Skip to main content

RollingCorrelation

Struct RollingCorrelation 

Source
pub struct RollingCorrelation { /* private fields */ }
Expand description

Rolling correlation of the returns of two synchronised series.

Where crate::PearsonCorrelation correlates the raw levels (x, y), this indicator first differences each channel into a one-step return and correlates those returns over the trailing window:

rxₜ = xₜ − xₜ₋₁          ryₜ = yₜ − yₜ₋₁
corr = cov(rx, ry) / √(var(rx) · var(ry))

Return correlation is the quantity that matters for hedging and portfolio risk: two assets can trend together (high level correlation) while their day-to-day moves are nearly independent (low return correlation). The output is in [−1, +1]; a flat return channel makes the ratio undefined and the indicator reports 0 rather than NaN. The value is clamped to [−1, +1] to absorb tiny floating-point overshoots near the boundaries.

Each update is O(1): the five running sums (Σrx, Σry, Σrx², Σry², Σrxry) are maintained as the window of returns slides. The first level in each channel produces no return, so a period-pair correlation needs period + 1 updates of warmup.

§Example

use wickra_core::{Indicator, RollingCorrelation};

let mut rc = RollingCorrelation::new(10).unwrap();
let mut last = None;
for i in 0..40 {
    // A varying path where y always moves with x ⇒ return correlation +1.
    let x = (f64::from(i) * 0.5).sin() * 10.0;
    last = rc.update((x, 2.0 * x));
}
assert!((last.unwrap() - 1.0).abs() < 1e-9);

Implementations§

Source§

impl RollingCorrelation

Source

pub fn new(period: usize) -> Result<Self>

Construct a new rolling return-correlation.

§Errors

Returns Error::InvalidPeriod if period < 2 — correlation is undefined for fewer than two return pairs.

Source

pub const fn period(&self) -> usize

Configured window of returns.

Trait Implementations§

Source§

impl Clone for RollingCorrelation

Source§

fn clone(&self) -> Self

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
Source§

impl Debug for RollingCorrelation

Source§

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

Formats the value using the given formatter. Read more
Source§

impl Indicator for RollingCorrelation

Source§

type Input = (f64, f64)

Type of one input data point (typically f64 for a price, or Candle / Tick).
Source§

type Output = f64

Type of one output value.
Source§

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 there is no value for this input. Read more
Source§

fn reset(&mut self)

Reset all internal state, leaving the indicator equivalent to a freshly constructed instance with the same parameters.
Source§

fn warmup_period(&self) -> usize

Number of inputs required before the first non-None output can be produced.
Source§

fn is_ready(&self) -> bool

Whether the indicator has emitted at least one value since the last reset.
Source§

fn name(&self) -> &'static str

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

fn batch_nan_into(&mut self, inputs: &[Self::Input], out: &mut [f64])
where Self::Input: Copy, Self::Output: Into<f64>,

Run the indicator over inputs, writing one output per input into the caller-owned out buffer (NaN where update returns None). It exists for every indicator whose output converts to an f64; the batch pipelines use it for the scalar f64 -> f64 ones. Read more
Source§

fn batch_fast_into(&mut self, inputs: &[Self::Input], out: &mut [f64])
where Self::Input: Copy, Self::Output: Into<f64>,

Opt-in fast batch: like batch_nan_into, but an indicator with a vectorised kernel may reassociate its arithmetic to run it in SIMD lanes. Each value then agrees with the exact batch to within the tolerance the indicator documents (a few units in the last place), not bit for bit; warmup positions, NaN placement and the output length are identical. The kernels are deterministic: the same input produces the same bits on every platform, with or without SIMD hardware. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

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

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> BatchExt for T
where T: Indicator,

Source§

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.
Source§

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
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

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

Source§

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
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

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

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

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

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

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

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

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

Source§

type Error = !

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, !>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.