Type Alias DistributedKMeansF32 

pub type DistributedKMeansF32 = DistributedKMeans<f32>;

Convenient type alias for f32-based distributed K-means

Aliased Type

pub struct DistributedKMeansF32 {
    pub k: usize,
    pub config: DistributedKMeansConfig,
    pub centroids: Option<ArrayBase<OwnedRepr<f32>, Dim<[usize; 2]>, f32>>,
    pub partitions: Vec<DataPartition<f32>>,
    pub fault_coordinator: FaultToleranceCoordinator<f32>,
    pub load_balancer: LoadBalancingCoordinator,
    pub performance_monitor: PerformanceMonitor,
    pub message_coordinator: Option<MessagePassingCoordinator<f32>>,
    pub partitioner: DataPartitioner<f32>,
    pub current_iteration: usize,
    pub convergence_history: Vec<ConvergenceInfo>,
    pub global_inertia: f64,
}

Fields

k: usize

Number of clusters

config: DistributedKMeansConfig

Configuration parameters

centroids: Option<ArrayBase<OwnedRepr<f32>, Dim<[usize; 2]>, f32>>

Current centroids

partitions: Vec<DataPartition<f32>>

Worker assignments and data partitions

fault_coordinator: FaultToleranceCoordinator<f32>

Fault tolerance coordinator

load_balancer: LoadBalancingCoordinator

Load balancing coordinator

performance_monitor: PerformanceMonitor

Performance monitor

message_coordinator: Option<MessagePassingCoordinator<f32>>

Message passing coordinator

partitioner: DataPartitioner<f32>

Data partitioner

current_iteration: usize

Current iteration

convergence_history: Vec<ConvergenceInfo>

Convergence history

global_inertia: f64

Global inertia