Struct SeasonalDecomposition 

pub struct SeasonalDecomposition { /* private fields */ }

Seasonal decomposition kernel (STL-like).

Decomposes a time series into trend, seasonal, and residual components.

Implementations

impl SeasonalDecomposition

pub fn new() -> Self

Create a new seasonal decomposition kernel.

pub fn compute( series: &TimeSeries, period: usize, robust: bool, ) -> DecompositionResult

Decompose a time series.

Arguments

• series - Input time series
• period - Seasonal period
• robust - Use robust (median-based) estimation

pub fn compute_additive( series: &TimeSeries, period: usize, ) -> DecompositionResult

Additive decomposition (simple version).

pub fn compute_multiplicative( series: &TimeSeries, period: usize, ) -> DecompositionResult

Multiplicative decomposition.

Y = T * S * R

Trait Implementations

impl BatchKernel<SeasonalDecompositionInput, SeasonalDecompositionOutput> for SeasonalDecomposition

fn execute<'life0, 'async_trait>( &'life0 self, input: SeasonalDecompositionInput, ) -> Pin<Box<dyn Future<Output = Result<SeasonalDecompositionOutput>> + Send + 'async_trait>>

where Self: 'async_trait, 'life0: 'async_trait,

Execute the kernel with the given input.

fn validate_input(&self, _input: &I) -> Result<(), KernelError>

Validate the input before execution.

fn execute_with_context<'life0, 'life1, 'async_trait>( &'life0 self, ctx: &'life1 ExecutionContext, input: I, ) -> Pin<Box<dyn Future<Output = Result<O, KernelError>> + Send + 'async_trait>>

where 'life0: 'async_trait, 'life1: 'async_trait, I: 'async_trait, Self: Sync + 'async_trait,

Execute the kernel with execution context.

fn execute_with_timeout<'life0, 'async_trait>( &'life0 self, input: I, timeout: Duration, ) -> Pin<Box<dyn Future<Output = Result<O, KernelError>> + Send + 'async_trait>>

where 'life0: 'async_trait, I: 'async_trait, Self: Sync + 'async_trait,

Execute the kernel with a timeout.

impl Clone for SeasonalDecomposition

fn clone(&self) -> SeasonalDecomposition

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for SeasonalDecomposition

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

Formats the value using the given formatter.

impl Default for SeasonalDecomposition

fn default() -> Self

Returns the “default value” for a type.

impl GpuKernel for SeasonalDecomposition

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.