/************************************************************************************ This file is part of SnnsCLib, a fork of the kernel and parts of the gui of the Stuttgart Neural Network Simulator (SNNS), version 4.3. The file's original version is part of SNNS 4.3. It's source code can be found at http://www.ra.cs.uni-tuebingen.de/SNNS/ SNNS 4.3 is under the license LGPL v2. We note that source code files of SNNS 4.3 state as version "4.2". Base of this fork is SNNS 4.3 with a reverse-applied python patch (see http://developer.berlios.de/projects/snns-dev/). SnnsCLib was developed in 2010 by Christoph Bergmeir under supervision of José M. Benítez, both affiliated to DiCITS Lab, Sci2s group, DECSAI, University of Granada Changes done to the original code were performed with the objective to port it from C to C++ and to encapsulate all code in one class named SnnsCLib. Changes in header files mainly include: * removed all static keywords * moved initializations of variables to the constructor of SnnsCLib Changes in cpp code files mainly include: * changed file ending from .c to .cpp * removed all SNNS internal includes and only include SnnsCLib * static variables within functions were turned into member variables of SnnsCLib * function declarations were changed to method declarations, i.e. "SnnsCLib::.." was added * calls to the function table are now "C++-style", using the "this"-pointer License of SnnsCLib: This library is free software; you can redistribute it and/or modify it under the terms of the GNU Library General Public License as published by the Free Software Foundation; either version 2 of the License, or (at your option) any later version. This library is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Library General Public License for more details. You should have received a copy of the GNU Library General Public License along with this library; see the file COPYING.LIB. If not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. ************************************************************************************/ /***************************************************************************** FILE : $Source: /projects/higgs1/SNNS/CVS/SNNS/kernel/sources/func_tbl.c,v $ SHORTNAME : SNNS VERSION : 4.2 PURPOSE : SNNS-Kernel Function table NOTES : AUTHOR : Niels Mache DATE : 25.06.90 CHANGED BY : Sven Doering, Michael Vogt, Ralf Huebner, Thomas Gern RCS VERSION : $Revision: 2.51 $ LAST CHANGE : $Date: 1998/09/03 09:52:20 $ Copyright (c) 1990-1995 SNNS Group, IPVR, Univ. Stuttgart, FRG Copyright (c) 1996-1998 SNNS Group, WSI, Univ. Tuebingen, FRG ******************************************************************************/ #include "SnnsCLib.h" /* The function table contains 5 entries: - the XGUI-Identifier of this function (a pointer to a string constant), note that the identifier have to match [A-Za-z]^[|, ]* (i.e. the first character of the symbol must be a letter and all other characters must not match [|, ]) - an integer constant that determine the class of the function. 8 different classes are possible: OUT_FUNC, ACT_FUNC, ACT_DERIV_FUNC, SITE_FUNC, UPDATE_FUNC, LEARN_FUNC, INIT_FUNC, PRUNING_FUNC and TEST_FUNC - the number of input parameters for this function (only needed for Update, Init, Learning and Test functions) - the number of output parameters returned by this function (only needed for Update, Learning and Test functions) - a pointer to the (user defined) function. */ /* ********************************************************************* */ /* Here is the function table */ const struct FuncTable SnnsCLib::kernel_func_table[] = { /* Output functions */ /* In 'kr_const.h' is defined that the NULL-pointer presents the identity function. So the "Out_Identity" function is represented by the NULL-pointer instead of the function pointer. */ /* This is the DEFAULT FUNCTION */ {"Out_Identity", OUT_FUNC | DEFAULT_FUNC, 0, 0, (FunctionPtr) OUT_IDENTITY}, {"Out_Threshold05", OUT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::OUT_Threshold05}, {"Out_Clip_01", OUT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::OUT_Clip_01}, {"Out_Clip_11", OUT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::OUT_Clip_11}, {"Out_ART2_Noise_PLin", OUT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::OUT_ART2_Noise_PLin}, {"Out_ART2_Noise_ContDiff", OUT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::OUT_ART2_Noise_ContDiff}, /* Activation functions */ /* This is the DEFAULT FUNCTION */ {"Act_Logistic", ACT_FUNC | DEFAULT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Logistic}, {"Act_Elliott", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Elliott}, {"Act_BSB", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_BSBFunction}, {"Act_TanH", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_TanHFunction}, {"Act_TanH_Xdiv2", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_TanHFunction_Xdiv2}, {"Act_Perceptron", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Perceptron}, {"Act_Signum", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Signum}, {"Act_Signum0", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Signum0}, {"Act_Softmax", ACT_FUNC ,0, 0, (FunctionPtr) &SnnsCLib::ACT_Softmax}, {"Act_StepFunc", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_StepFunction}, {"Act_HystStep", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_HystStepFunction}, {"Act_BAM", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_BAMFunction}, {"Logistic_notInhibit" , ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_LogisticI}, {"Act_MinOutPlusWeight", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_MinOutPlusWeight}, {"Act_Identity", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Linear}, {"Act_IdentityPlusBias", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Linear_bias}, {"Act_LogisticTbl", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_LogisticTbl}, {"Act_RBF_Gaussian", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_RBF_Gaussian}, {"Act_RBF_MultiQuadratic", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_RBF_Multiquadratic}, {"Act_RBF_ThinPlateSpline", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_RBF_Thinplatespline}, {"Act_less_than_0", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_less_than_0}, {"Act_at_most_0", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_at_most_0}, {"Act_at_least_2", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_at_least_2}, {"Act_at_least_1", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_at_least_1}, {"Act_exactly_1", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_exactly_1}, {"Act_Product", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Product}, {"Act_ART1_NC", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART1_NC}, {"Act_ART2_Identity",ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_Linear}, {"Act_ART2_NormP", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_NormP}, {"Act_ART2_NormV", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_NormV}, {"Act_ART2_NormW", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_NormW}, {"Act_ART2_NormIP", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_NormIP}, {"Act_ART2_Rec", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_Rec}, {"Act_ART2_Rst", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ART2_Rst}, {"Act_ARTMAP_NCa", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ARTMAP_NCa}, {"Act_ARTMAP_NCb", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ARTMAP_NCb}, {"Act_ARTMAP_DRho", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_ARTMAP_DRho}, {"Act_LogSym", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_LogisticSym}, {"Act_CC_Thresh", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_CC_Threshold}, {"Act_Sinus", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_SIN}, {"Act_Exponential", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_EXPONENT}, {"Act_TD_Logistic", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_TD_Logistic}, {"Act_TD_Elliott", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_TD_Elliott}, {"Act_Euclid", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Euclid}, {"Act_Component", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_Component}, {"Act_RM", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_RM}, {"Act_TACOMA", ACT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_TACOMA}, /* Derivation functions of the activation functions NOTE: The derivative function of the activation function MUST have the same name as the belonging activation function. */ {"Act_Logistic", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Logistic}, {"Act_Elliott", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Elliott}, {"Act_BSB", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_BSBFunction}, {"Act_TanH", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_TanHFunction}, {"Act_TanH_Xdiv2", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_TanHFunction_Xdiv2}, {"Act_Perceptron", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_Signum", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_Signum0", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_Softmax", ACT_DERIV_FUNC ,0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_StepFunc", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_HystStep", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_BAM", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Logistic_notInhibit", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_MinOutPlusWeight", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_Identity", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Identity}, {"Act_IdentityPlusBias", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Identity}, {"Act_LogisticTbl", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Logistic}, {"Act_RBF_Gaussian", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_RBF_Gaussian}, {"Act_RBF_MultiQuadratic", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_RBF_Multiquadratic}, {"Act_RBF_ThinPlateSpline", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_RBF_Thinplatespline}, {"Act_less_than_0", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_at_most_0", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_at_least_1", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_at_least_2", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_exactly_1", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_Product", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART1_NC", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_Identity",ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_NormP", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_NormV", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_NormW", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_NormIP", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_Rec", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ART2_Rst", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ARTMAP_NCa", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ARTMAP_NCb", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_ARTMAP_DRho", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_LogSym", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_LogisticSym}, {"Act_CC_Thresh", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_CC_Threshold}, {"Act_Sinus", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_SIN}, {"Act_Exponential", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_EXPONENT}, {"Act_TD_Logistic", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_TD_Logistic}, {"Act_TD_Elliott", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_TD_Elliott}, {"Act_Euclid", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_Component", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_RM", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_Dummy}, {"Act_TACOMA", ACT_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_DERIV_TACOMA}, /* Second