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InteractiveGA

Struct InteractiveGA 

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pub struct InteractiveGA<G, S, C, M>{ /* private fields */ }
Expand description

Step-based Interactive Genetic Algorithm

Unlike standard GA algorithms that run to completion, InteractiveGA yields control between evaluations, allowing the caller to interact with users.

§Example

use fugue_evo::interactive::prelude::*;

let mut iga = InteractiveGABuilder::<MyGenome>::new()
    .population_size(12)
    .evaluation_mode(EvaluationMode::BatchSelection)
    .build()?;

let mut rng = rand::thread_rng();

loop {
    match iga.step(&mut rng) {
        StepResult::NeedsEvaluation(request) => {
            let response = get_user_feedback(&request);
            iga.provide_response(response);
        }
        StepResult::GenerationComplete { generation, .. } => {
            println!("Generation {} complete", generation);
        }
        StepResult::Complete(result) => {
            println!("Evolution complete: {}", result.termination_reason);
            break;
        }
    }
}

Implementations§

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impl<G, S, C, M> InteractiveGA<G, S, C, M>

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pub fn new( config: InteractiveGAConfig, bounds: Option<MultiBounds>, selection: S, crossover: C, mutation: M, ) -> Self

Create a new InteractiveGA

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pub fn from_session( session: InteractiveSession<G>, config: InteractiveGAConfig, bounds: Option<MultiBounds>, selection: S, crossover: C, mutation: M, ) -> Self

Resume from a saved session

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pub fn session(&self) -> &InteractiveSession<G>

Get the current session

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pub fn session_mut(&mut self) -> &mut InteractiveSession<G>

Get mutable reference to session (for custom modifications)

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pub fn config(&self) -> &InteractiveGAConfig

Get the configuration

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pub fn coverage_stats(&self) -> CoverageStats

Get coverage statistics

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pub fn provide_response(&mut self, response: EvaluationResponse)

Provide user response to an evaluation request

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pub fn step<R: Rng>(&mut self, rng: &mut R) -> StepResult<G>
where G: Serialize + for<'de> Deserialize<'de>,

Advance the algorithm one step

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pub fn terminate(&mut self, reason: &str)

Manually terminate the algorithm

Auto Trait Implementations§

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impl<G, S, C, M> Freeze for InteractiveGA<G, S, C, M>
where S: Freeze, C: Freeze, M: Freeze,

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impl<G, S, C, M> RefUnwindSafe for InteractiveGA<G, S, C, M>

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impl<G, S, C, M> Send for InteractiveGA<G, S, C, M>
where S: Send, C: Send, M: Send,

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impl<G, S, C, M> Sync for InteractiveGA<G, S, C, M>
where S: Sync, C: Sync, M: Sync,

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impl<G, S, C, M> Unpin for InteractiveGA<G, S, C, M>
where S: Unpin, C: Unpin, M: Unpin, G: Unpin,

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impl<G, S, C, M> UnsafeUnpin for InteractiveGA<G, S, C, M>

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impl<G, S, C, M> UnwindSafe for InteractiveGA<G, S, C, M>

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T, U> TryFrom<U> for T
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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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type Error = <U as TryFrom<T>>::Error

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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V