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PairSpreadZScore

Struct PairSpreadZScore 

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

Z-score of the log-spread ln(a) − β·ln(b) between two assets.

This is the canonical mean-reversion / statistical-arbitrage signal for a pair. Each update receives one (a, b) pair of raw prices and the indicator does two things:

  1. Hedge ratio. A rolling ordinary-least-squares regression of ln(a) on ln(b) over the trailing beta_period samples gives the slope β = cov(ln a, ln b) / var(ln b). The instantaneous spread is the residual against the origin, s = ln(a) − β·ln(b).
  2. Standardisation. The spread is then z-scored over the trailing z_period spreads: z = (s − mean_s) / std_s.

A large positive z means a is rich relative to b (sell the spread); a large negative z means a is cheap (buy the spread); z near zero means the pair is at its typical relationship. The two windows are independent: beta_period controls how much history the hedge ratio adapts over, and z_period controls the look-back for the mean and dispersion of the spread.

Each update is O(1): five running sums maintain the rolling OLS and two more maintain the rolling spread mean/variance. A flat ln(b) window has zero variance and the hedge ratio is undefined; β is then taken as 0, reducing the spread to ln(a). A flat spread window (zero dispersion) yields a z-score of 0 rather than NaN.

Prices must be strictly positive and finite for the logarithm to be defined; a non-positive or non-finite price is skipped (it does not enter either window), exactly as a real feed would discard a bad tick.

§Example

use wickra_core::{Indicator, PairSpreadZScore};

let mut zs = PairSpreadZScore::new(2, 2).unwrap();
// A flat benchmark gives hedge ratio 0, so the spread is just ln(a); with
// a 2-sample z-window the z-score collapses to the sign of the last move.
let mut last = None;
for a in [100.0, 100.0, 110.0, 120.0] {
    last = zs.update((a, 100.0));
}
assert!((last.unwrap() - 1.0).abs() < 1e-9);

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impl PairSpreadZScore

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pub fn new(beta_period: usize, z_period: usize) -> Result<Self>

Construct a new pair spread z-score.

beta_period is the look-back for the rolling hedge ratio; z_period is the look-back for standardising the spread.

§Errors

Returns Error::InvalidPeriod if either period is below 2 (variance needs at least two points).

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pub const fn beta_period(&self) -> usize

Look-back of the rolling hedge-ratio regression.

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pub const fn z_period(&self) -> usize

Look-back of the rolling spread standardisation.

Trait Implementations§

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impl Clone for PairSpreadZScore

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fn clone(&self) -> PairSpreadZScore

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

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

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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 Indicator for PairSpreadZScore

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type Input = (f64, f64)

(a, b) price pair.

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type Output = f64

Type of one output value.
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fn update(&mut self, input: (f64, f64)) -> Option<f64>

Feed one new data point into the indicator and return the freshly computed output, or None if the indicator is still warming up.
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fn reset(&mut self)

Reset all internal state, leaving the indicator equivalent to a freshly constructed instance with the same parameters.
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fn warmup_period(&self) -> usize

Number of inputs required before the first non-None output can be produced.
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fn is_ready(&self) -> bool

Whether the indicator has emitted at least one value since the last reset.
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fn name(&self) -> &'static str

Stable, human-readable indicator name. Used by chaining and diagnostics.

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> BatchExt for T
where T: Indicator,

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fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
where Self::Input: Clone,

Run the indicator over a slice of inputs in order, returning one output (or None during warmup) per input.
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fn batch_parallel<F>( inputs_per_asset: &[Vec<Self::Input>], make: F, ) -> Vec<Vec<Option<Self::Output>>>
where Self: Sized + Send, Self::Input: Sync + Clone, Self::Output: Send, F: Fn() -> Self + Sync + Send,

Available on crate feature parallel only.
Run an independent copy of the indicator over each input series in parallel. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
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fn borrow_mut(&mut self) -> &mut T

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impl<T> CloneToUninit for T
where T: Clone,

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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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impl<T> From<T> for T

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fn from(t: T) -> T

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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Performs the conversion.
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