ROL
ROL_CauchyPoint_U.hpp
Go to the documentation of this file.
1 // @HEADER
2 // ************************************************************************
3 //
4 // Rapid Optimization Library (ROL) Package
5 // Copyright (2014) Sandia Corporation
6 //
7 // Under terms of Contract DE-AC04-94AL85000, there is a non-exclusive
8 // license for use of this work by or on behalf of the U.S. Government.
9 //
10 // Redistribution and use in source and binary forms, with or without
11 // modification, are permitted provided that the following conditions are
12 // met:
13 //
14 // 1. Redistributions of source code must retain the above copyright
15 // notice, this list of conditions and the following disclaimer.
16 //
17 // 2. Redistributions in binary form must reproduce the above copyright
18 // notice, this list of conditions and the following disclaimer in the
19 // documentation and/or other materials provided with the distribution.
20 //
21 // 3. Neither the name of the Corporation nor the names of the
22 // contributors may be used to endorse or promote products derived from
23 // this software without specific prior written permission.
24 //
25 // THIS SOFTWARE IS PROVIDED BY SANDIA CORPORATION "AS IS" AND ANY
26 // EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
27 // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
28 // PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL SANDIA CORPORATION OR THE
29 // CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
30 // EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
31 // PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
32 // PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
33 // LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
34 // NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
35 // SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
36 //
37 // Questions? Contact lead developers:
38 // Drew Kouri (dpkouri@sandia.gov) and
39 // Denis Ridzal (dridzal@sandia.gov)
40 //
41 // ************************************************************************
42 // @HEADER
43 
44 #ifndef ROL_CAUCHYPOINT_U_H
45 #define ROL_CAUCHYPOINT_U_H
46 
51 #include "ROL_TrustRegion_U.hpp"
52 #include "ROL_Types.hpp"
53 
54 namespace ROL {
55 
56 template<class Real>
57 class CauchyPoint_U : public TrustRegion_U<Real> {
58 private:
59 
60  Ptr<Vector<Real>> dual_;
61 
62 public:
63 
65 
66  void initialize(const Vector<Real> &x, const Vector<Real> &g) {
67  dual_ = g.clone();
68  }
69 
70  void solve( Vector<Real> &s, Real &snorm, Real &pRed,
71  int &iflag, int &iter, const Real del,
72  TrustRegionModel_U<Real> &model) {
73  const Real zero(0), half(0.5);
74  Real tol = std::sqrt(ROL_EPSILON<Real>());
75  // Set step to (projected) gradient
76  s.set(model.getGradient()->dual());
77  // Apply (reduced) Hessian to (projected) gradient
78  model.hessVec(*dual_,s,s,tol);
79  Real gnorm = s.norm();
80  Real gnorm2 = gnorm*gnorm;
81  //Real gBg = dual_->dot(s.dual());
82  Real gBg = dual_->apply(s);
83  Real alpha = gnorm2/gBg;
84  if ( alpha*gnorm >= del || gBg <= zero ) {
85  alpha = del/gnorm;
86  }
87  s.scale(-alpha);
88  snorm = alpha*gnorm;
89  iflag = 0;
90  iter = 0;
91  pRed = alpha*(gnorm2 - half*alpha*gBg);
92  }
93 };
94 
95 } // namespace ROL
96 
97 #endif
virtual void scale(const Real alpha)=0
Compute where .
virtual ROL::Ptr< Vector > clone() const =0
Clone to make a new (uninitialized) vector.
Contains definitions of custom data types in ROL.
Defines the linear algebra or vector space interface.
Definition: ROL_Vector.hpp:80
Objective_SerialSimOpt(const Ptr< Obj > &obj, const V &ui) z0_ zero()
virtual void hessVec(Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &s, Real &tol) override
Apply Hessian approximation to vector.
Provides the interface to evaluate trust-region model functions.
virtual const Ptr< const Vector< Real > > getGradient(void) const
void initialize(const Vector< Real > &x, const Vector< Real > &g)
Provides interface for the Cauchy point trust-region subproblem solver.
Provides interface for and implements trust-region subproblem solvers.
Ptr< Vector< Real > > dual_
virtual void set(const Vector &x)
Set where .
Definition: ROL_Vector.hpp:209
virtual Real norm() const =0
Returns where .
void solve(Vector< Real > &s, Real &snorm, Real &pRed, int &iflag, int &iter, const Real del, TrustRegionModel_U< Real > &model)