Struct SelfTuningOptimizer 

pub struct SelfTuningOptimizer<A: Float, D: Dimension> { /* private fields */ }

Adaptive optimizer that automatically tunes hyperparameters

Implementations

impl<A: Float + ScalarOperand + Debug + Send + Sync + 'static + FromPrimitive, D: Dimension + 'static> SelfTuningOptimizer<A, D>

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

Create new self-tuning optimizer

pub fn add_optimizer_candidate<F>(&mut self, name: String, factory: F)

where F: Fn() -> Box<dyn OptimizerTrait<A, D>> + 'static,

Add a custom optimizer candidate

pub fn step( &mut self, params: &mut [Array<A, D>], grads: &[Array<A, D>], stats: PerformanceStats, ) -> Result<()>

Perform optimization step with automatic tuning

pub fn reset_epoch(&mut self)

Reset epoch counters

pub fn get_optimizer_info(&self) -> OptimizerInfo

Get current optimizer information

pub fn get_statistics(&self) -> SelfTuningStatistics

Get optimization statistics