Struct AdversarialExample

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pub struct AdversarialExample {
    pub original: Vec<f64>,
    pub perturbed: Vec<f64>,
    pub perturbation: Vec<f64>,
    pub perturbation_norm: f64,
    pub n_iterations: usize,
}

Expand description

The result of running an adversarial attack on a single input.

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§original: Vec<f64>

The clean (unperturbed) input.

§perturbed: Vec<f64>

The perturbed input original + perturbation.

§perturbation: Vec<f64>

The additive perturbation δ = perturbed − original.

§perturbation_norm: f64

The actual norm of the perturbation (measured in the configured norm).

§n_iterations: usize

Number of attack iterations performed (1 for FGSM).

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impl AdversarialExample

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pub fn perturbation_linf(&self) -> f64

L∞ norm of the perturbation: max |δᵢ|.

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pub fn perturbation_l2(&self) -> f64

L2 norm of the perturbation: √(Σ δᵢ²).

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pub fn perturbation_l1(&self) -> f64

L1 norm of the perturbation: Σ |δᵢ|.

Trait Implementations§

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impl Clone for AdversarialExample

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fn clone(&self) -> AdversarialExample

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 AdversarialExample

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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 AdversarialExample

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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