PrivateHPOConfig

optirs_core::privacy::private_hyperparameter_optimization

Struct PrivateHPOConfig 

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pub struct PrivateHPOConfig<T: Float + Debug + Send + Sync + 'static> {
    pub base_privacyconfig: DifferentialPrivacyConfig,
    pub budget_allocation: BudgetAllocationStrategy,
    pub search_algorithm: SearchAlgorithm,
    pub num_evaluations: usize,
    pub cv_folds: usize,
    pub early_stopping: EarlyStoppingConfig,
    pub noise_mechanism: HyperparameterNoiseMechanism,
    pub sensitivity_bounds: SensitivityBounds<T>,
    pub private_model_selection: bool,
    pub validation_strategy: ValidationStrategy,
}
Expand description

Configuration for private hyperparameter optimization

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§base_privacyconfig: DifferentialPrivacyConfig

Base differential privacy configuration

§budget_allocation: BudgetAllocationStrategy

Privacy budget allocation strategy

§search_algorithm: SearchAlgorithm

Hyperparameter search algorithm

§num_evaluations: usize

Number of hyperparameter configurations to evaluate

§cv_folds: usize

Number of cross-validation folds

§early_stopping: EarlyStoppingConfig

Early stopping criteria

§noise_mechanism: HyperparameterNoiseMechanism

Noise mechanism for hyperparameter selection

§sensitivity_bounds: SensitivityBounds<T>

Sensitivity bounds for hyperparameters

§private_model_selection: bool

Enable private model selection

§validation_strategy: ValidationStrategy

Validation strategy

Trait Implementations§

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impl<T: Clone + Float + Debug + Send + Sync + 'static> Clone for PrivateHPOConfig<T>

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fn clone(&self) -> PrivateHPOConfig<T>

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<T: Debug + Float + Debug + Send + Sync + 'static> Debug for PrivateHPOConfig<T>

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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<T> Freeze for PrivateHPOConfig<T>

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impl<T> RefUnwindSafe for PrivateHPOConfig<T>
where T: RefUnwindSafe,

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impl<T> Send for PrivateHPOConfig<T>

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impl<T> Sync for PrivateHPOConfig<T>

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impl<T> Unpin for PrivateHPOConfig<T>
where T: Unpin,

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impl<T> UnwindSafe for PrivateHPOConfig<T>
where T: UnwindSafe,

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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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Immutably borrows from an owned value. Read more
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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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where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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Calls U::from(self).

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const ALIGN: usize

The alignment of pointer.
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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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Checks if self is actually part of its subset T (and can be converted to it).
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Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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