Struct Meta Optimization Tracker &nbsp; Copy item path

impl<T: Float + Debug + Send + Sync + 'static + Default + Clone> MetaOptimizationTracker<T>

pub fn new() -> Self

pub fn record_epoch( &mut self, _epoch: usize, training_result: &TrainingResult, validation_result: &ValidationResult, tasks_in_epoch: usize, ) -> Result<()>

Record one meta-training epoch. tasks_in_epoch is the number of tasks the epoch actually consumed.

pub fn update_best_parameters( &mut self, metaparameters: &MetaParameters<T>, ) -> Result<()>

pub fn best_parameters(&self) -> Option<&MetaParameters<T>>

The best meta-parameters recorded so far, if any.

pub fn epochs_recorded(&self) -> usize

Number of epochs recorded.

pub fn total_tasks_seen(&self) -> usize

Number of tasks actually consumed across all recorded epochs.

pub fn adaptation_efficiency(&self) -> T

Mean training-loss improvement per epoch.

Returns zero until at least two epochs have been recorded, because a single epoch provides no improvement to measure.

pub fn validation_losses(&self) -> &[f64]

Validation loss trajectory (one entry per recorded epoch).

Trait Implementations§

impl<T: Float + Debug + Send + Sync + 'static + Default + Clone> Default for MetaOptimizationTracker<T>

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

impl<T> Freeze for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: Freeze,

impl<T> RefUnwindSafe for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: RefUnwindSafe,

impl<T> Send for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: Send,

impl<T> Sync for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: Sync,

impl<T> Unpin for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: Unpin,

impl<T> UnsafeUnpin for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: UnsafeUnpin,

impl<T> UnwindSafe for MetaOptimizationTracker<T>
where Option<MetaParameters<T>>: UnwindSafe,

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T
where T: ?Sized,

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

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

fn into(self) -> U

Calls U::from(self).

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

impl<T> IntoEither for T

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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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

impl<T> Pointable for T

const ALIGN: usize

The alignment of pointer.

type Init = T

The type for initializers.

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

impl<T> Same for T

type Output = T

Should always be Self

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more

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Checks if self is actually part of its subset T (and can be converted to it).

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.

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where U: Into<T>,

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The type returned in the event of a conversion error.

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Performs the conversion.

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The type returned in the event of a conversion error.

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Performs the conversion.

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where V: MultiLane<T>,