ROL
|
#include <ROL_Fletcher.hpp>
Classes | |
class | AugSystem |
class | AugSystemPrecond |
Public Member Functions | |
Fletcher (const ROL::Ptr< Objective< Real > > &obj, const ROL::Ptr< Constraint< Real > > &con, const Vector< Real > &optVec, const Vector< Real > &conVec, ROL::ParameterList &parlist) | |
void | update (const Vector< Real > &x, bool flag=true, int iter=-1) |
Update objective function. More... | |
Real | value (const Vector< Real > &x, Real &tol) |
Compute value. More... | |
void | gradient (Vector< Real > &g, const Vector< Real > &x, Real &tol) |
Compute gradient. More... | |
void | hessVec (Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &x, Real &tol) |
Apply Hessian approximation to vector. More... | |
void | solveAugmentedSystem (Vector< Real > &v1, Vector< Real > &v2, const Vector< Real > &b1, const Vector< Real > &b2, const Vector< Real > &x, Real &tol, bool refine=false) |
void | computeMultipliers (const Vector< Real > &x, const Real tol) |
Public Member Functions inherited from ROL::FletcherBase< Real > | |
FletcherBase (const ROL::Ptr< Objective< Real > > &obj, const ROL::Ptr< Constraint< Real > > &con) | |
const Ptr< Vector< Real > > | getLagrangianGradient (const Vector< Real > &x) |
const Ptr< Vector< Real > > | getConstraintVec (const Vector< Real > &x) |
const Ptr< Vector< Real > > | getMultiplierVec (const Vector< Real > &x) |
const Ptr< Vector< Real > > | getGradient (const Vector< Real > &x) |
Real | getObjectiveValue (const Vector< Real > &x) |
int | getNumberFunctionEvaluations () const |
int | getNumberGradientEvaluations () const |
int | getNumberConstraintEvaluations () const |
void | setDelta (Real delta) |
void | setPenaltyParameter (Real sigma) |
Public Member Functions inherited from ROL::Objective< Real > | |
virtual | ~Objective () |
Objective () | |
virtual void | update (const Vector< Real > &x, UpdateType type, int iter=-1) |
Update objective function. More... | |
virtual Real | dirDeriv (const Vector< Real > &x, const Vector< Real > &d, Real &tol) |
Compute directional derivative. More... | |
virtual void | invHessVec (Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &x, Real &tol) |
Apply inverse Hessian approximation to vector. More... | |
virtual void | precond (Vector< Real > &Pv, const Vector< Real > &v, const Vector< Real > &x, Real &tol) |
Apply preconditioner to vector. More... | |
virtual void | prox (Vector< Real > &Pv, const Vector< Real > &v, Real t, Real &tol) |
virtual std::vector < std::vector< Real > > | checkGradient (const Vector< Real > &x, const Vector< Real > &d, const bool printToStream=true, std::ostream &outStream=std::cout, const int numSteps=ROL_NUM_CHECKDERIV_STEPS, const int order=1) |
Finite-difference gradient check. More... | |
virtual std::vector < std::vector< Real > > | checkGradient (const Vector< Real > &x, const Vector< Real > &g, const Vector< Real > &d, const bool printToStream=true, std::ostream &outStream=std::cout, const int numSteps=ROL_NUM_CHECKDERIV_STEPS, const int order=1) |
Finite-difference gradient check. More... | |
virtual std::vector < std::vector< Real > > | checkGradient (const Vector< Real > &x, const Vector< Real > &d, const std::vector< Real > &steps, const bool printToStream=true, std::ostream &outStream=std::cout, const int order=1) |
Finite-difference gradient check with specified step sizes. More... | |
virtual std::vector < std::vector< Real > > | checkGradient (const Vector< Real > &x, const Vector< Real > &g, const Vector< Real > &d, const std::vector< Real > &steps, const bool printToStream=true, std::ostream &outStream=std::cout, const int order=1) |
Finite-difference gradient check with specified step sizes. More... | |