derivation functions of the activation functions NOTE: The second derivative function of the activation function MUST have the same name as the belonging activation function. */ {"Act_Logistic", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Logistic}, {"Act_Elliott", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Elliott}, {"Act_BSB", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_BSBFunction}, {"Act_TanH", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_TanHFunction}, {"Act_TanHPlusBias", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_TanHFunction}, {"Act_TanH_Xdiv2", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_TanHFunction_Xdiv2}, {"Act_Perceptron", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Signum", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Signum0", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Softmax", ACT_2_DERIV_FUNC ,0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_StepFunc", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_HystStep", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_BAM", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Logistic_notInhibit", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_MinOutPlusWeight", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Identity", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Identity}, {"Act_IdentityPlusBias", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Identity}, {"Act_LogisticTbl", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Logistic}, {"Act_RBF_Gaussian", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_RBF_MultiQuadratic", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_RBF_ThinPlateSpline", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_less_than_0", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_at_most_0", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_at_least_1", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_at_least_2", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_exactly_1", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Product", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART1_NC", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_Identity", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_NormP", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_NormV", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_NormW", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_NormIP", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_Rec", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ART2_Rst", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ARTMAP_NCa", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ARTMAP_NCb", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_ARTMAP_DRho", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_LogSym", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_TanHFunction}, {"Act_TD_Logistic", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_TD_Elliott", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Euclid", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Component", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_RM", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_TACOMA", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_CC_Thresh", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Sinus", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, {"Act_Exponential", ACT_2_DERIV_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ACT_2_DERIV_Dummy}, /* Site functions */ {"Site_WeightedSum", SITE_FUNC | DEFAULT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_WeightedSum}, {"Site_Pi", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_ProductA}, {"Site_Produkt", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_Product}, {"Site_Max", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_Max}, {"Site_Min", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_Min}, {"Site_at_least_2", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_at_least_2}, {"Site_at_least_1", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_at_least_1}, {"Site_at_most_0", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_at_most_0}, {"Site_Reciprocal", SITE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::SITE_Reciprocal_WeightedSum}, /* Update functions */ /* This is the DEFAULT FUNCTION */ {"Topological_Order", UPDATE_FUNC | DEFAULT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_topologicalPropagate}, {"ART1_Stable", UPDATE_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::UPDATE_ART1_Propagate}, {"ART1_Synchronous", UPDATE_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::UPDATE_ART1_syncPropagate}, {"ART2_Stable", UPDATE_FUNC, 5, 0, (FunctionPtr) &SnnsCLib::UPDATE_ART2_Propagate}, {"ART2_Synchronous", UPDATE_FUNC, 5, 0, (FunctionPtr) &SnnsCLib::UPDATE_ART2_syncPropagate}, {"ARTMAP_Stable", UPDATE_FUNC, 3, 0, (FunctionPtr) &SnnsCLib::UPDATE_ARTMAP_Propagate}, {"ARTMAP_Synchronous",UPDATE_FUNC, 3, 