Struct AdvancedGpuComputer 

pub struct AdvancedGpuComputer { /* private fields */ }

Advanced GPU metrics computer with real hardware integration

Implementations

impl AdvancedGpuComputer

pub fn new(config: GpuComputeConfig) -> Result<Self>

Initialize advanced GPU computer with hardware detection

pub fn is_cuda_available() -> bool

Check if CUDA is available

pub fn is_opencl_available() -> bool

Check if OpenCL is available

pub fn compute_batch_metrics<F>( &self, y_true_batch: &ArrayView2<'_, F>, y_pred_batch: &ArrayView2<'_, F>, metrics: &[&str], ) -> Result<GpuComputeResults<Vec<HashMap<String, F>>>>

where F: Float + SimdUnifiedOps + Send + Sync + NumCast + Sum,

Advanced GPU-accelerated batch metrics computation

pub fn get_performance_stats(&self) -> GpuPerformanceStats

Get current performance statistics

pub fn is_gpu_available(&self) -> bool

Check if GPU acceleration is available

pub fn get_gpu_info(&self) -> Option<String>

Get GPU information

pub fn compile_kernels(&self) -> Result<()>

Compile and cache GPU kernels for metrics computation

pub fn execute_gpu_batch_processing<F>( &self, y_true_batch: &Array2<F>, y_pred_batch: &Array2<F>, metrics: &[&str], ) -> Result<Vec<HashMap<String, F>>>

where F: Float + NumCast + Send + Sync + Sum,

Execute GPU batch processing with actual kernels

pub fn execute_gpu_mse<F>( &self, y_true: &Array1<F>, y_pred: &Array1<F>, ) -> Result<F>

where F: Float + NumCast + Sum,

Execute GPU MSE computation

pub fn execute_gpu_mae<F>( &self, y_true: &Array1<F>, y_pred: &Array1<F>, ) -> Result<F>

where F: Float + NumCast + Sum,

Execute GPU MAE computation

pub fn execute_gpu_r2<F>( &self, y_true: &Array1<F>, y_pred: &Array1<F>, ) -> Result<F>

where F: Float + NumCast + Sum,

Execute GPU R² computation

Trait Implementations

impl Default for AdvancedGpuComputer

fn default() -> Self

Returns the “default value” for a type.