Enum FederatedAggregation 

#[non_exhaustive]
pub enum FederatedAggregation {
    FedAvg,
    FedProx {
        mu: f64,
    },
    FedYogi {
        beta1: f64,
        beta2: f64,
        tau: f64,
    },
}

Aggregation method for federated learning rounds.

Variants (Non-exhaustive)

Non-exhaustive enums could have additional variants added in future. Therefore, when matching against variants of non-exhaustive enums, an extra wildcard arm must be added to account for any future variants.

FedAvg

Federated Averaging: weighted mean of client updates.

FedProx

FedProx: adds proximal term to prevent client drift.

Fields

mu: f64

FedYogi

FedYogi: adaptive federated optimization.

Fields

beta1: f64

beta2: f64

tau: f64

Trait Implementations

impl Clone for FederatedAggregation

fn clone(&self) -> FederatedAggregation

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for FederatedAggregation

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for FederatedAggregation

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for FederatedAggregation

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

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl StateAggregator for FederatedAggregation

fn aggregate( &self, states: &[HashMap<String, Value>], ) -> Result<HashMap<String, Value>>