ROL
ROL_Gumbel.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_GUMBEL_HPP
45 #define ROL_GUMBEL_HPP
46 
47 #include "ROL_Distribution.hpp"
48 #include "ROL_ParameterList.hpp"
49 
50 namespace ROL {
51 
52 template<class Real>
53 class Gumbel : public Distribution<Real> {
54 private:
55  Real loc_;
56  Real scale_;
57 
58  void checkInputs(const Real loc, const Real scale) const {
59  if (scale <= static_cast<Real>(0)) {
60  throw Exception::NotImplemented(">>> (Gumbel::Gumbel): Scale must be greater than zero!");
61  }
62  }
63 
64 public:
65  Gumbel(const Real loc = 0., const Real scale = 1.)
66  : loc_(loc), scale_(scale) {
68  }
69 
70  Gumbel(ROL::ParameterList &parlist) {
71  loc_ = parlist.sublist("SOL").sublist("Distribution").sublist("Gumbel").get("Location",0.);
72  scale_ = parlist.sublist("SOL").sublist("Distribution").sublist("Gumbel").get("Scale",1.);
74  }
75 
76  Real evaluatePDF(const Real input) const {
77  Real z = (x-loc_)/scale_;
78  return std::exp(-(z+exp(-z)))/scale_;
79  }
80 
81  Real evaluateCDF(const Real input) const {
82  Real z = (x-loc_)/scale_;
83  return std::exp(-std::exp(-z));
84  }
85 
86  Real integrateCDF(const Real input) const {
87  throw Exception::NotImplemented(">>> (Gumbel::integrateCDF): Not implemented!");
88  return static_cast<Real>(0);
89  }
90 
91  Real invertCDF(const Real input) const {
92  return loc_ - scale_*std::log(-std::log(input));
93  }
94 
95  Real moment(const size_t m) const {
96  Real val(0), gamma(0.57721566490153286);
97  if (m==1) {
98  val = loc_+scale_*gamma;
99  }
100  else if (m==2) {
101  Real pi(M_PI), six(6);
102  val = std::pow(scale_*pi,2)/six + std::pow(loc_+scale_*gamma,2);
103  }
104  else {
105  throw Exception::NotImplemented(">>> (Gumbel::moment): Moment is only implemented for m=1,2!");
106  }
107  return val;
108  }
109 
110  Real lowerBound(void) const {
111  return ROL_NINF<Real>();
112  }
113 
114  Real upperBound(void) const {
115  return ROL_INF<Real>();
116  }
117 
118  void test(std::ostream &outStream = std::cout ) const {
119  size_t size = 3;
120  std::vector<Real> X(size,0.);
121  std::vector<int> T(size,0);
122  X[0] = loc_-4.0*(Real)rand()/(Real)RAND_MAX;
123  T[0] = 0;
124  X[1] = loc_;
125  T[1] = 1;
126  X[2] = loc_+4.0*(Real)rand()/(Real)RAND_MAX;
127  T[2] = 0;
128  Distribution<Real>::test(X,T,outStream);
129  }
130 };
131 
132 }
133 
134 #endif
Real lowerBound(void) const
Definition: ROL_Gumbel.hpp:110
Gumbel(const Real loc=0., const Real scale=1.)
Definition: ROL_Gumbel.hpp:65
Real evaluateCDF(const Real input) const
Definition: ROL_Gumbel.hpp:81
Real integrateCDF(const Real input) const
Definition: ROL_Gumbel.hpp:86
Real invertCDF(const Real input) const
Definition: ROL_Gumbel.hpp:91
virtual void test(std::ostream &outStream=std::cout) const
Real evaluatePDF(const Real input) const
Definition: ROL_Gumbel.hpp:76
Real moment(const size_t m) const
Definition: ROL_Gumbel.hpp:95
void checkInputs(const Real loc, const Real scale) const
Definition: ROL_Gumbel.hpp:58
void test(std::ostream &outStream=std::cout) const
Definition: ROL_Gumbel.hpp:118
Real upperBound(void) const
Definition: ROL_Gumbel.hpp:114
Gumbel(ROL::ParameterList &parlist)
Definition: ROL_Gumbel.hpp:70