There are several possibilities in jenetics to set termination limits to EvolutionStream
, see the documentation.
The limits are usually applied directly on the stream
, e.g.
Phenotype<IntegerGene,Double> result = engine.stream()
.limit(Limits.bySteadyFitness(10))
.collect(EvolutionResult.toBestPhenotype());
or
Phenotype<IntegerGene,Double> result = engine.stream()
.limit(Limits.byFixedGeneration(10))
.collect(EvolutionResult.toBestPhenotype());
or in combination, see example:
Phenotype<IntegerGene,Double> result = engine.stream()
.limit(Limits.bySteadyFitness(10))
.limit(Limits.byFixedGeneration(10))
.collect(EvolutionResult.toBestPhenotype());
In my optimization problem, I want to let the user decide which limits to assign to the problem. I do not know the limit setup in advance. It might be multiple limits. Therefore, I have to assign the limit types at runtime.
I tried to create a EvolutionStream
object by
EvolutionStream<IntegerGene, Double> evolutionStream = engine.stream();
and assign the limits on the evolutionStream
:
Stream<EvolutionResult<IntegerGene, Double>> limit = evolutionStream.limit(Limits.byFixedGeneration(10));
The result is a Stream, which does not know the EvolutionStream
specific limit methods. Thus, I can not apply it in case multiple limits are defined. Trying to cast
evolutionStream = (EvolutionStream<IntegerGene, Double>)evolutionStream.limit(Limits.byFixedGeneration(10));
results in an error:
java.lang.ClassCastException: class java.util.stream.SliceOps$1 cannot be cast to class io.jenetics.engine.EvolutionStream (java.util.stream.SliceOps$1 is in module java.base of loader 'bootstrap'; io.jenetics.engine.EvolutionStream is in unnamed module of loader 'app')
So, is there a way to properly apply multiple limits outside the stream builder?
The EvolutionStream.limit(Predicate)
method does return an EvolutionStream
.
EvolutionStream<IntegerGene, Double> stream = engine.stream();
stream = stream
.limit(Limits.byFixedGeneration(10))
.limit(Limits.bySteadyFitness(5))
.limit(Limits.byExecutionTime(Duration.ofMillis(100)));
So your given examples look good and should work. But the EvolutionStream.limit(Predicate)
method is the only method which gives you back an EvolutionStream
.
An alternative would be that your method, which initializes the EvolutionStream
, takes the Predicate
s from outside.
@SafeVarargs
static EvolutionStream<IntegerGene, Double>
newStream(final Predicate<? super EvolutionResult<IntegerGene, Double>>... limits) {
final Engine<IntegerGene, Double> engine = Engine
.builder(a -> a.gene().allele().doubleValue(), IntegerChromosome.of(0, 100))
.build();
EvolutionStream<IntegerGene, Double> stream = engine.stream();
for (var limit : limits) {
stream = stream.limit(limit);
}
return stream;
}
final var stream = newStream(
Limits.byFixedGeneration(100),
Limits.byExecutionTime(Duration.ofMillis(1000)),
Limits.bySteadyFitness(10)
);