Struct AutoMLFactory 

pub struct AutoMLFactory { /* private fields */ }

Comprehensive AutoML Factory for creating and managing all components

Implementations

impl AutoMLFactory

pub fn new() -> Self

Create a new AutoML factory with default configuration

pub fn with_config(config: AutoMLFactoryConfig) -> Self

Create factory with custom configuration

pub fn with_advanced_optimization(self) -> Self

Enable advanced hyperparameter optimization

pub fn with_preprocessing(self) -> Self

Enable preprocessing integration

pub fn with_benchmarking(self) -> Self

Enable benchmarking capabilities

pub fn with_time_budget(self, seconds: u64) -> Self

Set time budget for optimization

pub fn with_parallel_workers(self, workers: usize) -> Self

Set number of parallel workers

pub fn create_basic_pipeline(&self) -> AutomatedFeatureSelectionPipeline

Create a basic AutoML pipeline

pub fn create_advanced_pipeline(&self) -> AutomatedFeatureSelectionPipeline

Create an advanced AutoML pipeline with full configuration

pub fn create_speed_optimized_pipeline( &self, ) -> AutomatedFeatureSelectionPipeline

Create a speed-optimized pipeline for large datasets

pub fn create_benchmark_suite(&self) -> Result<AutoMLBenchmark>

Create a comprehensive benchmark suite

pub fn quick_feature_selection( &self, X: ArrayView2<'_, f64>, y: ArrayView1<'_, f64>, target_features: Option<usize>, ) -> Result<AutoMLResults>

Run quick AutoML feature selection

pub fn comprehensive_feature_selection( &self, X: ArrayView2<'_, f64>, y: ArrayView1<'_, f64>, target_features: Option<usize>, ) -> Result<AutoMLResults>

Run comprehensive AutoML feature selection with all optimizations

pub fn analyze_data_characteristics( &self, X: ArrayView2<'_, f64>, y: ArrayView1<'_, f64>, ) -> Result<DataCharacteristics>

Analyze data characteristics

pub fn recommend_methods( &self, characteristics: &DataCharacteristics, ) -> Result<Vec<AutoMLMethod>>

Get method recommendations based on data characteristics

pub fn auto_configure_preprocessing( &self, characteristics: &DataCharacteristics, ) -> PreprocessingIntegration

Create custom preprocessing configuration based on data

pub fn run_benchmark_evaluation(&self) -> Result<BenchmarkResults>

Run benchmarking evaluation

pub fn generate_capability_report(&self) -> String

Generate a comprehensive report of AutoML capabilities

Trait Implementations

impl Clone for AutoMLFactory

fn clone(&self) -> AutoMLFactory

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for AutoMLFactory

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

Formats the value using the given formatter.

impl Default for AutoMLFactory

fn default() -> Self

Returns the “default value” for a type.