Struct AdaptiveThreshold 

pub struct AdaptiveThreshold { /* private fields */ }

Adaptive Threshold kernel.

Self-adjusting anomaly threshold that adapts to changing data distributions. Uses exponential moving statistics and optional feedback from ground truth labels to maintain a target false positive rate.

Implementations

impl AdaptiveThreshold

pub fn new() -> Self

Create a new Adaptive Threshold kernel.

pub fn init(config: &AdaptiveThresholdConfig) -> AdaptiveThresholdState

Initialize state.

pub fn process_score( state: &mut AdaptiveThresholdState, score: f64, ground_truth: Option<bool>, config: &AdaptiveThresholdConfig, ) -> ThresholdResult

Process a score and get threshold result.

pub fn process_batch( state: &mut AdaptiveThresholdState, scores: &[f64], ground_truth: Option<&[bool]>, config: &AdaptiveThresholdConfig, ) -> Vec<ThresholdResult>

Batch process multiple scores.

Trait Implementations

impl Clone for AdaptiveThreshold

fn clone(&self) -> AdaptiveThreshold

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for AdaptiveThreshold

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

Formats the value using the given formatter.

impl Default for AdaptiveThreshold

fn default() -> Self

Returns the “default value” for a type.

impl GpuKernel for AdaptiveThreshold

fn metadata(&self) -> &KernelMetadata

Returns the kernel metadata.

fn validate(&self) -> Result<(), KernelError>

Validate kernel configuration.

fn id(&self) -> &str

Returns the kernel ID.

fn requires_gpu_native(&self) -> bool

Returns true if this kernel requires GPU-native execution.

fn health_check(&self) -> HealthStatus

Perform a health check on this kernel.

fn shutdown(&self) -> Result<(), KernelError>

Graceful shutdown of the kernel.

fn refresh_config(&mut self, _config: &KernelConfig) -> Result<(), KernelError>

Refresh kernel configuration at runtime.