ROL
ROL_BackTracking_U.hpp
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43 
44 #ifndef ROL_BACKTRACKING_U_H
45 #define ROL_BACKTRACKING_U_H
46 
47 #include "ROL_LineSearch_U.hpp"
48 
53 namespace ROL {
54 
55 template<typename Real>
56 class BackTracking_U : public LineSearch_U<Real> {
57 private:
58  Real rho_;
59  Ptr<Vector<Real>> xnew_;
60 
63 
64 public:
65 
66  BackTracking_U(ParameterList &parlist) : LineSearch_U<Real>(parlist) {
67  const Real half(0.5);
68  rho_ = parlist.sublist("Step").sublist("Line Search").sublist("Line-Search Method").get("Backtracking Rate",half);
69  }
70 
71  void initialize(const Vector<Real> &x, const Vector<Real> &g) override {
73  xnew_ = x.clone();
74  }
75 
76  void run( Real &alpha, Real &fval, int &ls_neval, int &ls_ngrad,
77  const Real &gs, const Vector<Real> &s, const Vector<Real> &x,
78  Objective<Real> &obj ) override {
79  Real tol = std::sqrt(ROL_EPSILON<Real>());
80  ls_neval = 0;
81  ls_ngrad = 0;
82  // Get initial line search parameter
83  alpha = getInitialAlpha(ls_neval,ls_ngrad,fval,gs,x,s,obj);
84  // Update iterate
85  xnew_->set(x); xnew_->axpy(alpha,s);
86  // Get objective value at xnew
87  Real fold = fval;
89  fval = obj.value(*xnew_,tol);
90  ls_neval++;
91  // Perform backtracking
92  while ( !status(LINESEARCH_U_BACKTRACKING,ls_neval,ls_ngrad,alpha,fold,gs,fval,*xnew_,s,obj) ) {
93  alpha *= rho_;
94  // Update iterate
95  xnew_->set(x); xnew_->axpy(alpha,s);
96  // Get objective value at xnew
98  fval = obj.value(*xnew_,tol);
99  ls_neval++;
100  }
101  }
102 }; // class ROL::BackTracking_U
103 
104 } // namespace ROL
105 
106 #endif
Provides interface for and implements line searches.
virtual void initialize(const Vector< Real > &x, const Vector< Real > &g)
Provides the interface to evaluate objective functions.
virtual ROL::Ptr< Vector > clone() const =0
Clone to make a new (uninitialized) vector.
virtual bool status(const ELineSearchU type, int &ls_neval, int &ls_ngrad, const Real alpha, const Real fold, const Real sgold, const Real fnew, const Vector< Real > &x, const Vector< Real > &s, Objective< Real > &obj)
virtual Real value(const Vector< Real > &x, Real &tol)=0
Compute value.
Ptr< Vector< Real > > xnew_
Defines the linear algebra or vector space interface.
Definition: ROL_Vector.hpp:80
virtual Real getInitialAlpha(int &ls_neval, int &ls_ngrad, const Real fval, const Real gs, const Vector< Real > &x, const Vector< Real > &s, Objective< Real > &obj)
virtual void update(const Vector< Real > &x, UpdateType type, int iter=-1)
Update objective function.
void run(Real &alpha, Real &fval, int &ls_neval, int &ls_ngrad, const Real &gs, const Vector< Real > &s, const Vector< Real > &x, Objective< Real > &obj) override
void initialize(const Vector< Real > &x, const Vector< Real > &g) override
BackTracking_U(ParameterList &parlist)
Implements a simple back tracking line search.