Struct MetaLearningConfig

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pub struct MetaLearningConfig {Show 18 fields
    pub algorithm: MetaLearningAlgorithm,
    pub inner_steps: usize,
    pub outer_steps: usize,
    pub meta_learning_rate: f64,
    pub inner_learning_rate: f64,
    pub task_batch_size: usize,
    pub support_set_size: usize,
    pub query_set_size: usize,
    pub second_order: bool,
    pub gradient_clip: f64,
    pub adaptation_strategies: Vec<AdaptationStrategy>,
    pub transfer_settings: TransferLearningSettings,
    pub continual_settings: ContinualLearningSettings,
    pub multitask_settings: MultiTaskSettings,
    pub few_shot_settings: FewShotSettings,
    pub enable_meta_regularization: bool,
    pub meta_regularization_strength: f64,
    pub task_sampling_strategy: TaskSamplingStrategy,
}

Expand description

Meta-learning configuration

Fields§

§algorithm: MetaLearningAlgorithm

Meta-learning algorithm

§inner_steps: usize

Number of inner loop steps

§outer_steps: usize

Number of outer loop steps

§meta_learning_rate: f64

Meta-learning rate

§inner_learning_rate: f64

Inner learning rate

§task_batch_size: usize

Task batch size

§support_set_size: usize

Support set size per task

§query_set_size: usize

Query set size per task

§second_order: bool

Enable second-order gradients

§gradient_clip: f64

Gradient clipping threshold

§adaptation_strategies: Vec<AdaptationStrategy>

Adaptation strategies

§transfer_settings: TransferLearningSettings

Transfer learning settings

§continual_settings: ContinualLearningSettings

Continual learning settings

§multitask_settings: MultiTaskSettings

Multi-task settings

§few_shot_settings: FewShotSettings

Few-shot learning settings

§enable_meta_regularization: bool

Enable meta-regularization

§meta_regularization_strength: f64

Meta-regularization strength

§task_sampling_strategy: TaskSamplingStrategy

Task sampling strategy

Trait Implementations§

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impl Clone for MetaLearningConfig

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fn clone(&self) -> MetaLearningConfig

Returns a duplicate of the value. Read more

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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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impl Debug for MetaLearningConfig

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for MetaLearningConfig

Blanket Implementations§

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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> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

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impl<T> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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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 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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