0, (FunctionPtr) &SnnsCLib::UPDATE_ARTMAP_syncPropagate}, {"Auto_Synchronous", UPDATE_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::UPDATE_RM_Propagate}, {"BAM_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_BAM}, {"BPTT_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_BPTT}, {"CC_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_CC_Propagate}, {"CounterPropagation",UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_CPNPropagate}, {"Dynamic_LVQ", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_DLVQ_Propagate}, {"Hopfield_Fixed_Act", UPDATE_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::UPDATE_FixAct_Hop}, {"Hopfield_Synchronous",UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_syncPropagateHop}, {"JE_Order" , UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_JE_Propagate}, {"JE_Special", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_JE_Special}, {"Kohonen_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_KohonenPropagate}, {"Random_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_randomOrderPropagate}, {"Random_Permutation",UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_randomPermutPropagate}, {"Serial_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_serialPropagate}, {"Synchonous_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_syncPropagate}, {"TimeDelay_Order", UPDATE_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::UPDATE_TimeDelayPropagate}, {"ENZO_prop", UPDATE_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::ENZO_propagate}, /* Leaning Functions */ /* This is the DEFAULT FUNCTION */ {"Std_Backpropagation", LEARN_FUNC | DEFAULT_FUNC | FF_LEARN_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::LEARN_backprop}, {"ART1", LEARN_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::LEARN_ART1}, {"ART2", LEARN_FUNC, 5, 0, (FunctionPtr) &SnnsCLib::LEARN_ART2}, {"ARTMAP", LEARN_FUNC, 3, 0, (FunctionPtr) &SnnsCLib::LEARN_ARTMAP}, {"BackPercolation", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_perc}, {"BackpropBatch", LEARN_FUNC | FF_LEARN_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::LEARN_backpropBatch}, {"BackpropChunk", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_backpropChunk}, {"BackpropClassJogChunk", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_backpropClassJogChunk}, {"BackpropJogChunk", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_backpropJogChunk}, {"BackpropMomentum", LEARN_FUNC | FF_LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_backpropMomentum}, {"BackpropWeightDecay", LEARN_FUNC | FF_LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_backpropWeightDecay}, {"BPTT", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_BPTT}, {"BBPTT", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_BBPTT}, {"CC", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_CC}, {"Counterpropagation", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_CPN}, {"Dynamic_LVQ", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_DLVQ}, /* No Of params must be 5 !!! Otherwise batchman will not work for this function */ {"Hebbian", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_HEBB}, {"JE_BP", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_JE_Backprop}, {"JE_BP_Momentum", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_JE_BackpropMomentum}, {"JE_Quickprop", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_JE_Quickprop}, {"JE_Rprop", LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_JE_Rprop}, {"Kohonen", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_kohonen}, {"Monte-Carlo", LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_MonteCarlo}, {"PruningFeedForward", LEARN_FUNC, 5, 1, (FunctionPtr) NULL}, {"QPTT", LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_QPTT}, {"Quickprop", LEARN_FUNC | FF_LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_quickprop}, {"RadialBasisLearning", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_RBF}, {"RBF-DDA", LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_RBF_DDA}, {"RM_delta", LEARN_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::LEARN_RM_delta}, {"Rprop", LEARN_FUNC | FF_LEARN_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::LEARN_rprop}, {"RpropMAP", LEARN_FUNC | FF_LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_RpropMAP}, {"SCG", LEARN_FUNC | FF_LEARN_FUNC, 4, 2, (FunctionPtr) &SnnsCLib::LEARN_SCG}, {"Sim_Ann_SS", LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_SimulatedAnnealingSS}, {"Sim_Ann_WTA", LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_SimulatedAnnealingWTA}, {"Sim_Ann_WWTA", LEARN_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::LEARN_SimulatedAnnealingWWTA}, {"TACOMA", LEARN_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::LEARN_Tacoma}, {"TimeDelayBackprop", LEARN_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::LEARN_TDbackprop}, /* Testing Functions */ /* This is the DEFAULT FUNCTION */ {"Std_Backpropagation", TEST_FUNC | DEFAULT_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::TEST_backprop}, /* {"ART1", TEST_FUNC, 1, 0, (FunctionPtr) &SnnsCLib::TEST_ART1}, */ {"BackpropBatch", TEST_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::TEST_backprop}, /* {"ART2", TEST_FUNC, 5, 0, (FunctionPtr) &SnnsCLib::TEST_ART2}, */ {"BackpropChunk", TEST_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::TEST_backprop}, {"BackpropClassJogChunk",TEST_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::TEST_backprop}, {"BackpropMomentum", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_backpropMomentum}, /* {"ARTMAP", TEST_FUNC, 3, 0, (FunctionPtr) &SnnsCLib::TEST_ARTMAP}, */ {"BackpropWeightDecay", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_backpropMomentum}, /* {"BackPercolation", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_perc}, {"PruningFeedForward", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::NULL}, {"Hebbian", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_HEBB}, */ {"TimeDelayBackprop", TEST_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::TEST_TDbackprop}, /* {"RM_delta", TEST_FUNC, 2, 1, (FunctionPtr) &SnnsCLib::TEST_RM_delta},*/ {"Quickprop", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_backpropMomentum}, /* {"Counterpropagation", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_CPN},*/ {"Rprop", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_rprop}, {"RpropMAP", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_MAP}, /* {"RadialBasislearning", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_RBF}, {"Dynamic_LVQ", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_DLVQ},*/ {"BPTT", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_BPTT}, {"CC", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_CasCor}, {"TACOMA", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_CasCor}, {"BBPTT", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_BPTT}, {"QPTT", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_BPTT}, /*{"Kohonen", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_kohonen},*/ {"JE_BP", TEST_FUNC, 3, 1, (FunctionPtr) &SnnsCLib::TEST_JE_Backprop}, {"JE_BP_Momentum", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_JE_BackpropMomentum}, {"JE_Quickprop", TEST_FUNC, 5, 1, (FunctionPtr) &SnnsCLib::TEST_JE_BackpropMomentum}, {"JE_Rprop", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_JE_Rprop}, {"Monte-Carlo", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_MonteCarlo}, {"SCG", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_SCG}, {"Sim_Ann_SS", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_SimulatedAnnealingSS}, {"Sim_Ann_WTA", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_SimulatedAnnealingWTA}, {"Sim_Ann_WWTA", TEST_FUNC, 4, 1, (FunctionPtr) &SnnsCLib::TEST_SimulatedAnnealingWWTA}, /* Initialisation Functions */ /* This is the DEFAULT FUNCTION */ {"Randomize_Weights", INIT_FUNC | DEFAULT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_randomizeWeights}, {"ART1_Weights", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_Weights_ART1}, {"ART2_Weights", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_Weights_ART2}, {"ARTMAP_Weights", INIT_FUNC, 4, 0, (FunctionPtr) &SnnsCLib::INIT_Weights_ARTMAP}, {"CC_Weights", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_CC_Weights}, {"ClippHebb", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_ClippHebb}, {"CPN_Weights_v3.2", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_Weights_CPNv32}, {"CPN_Weights_v3.3", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_Weights_CPNv33}, {"CPN_Rand_Pat", INIT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::INIT_Weights_CPN_Rand_Pat}, {"DLVQ_Weights", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_CC_Weights}, {"Hebb", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_Hebb}, {"Hebb_Fixed_Act", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_HOP_FixAct}, {"JE_Weights", INIT_FUNC, 5, 0, (FunctionPtr) &SnnsCLib::INIT_JE_Weights}, {"Kohonen_Rand_Pat", INIT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::INIT_SOM_Rand_Pat}, {"Kohonen_Weights_v3.2",INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_SOM_Weights_v32}, {"Kohonen_Const", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_SOM_Weights_const}, {"PseudoInv", INIT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::INIT_PseudoInv}, {"Random_Weights_Perc", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_randomizeWeights_perc}, {"RBF_Weights", INIT_FUNC, 5, 0, (FunctionPtr) &SnnsCLib::INIT_RBF_Weights}, {"RBF_Weights_Kohonen", INIT_FUNC, 3, 0, (FunctionPtr) &SnnsCLib::INIT_RBF_Weights_kohonen}, {"RBF_Weights_Redo", INIT_FUNC, 3, 0, (FunctionPtr) &SnnsCLib::INIT_RBF_Weights_redo}, {"RM_Random_Weights", INIT_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::INIT_RM_randomizeWeights}, {"ENZO_noinit", INIT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::ENZO_noinit}, /* Pruning Functions */ /* This is the DEFAULT FUNCTION */ {"MagPruning", PRUNING_FUNC | DEFAULT_FUNC, 1, 1, (FunctionPtr) &SnnsCLib::PRUNE_Mag}, {"OptimalBrainDamage", PRUNING_FUNC, 1, 1, (FunctionPtr) &SnnsCLib::PRUNE_OBD}, {"OptimalBrainSurgeon", PRUNING_FUNC, 1, 1, (FunctionPtr) &SnnsCLib::PRUNE_OBS}, {"Skeletonization", PRUNING_FUNC, 1, 1, (FunctionPtr) &SnnsCLib::PRUNE_Skeletonization}, {"Noncontributing_Units", PRUNING_FUNC, 1, 1, (FunctionPtr) &SnnsCLib::PRUNE_Noncontributing}, /* Remap Functions */ /* This is the DEFAULT FUNCTION */ {"None", REMAP_FUNC | DEFAULT_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::REMAP_none}, {"Binary", REMAP_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::REMAP_binary}, {"Inverse", REMAP_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::REMAP_invers}, {"Clip", REMAP_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::REMAP_clip}, {"LinearScale", REMAP_FUNC, 2, 0, (FunctionPtr) &SnnsCLib::REMAP_linearscale}, {"Norm", REMAP_FUNC, 0, 0, (FunctionPtr) &SnnsCLib::REMAP_norm}, {"Threshold", REMAP_FUNC, 4, 0, (FunctionPtr) &SnnsCLib::REMAP_threshold} }; /* Define the function table size */ //const int NoOfKernelFuncs = (sizeof (kernel_func_table) / sizeof (struct FuncTable)); const int SnnsCLib::NoOfKernelFuncs = (sizeof (kernel_func_table) / sizeof (struct FuncTable)); /* ********************************************************************** */