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Sudoku Genetic Algorithm java
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| import java.util.Random; | |
| public class GeneticOperators { | |
| public static int[] initialize(int[] gene) { | |
| int dimensions = (int) Math.sqrt(gene.length); | |
| for (int i = 0; i < gene.length; i++) { | |
| if (gene[i] == 0) gene[i] = new Random().nextInt(dimensions) + 1; | |
| } | |
| return gene; | |
| } | |
| public static int[] randomMutation(int[] gene) { | |
| int dimensions = (int) Math.sqrt(gene.length); | |
| int[] mutation = gene; | |
| int rand = new Random().nextInt(gene.length); | |
| for (int i = 0; i < rand; i++) | |
| mutation = mutation(gene, new Random().nextInt(gene.length), new Random().nextInt(dimensions) + 1); | |
| return mutation; | |
| } | |
| public static int[] mutation(int[] gene) { | |
| int dimensions = (int) Math.sqrt(gene.length); | |
| int[] mutation = mutation(gene, new Random().nextInt(gene.length), new Random().nextInt(dimensions) + 1); | |
| return mutation; | |
| } | |
| public static int[] mutation(int[] gene, int index, int value) { | |
| gene[index] = value; | |
| return gene; | |
| } | |
| public static int[][] crossover(int[] gene1, int[] gene2) { | |
| int start = new Random().nextInt(gene1.length); | |
| int end = new Random().nextInt(gene1.length - start) + start; | |
| return crossover(gene1, gene2, start, end); | |
| } | |
| public static int[][] crossover(int[] gene1, int[] gene2, boolean singlePoint) { | |
| int start = (singlePoint) ? 0 : new Random().nextInt(gene1.length); | |
| int end = new Random().nextInt(gene1.length - start) + start; | |
| return crossover(gene1, gene2, start, end); | |
| } | |
| public static int[][] crossover(int[] gene1, int[] gene2, int start, int end) { | |
| int[][] newGene = new int[2][gene1.length]; | |
| for (int i = 0; i < gene1.length; i++) { | |
| newGene[0][i] = (i >= start && i <= end) ? gene2[i] : gene1[i]; | |
| newGene[1][i] = (i >= start && i <= end) ? gene1[i] : gene2[i]; | |
| } | |
| return newGene; | |
| } | |
| } |
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| import java.util.Random; | |
| import java.util.Vector; | |
| public class Main { | |
| public static void main(String[] args) { | |
| Random random = new Random(); | |
| int populationSize = 50; | |
| int maxIterations = 5000; | |
| int iteration = 0; | |
| Sudoku.setInitialGene(new int[]{1, 0, 0, 4, 0, 0, 0, 0, 0, 3, 2, 0, 0, 0, 0, 0}); | |
| Sudoku currentSudoku = new Sudoku(GeneticOperators.initialize(Sudoku.getInitialGene().clone())); | |
| while (currentSudoku.getFitnessValue() != 0 && iteration < maxIterations) { | |
| System.out.println("current: " + currentSudoku + ", iteration: " + iteration); | |
| Vector<Sudoku> population = new Vector<>(); | |
| for (int i = 0; i < populationSize; i++) population.add(new Sudoku(currentSudoku.getGene().clone())); | |
| for (int i = 0; i < population.size(); i++) { | |
| if (random.nextBoolean()) | |
| population.get(i).mutation(); | |
| else | |
| population.get(i).crossover(population.get(random.nextInt(population.size()))); | |
| } | |
| if (random.nextBoolean()) | |
| currentSudoku = Sudoku.bestSelection(population); | |
| else | |
| currentSudoku = Sudoku.rouletteSelection(population); | |
| iteration++; | |
| } | |
| System.out.println("goal: " + currentSudoku + ", iteration: " + iteration); | |
| } | |
| } |
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| import java.util.Vector; | |
| public class Sudoku { | |
| private static int[] initialGene; | |
| private int[] gene; | |
| private int fitnessValue; | |
| private double probability; | |
| public Sudoku(int[] gene) { | |
| this.gene = gene; | |
| fitnessValue = fitness(); | |
| } | |
| public static Sudoku bestSelection(Vector<Sudoku> sudokus) { | |
| Sudoku min = sudokus.firstElement(); | |
| for (Sudoku sudoku : sudokus) | |
| if (sudoku.fitnessValue < min.fitnessValue) | |
| min = sudoku; | |
| return min; | |
| } | |
| public static Sudoku rouletteSelection(Vector<Sudoku> sudokus) { | |
| int max = 0; | |
| for (Sudoku sudoku : sudokus) | |
| if (sudoku.fitnessValue > max) max = sudoku.fitnessValue; | |
| // int sum = 0; | |
| // for (Sudoku sudoku : sudokus) | |
| // sum += sudoku.getFitnessValue(); | |
| // for (Sudoku sudoku : sudokus) | |
| // sudoku.setProbability(sudoku.getFitnessValue() / (sum * 1.0)); | |
| int sum = 0; | |
| for (Sudoku sudoku : sudokus) | |
| sum += max - sudoku.fitnessValue; | |
| for (Sudoku sudoku : sudokus) | |
| sudoku.setProbability((max - sudoku.fitnessValue) / (sum * 1.0)); | |
| double random = Math.random() * sum; | |
| int i; | |
| for (i = 0; i < sudokus.size() && random > 0; i++) { | |
| random -= max - sudokus.get(i).fitnessValue; | |
| } | |
