?? kernel.h
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// file: $isip/class/algo/Kernel/Kernel.h// version: $Id: Kernel.h,v 1.5 2002/11/14 21:28:50 jelinek Exp $//// make sure definitions are only made once//#ifndef ISIP_KERNEL#define ISIP_KERNEL// isip include files//#include <NameMap.h>#include <VectorFloat.h>#include <VectorDouble.h>// Kernel: a class for computing various kernel functions such as:// RBF, polynomial, sigmoid and linear kernels. The kernels// implemented here represent the most common kernels found in the// kernel machine literature.// class Kernel { //--------------------------------------------------------------------------- // // public constants // //---------------------------------------------------------------------------public: // define the class name // static const String CLASS_NAME; //---------------------------------------- // // other important constants // //---------------------------------------- // define kernel choices: // a linear kernel is the default choice // enum ALGORITHM { LINEAR = 0, POLYNOMIAL, RBF, SIGMOID, DEF_ALGORITHM = LINEAR }; // define static NameMap objects for the enumerated values // static const NameMap ALGO_MAP; //---------------------------------------- // // i/o related constants // //---------------------------------------- static const String DEF_PARAM; static const String PARAM_ALGORITHM; static const String PARAM_CONSTANTS; //---------------------------------------- // // default values and arguments // //---------------------------------------- // default constants for each Kernel algorithm // static const VectorFloat DEF_LIN_CONSTANTS; static const VectorFloat DEF_POLY_CONSTANTS; static const VectorFloat DEF_RBF_CONSTANTS; static const VectorFloat DEF_SIGM_CONSTANTS; //---------------------------------------- // // error codes // //---------------------------------------- static const long ERR = 35700; static const long ERR_PRM = 35701; static const long ERR_UNKALG = 35702; //--------------------------------------------------------------------------- // // protected data // //---------------------------------------------------------------------------protected: // algorithm name // ALGORITHM algorithm_d; // parameters of the Kernel function: // since different kernels require different numbers of parameters, // by making this a vector we are able to collapse all algorithms into // one set of function calls. // VectorFloat constants_d; // initialization flag // boolean is_valid_d; // static memory manager // static MemoryManager mgr_d; // static debug level // static Integral::DEBUG debug_level_d; //--------------------------------------------------------------------------- // // required public methods // //---------------------------------------------------------------------------public: // method: name // static const String& name() { return CLASS_NAME; } // other static methods // static boolean diagnose(Integral::DEBUG debug_level); // method: setDebug // boolean setDebug(Integral::DEBUG debug_level) { debug_level_d = debug_level; return true; } // other debug methods // boolean debug(const unichar* msg) const; // method: destructor // ~Kernel() {} // method: default constructor // Kernel(ALGORITHM algorithm = DEF_ALGORITHM) { algorithm_d = algorithm; is_valid_d = false; } // method: copy constructor // Kernel(const Kernel& arg) { assign(arg); } // assign methods // boolean assign(const Kernel& arg); // method: operator= // Kernel& operator= (const Kernel& arg) { assign(arg); return *this; } // i/o methods // long sofSize() const; boolean read(Sof& sof, long tag, const String& name = CLASS_NAME); boolean write(Sof& sof, long tag, const String& name = CLASS_NAME) const; boolean readData(Sof& sof, const String& pname = DEF_PARAM, long size = SofParser::FULL_OBJECT, boolean param = true, boolean nested = false); boolean writeData(Sof& sof, const String& pname = DEF_PARAM) const; // equality methods // boolean eq(const Kernel& arg) const; // method: new // static void* operator new(size_t size) { return mgr_d.get(); } // method: new[] // static void* operator new[](size_t size) { return mgr_d.getBlock(size); } // method: delete // static void operator delete(void* ptr) { mgr_d.release(ptr); } // method: delete[] // static void operator delete[](void* ptr) { mgr_d.releaseBlock(ptr); } // method: setGrowSize // static boolean setGrowSize(long grow_size) { return mgr_d.setGrow(grow_size); } // other memory management methods // boolean clear(Integral::CMODE ctype = Integral::DEF_CMODE); //--------------------------------------------------------------------------- // // class-specific public methods // set methods // //--------------------------------------------------------------------------- // method: setAlgorithm // boolean setAlgorithm(ALGORITHM algorithm) { algorithm_d = algorithm; constants_d.clear(Integral::RESET); is_valid_d = false; return true; } // other set methods // boolean setConstants(const VectorFloat& constants); //--------------------------------------------------------------------------- // // class-specific public methods // get methods // //--------------------------------------------------------------------------- // method: getAlgorithm // ALGORITHM getAlgorithm() const { return algorithm_d; } // method: getConstants // const VectorFloat& getConstants() const { return constants_d; } //--------------------------------------------------------------------------- // // class-specific public methods: // computational methods // //--------------------------------------------------------------------------- // computes the kernel function K(x,y) // boolean compute(float& value, const VectorFloat& x, const VectorFloat& y); boolean compute(double& value, const VectorDouble& x, const VectorDouble& y); //--------------------------------------------------------------------------- // // class-specific public methods: // public methods required by the AlgorithmBase interface contract // //--------------------------------------------------------------------------- // initialization method // boolean init(); //--------------------------------------------------------------------------- // // private methods // //---------------------------------------------------------------------------private: // these methods compute particular kernels // boolean computeLinear(float& value, const VectorFloat& x, const VectorFloat& y); boolean computeLinear(double& value, const VectorDouble& x, const VectorDouble& y); boolean computePolynomial(float& value, const VectorFloat& x, const VectorFloat& y); boolean computePolynomial(double& value, const VectorDouble& x, const VectorDouble& y); boolean computeRBF(float& value, const VectorFloat& x, const VectorFloat& y); boolean computeRBF(double& value, const VectorDouble& x, const VectorDouble& y); boolean computeSigmoid(float& value, const VectorFloat& x, const VectorFloat& y); boolean computeSigmoid(double& value, const VectorDouble& x, const VectorDouble& y);};// end of include file// #endif
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