Struct DifferentialPrivacyConfig

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pub struct DifferentialPrivacyConfig {
    pub target_epsilon: f64,
    pub target_delta: f64,
    pub noise_multiplier: f64,
    pub l2_norm_clip: f64,
    pub batch_size: usize,
    pub dataset_size: usize,
    pub max_steps: usize,
    pub noise_mechanism: NoiseMechanism,
    pub secure_aggregation: bool,
    pub adaptive_clipping: bool,
    pub adaptive_clip_init: f64,
    pub adaptive_clip_lr: f64,
}

Expand description

Differential privacy configuration

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§target_epsilon: f64

Target privacy parameter epsilon

§target_delta: f64

Privacy parameter delta (typically 1/n where n is dataset size)

§noise_multiplier: f64

Noise multiplier for gradient perturbation

§l2_norm_clip: f64

L2 norm clipping threshold for gradients

§batch_size: usize

Batch size for sampling

§dataset_size: usize

Dataset size for privacy accounting

§max_steps: usize

Maximum number of training steps

§noise_mechanism: NoiseMechanism

Noise mechanism to use

§secure_aggregation: bool

Enable secure aggregation (for federated learning)

§adaptive_clipping: bool

Enable adaptive clipping

§adaptive_clip_init: f64

Initial clipping threshold for adaptive clipping

§adaptive_clip_lr: f64

Learning rate for adaptive clipping

Trait Implementations§

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impl Clone for DifferentialPrivacyConfig

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fn clone(&self) -> DifferentialPrivacyConfig

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 DifferentialPrivacyConfig

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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impl Default for DifferentialPrivacyConfig

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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 DifferentialPrivacyConfig

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> DynClone for T
where T: Clone,

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

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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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