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PrivacyEngine

oxirs_embed::federated_learning::privacy

Struct PrivacyEngine 

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pub struct PrivacyEngine {
    pub config: PrivacyConfig,
    pub privacy_accountant: PrivacyAccountant,
    pub noise_generator: NoiseGenerator,
    pub clipping_mechanisms: ClippingMechanisms,
}
Expand description

Privacy engine for differential privacy

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§config: PrivacyConfig

Privacy configuration

§privacy_accountant: PrivacyAccountant

Privacy accountant

§noise_generator: NoiseGenerator

Noise generator

§clipping_mechanisms: ClippingMechanisms

Clipping mechanisms

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impl PrivacyEngine

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pub fn new(config: PrivacyConfig) -> Self

Create new privacy engine

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pub fn process_gradients( &mut self, gradients: &Array2<f32>, participant_id: Uuid, ) -> Result<Array2<f32>>

Process gradients with privacy mechanisms

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impl Clone for PrivacyEngine

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fn clone(&self) -> PrivacyEngine

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 PrivacyEngine

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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<'de> Deserialize<'de> for PrivacyEngine

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for PrivacyEngine

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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impl<T> Any for T
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impl<T> CloneToUninit for T
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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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That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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Drops the object pointed to by the given pointer. Read more
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impl<T> PolicyExt for T
where T: ?Sized,

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fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more
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Create a new Policy that returns Action::Follow if either self or other returns Action::Follow. Read more
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type Output = T

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