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RunningMoments

Struct RunningMoments 

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

Welford’s online accumulator for the running mean and variance of a stream.

Maintains the count, running mean, and the sum of squared deviations (M2) so that the mean and the Bessel-corrected sample variance are available after any number of updates without storing the values themselves. Numerically stable: it avoids the catastrophic cancellation of the naive “sum of squares minus square of sum” formula.

§Invariants

The struct holds exactly three scalar fields, so size_of::<RunningMoments>() is constant regardless of stream length — the bounded-memory guarantee.

§Examples

use stats_claw::streaming::RunningMoments;

let mut m = RunningMoments::new();
for x in [2.0, 4.0, 4.0, 4.0, 5.0, 5.0, 7.0, 9.0] {
    m.update(x);
}
// Mean of the eight values is 5.0.
assert!((m.mean() - 5.0).abs() < 1e-12);

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impl RunningMoments

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pub const fn new() -> Self

Creates an empty accumulator that has consumed no values.

§Returns

A RunningMoments with zero count; Self::mean is 0.0 until the first Self::update.

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pub fn update(&mut self, x: f64)

Folds one observation into the running summary using Welford’s update.

§Arguments
  • x — the next value of the stream. Any finite f64; NaN/±∞ propagate into the running statistics unchanged.
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pub const fn mean(&self) -> f64

Returns the running arithmetic mean of all values consumed so far.

§Returns

The mean, or 0.0 if no values have been consumed yet.

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pub fn variance(&self) -> f64

Returns the running Bessel-corrected sample variance.

§Returns

The sample variance M2 / (n - 1), or 0.0 when fewer than two values have been consumed (variance is undefined for a single observation, and 0.0 is the natural, panic-free convention here).

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pub fn std_dev(&self) -> f64

Returns the running sample standard deviation (the square root of Self::variance).

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pub const fn count(&self) -> u64

Returns the number of values consumed so far.

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impl Clone for RunningMoments

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fn clone(&self) -> RunningMoments

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 Copy for RunningMoments

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impl Debug for RunningMoments

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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 RunningMoments

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fn default() -> Self

Returns an empty accumulator, equivalent to RunningMoments::new.

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impl PartialEq for RunningMoments

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fn eq(&self, other: &RunningMoments) -> bool

Tests for self and other values to be equal, and is used by ==.
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for RunningMoments

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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> 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> 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.