getParams() const;
//! Return copy of parameter indexed by (integer) paramID
virtual double getParam(int paramID) const;
//! Return copy of parameter indexed by (std::string) paramID
virtual double getParam(std::string paramID) const;
/*!
* Compute \f$\partial F/\partial p\f$ for each parameter \f$p\f$
* indexed by paramIDs. The first column of \em dfdp holds F,
* which is valid if \em isValidF is true. Otherwise F must be
* computed.
*/
virtual NOX::Abstract::Group::ReturnType
computeDfDpMulti(const std::vector<int>& paramIDs,
NOX::Abstract::MultiVector& dfdp,
bool isValidF);
//! Perform any preprocessing before a continuation step starts.
/*!
* The \c stepStatus argument indicates whether the previous step was
* successful.
*/
virtual void
preProcessContinuationStep(
LOCA::Abstract::Iterator::StepStatus stepStatus);
//! Perform any postprocessing after a continuation step finishes.
/*!
* The \c stepStatus argument indicates whether the step was
* successful.
*/
virtual void
postProcessContinuationStep(
LOCA::Abstract::Iterator::StepStatus stepStatus);
//! Projects solution to a few scalars for multiparameter continuation
virtual void projectToDraw(const NOX::Abstract::Vector& x,
double *px) const;
//! Returns the dimension of the project to draw array
virtual int projectToDrawDimension() const;
//! Compute a scaled dot product
virtual double
computeScaledDotProduct(const NOX::Abstract::Vector& a,
const NOX::Abstract::Vector& b) const;
//! Function to print out solution and parameter after successful step
virtual void printSolution(const double conParam) const;
//! Function to print out a vector and parameter after successful step
virtual void printSolution(const NOX::Abstract::Vector& x,
const double conParam) const;
//! Scales a vector using scaling vector
virtual void
scaleVector(NOX::Abstract::Vector& x) const;
//@}
/*!
* @name Implementation of
* LOCA::BorderedSystem::AbstractGroup virtual methods
*/
//@{
//! Return the total width of the bordered rows/columns
virtual int getBorderedWidth() const;
//! Get bottom-level unbordered group
virtual Teuchos::RCP<const NOX::Abstract::Group>
getUnborderedGroup() const;
//! Indicates whether combined A block is zero
virtual bool isCombinedAZero() const;
//! Indicates whether combined B block is zero
virtual bool isCombinedBZero() const;
//! Indicates whether combined C block is zero
virtual bool isCombinedCZero() const;
/*!
* Given the vector \c v, extract the underlying solution component
* corresponding to the unbordered group.
*/
virtual void
extractSolutionComponent(const NOX::Abstract::MultiVector& v,
NOX::Abstract::MultiVector& v_x) const;
/*!
* Given the vector \c v, extract the parameter components of all
* of the nested subvectors in \c v down to the solution component
* for the unbordered group.
*/
virtual void
extractParameterComponent(
bool use_transpose,
const NOX::Abstract::MultiVector& v,
NOX::Abstract::MultiVector::DenseMatrix& v_p) const;
/*!
* Given the solution component \c v_x and combined parameter
* components \c v_p, distribute these components through the nested
* sub-vectors in \c v.