| return sudokus.get(i - 1); | |
| } | |
| public void randomMutation() { | |
| int[] mutation = GeneticOperators.randomMutation(this.getGene()); | |
| this.setGene(mutation); | |
| } | |
| public void mutation() { | |
| int[] mutation = GeneticOperators.mutation(this.getGene()); | |
| this.setGene(mutation); | |
| } | |
| public void mutation(int index, int value) { | |
| int[] mutation = GeneticOperators.mutation(this.getGene(), index, value); | |
| this.setGene(mutation); | |
| } | |
| public static void randomMutation(Sudoku sudoku) { | |
| int[] mutation = GeneticOperators.randomMutation(sudoku.getGene()); | |
| sudoku.setGene(mutation); | |
| } | |
| public static void mutation(Sudoku sudoku) { | |
| int[] mutation = GeneticOperators.mutation(sudoku.getGene()); | |
| sudoku.setGene(mutation); | |
| } | |
| public static void mutation(Sudoku sudoku, int index, int value) { | |
| int[] mutation = GeneticOperators.mutation(sudoku.getGene(), index, value); | |
| sudoku.setGene(mutation); | |
| } | |
| public void crossover(Sudoku sudoku1, boolean singlePoint) { | |
| int[][] crossover = GeneticOperators.crossover(this.getGene(), sudoku1.getGene(), singlePoint); | |
| this.setGene(crossover[0]); | |
| sudoku1.setGene(crossover[1]); | |
| } | |
| public void crossover(Sudoku sudoku1) { | |
| int[][] crossover = GeneticOperators.crossover(this.getGene(), sudoku1.getGene()); | |
| this.setGene(crossover[0]); | |
| sudoku1.setGene(crossover[1]); | |
| } | |
| public void crossover(Sudoku sudoku1, int start, int end) { | |
| int[][] crossover = GeneticOperators.crossover(this.getGene(), sudoku1.getGene(), start, end); | |
| this.setGene(crossover[0]); | |
| sudoku1.setGene(crossover[1]); | |
| } | |
| public static void crossover(Sudoku sudoku, Sudoku sudoku1, boolean singlePoint) { | |
| int[][] crossover = GeneticOperators.crossover(sudoku.getGene(), sudoku1.getGene(), singlePoint); | |
| sudoku.setGene(crossover[0]); | |
| sudoku1.setGene(crossover[1]); | |
| } | |
| public static void crossover(Sudoku sudoku, Sudoku sudoku1) { | |
| int[][] crossover = GeneticOperators.crossover(sudoku.getGene(), sudoku1.getGene()); | |
| sudoku.setGene(crossover[0]); | |
| sudoku1.setGene(crossover[1]); | |
| } | |
| public static void crossover(Sudoku sudoku, Sudoku sudoku1, int start, int end) { | |
| int[][] crossover = GeneticOperators.crossover(sudoku.getGene(), sudoku1.getGene(), start, end); | |
| sudoku.setGene(crossover[0]); | |
| sudoku1.setGene(crossover[1]); | |
| } | |
| public int fitness() { | |
| return fitness(this.gene); | |
| } | |
| public static int fitness(int[] gene) { | |
| int fitness = 0; | |
| int[][] newGene = oneDToTwoD(gene); | |
| int[][] newInitialGene = oneDToTwoD(initialGene); | |
| for (int i = 0; i < newGene.length; i++) { | |
| boolean[] rowFlag = new boolean[newGene.length + 1]; | |
| boolean[] colFlag = new boolean[newGene.length + 1]; | |
| for (int j = 0; j < newGene.length; j++) { | |
| if (rowFlag[newGene[i][j]]) | |
| fitness++; | |
| if (colFlag[newGene[j][i]]) | |
| fitness++; | |
| if ((newInitialGene[i][j] != 0 && newInitialGene[i][j] != newGene[i][j]) || newGene[i][j] == 0) | |
| fitness += 1000; | |
| rowFlag[newGene[i][j]] = true; | |
| colFlag[newGene[j][i]] = true; | |
| } | |
| } | |
| int blockSize = (int) Math.sqrt(newGene.length); | |
| for (int i = 0; i < newGene.length; i += blockSize) { | |
| for (int j = 0; j < newGene.length; j += blockSize) { | |
| boolean[] blockFlag = new boolean[newGene.length + 1]; | |
| for (int k = 0; k < blockSize; k++) { | |
| for (int l = 0; l < blockSize; l++) { | |
| if (blockFlag[newGene[i + k][j + l]]) | |
| fitness++; | |
| blockFlag[newGene[i + k][j + l]] = true; | |
| } | |
| } | |
| } | |
| } | |
| return fitness; | |
| } | |
| public static int[] twoDToOneD(int[][] twoD) { | |
| int[] oneD = new int[twoD.length * twoD.length]; | |
| for (int i = 0; i < oneD.length; i++) | |
| oneD[i] = twoD[i / twoD.length][i % twoD.length]; | |
| return oneD; | |
| } | |
| public static int[][] oneDToTwoD(int[] oneD) { | |
| int[][] twoD = new int[(int) Math.sqrt(oneD.length)][(int) Math.sqrt(oneD.length)]; | |
| for (int i = 0; i < oneD.length; i++) | |
| twoD[i / twoD.length][i % twoD.length] = oneD[i]; | |
| return twoD; | |
| } | |
| public static int[] getInitialGene() { | |
| return initialGene; | |
| } | |
| public static void setInitialGene(int[] initialGene) { | |
| Sudoku.initialGene = initialGene; | |
| } | |
| public int[] getGene() { | |
| return gene; | |
| } | |
| public void setGene(int[] gene) { | |
| this.gene = gene; | |
| fitnessValue = fitness(); | |
| } | |
| public int getFitnessValue() { | |
| return fitnessValue; | |
| } | |
| public void setFitnessValue(int fitnessValue) { | |
| this.fitnessValue = fitnessValue; | |
| } | |
