Struct BirchModel 

pub struct BirchModel {
    pub centroids: Array2<f64>,
    pub threshold: f64,
    pub branching_factor: usize,
    pub n_subclusters: usize,
}

BIRCH clustering model that can be serialized

Fields

centroids: Array2<f64>

Cluster centroids

threshold: f64

Threshold parameter

branching_factor: usize

Branching factor

n_subclusters: usize

Number of subclusters

Implementations

impl BirchModel

pub fn new( centroids: Array2<f64>, threshold: f64, branching_factor: usize, n_subclusters: usize, ) -> Self

Create a new BIRCH model

pub fn n_clusters(&self) -> usize

Get number of clusters

Trait Implementations

impl Clone for BirchModel

fn clone(&self) -> BirchModel

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for BirchModel

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for BirchModel

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl SerializableModel for BirchModel

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 BirchModel

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

where __S: Serializer,

Serialize this value into the given Serde serializer.