ROL
ROL_QuasiNewton_U.hpp
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43 
44 #ifndef ROL_QUASINEWTON_U_H
45 #define ROL_QUASINEWTON_U_H
46 
48 
49 #include "ROL_Types.hpp"
50 #include "ROL_SecantFactory.hpp"
51 
58 namespace ROL {
59 
60 template<typename Real>
61 class QuasiNewton_U : public DescentDirection_U<Real> {
62 private:
63 
64  Ptr<Secant<Real>> secant_;
66  std::string secantName_;
67 
68 public:
69 
79  QuasiNewton_U( ParameterList &parlist,
80  const Ptr<Secant<Real>> &secant = nullPtr)
81  : secant_(secant), esec_(SECANT_USERDEFINED) {
82  // Initialize secant object
83  if ( secant == nullPtr ) {
84  secantName_ = parlist.sublist("General").sublist("Secant").get("Type","Limited-Memory BFGS");
86  secant_ = SecantFactory<Real>(parlist);
87  }
88  else {
89  secantName_ = parlist.sublist("General").sublist("Secant").get("User Defined Secant Name",
90  "Unspecified User Defined Secant Method");
91  }
92  }
93 
94  void compute( Vector<Real> &s, Real &snorm, Real &sdotg, int &iter, int &flag,
95  const Vector<Real> &x, const Vector<Real> &g, Objective<Real> &obj) override {
96  secant_->applyH(s,g);
97  //sdotg = -s.dot(g.dual());
98  sdotg = -s.apply(g);
99  if (sdotg >= static_cast<Real>(0)) {
100  s.set(g.dual());
101  //sdotg = -s.dot(g.dual());
102  sdotg = -s.apply(g);
103  }
104  s.scale(static_cast<Real>(-1));
105  snorm = s.norm();
106  iter = 0;
107  flag = 0;
108  }
109 
110  void update(const Vector<Real> &x, const Vector<Real> &s,
111  const Vector<Real> &gold, const Vector<Real> &gnew,
112  const Real snorm, const int iter) override {
113  // Update Secant Information
114  secant_->updateStorage(x,gnew,gold,s,snorm,iter+1);
115  }
116 
117  std::string printName(void) const override {
118  std::stringstream name;
119  name << "Quasi-Newton Method with " << secantName_;
120  return name.str();
121  }
122 }; // class ROL::QuasiNewton_U
123 
124 } // namespace ROL
125 
126 #endif
Provides the interface to evaluate objective functions.
virtual const Vector & dual() const
Return dual representation of , for example, the result of applying a Riesz map, or change of basis...
Definition: ROL_Vector.hpp:226
virtual void scale(const Real alpha)=0
Compute where .
virtual Real apply(const Vector< Real > &x) const
Apply to a dual vector. This is equivalent to the call .
Definition: ROL_Vector.hpp:238
std::string secantName_
Secant name.
Contains definitions of custom data types in ROL.
ESecant esec_
Secant type.
ESecant StringToESecant(std::string s)
Definition: ROL_Types.hpp:543
Defines the linear algebra or vector space interface.
Definition: ROL_Vector.hpp:80
Ptr< Secant< Real > > secant_
Secant object (used for quasi-Newton)
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
ESecant
Enumeration of secant update algorithms.
Definition: ROL_Types.hpp:486
std::string printName(void) const override
QuasiNewton_U(ParameterList &parlist, const Ptr< Secant< Real >> &secant=nullPtr)
Constructor.
Provides interface for and implements limited-memory secant operators.
Definition: ROL_Secant.hpp:79
virtual void set(const Vector &x)
Set where .
Definition: ROL_Vector.hpp:209
virtual Real norm() const =0
Returns where .
Provides the interface to compute unconstrained optimization steps for line search.
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
Provides the interface to compute optimization steps with a secant method.