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FCNGradAdapter.h
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1// @(#)root/minuit2:$Id$
2// Author: L. Moneta 10/2006
3
4/**********************************************************************
5 * *
6 * Copyright (c) 2006 ROOT Foundation, CERN/PH-SFT *
7 * *
8 **********************************************************************/
9
10#ifndef ROOT_Minuit2_FCNGradAdapter
11#define ROOT_Minuit2_FCNGradAdapter
12
14#include "Minuit2/MnPrint.h"
15
16#include <vector>
17#include <functional>
18
19namespace ROOT {
20
21namespace Minuit2 {
22
23/**
24
25
26template wrapped class for adapting to FCNBase signature a IGradFunction
27
28@author Lorenzo Moneta
29
30@ingroup Minuit
31
32*/
33
34template <class Function>
36
37public:
38 FCNGradAdapter(const Function &f, double up = 1.) : fFunc(f), fUp(up), fGrad(std::vector<double>(fFunc.NDim())) {}
39
40 ~FCNGradAdapter() override {}
41
42 double operator()(const std::vector<double> &v) const override { return fFunc.operator()(&v[0]); }
43 double operator()(const double *v) const { return fFunc.operator()(v); }
44
45 double Up() const override { return fUp; }
46
47 std::vector<double> Gradient(const std::vector<double> &v) const override
48 {
49 fFunc.Gradient(&v[0], &fGrad[0]);
50 return fGrad;
51 }
52 std::vector<double> GradientWithPrevResult(const std::vector<double> &v, double *previous_grad, double *previous_g2,
53 double *previous_gstep) const override
54 {
55 fFunc.GradientWithPrevResult(&v[0], &fGrad[0], previous_grad, previous_g2, previous_gstep);
56 return fGrad;
57 }
58 // forward interface
59 // virtual double operator()(int npar, double* params,int iflag = 4) const;
60 bool CheckGradient() const override { return false; }
61
63 if (fFunc.returnsInMinuit2ParameterSpace()) {
65 } else {
67 }
68 }
69
70 /// return second derivatives (diagonal of the Hessian matrix)
71 std::vector<double> G2(const std::vector<double> & x) const override {
72 if (fG2Func)
73 return fG2Func(x);
74 if (fHessianFunc) {
75 unsigned int n = fFunc.NDim();
76 if (fG2Vec.empty() ) fG2Vec.resize(n);
77 if (fHessian.empty() ) fHessian.resize(n*n);
78 fHessianFunc(x,fHessian.data());
79 if (!fHessian.empty()) {
80 // get diagonal element of h
81 for (unsigned int i = 0; i < n; i++)
82 fG2Vec[i] = fHessian[i*n+i];
83 }
84 else fG2Vec.clear();
85 }
86 else
87 if (!fG2Vec.empty()) fG2Vec.clear();
88 return fG2Vec;
89 }
90
91 /// compute Hessian. Return Hessian as a std::vector of size(n*n)
92 std::vector<double> Hessian(const std::vector<double> & x ) const override {
93 unsigned int n = fFunc.NDim();
94 if (fHessianFunc) {
95 if (fHessian.empty() ) fHessian.resize(n * n);
96 bool ret = fHessianFunc(x,fHessian.data());
97 if (!ret) {
98 fHessian.clear();
99 fHessianFunc = nullptr;
100 }
101 } else {
102 fHessian.clear();
103 }
104
105 return fHessian;
106 }
107
108 bool HasG2() const override {
109 return bool(fG2Func);
110 }
111 bool HasHessian() const override {
112 return bool(fHessianFunc);
113 }
114
115 template<class Func>
116 void SetG2Function(Func f) { fG2Func = f;}
117
118 template<class Func>
120
121private:
123 double fUp;
124 mutable std::vector<double> fGrad;
125 mutable std::vector<double> fHessian;
126 mutable std::vector<double> fG2Vec;
127
128 std::function<std::vector<double>(const std::vector<double> &)> fG2Func;
129 mutable std::function<bool(const std::vector<double> &, double *)> fHessianFunc;
130};
131
132} // end namespace Minuit2
133
134} // end namespace ROOT
135
136#endif // ROOT_Minuit2_FCNGradAdapter
#define f(i)
Definition RSha256.hxx:104
Double_t(* Function)(Double_t)
Definition Functor.C:4
template wrapped class for adapting to FCNBase signature a IGradFunction
double Up() const override
Error definition of the function.
FCNGradAdapter(const Function &f, double up=1.)
GradientParameterSpace gradParameterSpace() const override
double operator()(const double *v) const
std::function< std::vector< double >(const std::vector< double > &)> fG2Func
std::vector< double > Gradient(const std::vector< double > &v) const override
std::vector< double > Hessian(const std::vector< double > &x) const override
compute Hessian. Return Hessian as a std::vector of size(n*n)
std::vector< double > fG2Vec
bool CheckGradient() const override
std::function< bool(const std::vector< double > &, double *)> fHessianFunc
std::vector< double > GradientWithPrevResult(const std::vector< double > &v, double *previous_grad, double *previous_g2, double *previous_gstep) const override
bool HasG2() const override
double operator()(const std::vector< double > &v) const override
The meaning of the vector of parameters is of course defined by the user, who uses the values of thos...
bool HasHessian() const override
std::vector< double > G2(const std::vector< double > &x) const override
return second derivatives (diagonal of the Hessian matrix)
std::vector< double > fHessian
std::vector< double > fGrad
Double_t x[n]
Definition legend1.C:17
const Int_t n
Definition legend1.C:16
GradientParameterSpace
Extension of the FCNBase for providing the analytical Gradient of the function.
This file contains a specialised ROOT message handler to test for diagnostic in unit tests.