| public double getProbability() { | |
| return probability; | |
| } | |
| public void setProbability(double probability) { | |
| this.probability = probability; | |
| } | |
| @Override | |
| public String toString() { | |
| String string = "Gene: "; | |
| int dimensions = (int) Math.sqrt(gene.length); | |
| for (int i : gene) { | |
| string += i; | |
| } | |
| for (int i = 0; i < gene.length; i++) | |
| string += ((i % dimensions == 0) ? "\n" : "") + gene[i] + " "; | |
| string += "\nFitness: " + fitnessValue; | |
| return string; | |
| } | |
| } |
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| current: Gene: 1334134243241432 | |
| 1 3 3 4 | |
| 1 3 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 14, iteration: 0 | |
| current: Gene: 1314134243241432 | |
| 1 3 1 4 | |
| 1 3 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 13, iteration: 1 | |
| current: Gene: 1314234243241432 | |
| 1 3 1 4 | |
| 2 3 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 12, iteration: 2 | |
| current: Gene: 1314214243241432 | |
| 1 3 1 4 | |
| 2 1 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 11, iteration: 3 | |
| current: Gene: 1314214243241432 | |
| 1 3 1 4 | |
| 2 1 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 11, iteration: 4 | |
| current: Gene: 1314224243241432 | |
| 1 3 1 4 | |
| 2 2 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 12, iteration: 5 | |
| current: Gene: 1314324243241432 | |
| 1 3 1 4 | |
| 3 2 4 2 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 11, iteration: 6 | |
| current: Gene: 1314324343241432 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 10, iteration: 7 | |
| current: Gene: 1314324343241432 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 4 | |
| 1 4 3 2 | |
| Fitness: 10, iteration: 8 | |
| current: Gene: 1314324343241433 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 4 | |
| 1 4 3 3 | |
| Fitness: 12, iteration: 9 | |
| current: Gene: 1314324343211433 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 4 3 3 | |
| Fitness: 10, iteration: 10 | |
| current: Gene: 1314324343211433 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 4 3 3 | |
| Fitness: 10, iteration: 11 | |
| current: Gene: 1314324343211432 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 8, iteration: 12 | |
| current: Gene: 1314324343211432 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 8, iteration: 13 | |
| current: Gene: 1314324343211432 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 8, iteration: 14 | |
| current: Gene: 1314323343211432 | |
| 1 3 1 4 | |
| 3 2 3 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 10, iteration: 15 | |
| current: Gene: 1314321343211432 | |
| 1 3 1 4 | |
| 3 2 1 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 9, iteration: 16 | |
| current: Gene: 1314321343211432 | |
| 1 3 1 4 | |
| 3 2 1 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 9, iteration: 17 | |
| current: Gene: 1314321343211432 | |
| 1 3 1 4 | |
| 3 2 1 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 9, iteration: 18 | |
| current: Gene: 1314421343211432 | |
| 1 3 1 4 | |
| 4 2 1 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 8, iteration: 19 | |
| current: Gene: 1314424343211432 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 4 3 2 | |
| Fitness: 8, iteration: 20 | |
| current: Gene: 1314424343211132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 1 3 2 | |
| Fitness: 9, iteration: 21 | |
| current: Gene: 1314424343211132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 1 3 2 | |
| Fitness: 9, iteration: 22 | |
| current: Gene: 1314424343211132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 1 3 2 | |
| Fitness: 9, iteration: 23 | |
| current: Gene: 1314424343211132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 1 3 2 | |
| Fitness: 9, iteration: 24 | |
| current: Gene: 1314424343212132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 2 1 3 2 | |
| Fitness: 7, iteration: 25 | |
| current: Gene: 1314424343212132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 2 1 3 2 | |
| Fitness: 7, iteration: 26 | |
| current: Gene: 1314424343212132 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 2 1 3 2 | |
| Fitness: 7, iteration: 27 | |
| current: Gene: 1314424343212134 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 2 1 3 4 | |
| Fitness: 6, iteration: 28 | |
| current: Gene: 1314424343212134 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 2 1 3 4 | |
| Fitness: 6, iteration: 29 | |
| current: Gene: 1314424343212134 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 2 1 3 4 | |
| Fitness: 6, iteration: 30 | |
| current: Gene: 1314424323212134 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 2 3 2 1 | |
| 2 1 3 4 | |
| Fitness: 8, iteration: 31 | |
