Struct CpuOptimizer 

pub struct CpuOptimizer { /* private fields */ }

Advanced CPU optimizer for ensemble operations

Implementations

impl CpuOptimizer

pub fn new(config: CpuOptimizationConfig) -> Self

Create new CPU optimizer

pub fn auto_detect() -> Self

Create optimizer with auto-detected configuration

pub fn optimized_matmul( &mut self, a: &Array2<Float>, b: &Array2<Float>, ) -> Result<Array2<Float>>

Optimized matrix multiplication using tiling and vectorization

pub fn optimized_ensemble_predict( &mut self, models: &[Array1<Float>], x: &Array2<Float>, ) -> Result<Array1<Int>>

Optimized ensemble prediction with prefetching

pub fn optimized_histogram( &mut self, data: &Array1<Float>, bins: usize, min_val: Float, max_val: Float, ) -> Result<Array1<usize>>

Cache-optimized histogram computation

pub fn optimized_tree_traversal( &mut self, tree_nodes: &[(usize, Float, Int, Int)], x: &Array1<Float>, ) -> Result<Int>

Branch prediction optimized decision tree traversal

pub fn performance_counters(&self) -> &PerformanceCounters

Get performance counters

pub fn reset_counters(&mut self)

Reset performance counters

pub fn cache_efficiency(&self) -> Float

Get cache efficiency ratio

pub fn branch_prediction_accuracy(&self) -> Float

Get branch prediction accuracy

pub fn vectorization_ratio(&self) -> Float

Get vectorization ratio