Struct ParallelEnsembleTrainer 

pub struct ParallelEnsembleTrainer { /* private fields */ }

Parallel ensemble trainer

Implementations

impl ParallelEnsembleTrainer

pub fn new(config: ParallelConfig) -> Self

Create a new parallel ensemble trainer

pub fn auto() -> Self

Create trainer with automatic configuration

pub fn train_data_parallel<T, X, Y>( &mut self, trainer: &T, x: &X, y: &Y, n_estimators: usize, ) -> Result<Vec<T::Output>>

where T: ParallelTrainable<X, Y> + Sync + Send, X: Clone + Send + Sync, Y: Clone + Send + Sync, T::Output: Send,

Train ensemble using data-parallel strategy

pub fn train_model_parallel<T, X, Y>( &mut self, trainers: Vec<&T>, x: &X, y: &Y, ) -> Result<Vec<T::Output>>

where T: ParallelTrainable<X, Y> + Sync + Send, X: Clone + Send + Sync, Y: Clone + Send + Sync, T::Output: Send,

Train ensemble using model-parallel strategy

pub fn performance_metrics(&self) -> &ParallelPerformanceMetrics

Get performance metrics

pub fn reset_metrics(&mut self)

Reset performance metrics

pub fn configure_for_hardware(&mut self, n_cores: usize, memory_gb: usize)

Configure parallel training for specific hardware

pub fn enable_advanced_features(&mut self)

Enable advanced parallel features