Struct DistillationConfig

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pub struct DistillationConfig {
    pub temperature: f32,
    pub alpha: f32,
    pub beta: f32,
    pub method: DistillationMethod,
    pub feature_layers: Vec<usize>,
}

Expand description

Knowledge distillation configuration

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§temperature: f32

Temperature for softmax scaling

§alpha: f32

Weight for distillation loss

§beta: f32

Weight for student loss (ground truth)

§method: DistillationMethod

Distillation method

§feature_layers: Vec<usize>

Feature matching layers

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impl DistillationConfig

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pub fn standard(temperature: f32, alpha: f32) -> Self

Standard knowledge distillation

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pub fn feature_based(temperature: f32, feature_layers: Vec<usize>) -> Self

Feature-based distillation

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pub fn attention_transfer(temperature: f32) -> Self

Attention transfer

Trait Implementations§

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impl Clone for DistillationConfig

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fn clone(&self) -> DistillationConfig

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 DistillationConfig

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

Formats the value using the given formatter. Read more

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impl Default for DistillationConfig

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fn default() -> Self

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

Auto Trait Implementations§

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impl UnwindSafe for DistillationConfig

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> 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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