| current: Gene: 1314424323212134 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 2 3 2 1 | |
| 2 1 3 4 | |
| Fitness: 8, iteration: 32 | |
| current: Gene: 1314424323212234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 2 3 2 1 | |
| 2 2 3 4 | |
| Fitness: 11, iteration: 33 | |
| current: Gene: 1314424323232234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 2 3 2 3 | |
| 2 2 3 4 | |
| Fitness: 14, iteration: 34 | |
| current: Gene: 1314424323232234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 2 3 2 3 | |
| 2 2 3 4 | |
| Fitness: 14, iteration: 35 | |
| current: Gene: 1314424343232234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 3 | |
| 2 2 3 4 | |
| Fitness: 12, iteration: 36 | |
| current: Gene: 1314424343222234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 2 2 3 4 | |
| Fitness: 11, iteration: 37 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 38 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 39 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 40 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 41 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 42 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 43 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 44 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 45 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 46 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 47 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 48 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 49 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 50 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 51 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 52 | |
| current: Gene: 1314424343221234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 10, iteration: 53 | |
| current: Gene: 1314424343221232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 2 | |
| Fitness: 12, iteration: 54 | |
| current: Gene: 1314424343221232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 2 | |
| 1 2 3 2 | |
| Fitness: 12, iteration: 55 | |
| current: Gene: 1314424343241232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 4 | |
| 1 2 3 2 | |
| Fitness: 11, iteration: 56 | |
| current: Gene: 1314424343211232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 2 | |
| Fitness: 9, iteration: 57 | |
| current: Gene: 1314424343211232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 2 | |
| Fitness: 9, iteration: 58 | |
| current: Gene: 1314424343213232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 3 2 3 2 | |
| Fitness: 10, iteration: 59 | |
| current: Gene: 1314424343213232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 3 2 3 2 | |
| Fitness: 10, iteration: 60 | |
| current: Gene: 1314424343213232 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 3 2 3 2 | |
| Fitness: 10, iteration: 61 | |
| current: Gene: 1314424343213234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 3 2 3 4 | |
| Fitness: 9, iteration: 62 | |
| current: Gene: 1314424343211234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 8, iteration: 63 | |
| current: Gene: 1314424343211234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 8, iteration: 64 | |
| current: Gene: 1314424343211234 | |
| 1 3 1 4 | |
| 4 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 8, iteration: 65 | |
| current: Gene: 1314324343211234 | |
| 1 3 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 8, iteration: 66 | |
| current: Gene: 1414324343211234 | |
| 1 4 1 4 | |
| 3 2 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 67 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 68 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 69 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 70 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 71 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 72 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 73 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 74 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 75 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 76 | |
| current: Gene: 1414324243211234 | |
| 1 4 1 4 | |
| 3 2 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 77 | |
| current: Gene: 1414314243211234 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 78 | |
| current: Gene: 1414314243211234 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 79 | |
| current: Gene: 1414314243211234 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 80 | |
| current: Gene: 1414344243211234 | |
| 1 4 1 4 | |
| 3 4 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 8, iteration: 81 | |
| current: Gene: 1414314243211234 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 82 | |
| current: Gene: 1414314243211231 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 1 | |
