@Test(invocationCount = 5, successPercentage = 80) public void collect() { final Problem<double[], DoubleGene, Vec<double[]>> problem = Problem.of( v -> Vec.of(v[0]*cos(v[1]), v[0]*sin(v[1])), Codecs.ofVector( DoubleRange.of(0, 1), DoubleRange.of(0, 2*PI) ) ); final Engine<DoubleGene, Vec<double[]>> engine = Engine.builder(problem) .alterers( new Mutator<>(0.1), new MeanAlterer<>()) .offspringSelector(new TournamentSelector<>(2)) .survivorsSelector(UFTournamentSelector.ofVec()) .minimizing() .build(); final List<Vec<double[]>> pop = new ArrayList<>(); final var accu = Accumulator.of(MOEA.<DoubleGene, double[], Vec<double[]>>toParetoSet(IntRange.of(20, 25))); final ISeq<Vec<double[]>> result = engine.stream() .limit(100) .peek(accu) .peek(er -> pop.addAll(er.population() .map(Phenotype::fitness).asList())) .collect(MOEA.toParetoSet(IntRange.of(20, 25))) .map(Phenotype::fitness); Assert.assertTrue(result.size() >= 10, "Expected >= 10, got " + result.size()); Assert.assertTrue(result.size() <= 50, "Expected <= 50, got " + result.size()); Assert.assertEquals(accu.result().size(), result.size()); Assert.assertEquals(accu.result().map(Phenotype::fitness), result); final Set<Vec<double[]>> front = new HashSet<>( Pareto .front(ISeq.of(pop), Comparator.reverseOrder()) .asList() ); final Set<Vec<double[]>> missing = result.stream() .filter(r -> !front.contains(r)) .collect(Collectors.toSet()); Assert.assertTrue(missing.size() < 10, "Expected < 10, got " + missing.size()); }
public static <G extends Gene<?, G>, T, V extends Vec<T>> Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet() { return toParetoSet(DEFAULT_SET_RANGE); }
MOEA { public static <G extends Gene<?, G>, T, V extends Vec<T>> Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet() { return toParetoSet(DEFAULT_SET_RANGE); } }
MOEA { public static <G extends Gene<?, G>, T, V extends Vec<T>> Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet() { return toParetoSet(DEFAULT_SET_RANGE); } private  MOEA(); }
MOEA { public static <G extends Gene<?, G>, T, V extends Vec<T>> Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet() { return toParetoSet(DEFAULT_SET_RANGE); } private  MOEA(); static Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet(); static Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet(final IntRange size); static Collector<EvolutionResult<G, C>, ?, ISeq<Phenotype<G, C>>> toParetoSet(
		final IntRange size,
		final Comparator<? super C> dominance,
		final ElementComparator<? super C> comparator,
		final ElementDistance<? super C> distance,
		final ToIntFunction<? super C> dimension
	); }
MOEA { public static <G extends Gene<?, G>, T, V extends Vec<T>> Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet() { return toParetoSet(DEFAULT_SET_RANGE); } private  MOEA(); static Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet(); static Collector<EvolutionResult<G, V>, ?, ISeq<Phenotype<G, V>>> toParetoSet(final IntRange size); static Collector<EvolutionResult<G, C>, ?, ISeq<Phenotype<G, C>>> toParetoSet(
		final IntRange size,
		final Comparator<? super C> dominance,
		final ElementComparator<? super C> comparator,
		final ElementDistance<? super C> distance,
		final ToIntFunction<? super C> dimension
	);  }