ROL
ROL_QuasiNewton_U.hpp
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1// @HEADER
2// *****************************************************************************
3// Rapid Optimization Library (ROL) Package
4//
5// Copyright 2014 NTESS and the ROL contributors.
6// SPDX-License-Identifier: BSD-3-Clause
7// *****************************************************************************
8// @HEADER
9
10#ifndef ROL_QUASINEWTON_U_H
11#define ROL_QUASINEWTON_U_H
12
14
15#include "ROL_Types.hpp"
16#include "ROL_SecantFactory.hpp"
17
24namespace ROL {
25
26template<typename Real>
27class QuasiNewton_U : public DescentDirection_U<Real> {
28private:
29
30 Ptr<Secant<Real>> secant_;
32 std::string secantName_;
33
34public:
35
45 QuasiNewton_U( ParameterList &parlist,
46 const Ptr<Secant<Real>> &secant = nullPtr)
47 : secant_(secant), esec_(SECANT_USERDEFINED) {
48 // Initialize secant object
49 if ( secant == nullPtr ) {
50 secantName_ = parlist.sublist("General").sublist("Secant").get("Type","Limited-Memory BFGS");
52 secant_ = SecantFactory<Real>(parlist);
53 }
54 else {
55 secantName_ = parlist.sublist("General").sublist("Secant").get("User Defined Secant Name",
56 "Unspecified User Defined Secant Method");
57 }
58 }
59
60 void compute( Vector<Real> &s, Real &snorm, Real &sdotg, int &iter, int &flag,
61 const Vector<Real> &x, const Vector<Real> &g, Objective<Real> &obj) override {
62 secant_->applyH(s,g);
63 //sdotg = -s.dot(g.dual());
64 sdotg = -s.apply(g);
65 if (sdotg >= static_cast<Real>(0)) {
66 s.set(g.dual());
67 //sdotg = -s.dot(g.dual());
68 sdotg = -s.apply(g);
69 }
70 s.scale(static_cast<Real>(-1));
71 snorm = s.norm();
72 iter = 0;
73 flag = 0;
74 }
75
76 void update(const Vector<Real> &x, const Vector<Real> &s,
77 const Vector<Real> &gold, const Vector<Real> &gnew,
78 const Real snorm, const int iter) override {
79 // Update Secant Information
80 secant_->updateStorage(x,gnew,gold,s,snorm,iter+1);
81 }
82
83 std::string printName(void) const override {
84 std::stringstream name;
85 name << "Quasi-Newton Method with " << secantName_;
86 return name.str();
87 }
88}; // class ROL::QuasiNewton_U
89
90} // namespace ROL
91
92#endif
Contains definitions of custom data types in ROL.
Provides the interface to compute unconstrained optimization steps for line search.
Provides the interface to evaluate objective functions.
Provides the interface to compute optimization steps with a secant method.
void update(const Vector< Real > &x, const Vector< Real > &s, const Vector< Real > &gold, const Vector< Real > &gnew, const Real snorm, const int iter) override
void compute(Vector< Real > &s, Real &snorm, Real &sdotg, int &iter, int &flag, const Vector< Real > &x, const Vector< Real > &g, Objective< Real > &obj) override
std::string printName(void) const override
QuasiNewton_U(ParameterList &parlist, const Ptr< Secant< Real > > &secant=nullPtr)
Constructor.
Ptr< Secant< Real > > secant_
Secant object (used for quasi-Newton)
std::string secantName_
Secant name.
ESecant esec_
Secant type.
Provides interface for and implements limited-memory secant operators.
Defines the linear algebra or vector space interface.
virtual Real apply(const Vector< Real > &x) const
Apply to a dual vector. This is equivalent to the call .
virtual Real norm() const =0
Returns where .
virtual void set(const Vector &x)
Set where .
virtual void scale(const Real alpha)=0
Compute where .
virtual const Vector & dual() const
Return dual representation of , for example, the result of applying a Riesz map, or change of basis,...
ESecant StringToESecant(std::string s)
@ SECANT_USERDEFINED