Struct GraphFeatures

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pub struct GraphFeatures {
    pub node_count: f64,
    pub edge_count: f64,
    pub avg_degree: f64,
    pub max_degree: f64,
    pub min_degree: f64,
    pub density: f64,
    pub component_count: f64,
}

Expand description

Cheap-to-extract graph statistics used as input features for the EML coherence model.

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§node_count: f64

Number of nodes |V|.

§edge_count: f64

Number of edges |E|.

§avg_degree: f64

Average degree: 2*|E| / |V| (undirected interpretation).

§max_degree: f64

Maximum degree across all nodes.

§min_degree: f64

Minimum degree across all nodes.

§density: f64

Edge density: 2*|E| / (|V| * (|V|-1)).

§component_count: f64

Number of connected components.

Implementations§

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impl GraphFeatures

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pub fn from_causal_graph(graph: &CausalGraph) -> Self

Extract features from a CausalGraph in O(n) time.

Trait Implementations§

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impl Clone for GraphFeatures

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fn clone(&self) -> Self

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 GraphFeatures

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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<'de> Deserialize<'de> for GraphFeatures

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fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more

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impl FeatureVector for GraphFeatures

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fn as_features(&self) -> Vec<f64>

Return the feature values as a Vec of f64. Read more

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fn feature_count() -> usize

The number of features this type produces. Read more

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impl Serialize for GraphFeatures

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fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
where S: Serializer,

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

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impl UnwindSafe for GraphFeatures

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> 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> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

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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> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self> ⓘ

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

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fn in_current_span(self) -> Instrumented<Self> ⓘ

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

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impl<T, U> Into 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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