Struct RobustnessTester

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pub struct RobustnessTester {
    pub test_noise_robustness: bool,
    pub test_missing_data_robustness: bool,
    pub test_adversarial_robustness: bool,
    pub test_distribution_shift: bool,
    pub noise_levels: Vec<f64>,
    pub missing_ratios: Vec<f64>,
    pub n_robustness_tests: usize,
}

Expand description

Robustness testing framework

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§test_noise_robustness: bool

Test with noisy data

§test_missing_data_robustness: bool

Test with missing data

§test_adversarial_robustness: bool

Test with adversarial examples

§test_distribution_shift: bool

Test with distribution shift

§noise_levels: Vec<f64>

Noise levels to test

§missing_ratios: Vec<f64>

Missing data ratios to test

§n_robustness_tests: usize

Number of robustness test iterations

Implementations§

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impl RobustnessTester

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pub fn comprehensive() -> Self

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pub fn disabled() -> Self

Trait Implementations§

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impl Default for RobustnessTester

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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 RobustnessTester

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> 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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