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Garch11

Struct Garch11 

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pub struct Garch11 { /* private fields */ }
Expand description

GARCH(1,1) conditional volatility — the square root of the generalized-autoregressive-conditional-heteroskedasticity variance recursion.

r_t  = ln(price_t / price_{t−1})
σ²_t = ω + α · r²_{t−1} + β · σ²_{t−1}
out  = √σ²_t

GARCH(1,1) (Bollerslev 1986) generalizes the EwmaVolatility recursion by adding a constant ω, which pins the process to a finite long-run (unconditional) variance ω / (1 − α − β). The α term gives weight to the latest squared return (the “ARCH” shock) and β to the previous variance (the “GARCH” persistence). When ω = 0 and α + β = 1 the model degenerates to EWMA; a proper GARCH keeps ω > 0 and α + β < 1 so volatility mean-reverts rather than drifting.

The recursion is seeded with the unconditional variance (σ²₁ = ω / (1 − α − β)) and emits from the first log return onward. Unlike EWMA — which decays to zero on a flat series — a flat series here mean-reverts toward ω / (1 − β) (the α-term vanishes but the ω floor and the β carry remain), so the output is always strictly positive. Each update is O(1).

Non-finite and non-positive prices are ignored (the log return would be undefined): the tick is dropped, state is left untouched, and the last value is returned.

§Example

use wickra_core::{Garch11, Indicator};

// Typical equity daily estimate.
let mut indicator = Garch11::new(0.000_002, 0.10, 0.88).unwrap();
let mut last = None;
for i in 0..80 {
    last = indicator.update(100.0 + (f64::from(i) * 0.3).sin() * 5.0);
}
assert!(last.is_some());

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impl Garch11

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pub fn new(omega: f64, alpha: f64, beta: f64) -> Result<Self>

Construct a new GARCH(1,1) indicator from its three parameters.

omega (ω) is the constant variance floor, alpha (α) the weight on the latest squared return, and beta (β) the persistence of the previous variance.

§Errors

Returns Error::InvalidParameter unless every parameter is finite, omega > 0, alpha >= 0, beta >= 0, and alpha + beta < 1 (the covariance-stationarity condition that gives a finite long-run variance).

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pub const fn params(&self) -> (f64, f64, f64)

Configured (omega, alpha, beta).

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pub const fn unconditional_variance(&self) -> f64

Long-run (unconditional) variance ω / (1 − α − β).

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pub const fn value(&self) -> Option<f64>

Current value if available.

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impl Clone for Garch11

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fn clone(&self) -> Garch11

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 Garch11

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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 Garch11

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type Input = f64

Type of one input data point (typically f64 for a price, or Candle / Tick).
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type Output = f64

Type of one output value.
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fn update(&mut self, input: 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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Blanket Implementations§

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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
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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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

Returns the argument unchanged.

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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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impl<T> IntoEither for T

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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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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.