| Fitness: 8, iteration: 83 | |
| current: Gene: 1414314243211231 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 1 | |
| Fitness: 8, iteration: 84 | |
| current: Gene: 1414314243211231 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 1 | |
| Fitness: 8, iteration: 85 | |
| current: Gene: 1414314243211231 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 1 | |
| Fitness: 8, iteration: 86 | |
| current: Gene: 1414314243211231 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 1 | |
| Fitness: 8, iteration: 87 | |
| current: Gene: 1414314243211231 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 1 | |
| Fitness: 8, iteration: 88 | |
| current: Gene: 1414314243211233 | |
| 1 4 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 7, iteration: 89 | |
| current: Gene: 1414314343211233 | |
| 1 4 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 9, iteration: 90 | |
| current: Gene: 1114314343211233 | |
| 1 1 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 11, iteration: 91 | |
| current: Gene: 1114314343211233 | |
| 1 1 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 11, iteration: 92 | |
| current: Gene: 1214314343211233 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 9, iteration: 93 | |
| current: Gene: 1214314343211233 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 9, iteration: 94 | |
| current: Gene: 1214314343211233 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 3 | |
| Fitness: 9, iteration: 95 | |
| current: Gene: 1214314343211234 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 96 | |
| current: Gene: 1214314343211234 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 97 | |
| current: Gene: 1214314343211234 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 98 | |
| current: Gene: 1214314343211234 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 99 | |
| current: Gene: 1214314343211234 | |
| 1 2 1 4 | |
| 3 1 4 3 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 7, iteration: 100 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 101 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 102 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 103 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 104 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 105 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 106 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 107 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 108 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 109 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 110 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 111 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 112 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 113 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 114 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 115 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 116 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 117 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 118 | |
| current: Gene: 1214314243211234 | |
| 1 2 1 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 119 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 120 | |
| current: Gene: 1234314243221234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 9, iteration: 121 | |
| current: Gene: 1234314243221234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 2 | |
| 1 2 3 4 | |
| Fitness: 9, iteration: 122 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 123 | |
| current: Gene: 1234314243211214 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 1 4 | |
| Fitness: 7, iteration: 124 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 125 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 126 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 127 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 128 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 129 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 130 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 131 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 132 | |
| current: Gene: 1234314243211234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 1 2 3 4 | |
| Fitness: 6, iteration: 133 | |
| current: Gene: 1234314243214234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 4 | |
| Fitness: 8, iteration: 134 | |
| current: Gene: 1234314243214234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 4 | |
| Fitness: 8, iteration: 135 | |
| current: Gene: 1234314243214234 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 4 | |
| Fitness: 8, iteration: 136 | |
| current: Gene: 1234314243214231 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 1 | |
| Fitness: 8, iteration: 137 | |
| current: Gene: 1234314243214231 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 1 | |
