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PopulationBasedTraining

Struct PopulationBasedTraining 

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pub struct PopulationBasedTraining<E, X, Y> { /* private fields */ }
Expand description

Population-based Training optimizer

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impl<E, X, Y> PopulationBasedTraining<E, X, Y>
where E: Clone + Debug,

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pub fn new(config: PBTConfig, parameter_space: PBTParameterSpace) -> Self

Create a new PBT optimizer

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pub fn initialize_population(&mut self)

Initialize the population with random hyperparameters

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pub fn population(&self) -> &[PBTWorker<E>]

Get the current population

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pub fn best_worker(&self) -> Option<&PBTWorker<E>>

Get the best worker in the current population

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pub fn update_worker_score( &mut self, worker_id: usize, score: f64, ) -> Result<()>

Update worker performance

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pub fn exploit_and_explore(&mut self) -> Result<()>

Perform exploitation and exploration step

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pub fn check_convergence(&self) -> bool

Check if any worker has converged

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pub fn get_statistics(&self) -> PBTStatistics

Get optimization statistics

Auto Trait Implementations§

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impl<E, X, Y> Freeze for PopulationBasedTraining<E, X, Y>

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impl<E, X, Y> RefUnwindSafe for PopulationBasedTraining<E, X, Y>

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impl<E, X, Y> Send for PopulationBasedTraining<E, X, Y>
where X: Send, Y: Send, E: Send,

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impl<E, X, Y> Sync for PopulationBasedTraining<E, X, Y>
where X: Sync, Y: Sync, E: Sync,

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impl<E, X, Y> Unpin for PopulationBasedTraining<E, X, Y>
where X: Unpin, Y: Unpin, E: Unpin,

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impl<E, X, Y> UnsafeUnpin for PopulationBasedTraining<E, X, Y>

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impl<E, X, Y> UnwindSafe for PopulationBasedTraining<E, X, Y>
where X: UnwindSafe, Y: UnwindSafe, E: UnwindSafe,

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

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fn type_id(&self) -> TypeId

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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, U> TryFrom<U> for T
where U: Into<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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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion 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
where V: MultiLane<T>,

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fn vzip(self) -> V