pub struct AdaptiveParameterTuner { /* private fields */ }Expand description
Adaptive parameter tuning engine
Implementations§
Source§impl AdaptiveParameterTuner
impl AdaptiveParameterTuner
Sourcepub fn new(range: ParameterRange) -> Self
pub fn new(range: ParameterRange) -> Self
Create new adaptive parameter tuner
Sourcepub fn with_defaults() -> Self
pub fn with_defaults() -> Self
Create with default range
Sourcepub fn with_exploration_factor(self, factor: f64) -> Self
pub fn with_exploration_factor(self, factor: f64) -> Self
Set exploration factor
Sourcepub fn with_learning_rate(self, rate: f64) -> Self
pub fn with_learning_rate(self, rate: f64) -> Self
Set learning rate
Sourcepub fn register_config(&mut self, config: ParameterConfig) -> Result<Uuid>
pub fn register_config(&mut self, config: ParameterConfig) -> Result<Uuid>
Register a new parameter configuration
Sourcepub fn select_config(
&self,
context: &RequestContext,
) -> Result<(Uuid, ParameterConfig)>
pub fn select_config( &self, context: &RequestContext, ) -> Result<(Uuid, ParameterConfig)>
Select best configuration for given context using UCB
Sourcepub fn update_config(
&mut self,
config_id: &Uuid,
reward: f64,
metrics: &ResponseMetrics,
feedback: Option<&UserFeedback>,
) -> Result<()>
pub fn update_config( &mut self, config_id: &Uuid, reward: f64, metrics: &ResponseMetrics, feedback: Option<&UserFeedback>, ) -> Result<()>
Update configuration performance
Sourcepub fn get_best_for_task(
&self,
task_type: &str,
) -> Option<(Uuid, ParameterConfig)>
pub fn get_best_for_task( &self, task_type: &str, ) -> Option<(Uuid, ParameterConfig)>
Get best configuration for a task type
Sourcepub fn update_task_best(&mut self, task_type: String)
pub fn update_task_best(&mut self, task_type: String)
Update task-specific best configuration
Sourcepub fn suggest_improvement(&self, config_id: &Uuid) -> Result<ParameterConfig>
pub fn suggest_improvement(&self, config_id: &Uuid) -> Result<ParameterConfig>
Suggest new configuration based on gradient
Sourcepub fn get_all_stats(&self) -> Vec<ParameterStats>
pub fn get_all_stats(&self) -> Vec<ParameterStats>
Get statistics for all configurations
Sourcepub fn get_stats(&self, config_id: &Uuid) -> Option<&ParameterStats>
pub fn get_stats(&self, config_id: &Uuid) -> Option<&ParameterStats>
Get statistics for specific configuration
Sourcepub fn num_configs(&self) -> usize
pub fn num_configs(&self) -> usize
Get number of registered configurations
Auto Trait Implementations§
impl Freeze for AdaptiveParameterTuner
impl RefUnwindSafe for AdaptiveParameterTuner
impl Send for AdaptiveParameterTuner
impl Sync for AdaptiveParameterTuner
impl Unpin for AdaptiveParameterTuner
impl UnsafeUnpin for AdaptiveParameterTuner
impl UnwindSafe for AdaptiveParameterTuner
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