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BaselineTracker

Struct BaselineTracker 

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pub struct BaselineTracker { /* private fields */ }
Expand description

Sliding window statistics tracker for anomaly detection.

Tracks multiple metrics, each with its own sliding window of values. Computes mean and standard deviation for z-score based anomaly detection.

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impl BaselineTracker

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pub fn new(window_size: usize) -> Self

Create a new baseline tracker with specified window size.

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pub fn update(&mut self, metric: &str, value: f64)

Update a metric with a new value.

Adds the value to the sliding window, evicting the oldest value if the window is full.

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pub fn update_batch(&mut self, metric: &str, values: &[f64])

Update a metric with multiple values at once.

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pub fn get_baseline(&self, metric: &str) -> Baseline

Get baseline statistics for a metric.

Returns mean=0, std=0, n=0 if the metric has no data.

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pub fn z_score(&self, metric: &str, value: f64) -> f64

Calculate z-score for a value given the metric’s baseline.

Returns 0.0 if there’s insufficient data or std=0.

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pub fn is_anomaly( &self, metric: &str, value: f64, sigma_threshold: f64, min_samples: usize, ) -> bool

Check if a value is an anomaly for the given metric.

§Arguments
  • metric - The metric name
  • value - The value to check
  • sigma_threshold - Number of standard deviations for anomaly (e.g., 2.0)
  • min_samples - Minimum number of samples required to detect anomalies

Returns false if there’s insufficient data to make a determination.

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pub fn is_high_anomaly( &self, metric: &str, value: f64, sigma_threshold: f64, min_samples: usize, ) -> bool

Check if a value is anomalously high.

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pub fn is_low_anomaly( &self, metric: &str, value: f64, sigma_threshold: f64, min_samples: usize, ) -> bool

Check if a value is anomalously low.

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pub fn metrics(&self) -> Vec<&str>

Get all tracked metric names.

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pub fn sample_count(&self, metric: &str) -> usize

Get the number of samples for a metric.

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pub fn clear_metric(&mut self, metric: &str)

Clear all data for a metric.

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pub fn clear(&mut self)

Clear all tracked data.

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pub fn window_size(&self) -> usize

Get the window size.

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pub fn get_values(&self, metric: &str) -> Vec<f64>

Get recent values for a metric (returns a copy).

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pub fn last_value(&self, metric: &str) -> Option<f64>

Get the most recent value for a metric.

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pub fn percentile(&self, metric: &str, percentile: f64) -> Option<f64>

Calculate percentile for a metric.

§Arguments
  • metric - The metric name
  • percentile - The percentile (0.0 to 1.0, e.g., 0.95 for 95th percentile)
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pub fn to_signal( &self, metric: &str, value: f64, sigma_threshold: f64, ) -> Option<InteroceptiveSignal>

Convert the current state of a metric into an [InteroceptiveSignal].

  • valence: negated normalized z-score (deviation = negative feeling).
  • arousal: absolute z-score divided by threshold, clamped to [0, 1].

Returns None if the metric has no data.

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impl BaselineTracker

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pub fn analyze( &self, metric: &str, value: f64, sigma_threshold: f64, min_samples: usize, ) -> AnomalyResult

Analyze a value and return detailed anomaly result.

Trait Implementations§

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impl Clone for BaselineTracker

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fn clone(&self) -> BaselineTracker

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for BaselineTracker

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

Formats the value using the given formatter. Read more
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impl Default for BaselineTracker

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fn default() -> Self

Returns the “default value” for a type. Read more

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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