virtual std::vector < std::vector< Real > > | checkHessVec (const Vector< Real > &x, const Vector< Real > &v, const bool printToStream=true, std::ostream &outStream=std::cout, const int numSteps=ROL_NUM_CHECKDERIV_STEPS, const int order=1) |
Finite-difference Hessian-applied-to-vector check. More... | |
virtual std::vector < std::vector< Real > > | checkHessVec (const Vector< Real > &x, const Vector< Real > &hv, const Vector< Real > &v, const bool printToStream=true, std::ostream &outStream=std::cout, const int numSteps=ROL_NUM_CHECKDERIV_STEPS, const int order=1) |
Finite-difference Hessian-applied-to-vector check. More... | |
virtual std::vector < std::vector< Real > > | checkHessVec (const Vector< Real > &x, const Vector< Real > &v, const std::vector< Real > &steps, const bool printToStream=true, std::ostream &outStream=std::cout, const int order=1) |
Finite-difference Hessian-applied-to-vector check with specified step sizes. More... | |
virtual std::vector < std::vector< Real > > | checkHessVec (const Vector< Real > &x, const Vector< Real > &hv, const Vector< Real > &v, const std::vector< Real > &steps, const bool printToStream=true, std::ostream &outStream=std::cout, const int order=1) |
Finite-difference Hessian-applied-to-vector check with specified step sizes. More... | |
virtual std::vector< Real > | checkHessSym (const Vector< Real > &x, const Vector< Real > &v, const Vector< Real > &w, const bool printToStream=true, std::ostream &outStream=std::cout) |
Hessian symmetry check. More... | |
virtual std::vector< Real > | checkHessSym (const Vector< Real > &x, const Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &w, const bool printToStream=true, std::ostream &outStream=std::cout) |
Hessian symmetry check. More... | |
virtual void | setParameter (const std::vector< Real > ¶m) |
Private Attributes | |
int | HessianApprox_ |
Ptr< Vector< Real > > | Tv_ |
Ptr< Vector< Real > > | w_ |
Ptr< Vector< Real > > | v_ |
Ptr< Vector< Real > > | wg_ |
Ptr< Vector< Real > > | vg_ |
Ptr< Vector< Real > > | xzeros_ |
Ptr< Vector< Real > > | czeros_ |
Additional Inherited Members | |
Protected Member Functions inherited from ROL::FletcherBase< Real > | |
void | objValue (const Vector< Real > &x, Real &tol) |
void | objGrad (const Vector< Real > &x, Real &tol) |
void | conValue (const Vector< Real > &x, Real &tol) |
Protected Member Functions inherited from ROL::Objective< Real > | |
const std::vector< Real > | getParameter (void) const |
Protected Attributes inherited from ROL::FletcherBase< Real > | |
const Ptr< Objective< Real > > | obj_ |
const Ptr< Constraint< Real > > | con_ |
Real | penaltyParameter_ |
Real | quadPenaltyParameter_ |
int | nfval_ |
int | ngval_ |
int | ncval_ |
Real | fPhi_ |
Ptr< Vector< Real > > | gPhi_ |
Ptr< Vector< Real > > | y_ |
Real | fval_ |
Ptr< Vector< Real > > | g_ |
Ptr< Vector< Real > > | c_ |
Ptr< Vector< Real > > | scaledc_ |
Ptr< Vector< Real > > | gL_ |
Real | cnorm_ |
bool | isValueComputed_ |
bool | isGradientComputed_ |
bool | isMultiplierComputed_ |
bool | isObjValueComputed_ |
bool | isObjGradComputed_ |
bool | isConValueComputed_ |
Real | multSolverError_ |
Real | gradSolveError_ |
Real | delta_ |
bool | useInexact_ |
Ptr< Krylov< Real > > | krylov_ |
int | iterKrylov_ |
int | flagKrylov_ |
Ptr< Vector< Real > > | v1_ |
Ptr< Vector< Real > > | v2_ |
Ptr< PartitionedVector< Real > > | vv_ |
Ptr< Vector< Real > > | b1_ |
Ptr< Vector< Real > > | b2_ |
Ptr< PartitionedVector< Real > > | bb_ |
Ptr< Vector< Real > > | w1_ |
Ptr< Vector< Real > > | w2_ |
Ptr< PartitionedVector< Real > > | ww_ |
Definition at line 26 of file ROL_Fletcher.hpp.
|
inline |
Definition at line 138 of file ROL_Fletcher.hpp.
