Struct smartnoise_validator::proto::GaussianMechanism

pub struct GaussianMechanism {
    pub privacy_usage: Vec<PrivacyUsage>,
    pub analytic: bool,
}

GaussianMechanism Component

Privatizes a result by returning it perturbed with Gaussian noise.

This struct represents an abstract computation. Arguments are provided via the graph. Additional options are set via the fields on this struct. The return is the result of the gaussian_mechanism on the arguments.

Arguments

• data - Array - Result to be released privately via the Gaussian mechanism. Atomic type must be numeric.
• sensitivity - Array - Override the sensitivity computed by the library. Rejected unless protect_sensitivity is disabled.

Returns

• Value - Array - Original data perturbed with Gaussian noise.

Fields

privacy_usage: Vec<PrivacyUsage>

Object describing the type and amount of privacy to be used for the mechanism release.

analytic: bool

Set to enable use of the analytic gaussian mechanism.

Trait Implementations

impl Accuracy for GaussianMechanism

fn accuracy_to_privacy_usage(
    &self,
    accuracies: &Accuracies,
    public_arguments: IndexMap<IndexKey, &Value>
) -> Result<Option<Vec<PrivacyUsage>>>

fn privacy_usage_to_accuracy(
    &self,
    public_arguments: IndexMap<IndexKey, &Value>,
    alpha: f64
) -> Result<Option<Vec<Accuracy>>>

impl Clone for GaussianMechanism

fn clone(&self) -> GaussianMechanism

Returns a copy of the value.

pub fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Component for GaussianMechanism

fn propagate_property(
    &self,
    privacy_definition: &Option<PrivacyDefinition>,
    _public_arguments: IndexMap<IndexKey, &Value>,
    properties: NodeProperties,
    _node_id: u32
) -> Result<Warnable<ValueProperties>>

Given properties known about private arguments, and public arguments, derive properties about the resulting data.

impl Debug for GaussianMechanism

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

Formats the value using the given formatter.

impl Default for GaussianMechanism

fn default() -> GaussianMechanism

Returns the “default value” for a type.

impl Expandable for GaussianMechanism

fn expand_component(
    &self,
    privacy_definition: &Option<PrivacyDefinition>,
    component: &Component,
    _public_arguments: &IndexMap<IndexKey, &Value>,
    properties: &NodeProperties,
    component_id: u32,
    maximum_id: u32
) -> Result<ComponentExpansion>

Concrete implementation for an Expandable component that returns a patch that may be applied to a computation graph.

impl Mechanism for GaussianMechanism

fn get_privacy_usage(
    &self,
    privacy_definition: &PrivacyDefinition,
    release_usage: Option<&Vec<PrivacyUsage>>,
    properties: &NodeProperties
) -> Result<Option<Vec<PrivacyUsage>>>

Extraction of privacy usage by the component.

impl Message for GaussianMechanism

fn encode_raw<B>(&self, buf: &mut B) where
    B: BufMut, 

fn merge_field<B>(
    &mut self,
    tag: u32,
    wire_type: WireType,
    buf: &mut B,
    ctx: DecodeContext
) -> Result<(), DecodeError> where
    B: Buf, 

fn encoded_len(&self) -> usize

Returns the encoded length of the message without a length delimiter.

fn clear(&mut self)

Clears the message, resetting all fields to their default.

pub fn encode<B>(&self, buf: &mut B) -> Result<(), EncodeError> where
    B: BufMut, 

Encodes the message to a buffer.

pub fn encode_length_delimited<B>(&self, buf: &mut B) -> Result<(), EncodeError> where
    B: BufMut, 

Encodes the message with a length-delimiter to a buffer.

pub fn decode<B>(buf: B) -> Result<Self, DecodeError> where
    Self: Default,
    B: Buf, 

Decodes an instance of the message from a buffer.

pub fn decode_length_delimited<B>(buf: B) -> Result<Self, DecodeError> where
    Self: Default,
    B: Buf, 

Decodes a length-delimited instance of the message from the buffer.

pub fn merge<B>(&mut self, buf: B) -> Result<(), DecodeError> where
    B: Buf, 

Decodes an instance of the message from a buffer, and merges it into self.

pub fn merge_length_delimited<B>(&mut self, buf: B) -> Result<(), DecodeError> where
    B: Buf, 

Decodes a length-delimited instance of the message from buffer, and merges it into self.

impl PartialEq<GaussianMechanism> for GaussianMechanism

fn eq(&self, other: &GaussianMechanism) -> bool

This method tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &GaussianMechanism) -> bool

This method tests for !=.

impl StructuralPartialEq for GaussianMechanism