Trait StreamingModel 

pub trait StreamingModel: Send + Sync {
    // Required methods
    fn partial_fit(&mut self, x: &Array1<Float>, y: Float) -> Result<()>;
    fn predict(&self, x: &Array1<Float>) -> Result<Float>;
    fn get_performance(&self) -> Float;
    fn reset(&mut self) -> Result<()>;
    fn clone_model(&self) -> Box<dyn StreamingModel>;
}

Trait for streaming models

Required Methods

fn partial_fit(&mut self, x: &Array1<Float>, y: Float) -> Result<()>

Incrementally update the model

fn predict(&self, x: &Array1<Float>) -> Result<Float>

Predict a single sample

fn get_performance(&self) -> Float

Get model’s recent performance

fn reset(&mut self) -> Result<()>

Reset/reinitialize the model

fn clone_model(&self) -> Box<dyn StreamingModel>

Clone the model

Implementors

impl StreamingModel for StreamingLinearRegression