Struct AdvancedGpuOptimizer 

pub struct AdvancedGpuOptimizer { /* private fields */ }

Advanced-advanced GPU performance optimizer

Implementations

impl AdvancedGpuOptimizer

pub fn new() -> Self

Create a new advanced GPU optimizer

pub fn with_adaptive_kernels(self, enabled: bool) -> Self

Configure adaptive kernel selection

pub fn with_memory_prefetch(self, enabled: bool) -> Self

Configure memory prefetching

pub fn with_multi_gpu(self, enabled: bool) -> Self

Configure multi-GPU coordination

pub fn with_auto_tuning(self, enabled: bool) -> Self

Configure auto-tuning

pub fn optimize_execution( &self, gpu_context: &GpuContext, operation: &str, datashape: (usize, usize), ) -> Result<AdvancedKernelConfig>

Optimize GPU execution for a specific operation

pub fn generate_advanced_optimized_matrix( &self, gpu_context: &GpuContext, rows: usize, cols: usize, distribution: &str, ) -> Result<Array2<f64>>

Advanced-optimized matrix generation on GPU

pub fn benchmark_performance( &self, gpu_context: &GpuContext, operation: &str, datashapes: &[(usize, usize)], ) -> Result<PerformanceBenchmarkResults>

Benchmark GPU vs CPU performance

Every timing in the returned BenchmarkResult is a genuine Instant-measured wall-clock duration. gpu_time_ms / speedup are None whenever the configured backend is GpuBackend::Cpu or no adapter accepted the workload — this crate never reports a fabricated ratio (the historical implementation hardcoded a hard 0.1×/0.2× “10x/5x speedup” factor for Cuda/OpenCl regardless of whether any GPU work actually happened).

impl AdvancedGpuOptimizer

Enhanced AdvancedGpuOptimizer with AI and real-time monitoring

pub fn with_ai_monitoring() -> Self

Create optimizer with AI-driven optimization and real-time monitoring

pub fn predict_optimal_config( &self, operation: &str, datashape: (usize, usize), historical_data: &[PerformanceDataPoint], ) -> Result<AdvancedKernelConfig>

Predict optimal configuration using AI

Trait Implementations

impl Clone for AdvancedGpuOptimizer

fn clone(&self) -> AdvancedGpuOptimizer

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for AdvancedGpuOptimizer

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

Formats the value using the given formatter.

impl Default for AdvancedGpuOptimizer

fn default() -> Self

Returns the “default value” for a type.