/*******************************************************************************
* 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
}
}