*/
virtual void
loadNestedComponents(
const NOX::Abstract::MultiVector& v_x,
const NOX::Abstract::MultiVector::DenseMatrix& v_p,
NOX::Abstract::MultiVector& v) const;
//! Fill the combined A block as described above
virtual void fillA(NOX::Abstract::MultiVector& A) const;
//! Fill the combined B block as described above
virtual void fillB(NOX::Abstract::MultiVector& B) const;
//! Fill the combined C block as described above
virtual void fillC(NOX::Abstract::MultiVector::DenseMatrix& C) const;
//@}
protected:
//! Resets all isValid flags to false
virtual void resetIsValid();
//! Sets up multivector views
virtual void setupViews();
//! Set homotopy parameter
void setHomotopyParam(double param);
//! Creates and sets the "Stepper" parameter sublist
void setStepperParameters(Teuchos::ParameterList& topParams);
private:
//! Prevent generation and use of operator=()
DeflatedGroup& operator=(const DeflatedGroup& source);
protected:
//! Pointer LOCA global data object
Teuchos::RCP<LOCA::GlobalData> globalData;
//! Parsed top-level parameters
Teuchos::RCP<LOCA::Parameter::SublistParser> parsedParams;
//! Pitchfork parameter list
Teuchos::RCP<Teuchos::ParameterList> homotopyParams;
//! Pointer to base group that defines \f$F\f$
Teuchos::RCP<LOCA::Homotopy::AbstractGroup> grpPtr;
//! Pointer to base group as a bordered group
Teuchos::RCP<LOCA::BorderedSystem::AbstractGroup> bordered_grp;
//! Stores the extended solution vector
LOCA::MultiContinuation::ExtendedMultiVector xMultiVec;
//! Stores the extended residual vector
LOCA::MultiContinuation::ExtendedMultiVector fMultiVec;
//! Stores the extended Newton vector
LOCA::MultiContinuation::ExtendedMultiVector newtonMultiVec;
//! Stores the extended gradient vector
LOCA::MultiContinuation::ExtendedMultiVector gradientMultiVec;
//! Stores view of first column of xMultiVec
Teuchos::RCP<LOCA::MultiContinuation::ExtendedVector> xVec;
//! Stores view of first column of fMultiVec
Teuchos::RCP<LOCA::MultiContinuation::ExtendedVector> fVec;
//! Stores view of first column of newtonMultiVec
Teuchos::RCP<LOCA::MultiContinuation::ExtendedVector> newtonVec;
//! Stores view of first column of gradientMultiVec
Teuchos::RCP<LOCA::MultiContinuation::ExtendedVector> gradientVec;
//! Stores the starting vector, \f$ x^\ast \f$.
Teuchos::RCP<const NOX::Abstract::Vector> startVec;
//!
double identitySign;
//! Stores array of deflated solution vectors
std::vector< Teuchos::RCP<const NOX::Abstract::Vector> > solns;
//! Temporary vector for storing distance
Teuchos::RCP<NOX::Abstract::Vector> distVec;
//! Temporary vector for storing sum of distances
Teuchos::RCP<NOX::Abstract::MultiVector> totalDistMultiVec;
//! Temporary vector for storing sum of distances
Teuchos::RCP<NOX::Abstract::Vector> totalDistVec;
//! underlying group's F vector as a multivector
Teuchos::RCP<NOX::Abstract::MultiVector> underlyingF;
// Stores operator for bordered solver
Teuchos::RCP<LOCA::BorderedSolver::JacobianOperator> jacOp;
//! Stores bordered solver strategy
Teuchos::RCP<LOCA::BorderedSolver::AbstractStrategy> borderedSolver;
//! Stores -1
Teuchos::RCP<NOX::Abstract::MultiVector::DenseMatrix> minusOne;
//! Number of previous solutions
int numSolns;
//! Array of distances from previous solutions
std::vector<double> distances;
//! Product of distances
double distProd;
//! Stores indices for getting f part of fMultiVec
std::vector<int> index_f;
//! Copy of the ParameterVector for the underlying grpPtr.
/*! We copy this and then add the homotopy parameter to the list. */
LOCA::ParameterVector paramVec;
//! Value of the homotopy continuation parameter.
/*! Ranges from 0.0 (easy solution) to 1.0 (solution to the system of
* interest).
*/
double conParam;
//! Continuatioin parameter ID number from the ParameterVector.
int conParamID;
/*!
* \brief Contains the std::string used to identify the homotopy parameter in
* the ParameterVector object.
*/
const std::string conParamLabel;
/*!
* \brief Tracks whether the LOCA::Homotopy::Group method
* augmentJacobianForHomotopy is implemented. If not, the augmentation
* is applied during the applyJacobian assuming a matrix-free
* implementation.
*/
bool augmentJacForHomotopyNotImplemented;
//! Is residual vector valid
bool isValidF;
//! Is Jacobian matrix valid
bool isValidJacobian;
//! Is Newton vector valid
bool isValidNewton;
//! Is Gradient vector valid
bool isValidGradient;
//! Flag that indicates whether underlying group is a bordered group
bool isBordered;
}; // Class DeflatedGroup
} // Namespace Homotopy
} // Namespace LOCA
#endif // LOCA_HOMOTOPY_DEFLATEDGROUP_H
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