| Fitness: 8, iteration: 138 | |
| current: Gene: 1234314243214233 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 3 | |
| Fitness: 8, iteration: 139 | |
| current: Gene: 1234314243214233 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 3 | |
| Fitness: 8, iteration: 140 | |
| current: Gene: 1234314243214433 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 4 3 3 | |
| Fitness: 9, iteration: 141 | |
| current: Gene: 1234314243214233 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 3 | |
| Fitness: 8, iteration: 142 | |
| current: Gene: 1234314243214233 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 3 3 | |
| Fitness: 8, iteration: 143 | |
| current: Gene: 1234314243214243 | |
| 1 2 3 4 | |
| 3 1 4 2 | |
| 4 3 2 1 | |
| 4 2 4 3 | |
| Fitness: 7, iteration: 144 | |
| current: Gene: 1234311243214243 | |
| 1 2 3 4 | |
| 3 1 1 2 | |
| 4 3 2 1 | |
| 4 2 4 3 | |
| Fitness: 6, iteration: 145 | |
| current: Gene: 1234311243212243 | |
| 1 2 3 4 | |
| 3 1 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 5, iteration: 146 | |
| current: Gene: 1234311243212243 | |
| 1 2 3 4 | |
| 3 1 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 5, iteration: 147 | |
| current: Gene: 1234341243212243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 3, iteration: 148 | |
| current: Gene: 1234341243212243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 3, iteration: 149 | |
| current: Gene: 1234441243212243 | |
| 1 2 3 4 | |
| 4 4 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 6, iteration: 150 | |
| current: Gene: 1234441243211243 | |
| 1 2 3 4 | |
| 4 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 151 | |
| current: Gene: 1244441243211243 | |
| 1 2 4 4 | |
| 4 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 8, iteration: 152 | |
| current: Gene: 1244341243211243 | |
| 1 2 4 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 153 | |
| current: Gene: 1244321243211243 | |
| 1 2 4 4 | |
| 3 2 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 8, iteration: 154 | |
| current: Gene: 1234321243211243 | |
| 1 2 3 4 | |
| 3 2 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 155 | |
| current: Gene: 1234321243211243 | |
| 1 2 3 4 | |
| 3 2 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 156 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 157 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 158 | |
| current: Gene: 1244341243211243 | |
| 1 2 4 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 159 | |
| current: Gene: 1244341443211243 | |
| 1 2 4 4 | |
| 3 4 1 4 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 8, iteration: 160 | |
| current: Gene: 1244341443211243 | |
| 1 2 4 4 | |
| 3 4 1 4 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 8, iteration: 161 | |
| current: Gene: 1224341443211243 | |
| 1 2 2 4 | |
| 3 4 1 4 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 7, iteration: 162 | |
| current: Gene: 1224341443211243 | |
| 1 2 2 4 | |
| 3 4 1 4 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 7, iteration: 163 | |
| current: Gene: 1224341343211243 | |
| 1 2 2 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 6, iteration: 164 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 165 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 166 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 167 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 168 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 169 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 170 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 171 | |
| current: Gene: 1234341343211243 | |
| 1 2 3 4 | |
| 3 4 1 3 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 172 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 173 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 174 | |
| current: Gene: 1234341243231243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 3 | |
| 1 2 4 3 | |
| Fitness: 5, iteration: 175 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 176 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 177 | |
| current: Gene: 1234341243211243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 1 2 4 3 | |
| Fitness: 2, iteration: 178 | |
| current: Gene: 1234341243213243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 3 2 4 3 | |
| Fitness: 4, iteration: 179 | |
| current: Gene: 1234341243212243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 3, iteration: 180 | |
| current: Gene: 1234341243212243 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 2 2 4 3 | |
| Fitness: 3, iteration: 181 | |
| goal: Gene: 1234341243212143 | |
| 1 2 3 4 | |
| 3 4 1 2 | |
| 4 3 2 1 | |
| 2 1 4 3 | |
| Fitness: 0, iteration: 182 |
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