//! Homomorphic Encryption for federated learning use super::{HEScheme, PrivacyConfig, PrivacyMechanism}; use crate::aggregation::ModelUpdate; use crate::error::Result; use async_trait::async_trait; #[derive(Debug)] pub struct HomomorphicEncryption { key_size: usize, precision: usize, } impl HomomorphicEncryption { pub async fn new(key_size: usize, precision: usize) -> Result { Ok(Self { key_size, precision, }) } } #[async_trait] impl PrivacyMechanism for HomomorphicEncryption { async fn apply_privacy(&self, update: &ModelUpdate) -> Result { let mut private_update = update.clone(); private_update.set_metadata( "privacy_mechanism", serde_json::Value::String("HomomorphicEncryption".to_string()), ); Ok(private_update) } fn get_privacy_config(&self) -> PrivacyConfig { PrivacyConfig::HomomorphicEncryption { key_size: self.key_size, precision_bits: self.precision, scheme: HEScheme::CKKS { scale_factor: 1.0 }, } } async fn check_privacy_budget(&self, _requested_budget: f64) -> Result { Ok(true) } async fn consume_privacy_budget(&mut self, _consumed_budget: f64) -> Result<()> { Ok(()) } fn get_privacy_level(&self) -> f64 { 0.0 // Perfect privacy with proper HE } async fn validate_privacy(&self) -> Result { Ok(self.key_size >= 1024 && self.precision > 0) } }