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242 lines
7.0 KiB
C++
242 lines
7.0 KiB
C++
/*=========================================================================
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Program: Visualization Toolkit
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Module: vtkAmoebaMinimizer.h
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Copyright (c) Ken Martin, Will Schroeder, Bill Lorensen
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All rights reserved.
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See Copyright.txt or http://www.kitware.com/Copyright.htm for details.
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This software is distributed WITHOUT ANY WARRANTY; without even
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the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
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PURPOSE. See the above copyright notice for more information.
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=========================================================================*/
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/**
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* @class vtkAmoebaMinimizer
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* @brief nonlinear optimization with a simplex
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*
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* vtkAmoebaMinimizer will modify a set of parameters in order to find
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* the minimum of a specified function. The method used is commonly
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* known as the amoeba method, it constructs an n-dimensional simplex
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* in parameter space (i.e. a tetrahedron if the number or parameters
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* is 3) and moves the vertices around parameter space until a local
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* minimum is found. The amoeba method is robust, reasonably efficient,
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* but is not guaranteed to find the global minimum if several local
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* minima exist.
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*/
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#ifndef vtkAmoebaMinimizer_h
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#define vtkAmoebaMinimizer_h
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#include "vtkCommonMathModule.h" // For export macro
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#include "vtkObject.h"
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class VTKCOMMONMATH_EXPORT vtkAmoebaMinimizer : public vtkObject
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{
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public:
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static vtkAmoebaMinimizer* New();
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vtkTypeMacro(vtkAmoebaMinimizer, vtkObject);
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void PrintSelf(ostream& os, vtkIndent indent) override;
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/**
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* Specify the function to be minimized. When this function
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* is called, it must get the parameter values by calling
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* GetParameterValue() for each parameter, and then must
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* call SetFunctionValue() to tell the minimizer what the result
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* of the function evaluation was. The number of function
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* evaluations used for the minimization can be retrieved
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* using GetFunctionEvaluations().
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*/
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void SetFunction(void (*f)(void*), void* arg);
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/**
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* Set a function to call when a void* argument is being discarded.
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*/
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void SetFunctionArgDelete(void (*f)(void*));
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//@{
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/**
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* Set the initial value for the specified parameter. Calling
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* this function for any parameter will reset the Iterations
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* and the FunctionEvaluations counts to zero. You must also
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* use SetParameterScale() to specify the step size by which the
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* parameter will be modified during the minimization. It is
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* preferable to specify parameters by name, rather than by
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* number.
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*/
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void SetParameterValue(const char* name, double value);
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void SetParameterValue(int i, double value);
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//@}
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//@{
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/**
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* Set the scale to use when modifying a parameter, i.e. the
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* initial amount by which the parameter will be modified
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* during the search for the minimum. It is preferable to
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* identify scalars by name rather than by number.
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*/
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void SetParameterScale(const char* name, double scale);
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double GetParameterScale(const char* name);
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void SetParameterScale(int i, double scale);
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double GetParameterScale(int i) { return this->ParameterScales[i]; }
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//@}
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//@{
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/**
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* Get the value of a parameter at the current stage of the minimization.
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* Call this method within the function that you are minimizing in order
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* to get the current parameter values. It is preferable to specify
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* parameters by name rather than by index.
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*/
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double GetParameterValue(const char* name);
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double GetParameterValue(int i) { return this->ParameterValues[i]; }
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//@}
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/**
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* For completeness, an unchecked method to get the name for particular
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* parameter (the result will be nullptr if no name was set).
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*/
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const char* GetParameterName(int i) { return this->ParameterNames[i]; }
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/**
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* Get the number of parameters that have been set.
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*/
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int GetNumberOfParameters() { return this->NumberOfParameters; }
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/**
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* Initialize the minimizer. This will reset the number of parameters to
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* zero so that the minimizer can be reused.
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*/
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void Initialize();
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/**
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* Iterate until the minimum is found to within the specified tolerance,
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* or until the MaxIterations has been reached.
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*/
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virtual void Minimize();
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/**
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* Perform one iteration of minimization. Returns zero if the tolerance
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* stopping criterion has been met.
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*/
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virtual int Iterate();
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//@{
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/**
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* Get the function value resulting from the minimization.
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*/
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vtkSetMacro(FunctionValue, double);
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double GetFunctionValue() { return this->FunctionValue; }
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//@}
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//@{
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/**
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* Set the amoeba contraction ratio. The default value of 0.5 gives
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* fast convergence, but larger values such as 0.6 or 0.7 provide
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* greater stability.
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*/
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vtkSetClampMacro(ContractionRatio, double, 0.5, 1.0);
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vtkGetMacro(ContractionRatio, double);
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//@}
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//@{
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/**
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* Set the amoeba expansion ratio. The default value is 2.0, which
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* provides rapid expansion. Values between 1.1 and 2.0 are valid.
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*/
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vtkSetClampMacro(ExpansionRatio, double, 1.0, 2.0);
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vtkGetMacro(ExpansionRatio, double);
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//@}
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//@{
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/**
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* Specify the value tolerance to aim for during the minimization.
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*/
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vtkSetMacro(Tolerance, double);
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vtkGetMacro(Tolerance, double);
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//@}
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//@{
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/**
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* Specify the parameter tolerance to aim for during the minimization.
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*/
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vtkSetMacro(ParameterTolerance, double);
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vtkGetMacro(ParameterTolerance, double);
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//@}
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//@{
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/**
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* Specify the maximum number of iterations to try before giving up.
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*/
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vtkSetMacro(MaxIterations, int);
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vtkGetMacro(MaxIterations, int);
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//@}
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//@{
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/**
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* Return the number of iterations that have been performed. This
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* is not necessarily the same as the number of function evaluations.
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*/
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vtkGetMacro(Iterations, int);
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//@}
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//@{
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/**
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* Return the number of times that the function has been evaluated.
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*/
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vtkGetMacro(FunctionEvaluations, int);
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//@}
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/**
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* Evaluate the function. This is usually called internally by the
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* minimization code, but it is provided here as a public method.
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*/
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void EvaluateFunction();
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protected:
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vtkAmoebaMinimizer();
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~vtkAmoebaMinimizer() override;
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void (*Function)(void*);
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void (*FunctionArgDelete)(void*);
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void* FunctionArg;
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int NumberOfParameters;
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char** ParameterNames;
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double* ParameterValues;
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double* ParameterScales;
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double FunctionValue;
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double ContractionRatio;
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double ExpansionRatio;
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double Tolerance;
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double ParameterTolerance;
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int MaxIterations;
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int Iterations;
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int FunctionEvaluations;
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private:
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// specific to amoeba simplex minimization
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double** AmoebaVertices;
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double* AmoebaValues;
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double* AmoebaSum;
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double AmoebaSize;
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double AmoebaHighValue;
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int AmoebaNStepsNoImprovement;
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void InitializeAmoeba();
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void GetAmoebaParameterValues();
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void TerminateAmoeba();
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double TryAmoeba(double sum[], int high, double fac);
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int PerformAmoeba();
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int CheckParameterTolerance();
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vtkAmoebaMinimizer(const vtkAmoebaMinimizer&) = delete;
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void operator=(const vtkAmoebaMinimizer&) = delete;
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};
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#endif
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