Struct TimeSeriesAnomalyDetectionInput 

pub struct TimeSeriesAnomalyDetectionInput {
    pub series: TimeSeries,
    pub method: AnomalyMethod,
    pub threshold: f64,
    pub window: Option<usize>,
}

Input for time series anomaly detection.

Ring message type_id: 2020 (TemporalAnalysis domain)

Fields

series: TimeSeries

Input time series.

method: AnomalyMethod

Detection method.

threshold: f64

Anomaly threshold.

window: Option<usize>

Window size for moving statistics.

Implementations

impl TimeSeriesAnomalyDetectionInput

pub const fn message_type_id() -> u64

Get the message type ID.

impl TimeSeriesAnomalyDetectionInput

pub fn new( series: TimeSeries, method: AnomalyMethod, threshold: f64, window: Option<usize>, ) -> Self

Create a new anomaly detection input.

pub fn zscore(series: TimeSeries, threshold: f64) -> Self

Create with Z-score method.

pub fn rolling_zscore(series: TimeSeries, threshold: f64, window: usize) -> Self

Create with rolling Z-score.

pub fn iqr(series: TimeSeries, multiplier: f64) -> Self

Create with IQR method.

pub fn moving_average(series: TimeSeries, threshold: f64, window: usize) -> Self

Create with moving average deviation method.

pub fn seasonal_esd(series: TimeSeries, threshold: f64, period: usize) -> Self

Create with seasonal ESD method.

Trait Implementations

impl BatchKernel<TimeSeriesAnomalyDetectionInput, TimeSeriesAnomalyDetectionOutput> for TimeSeriesAnomalyDetection

fn execute<'life0, 'async_trait>( &'life0 self, input: TimeSeriesAnomalyDetectionInput, ) -> Pin<Box<dyn Future<Output = Result<TimeSeriesAnomalyDetectionOutput>> + 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.

impl BatchMessage for TimeSeriesAnomalyDetectionInput

fn message_type_id() -> u64

Get the message type ID.

fn to_json(&self) -> Result<Vec<u8>, Error>

Serialize to JSON bytes.

fn from_json(bytes: &[u8]) -> Result<Self, Error>

where Self: Sized,

Deserialize from JSON bytes.

fn size_hint(&self) -> usize

Get the size hint for serialized data.

impl Clone for TimeSeriesAnomalyDetectionInput

fn clone(&self) -> TimeSeriesAnomalyDetectionInput

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for TimeSeriesAnomalyDetectionInput

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for TimeSeriesAnomalyDetectionInput

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for TimeSeriesAnomalyDetectionInput

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.