Struct AdversarialAttack

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pub struct AdversarialAttack { /* private fields */ }

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Adversarial attack generator

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impl AdversarialAttack

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pub fn new(config: AttackConfig) -> Self

Create new adversarial attack

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pub fn fgsm(&self, input: &Tensor, gradient: &Tensor) -> Result<Tensor, String>

Generate adversarial example using FGSM

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pub fn pgd( &self, input: &Tensor, compute_gradient: impl Fn(&Tensor) -> Result<Tensor, String>, ) -> Result<Tensor, String>

Generate adversarial example using PGD

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pub fn cw( &self, input: &Tensor, target_class: usize, compute_logits: impl Fn(&Tensor) -> Result<Tensor, String>, ) -> Result<Tensor, String>

Generate adversarial example using C&W attack

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pub fn deepfool( &self, input: &Tensor, compute_gradient: impl Fn(&Tensor, usize) -> Result<Tensor, String>, num_classes: usize, ) -> Result<Tensor, String>

Generate adversarial example using DeepFool

Auto Trait Implementations§

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impl UnwindSafe for AdversarialAttack

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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 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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