/******************************************************************************* * Copyright 2013 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.core; import com.analog.lyric.dimple.model.values.Value; /** * Deterministic unary factor function. This is a deterministic directed factor * (if smoothing is not enabled). * <p> * Optional smoothing may be applied, by providing a smoothing value in * the constructor. If smoothing is enabled, the distribution is * smoothed by exp(-difference^2/smoothing), where difference is the * distance between the output value and the deterministic output value * for the corresponding inputs. * <p> * The variables are ordered as follows in the argument list: * <ol> * <li>Output * <li>Input * </ol> */ public abstract class DeterministicRealUnaryFactorFunction extends FactorFunction { protected double _beta = 0; protected boolean _smoothingSpecified = false; public DeterministicRealUnaryFactorFunction() {this(0);} public DeterministicRealUnaryFactorFunction(double smoothing) { super(); if (smoothing > 0) { _beta = 1 / smoothing; _smoothingSpecified = true; } } // Abstract method--override this protected abstract double myFunction(double in); @Override public double evalEnergy(Value[] arguments) { double out = arguments[0].getDouble(); double in = arguments[1].getDouble(); double value = myFunction(in); if (Double.isNaN(value)) return Double.POSITIVE_INFINITY; if (_smoothingSpecified) { double diff = value - out; double potential = diff*diff; return potential*_beta; } else { return (value == out) ? 0 : Double.POSITIVE_INFINITY; } } @Override public final boolean isDirected() {return true;} @Override public final int[] getDirectedToIndices() {return new int[]{0};} @Override public final boolean isDeterministicDirected() {return !_smoothingSpecified;} @Override public final void evalDeterministic(Value[] arguments) { arguments[0].setDouble(myFunction(arguments[1].getDouble())); // Replace the output value } }