References ROL::FletcherBase< Real >::b1_, ROL::FletcherBase< Real >::b2_, ROL::FletcherBase< Real >::bb_, ROL::FletcherBase< Real >::c_, ROL::Vector< Real >::clone(), ROL::Fletcher< Real >::czeros_, ROL::FletcherBase< Real >::delta_, ROL::Vector< Real >::dual(), ROL::FletcherBase< Real >::g_, ROL::FletcherBase< Real >::gL_, ROL::FletcherBase< Real >::gPhi_, ROL::Fletcher< Real >::HessianApprox_, ROL::FletcherBase< Real >::krylov_, ROL::FletcherBase< Real >::penaltyParameter_, ROL::FletcherBase< Real >::quadPenaltyParameter_, ROL::FletcherBase< Real >::scaledc_, ROL::Fletcher< Real >::Tv_, ROL::FletcherBase< Real >::useInexact_, ROL::FletcherBase< Real >::v1_, ROL::FletcherBase< Real >::v2_, ROL::Fletcher< Real >::v_, ROL::Fletcher< Real >::vg_, ROL::FletcherBase< Real >::vv_, ROL::FletcherBase< Real >::w1_, ROL::FletcherBase< Real >::w2_, ROL::Fletcher< Real >::w_, ROL::Fletcher< Real >::wg_, ROL::FletcherBase< Real >::ww_, ROL::Fletcher< Real >::xzeros_, and ROL::FletcherBase< Real >::y_.
|
inlinevirtual |
Update objective function.
This function updates the objective function at new iterations.
[in] | x | is the new iterate. |
[in] | flag | is true if the iterate has changed. |
[in] | iter | is the outer algorithm iterations count. |
Reimplemented from ROL::Objective< Real >.
Definition at line 194 of file ROL_Fletcher.hpp.
References ROL::FletcherBase< Real >::con_, ROL::FletcherBase< Real >::isConValueComputed_, ROL::FletcherBase< Real >::isGradientComputed_, ROL::FletcherBase< Real >::isMultiplierComputed_, ROL::FletcherBase< Real >::isObjGradComputed_, ROL::FletcherBase< Real >::isObjValueComputed_, ROL::FletcherBase< Real >::isValueComputed_, and ROL::FletcherBase< Real >::obj_.
|
inlinevirtual |
Compute value.
This function returns the objective function value.
[in] | x | is the current iterate. |
[in] | tol | is a tolerance for inexact objective function computation. |
Implements ROL::Objective< Real >.
Definition at line 205 of file ROL_Fletcher.hpp.
References ROL::FletcherBase< Real >::c_, ROL::FletcherBase< Real >::cnorm_, ROL::Fletcher< Real >::computeMultipliers(), ROL::FletcherBase< Real >::fPhi_, ROL::FletcherBase< Real >::fval_, ROL::FletcherBase< Real >::isValueComputed_, ROL::FletcherBase< Real >::multSolverError_, ROL::FletcherBase< Real >::objValue(), ROL::FletcherBase< Real >::quadPenaltyParameter_, ROL::FletcherBase< Real >::y_, and zero.
|
inlinevirtual |
Compute gradient.
This function returns the objective function gradient.
[out] | g | is the gradient. |
[in] | x | is the current iterate. |
[in] | tol | is a tolerance for inexact objective function computation. |
The default implementation is a finite-difference approximation based on the function value. This requires the definition of a basis \(\{\phi_i\}\) for the optimization vectors x and the definition of a basis \(\{\psi_j\}\) for the dual optimization vectors (gradient vectors g). The bases must be related through the Riesz map, i.e., \( R \{\phi_i\} = \{\psi_j\}\), and this must be reflected in the implementation of the ROL::Vector::dual() method.
Reimplemented from ROL::Objective< Real >.
Definition at line 233 of file ROL_Fletcher.hpp.
References ROL::FletcherBase< Real >::c_, ROL::Fletcher< Real >::computeMultipliers(), ROL::FletcherBase< Real >::con_, ROL::FletcherBase< Real >::gL_, ROL::FletcherBase< Real >::gPhi_, ROL::FletcherBase< Real >::gradSolveError_, ROL::FletcherBase< Real >::isGradientComputed_, ROL::FletcherBase< Real >::multSolverError_, ROL::FletcherBase< Real >::obj_, ROL::FletcherBase< Real >::penaltyParameter_, ROL::FletcherBase< Real >::quadPenaltyParameter_, ROL::Vector< Real >::set(), ROL::Fletcher< Real >::solveAugmentedSystem(), ROL::Fletcher< Real >::Tv_, ROL::Fletcher< Real >::vg_, ROL::Fletcher< Real >::wg_, ROL::Fletcher< Real >::xzeros_, ROL::FletcherBase< Real >::y_, and zero.
|
inlinevirtual |
Apply Hessian approximation to vector.
