ROL
ROL_StdObjective.hpp
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43 
44 #ifndef ROL_STDOBJECTIVE_H
45 #define ROL_STDOBJECTIVE_H
46 
47 #include "ROL_Objective.hpp"
48 #include "ROL_StdVector.hpp"
49 
57 namespace ROL {
58 
59 template <class Real>
60 class StdObjective : public virtual Objective<Real> {
61 private:
62  Real sgn(const Real x) const {
63  const Real zero(0), one(1);
64  return (x < zero ? -one : one);
65  }
66 
67 public:
68  virtual void update( const std::vector<Real> &x, bool flag = true, int iter = -1 ) {}
69 
71  void update( const Vector<Real> &x, bool flag = true, int iter = -1 ) {
72  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
73  update(*(xs.getVector()),flag,iter);
74  }
75 
76  virtual Real value( const std::vector<Real> &x, Real &tol ) = 0;
77 
79  Real value( const Vector<Real> &x, Real &tol ) {
80  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
81  return value(*(xs.getVector()),tol);
82  }
83 
84  virtual void gradient( std::vector<Real> &g, const std::vector<Real> &x, Real &tol ) {
85  const unsigned size = x.size();
86  std::vector<Real> y; y.assign(x.begin(),x.end());
87  const Real cbrteps = std::cbrt(ROL::ROL_EPSILON<Real>()), one(1);
88  Real h(1), xi(0);
89  const Real val = value(x,tol);
90  for (unsigned i = 0; i < size; ++i) {
91  xi = x[i];
92  h = cbrteps * std::max(std::abs(xi),one) * sgn(xi);
93  y[i] = xi + h;
94  h = y[i] - xi;
95  update(y);
96  g[i] = (value(y,tol) - val)/h;
97  y[i] = xi;
98  }
99  update(x);
100  }
101 
103  void gradient( Vector<Real> &g, const Vector<Real> &x, Real &tol ) {
104  StdVector<Real> gs = dynamic_cast<StdVector<Real>&>(g);
105  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
106  gradient(*(gs.getVector()),*(xs.getVector()),tol);
107  }
108 
109  virtual Real dirDeriv( const std::vector<Real> &x, const std::vector<Real> &d, Real &tol ) {
110  ROL_TEST_FOR_EXCEPTION(true, std::invalid_argument,
111  ">>> ERROR (ROL::StdObjective): dirDeriv not implemented!");
112  }
113 
115  Real dirDeriv( const Vector<Real> &x, const Vector<Real> &d, Real &tol ) {
116  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
117  const StdVector<Real> ds = dynamic_cast<const StdVector<Real>&>(d);
118  try {
119  return dirDeriv(*(xs.getVector()),*(ds.getVector()),tol);
120  }
121  catch (std::exception &e) {
122  return Objective<Real>::dirDeriv(x,d,tol);
123  }
124  }
125 
126  virtual void hessVec( std::vector<Real> &hv, const std::vector<Real> &v, const std::vector<Real> &x, Real &tol ) {
127  ROL_TEST_FOR_EXCEPTION(true, std::invalid_argument,
128  ">>> ERROR (ROL::StdObjective): hessVec not implemented!");
129  }
130 
132  void hessVec( Vector<Real> &hv, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
133  try {
134  StdVector<Real> hvs = dynamic_cast<StdVector<Real>&>(hv);
135  const StdVector<Real> vs = dynamic_cast<const StdVector<Real>&>(v);
136  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
137  hessVec(*(hvs.getVector()),*(vs.getVector()),*(xs.getVector()),tol);
138  }
139  catch (std::exception &e) {
140  Objective<Real>::hessVec(hv,v,x,tol);
141  }
142  }
143 
144  virtual void invHessVec( std::vector<Real> &hv, const std::vector<Real> &v, const std::vector<Real> &x, Real &tol ) {
145  ROL_TEST_FOR_EXCEPTION(true, std::invalid_argument,
146  ">>> ERROR (ROL::StdObjective): invHessVec not implemented!");
147  }
148 
150  void invHessVec( Vector<Real> &hv, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
151  StdVector<Real> hvs = dynamic_cast<StdVector<Real>&>(hv);
152  const StdVector<Real> vs = dynamic_cast<const StdVector<Real>&>(v);
153  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
154  invHessVec(*(hvs.getVector()),*(vs.getVector()),*(xs.getVector()),tol);
155  }
156 
157  virtual void precond( std::vector<Real> &Pv, const std::vector<Real> &v, const std::vector<Real> &x, Real &tol ) {
158  Pv.assign(v.begin(),v.end());
159  }
160 
162  void precond( Vector<Real> &Pv, const Vector<Real> &v, const Vector<Real> &x, Real &tol ) {
163  StdVector<Real> Pvs = dynamic_cast<StdVector<Real>&>(Pv);
164  const StdVector<Real> vs = dynamic_cast<const StdVector<Real>&>(v);
165  const StdVector<Real> xs = dynamic_cast<const StdVector<Real>&>(x);
166  precond(*(Pvs.getVector()),*(vs.getVector()),*(xs.getVector()),tol);
167  }
168 };
169 
170 } // namespace ROL
171 
172 #endif
virtual Real value(const std::vector< Real > &x, Real &tol)=0
Provides the interface to evaluate objective functions.
Real sgn(const Real x) const
void gradient(Vector< Real > &g, const Vector< Real > &x, Real &tol)
Compute gradient.
virtual Real dirDeriv(const Vector< Real > &x, const Vector< Real > &d, Real &tol)
Compute directional derivative.
virtual void hessVec(std::vector< Real > &hv, const std::vector< Real > &v, const std::vector< Real > &x, Real &tol)
virtual void hessVec(Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &x, Real &tol)
Apply Hessian approximation to vector.
Ptr< const std::vector< Element > > getVector() const
void hessVec(Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &x, Real &tol)
Apply Hessian approximation to vector.
virtual Real dirDeriv(const std::vector< Real > &x, const std::vector< Real > &d, Real &tol)
Defines the linear algebra or vector space interface.
Definition: ROL_Vector.hpp:80
Real dirDeriv(const Vector< Real > &x, const Vector< Real > &d, Real &tol)
Compute directional derivative.
Objective_SerialSimOpt(const Ptr< Obj > &obj, const V &ui) z0_ zero()
Real value(const Vector< Real > &x, Real &tol)
Compute value.
void update(const Vector< Real > &x, bool flag=true, int iter=-1)
Update objective function.
Specializes the ROL::Objective interface for objective functions that operate on ROL::StdVector&#39;s.
void invHessVec(Vector< Real > &hv, const Vector< Real > &v, const Vector< Real > &x, Real &tol)
Apply inverse Hessian approximation to vector.
void precond(Vector< Real > &Pv, const Vector< Real > &v, const Vector< Real > &x, Real &tol)
Apply preconditioner to vector.
virtual void precond(std::vector< Real > &Pv, const std::vector< Real > &v, const std::vector< Real > &x, Real &tol)
virtual void invHessVec(std::vector< Real > &hv, const std::vector< Real > &v, const std::vector< Real > &x, Real &tol)
virtual void update(const std::vector< Real > &x, bool flag=true, int iter=-1)
virtual void gradient(std::vector< Real > &g, const std::vector< Real > &x, Real &tol)