| 1 | /*
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| 2 | * FunctionModel.hpp
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| 3 | *
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| 4 | * Created on: 02.10.2012
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| 5 | * Author: heber
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| 6 | */
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| 7 |
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| 8 | #ifndef FUNCTIONMODEL_HPP_
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| 9 | #define FUNCTIONMODEL_HPP_
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| 10 |
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| 11 | // include config.h
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| 12 | #ifdef HAVE_CONFIG_H
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| 13 | #include <config.h>
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| 14 | #endif
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| 15 |
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| 16 | #include <vector>
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| 17 |
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| 18 | #include "FunctionApproximation/FunctionArgument.hpp"
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| 19 |
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| 20 | /** This class represents the interface for a given function to model a
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| 21 | * high-dimensional data set in FunctionApproximation.
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| 22 | *
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| 23 | * As the parameters may be stored differently, the interface functions for
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| 24 | * getting and setting them are as light-weight (and not speed-optimized)
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| 25 | * as possible.
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| 26 | *
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| 27 | */
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| 28 | class FunctionModel
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| 29 | {
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| 30 | public:
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| 31 | //!> typedef for a single parameter degree of freedom of the function
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| 32 | typedef double parameter_t;
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| 33 | //!> typedef for the whole set of parameters of the function
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| 34 | typedef std::vector<parameter_t> parameters_t;
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| 35 | //!> typedef for the argument vector as input to the function
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| 36 | typedef std::vector<argument_t> arguments_t;
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| 37 | //!> typedef for a single result degree of freedom
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| 38 | typedef double result_t;
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| 39 | //!> typedef for the result vector as returned by the function
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| 40 | typedef std::vector<result_t> results_t;
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| 41 | public:
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| 42 | FunctionModel() {}
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| 43 | virtual ~FunctionModel() {}
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| 44 |
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| 45 | /** Setter for the parameters of the model function.
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| 46 | *
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| 47 | * \param params set of parameters to set
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| 48 | */
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| 49 | virtual void setParameters(const parameters_t ¶ms)=0;
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| 50 |
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| 51 | /** Getter for the parameters of this model function.
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| 52 | *
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| 53 | * \return current set of parameters of the model function
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| 54 | */
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| 55 | virtual parameters_t getParameters() const=0;
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| 56 |
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| 57 | /** Getter for the number of parameters of this model function.
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| 58 | *
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| 59 | * \return number of parameters
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| 60 | */
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| 61 | virtual size_t getParameterDimension() const=0;
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| 62 |
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| 63 | /** Evaluates the function with the given \a arguments and the current set of
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| 64 | * parameters.
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| 65 | *
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| 66 | * \param arguments set of arguments as input variables to the function
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| 67 | * \return result of the function
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| 68 | */
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| 69 | virtual results_t operator()(const arguments_t &arguments) const=0;
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| 70 |
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| 71 | /** Evaluates the derivative of the function with the given \a arguments
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| 72 | * with respect to a specific parameter indicated by \a index.
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| 73 | *
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| 74 | * \param arguments set of arguments as input variables to the function
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| 75 | * \param index derivative of which parameter
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| 76 | * \return result vector containing the derivative with respect to the given
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| 77 | * input
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| 78 | */
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| 79 | virtual results_t parameter_derivative(const arguments_t &arguments, const size_t index) const=0;
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| 80 |
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| 81 | /** States whether lower and upper boundaries should be used to constraint
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| 82 | * the parameter search for this function model.
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| 83 | *
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| 84 | * \return true - constraints should be used, false - else
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| 85 | */
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| 86 | virtual bool isBoxConstraint() const=0;
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| 87 |
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| 88 | /** Returns a vector which are the lower boundaries for each parameter_t
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| 89 | * of this FunctionModel.
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| 90 | *
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| 91 | * \return vector of parameter_t resembling lowest allowed values
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| 92 | */
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| 93 | virtual parameters_t getLowerBoxConstraints() const=0;
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| 94 |
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| 95 | /** Returns a vector which are the upper boundaries for each parameter_t
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| 96 | * of this FunctionModel.
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| 97 | *
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| 98 | * \return vector of parameter_t resembling highest allowed values
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| 99 | */
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| 100 | virtual parameters_t getUpperBoxConstraints() const=0;
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| 101 | };
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| 102 |
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| 103 | #endif /* FUNCTIONMODEL_HPP_ */
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