/*******************************************************************************
* 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.example;
import com.lagodiuk.gp.symbolic.ExpressionFitness;
import com.lagodiuk.gp.symbolic.interpreter.Context;
import com.lagodiuk.gp.symbolic.interpreter.Expression;
public class Derivative implements ExpressionFitness {
private static double dx = 1e-5;
@Override
public double fitness(Expression expression, Context context) {
double delt = 0;
for (int x = -10; x < 11; x++) {
double target = (this.f(x + dx) - this.f(x)) / dx;
context.setVariable("x", x);
double exprVal = expression.eval(context);
delt += this.sqr(target - exprVal);
}
return delt;
}
private double f(double x) {
return x * x * x;
}
private double sqr(double x) {
return x * x;
}
}
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