Struct LeaderModel 

pub struct LeaderModel {
    pub leaders: Vec<LeaderNode<f64>>,
    pub threshold: f64,
    pub metric: String,
}

Leader clustering model that can be serialized

Fields

leaders: Vec<LeaderNode<f64>>

Leader nodes

threshold: f64

Threshold parameter

metric: String

Distance metric used

Implementations

impl LeaderModel

pub fn new( leaders: Vec<LeaderNode<f64>>, threshold: f64, metric: String, ) -> Self

Create a new Leader model

pub fn n_clusters(&self) -> usize

Get number of clusters

pub fn predict_single(&self, point: &[f64]) -> Result<Option<usize>>

Predict cluster for a new point

Trait Implementations

impl Clone for LeaderModel

fn clone(&self) -> LeaderModel

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for LeaderModel

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for LeaderModel

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl SerializableModel for LeaderModel

fn save_to_file<P: AsRef<Path>>(&self, path: P) -> Result<()>

Save the model to a file

fn save_to_writer<W: Write>(&self, writer: W) -> Result<()>

Save the model to a writer

fn save_to_file_compressed<P: AsRef<Path>>(&self, path: P) -> Result<()>

Save the model to a file with compression

fn load_from_file_compressed<P: AsRef<Path>>(path: P) -> Result<Self>

Load the model from a compressed file

fn load_from_file<P: AsRef<Path>>(path: P) -> Result<Self>

Load the model from a file

fn load_from_reader<R: Read>(reader: R) -> Result<Self>

Load the model from a reader

impl Serialize for LeaderModel

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

where __S: Serializer,

Serialize this value into the given Serde serializer.