Struct SecureAggregation 

pub struct SecureAggregation { /* private fields */ }

Secure Aggregation kernel.

Implements privacy-preserving aggregation of model updates from multiple participants. Uses masking and differential privacy to ensure no individual update can be reconstructed.

Implementations

impl SecureAggregation

pub fn new() -> Self

Create a new Secure Aggregation kernel.

pub fn aggregate( updates: &[ParticipantUpdate], config: &SecureAggConfig, ) -> AggregationResult

Aggregate updates from multiple participants.

pub fn verify_aggregation( _updates: &[ParticipantUpdate], result: &AggregationResult, ) -> bool

Verify aggregation result (for testing).

pub fn simulate_round( _global_model: &[f64], local_updates: &[Vec<f64>], sample_counts: &[usize], config: &SecureAggConfig, ) -> AggregationResult

Simulate a federated learning round.

Trait Implementations

impl Clone for SecureAggregation

fn clone(&self) -> SecureAggregation

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for SecureAggregation

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

Formats the value using the given formatter.

impl Default for SecureAggregation

fn default() -> Self

Returns the “default value” for a type.

impl GpuKernel for SecureAggregation

fn metadata(&self) -> &KernelMetadata

Returns the kernel metadata.

fn validate(&self) -> Result<(), KernelError>

Validate kernel configuration.

fn id(&self) -> &str

Returns the kernel ID.

fn requires_gpu_native(&self) -> bool

Returns true if this kernel requires GPU-native execution.

fn health_check(&self) -> HealthStatus

Perform a health check on this kernel.

fn shutdown(&self) -> Result<(), KernelError>

Graceful shutdown of the kernel.

fn refresh_config(&mut self, _config: &KernelConfig) -> Result<(), KernelError>

Refresh kernel configuration at runtime.