Struct smartnoise_runtime::proto::DpSum

pub struct DpSum {
    pub mechanism: String,
    pub privacy_usage: Vec<PrivacyUsage, Global>,
}

DPSum Component

Returns differentially private estimates of the sums of each column of the data.

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 dp_sum on the arguments.

Arguments

• data - Array
• lower - Array - Estimated minimum possible value of the statistic, on integral data. Useful to help bound elapsed time when sampling for the geometric mechanism. Useful for the snapping mechanism.
• upper - Array - Estimated maximum possible value of the statistic, on integral data. Useful to help bound elapsed time when sampling for the geometric mechanism. Useful for the snapping mechanism.

Returns

• Value - Array - Differentially private sum over elements for each column of the data.

Fields

mechanism: String

Privatizing mechanism to use. Value must be one of [Automatic, Laplace, Gaussian, AnalyticGaussian, SimpleGeometric]. Automatic chooses based on the input data type.

privacy_usage: Vec<PrivacyUsage, Global>

Object describing the type and amount of privacy to be used for the mechanism release. Atomic data type value must be float. Example value: {‘epsilon’: 0.5}

Trait Implementations

impl Clone for DpSum

pub fn clone(&self) -> DpSum

Returns a copy of the value.

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

Performs copy-assignment from source.

impl Debug for DpSum

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

Formats the value using the given formatter.

impl Default for DpSum

pub fn default() -> DpSum

Returns the “default value” for a type.

impl Expandable for DpSum

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

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

impl Message for DpSum

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

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

pub fn encoded_len(&self) -> usize

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

pub 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<DpSum> for DpSum

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

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

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

This method tests for !=.

impl Report for DpSum

pub fn summarize(
    &self,
    node_id: u32,
    component: &Component,
    _public_arguments: IndexMap<IndexKey, &Value, RandomState>,
    properties: IndexMap<IndexKey, ValueProperties, RandomState>,
    release: &Value,
    variable_names: Option<&Vec<IndexKey, Global>>
) -> Result<Option<Vec<JSONRelease, Global>>, Error>

Summarize the relevant metadata around a computation in a readable, JSON-serializable format.

impl StructuralPartialEq for DpSum