Struct KMeansInput 

pub struct KMeansInput {
    pub data: DataMatrix,
    pub k: usize,
    pub max_iterations: u32,
    pub tolerance: f64,
}

K-Means clustering input for batch execution.

Fields

data: DataMatrix

Input data matrix (n_samples x n_features).

k: usize

Number of clusters.

max_iterations: u32

Maximum number of iterations.

tolerance: f64

Convergence tolerance for centroid movement.

Implementations

impl KMeansInput

pub fn new(data: DataMatrix, k: usize) -> Self

Create a new K-Means input.

pub fn with_max_iterations(self, max_iterations: u32) -> Self

Set maximum iterations.

pub fn with_tolerance(self, tolerance: f64) -> Self

Set convergence tolerance.

Trait Implementations

impl BatchKernel<KMeansInput, KMeansOutput> for KMeans

fn execute<'life0, 'async_trait>( &'life0 self, input: KMeansInput, ) -> Pin<Box<dyn Future<Output = Result<KMeansOutput>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Execute the kernel with the given input.

fn validate_input(&self, _input: &I) -> Result<(), KernelError>

Validate the input before execution.

fn execute_with_context<'life0, 'life1, 'async_trait>( &'life0 self, ctx: &'life1 ExecutionContext, input: I, ) -> Pin<Box<dyn Future<Output = Result<O, KernelError>> + Send + 'async_trait>>

where 'life0: 'async_trait, 'life1: 'async_trait, I: 'async_trait, Self: Sync + 'async_trait,

Execute the kernel with execution context.

fn execute_with_timeout<'life0, 'async_trait>( &'life0 self, input: I, timeout: Duration, ) -> Pin<Box<dyn Future<Output = Result<O, KernelError>> + Send + 'async_trait>>

where 'life0: 'async_trait, I: 'async_trait, Self: Sync + 'async_trait,

Execute the kernel with a timeout.

impl Clone for KMeansInput

fn clone(&self) -> KMeansInput

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for KMeansInput

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for KMeansInput

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for KMeansInput

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

where __S: Serializer,

Serialize this value into the given Serde serializer.