From 492fc9d5677bad71986ff437c62f17a28d7b5996 Mon Sep 17 00:00:00 2001 From: astrojhgu Date: Thu, 3 Jun 2010 15:30:28 +0000 Subject: git-svn-id: file:///home/svn/opt_utilities@117 ed2142bd-67ad-457f-ba7c-d818d4011675 --- math/num_diff.hpp | 115 ++++++++++++++++++++++++++++++++++++++++++++++ math/vector_operation.hpp | 18 ++++++++ 2 files changed, 133 insertions(+) create mode 100644 math/num_diff.hpp create mode 100644 math/vector_operation.hpp diff --git a/math/num_diff.hpp b/math/num_diff.hpp new file mode 100644 index 0000000..27a1674 --- /dev/null +++ b/math/num_diff.hpp @@ -0,0 +1,115 @@ +/** + \file num_diff.hpp + */ + + +#ifndef NUMDIFF_HPP +#define NUMDIFF_HPP +#define OPT_HEADER +#include +#include +#include +#include +#include + +namespace opt_utilities +{ + + /** + \brief differentiable function + \tparam rT the return type + \tparam the parameter type + */ + template + class dfunc_obj + :public func_obj + { + private: + virtual pT do_diff(const pT& p)=0; + + public: + /** + calculate the differentiation + \param p the self-var + \return the gradient at p + */ + pT diff(const pT& p) + { + return do_diff(p); + } + }; + + + /** + When trying to diff an object function, when it is not differentiable, + this exception will be thrown. + */ + class underivable + :public opt_exception + { + public: + underivable() + :opt_exception("underivable") + {} + }; + + /** + calculate the numerical differential of a func_obj + */ + template + pT numdiff(func_obj& f,const pT& p) + { + rT ep=std::sqrt(std::numeric_limits::epsilon()); + + pT result; + resize(result,get_size(p)); + pT p2; + resize(p2,get_size(p)); + pT p1; + resize(p1,get_size(p)); + + for(size_t i=0;i::element_type h= + std::max(get_element(p,i),rT(1))*ep; + + set_element(p2,i,get_element(p,i)+h); + set_element(p1,i,get_element(p,i)-h); + + rT v2=f(p2); + rT v1=f(p1); + set_element(result,i, + (v2-v1)/h/2 + ); + set_element(p2,i,get_element(p,i)); + set_element(p1,i,get_element(p,i)); + } + return result; + } + + + /** + Help function to calculate the gradient of an objection function + func_obj, whether it is differentiable or not. If it is differentiable, + the gradient will be calculated by calling the diff member in the func_obj, + or a numerical calculation will be performed. + */ + template + pT diff(func_obj& f,const pT& p) + { + dfunc_obj* pdf=dynamic_cast*>(&f); + if(pdf) + { + return pdf->diff(p); + } + return numdiff(f,p); + + } +} + +#endif diff --git a/math/vector_operation.hpp b/math/vector_operation.hpp new file mode 100644 index 0000000..481fdef --- /dev/null +++ b/math/vector_operation.hpp @@ -0,0 +1,18 @@ +#ifndef VECTOR_OPERATION_HPP +#define VECTOR_OPERATION_HPP +#include + +template +typename element_type_trait::element_type +inner_product(const pT& v1,const pT& v2) +{ + typename element_type_trait::element_type result; + for(int i=0;i