/******************************************************************************* * Copyright 2012 Analog Devices, Inc. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. ********************************************************************************/ package com.analog.lyric.dimple.factorfunctions; import java.util.Map; import org.eclipse.jdt.annotation.Nullable; import com.analog.lyric.dimple.factorfunctions.core.FactorFunctionUtilities; import com.analog.lyric.dimple.factorfunctions.core.IParametricFactorFunction; import com.analog.lyric.dimple.factorfunctions.core.UnaryFactorFunction; import com.analog.lyric.dimple.model.values.Value; import com.analog.lyric.dimple.solvers.core.parameterizedMessages.GammaParameters; /** * Gamma distribution. The variables in the argument list are ordered as follows: * * 1) Alpha: Alpha parameter of the Gamma distribution (non-negative) * 2) Beta: Beta parameter of the Gamma distribution (non-negative) * 3...) An arbitrary number of real variables * * Alpha and Beta parameters may optionally be specified as constants in the constructor. * In this case, they are not included in the list of arguments. * */ public class Gamma extends UnaryFactorFunction implements IParametricFactorFunction { private static final long serialVersionUID = 1L; protected GammaParameters _parameters; protected boolean _parametersConstant = false; protected int _firstDirectedToIndex = 2; /*-------------- * Construction */ private Gamma(GammaParameters parameters, boolean constant) { super((String)null); _parameters = parameters; _parametersConstant = constant; _firstDirectedToIndex = constant? 0 : 2; } public Gamma() { this(new GammaParameters(0.0, 0.0), false); } /** * * @param parameters * @since 0.08 */ public Gamma(GammaParameters parameters) { this(parameters, true); } public Gamma(double alpha, double beta) { this(new GammaParameters(alpha-1,beta)); } /** * Construct from specified parameters * @param parameters the following values are supported * <ul> * <li>alpha (default 1.0) * <li>beta (default 1.0) * </ul> * @since 0.07 */ public Gamma(Map<String,Object> parameters) { this((double)getOrDefault(parameters, "alpha", 1.0), (double)getOrDefault(parameters, "beta", 1.0)); } protected Gamma(Gamma other) { super(other); _parameters = other._parameters.clone(); _firstDirectedToIndex = other._firstDirectedToIndex; _parametersConstant = other._parametersConstant; } @Override public Gamma clone() { return new Gamma(this); } /*---------------- * IDatum methods */ @Override public boolean objectEquals(@Nullable Object other) { if (this == other) { return true; } if (other instanceof Gamma) { Gamma that = (Gamma)other; return _parametersConstant == that._parametersConstant && _parameters.objectEquals(that._parameters) && _firstDirectedToIndex == that._firstDirectedToIndex; } return false; } /*------------------------ * FactorFunction methods */ @Override public final double evalEnergy(Value[] arguments) { int index = 0; if (!_parametersConstant) { double alpha = arguments[index++].getDouble(); if (alpha <= 0) return Double.POSITIVE_INFINITY; _parameters.setAlpha(alpha); double beta = arguments[index++].getDouble(); if (beta <= 0) return Double.POSITIVE_INFINITY; _parameters.setBeta(beta); } return _parameters.evalNormalizedEnergy(arguments, index); } @Override public final boolean isDirected() {return true;} @Override public final int[] getDirectedToIndices(int numEdges) { // All edges except the parameter edges (if present) are directed-to edges return FactorFunctionUtilities.getListOfIndices(_firstDirectedToIndex, numEdges-1); } /*----------------------------------- * IParametricFactorFunction methods */ @Override public int copyParametersInto(Map<String, Object> parameters) { if (_parametersConstant) { parameters.put("alpha", _parameters.getAlpha()); parameters.put("beta", _parameters.getBeta()); return 2; } return 0; } @Override public @Nullable Object getParameter(String parameterName) { if (_parametersConstant) { switch (parameterName) { case "alpha": return _parameters.getAlpha(); case "beta": return _parameters.getBeta(); } } return null; } @Override public GammaParameters getParameterizedMessage() { return _parameters; } @Override public final boolean hasConstantParameters() { return _parametersConstant; } /*------------------------- * Factor-specific methods */ public final double getAlphaMinusOne() { return _parameters.getAlphaMinusOne(); } public final double getBeta() { return _parameters.getBeta(); } }