Struct EnsembleCompressor 

pub struct EnsembleCompressor { /* private fields */ }

Ensemble compressor

Implementations

impl EnsembleCompressor

pub fn new(config: CompressionConfig) -> Self

Create a new ensemble compressor

pub fn knowledge_distillation( compression_ratio: Float, temperature: Float, ) -> Self

Create compressor with knowledge distillation

pub fn ensemble_pruning( compression_ratio: Float, quality_threshold: Float, ) -> Self

Create compressor with ensemble pruning

pub fn quantization(bits: u8) -> Self

Create compressor with quantization

pub fn bayesian_optimization( performance_cost_trade_off: Float, n_calls: usize, random_state: Option<u64>, ) -> Self

Create compressor with Bayesian optimization

pub fn compress<T>( &mut self, ensemble: &[T], x_val: &Array2<Float>, y_val: &Array1<Int>, ) -> Result<CompressedEnsemble<T>>

where T: Clone + Predict<Array2<Float>, Array1<Int>>,

Compress an ensemble using the configured strategy

pub fn stats(&self) -> Option<&CompressionStats>

Get compression statistics

pub fn reset_stats(&mut self)

Reset compression statistics