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lifegame-map-generator's Introduction

LifeGame-Map-Generator

Use to generate one-way path map by genetic algorithm.

Output Example

25 steps, start at (0, 0), end at E.

[
[↓, →, →, ↓, E, ←, *],
[→, ↑, *, →, ↓, ↑, ←],
[*, *, ↓, ←, ←, →, ↑],
[*, *, →, ↓, *, ↑, ←],
[*, *, *, →, →, →, ↑]
]
        // prepare possible directions
        List<IDirection> directionGuides = Direction.DIRECTIONS_4;
        
        // prepare genetic algorithm engine
        Engine<IntegerGene, Long> engine = Engine
                .builder(MapWalker.FITNESS, new MapWalkerCodec(directionGuides, 5, 7))
                .build();

        // prepare genetic algorithm statistic
        EvolutionStatistics<Long, ?> statistics = EvolutionStatistics.ofNumber();

        // start engine
        Phenotype<IntegerGene, Long> result = engine
                .stream()
                .limit(500)
                .peek(statistics)
                .collect(toBestPhenotype());

        logger.info("\n" + statistics.toString());
        logger.info("Best fitness: {}", result.getFitness());
        
        // output result
        Cartographer cartographer = Cartographer.builder()
                .directions(directionGuides)
                .format(OutputFormat.HUMAN_READABLE)
                .data(result)
                .build();
        
        cartographer.output();
    }

Genetic Algorithm Engine

see jenetics.io

lifegame-map-generator's People

Contributors

yyc1217 avatar

Watchers

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