| /* |
| * Licensed to the Apache Software Foundation (ASF) under one or more |
| * contributor license agreements. See the NOTICE file distributed with |
| * this work for additional information regarding copyright ownership. |
| * The ASF licenses this file to You 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 org.apache.ignite.examples.ml.genetic.helloworld; |
| |
| import java.util.List; |
| import org.apache.ignite.ml.genetic.Gene; |
| import org.apache.ignite.ml.genetic.IFitnessFunction; |
| |
| /** |
| * This example demonstrates how to create a {@link IFitnessFunction}. |
| * <p> |
| * Your fitness function will vary depending on your particular use case. For this fitness function, we simply want to |
| * calculate the value of an individual solution relative to other solutions. |
| * <p> |
| * To do this, we increase fitness score by '1' for each character that is in correct position.</p> |
| * <p> |
| * For our solution, genetic algorithm will continue until we achieve a fitness score of '11', as 'HELLO WORLD' contains |
| * 11 characters.</p> |
| */ |
| public class HelloWorldFitnessFunction implements IFitnessFunction { |
| /** |
| * {@inheritDoc} |
| */ |
| @Override public double evaluate(List<Gene> genes) { |
| double matches = 0; |
| |
| for (int i = 0; i < genes.size(); i++) { |
| String targetStr = "HELLO WORLD"; |
| if (genes.get(i).getVal().equals(targetStr.charAt(i))) |
| matches += 1; |
| } |
| return matches; |
| } |
| } |