Struct AdaptiveLRConfig 

pub struct AdaptiveLRConfig<A: Float + Send + Sync> {

    pub base_lr: A,
    pub min_lr: A,
    pub max_lr: A,
    pub enable_gradient_adaptation: bool,
    pub enable_performance_adaptation: bool,
    pub enable_drift_adaptation: bool,
    pub enable_resource_adaptation: bool,
    pub enable_meta_learning: bool,
    pub history_window_size: usize,
    pub adaptation_frequency: usize,
    pub adaptation_sensitivity: A,
    pub use_ensemble_voting: bool,
    pub step_time_budget: Option<Duration>,
    pub memory_budget_mb: Option<f64>,
}

Configuration for adaptive learning rate controller

Fields

base_lr: A

Base learning rate

min_lr: A

Minimum allowed learning rate

max_lr: A

Maximum allowed learning rate

enable_gradient_adaptation: bool

Enable gradient-based adaptation

enable_performance_adaptation: bool

Enable performance-based adaptation

enable_drift_adaptation: bool

Enable drift-aware adaptation

enable_resource_adaptation: bool

Enable resource-aware adaptation

enable_meta_learning: bool

Enable meta-learning optimization

history_window_size: usize

History window size

adaptation_frequency: usize

Adaptation frequency (steps)

adaptation_sensitivity: A

Sensitivity to changes

use_ensemble_voting: bool

Use ensemble voting for conflicting signals

step_time_budget: Option<Duration>

Wall-clock budget for a single optimizer step, when the deployment has one. Without it there is nothing to measure time pressure against, so the resource signal reports no time term rather than inventing one.

memory_budget_mb: Option<f64>

Memory budget in MB, when the deployment has one.

Trait Implementations

impl<A: Clone + Float + Send + Sync> Clone for AdaptiveLRConfig<A>

fn clone(&self) -> AdaptiveLRConfig<A>

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl<A: Debug + Float + Send + Sync> Debug for AdaptiveLRConfig<A>

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

Formats the value using the given formatter.