/*******************************************************************************
* Copyright 2012 Yuriy Lagodiuk
*
* 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.lagodiuk.gp.symbolic;
import com.lagodiuk.gp.symbolic.interpreter.Context;
import com.lagodiuk.gp.symbolic.interpreter.Expression;
public abstract class DerivativeFitness implements ExpressionFitness {
private double left = -10;
private double right = 10;
private double dx = 1e-5;
private double step = 1;
public abstract double f(double x);
@Override
public double fitness(Expression expression, Context context) {
double delt = 0;
for (double x = this.left; x <= this.right; x += this.step) {
double target = (this.f(x + this.dx) - this.f(x)) / this.dx;
context.setVariable("x", x);
double exprVal = expression.eval(context);
delt += this.sqr(target - exprVal);
}
return delt;
}
private double sqr(double x) {
return x * x;
}
public double getLeft() {
return this.left;
}
public DerivativeFitness setLeft(double left) {
this.left = left;
return this;
}
public double getRight() {
return this.right;
}
public DerivativeFitness setRight(double right) {
this.right = right;
return this;
}
public double getDx() {
return this.dx;
}
public DerivativeFitness setDx(double dx) {
this.dx = dx;
return this;
}
public double getStep() {
return this.step;
}
public DerivativeFitness setStep(double step) {
this.step = step;
return this;
}
}
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