This function applies the Hessian of the objective function to the vector \(v\).
[out] | hv | is the the action of the Hessian on \(v\). |
[in] | v | is the direction vector. |
[in] | x | is the current iterate. |
[in] | tol | is a tolerance for inexact objective function computation. |
Reimplemented from ROL::Objective< Real >.
Definition at line 276 of file ROL_Fletcher.hpp.
References ROL::Vector< Real >::axpy(), ROL::FletcherBase< Real >::b2_, ROL::FletcherBase< Real >::c_, ROL::Fletcher< Real >::computeMultipliers(), ROL::FletcherBase< Real >::con_, ROL::Fletcher< Real >::czeros_, ROL::FletcherBase< Real >::isMultiplierComputed_, ROL::FletcherBase< Real >::obj_, ROL::FletcherBase< Real >::penaltyParameter_, ROL::Vector< Real >::plus(), ROL::FletcherBase< Real >::quadPenaltyParameter_, ROL::Vector< Real >::scale(), ROL::Fletcher< Real >::solveAugmentedSystem(), ROL::Fletcher< Real >::Tv_, ROL::FletcherBase< Real >::useInexact_, ROL::Fletcher< Real >::v_, ROL::Fletcher< Real >::w_, ROL::FletcherBase< Real >::y_, and zero.
|
inline |
Definition at line 323 of file ROL_Fletcher.hpp.
References ROL::FletcherBase< Real >::b1_, ROL::FletcherBase< Real >::b2_, ROL::FletcherBase< Real >::bb_, ROL::FletcherBase< Real >::con_, ROL::FletcherBase< Real >::delta_, ROL::FletcherBase< Real >::flagKrylov_, ROL::FletcherBase< Real >::iterKrylov_, ROL::FletcherBase< Real >::krylov_, ROL::Vector< Real >::plus(), ROL::Vector< Real >::set(), ROL::FletcherBase< Real >::useInexact_, ROL::FletcherBase< Real >::v1_, ROL::FletcherBase< Real >::v2_, ROL::FletcherBase< Real >::vv_, ROL::FletcherBase< Real >::w1_, ROL::FletcherBase< Real >::w2_, and ROL::FletcherBase< Real >::ww_.
Referenced by ROL::Fletcher< Real >::computeMultipliers(), ROL::Fletcher< Real >::gradient(), and ROL::Fletcher< Real >::hessVec().
|
inlinevirtual |
Reimplemented from ROL::FletcherBase< Real >.
Definition at line 370 of file ROL_Fletcher.hpp.
References ROL::FletcherBase< Real >::c_, ROL::FletcherBase< Real >::cnorm_, ROL::FletcherBase< Real >::conValue(), ROL::FletcherBase< Real >::g_, ROL::FletcherBase< Real >::gL_, ROL::FletcherBase< Real >::isMultiplierComputed_, ROL::FletcherBase< Real >::multSolverError_, ROL::FletcherBase< Real >::objGrad(), ROL::FletcherBase< Real >::scaledc_, ROL::Fletcher< Real >::solveAugmentedSystem(), and ROL::FletcherBase< Real >::y_.
Referenced by ROL::Fletcher< Real >::gradient(), ROL::Fletcher< Real >::hessVec(), and ROL::Fletcher< Real >::value().
|
private |
Definition at line 62 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher().
|
private |
Definition at line 65 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), ROL::Fletcher< Real >::gradient(), and ROL::Fletcher< Real >::hessVec().
|
private |
Definition at line 66 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), and ROL::Fletcher< Real >::hessVec().
|
private |
Definition at line 67 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), and ROL::Fletcher< Real >::hessVec().
|
private |
Definition at line 68 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), and ROL::Fletcher< Real >::gradient().
|
private |
Definition at line 69 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), and ROL::Fletcher< Real >::gradient().
|
private |
Definition at line 71 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), and ROL::Fletcher< Real >::gradient().
|
private |
Definition at line 72 of file ROL_Fletcher.hpp.
Referenced by ROL::Fletcher< Real >::Fletcher(), and ROL::Fletcher< Real >::hessVec().