pub struct AutoML { /* private fields */ }Expand description
Main AutoML engine
Implementations§
Source§impl AutoML
impl AutoML
Sourcepub fn new(config: AutoMLConfig) -> Result<Self>
pub fn new(config: AutoMLConfig) -> Result<Self>
Create a new AutoML instance
Sourcepub async fn fit(
&mut self,
features: &Array2<f64>,
labels: &Array1<f64>,
) -> Result<()>
pub async fn fit( &mut self, features: &Array2<f64>, labels: &Array1<f64>, ) -> Result<()>
Fit AutoML on training data
Sourcepub async fn predict(&self, features: &Array1<f64>) -> Result<f64>
pub async fn predict(&self, features: &Array1<f64>) -> Result<f64>
Make prediction using the best model or ensemble
Sourcepub async fn get_stats(&self) -> AutoMLStats
pub async fn get_stats(&self) -> AutoMLStats
Get AutoML statistics
Sourcepub async fn get_trial_history(&self) -> Vec<ModelPerformance>
pub async fn get_trial_history(&self) -> Vec<ModelPerformance>
Get trial history
Sourcepub async fn get_best_model_info(
&self,
) -> Option<(Algorithm, HyperParameters, ModelPerformance)>
pub async fn get_best_model_info( &self, ) -> Option<(Algorithm, HyperParameters, ModelPerformance)>
Get best model information
Sourcepub async fn export_model(&self) -> Result<String>
pub async fn export_model(&self) -> Result<String>
Export best model for deployment
Auto Trait Implementations§
impl Freeze for AutoML
impl !RefUnwindSafe for AutoML
impl !Send for AutoML
impl !Sync for AutoML
impl Unpin for AutoML
impl UnsafeUnpin for AutoML
impl !UnwindSafe for AutoML
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