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VmpMessage

Struct VmpMessage 

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pub struct VmpMessage {
    pub natural_params: Vec<f64>,
    pub from: String,
    pub to: String,
    pub direction: MessageDirection,
}
Expand description

A VMP message.

The natural_params vector has the dimensionality of the receiving variable’s exponential family in the factor→variable direction and the dimensionality of the sender’s sufficient statistics in the opposite direction. The engine is responsible for maintaining this invariant.

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§natural_params: Vec<f64>

Natural-parameter vector η (or its analogue for variable→factor messages, which carry expected sufficient statistics).

§from: String

Sender identifier (factor id or variable name).

§to: String

Receiver identifier.

§direction: MessageDirection

Direction (factor→variable or variable→factor).

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impl VmpMessage

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pub fn zeros( from: String, to: String, direction: MessageDirection, dim: usize, ) -> Self

Zero-message in the given direction and dimensionality.

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pub fn dim(&self) -> usize

Dimensionality of the message.

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pub fn product(a: &Self, b: &Self) -> Result<Self>

Sum two messages element-wise, producing a third (natural parameters add under the product-of-densities rule).

Requires identical direction / endpoints / dimensionality — otherwise returns a dimension-mismatch error.

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pub fn accumulate(&mut self, rhs: &Self) -> Result<()>

Add rhs into self in place, producing the natural-parameter sum.

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pub fn linf_residual(a: &Self, b: &Self) -> Result<f64>

L∞ residual between two messages of identical shape. Useful for convergence monitoring in the engine.

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impl Clone for VmpMessage

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fn clone(&self) -> VmpMessage

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 VmpMessage

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

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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 drop(ptr: usize)

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type Output = T

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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type Owned = T

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

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fn clone_into(&self, target: &mut 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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type Error = <U as TryFrom<T>>::Error

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

Performs the conversion.
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fn vzip(self) -> V