Struct DBSCANInput 

pub struct DBSCANInput {
    pub data: DataMatrix,
    pub eps: f64,
    pub min_samples: usize,
    pub metric: DistanceMetric,
}

DBSCAN clustering input for batch execution.

Fields

data: DataMatrix

Input data matrix.

eps: f64

Maximum distance for neighborhood (epsilon).

min_samples: usize

Minimum points to form a dense region.

metric: DistanceMetric

Distance metric to use.

Implementations

impl DBSCANInput

pub fn new(data: DataMatrix, eps: f64, min_samples: usize) -> Self

Create a new DBSCAN input.

pub fn with_metric(self, metric: DistanceMetric) -> Self

Set the distance metric.

Trait Implementations

impl BatchKernel<DBSCANInput, DBSCANOutput> for DBSCAN

DBSCAN batch kernel implementation.

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

fn clone(&self) -> DBSCANInput

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for DBSCANInput

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for DBSCANInput

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for DBSCANInput

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

where __S: Serializer,

Serialize this value into the given Serde serializer.