Enum WorstCaseScenario

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pub enum WorstCaseScenario {
    AdversarialExamples {
        epsilon: Float,
        attack_method: AdversarialAttackMethod,
        targeted: bool,
    },
    DistributionShift {
        shift_type: DistributionShiftType,
        severity: Float,
    },
    ExtremeOutliers {
        outlier_fraction: Float,
        outlier_magnitude: Float,
    },
    ClassImbalance {
        minority_fraction: Float,
        imbalance_ratio: Float,
    },
    FeatureCorruption {
        corruption_rate: Float,
        corruption_type: CorruptionType,
    },
    TemporalDrift {
        drift_rate: Float,
        drift_pattern: DriftPattern,
    },
    LabelNoise {
        noise_rate: Float,
        noise_pattern: NoisePattern,
    },
    MissingData {
        missing_rate: Float,
        missing_pattern: MissingPattern,
    },
}

Expand description

Worst-case scenario types

Variants§

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AdversarialExamples

Adversarial examples with maximum perturbation

Fields

§epsilon: Float

§attack_method: AdversarialAttackMethod

§targeted: bool

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DistributionShift

Distribution shift scenarios

Fields

§shift_type: DistributionShiftType

§severity: Float

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ExtremeOutliers

Extreme outliers and anomalies

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§outlier_fraction: Float

§outlier_magnitude: Float

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ClassImbalance

Class imbalance scenarios

Fields

§minority_fraction: Float

§imbalance_ratio: Float

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FeatureCorruption

Feature corruption scenarios

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§corruption_rate: Float

§corruption_type: CorruptionType

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TemporalDrift

Temporal drift for time series

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§drift_rate: Float

§drift_pattern: DriftPattern

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LabelNoise

Label noise scenarios

Fields

§noise_rate: Float

§noise_pattern: NoisePattern

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MissingData

Missing data scenarios

Fields

§missing_rate: Float

§missing_pattern: MissingPattern

Trait Implementations§

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impl Clone for WorstCaseScenario

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fn clone(&self) -> WorstCaseScenario

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 WorstCaseScenario

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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 WorstCaseScenario

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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