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GnnReadinessAnalysis

datasynth_eval::ml

Struct GnnReadinessAnalysis

pub struct GnnReadinessAnalysis {
    pub gnn_readiness_score: f64,
    pub homophily_ratio: f64,
    pub structural_label_leakage: f64,
    pub feature_completeness_score: f64,
    pub avg_neighborhood_diversity: f64,
    pub total_nodes: usize,
    pub total_edges: usize,
    pub passes: bool,
    pub issues: Vec<String>,
}

Expand description

Results of GNN readiness analysis.

Fields§

§gnn_readiness_score: f64

Overall GNN readiness score (0.0-1.0).

§homophily_ratio: f64

Fraction of edges connecting nodes with the same label.

§structural_label_leakage: f64

Correlation between node degree and label (structural label leakage).

§feature_completeness_score: f64

Fraction of nodes with complete (non-zero) feature vectors.

§avg_neighborhood_diversity: f64

Average number of distinct labels in each node’s 1-hop neighborhood.

§total_nodes: usize

Total number of nodes.

§total_edges: usize

Total number of edges.

§passes: bool

Whether the analysis passes all thresholds.

§issues: Vec<String>

Issues found during analysis.

Trait Implementations§

impl Clone for GnnReadinessAnalysis

fn clone(&self) -> GnnReadinessAnalysis

Returns a duplicate of the value. Read more

1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

impl Debug for GnnReadinessAnalysis

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for GnnReadinessAnalysis

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

Deserialize this value from the given Serde deserializer. Read more

impl Serialize for GnnReadinessAnalysis

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§

impl Freeze for GnnReadinessAnalysis

impl RefUnwindSafe for GnnReadinessAnalysis

impl Send for GnnReadinessAnalysis

impl Sync for GnnReadinessAnalysis

impl Unpin for GnnReadinessAnalysis

impl UnsafeUnpin for GnnReadinessAnalysis

impl UnwindSafe for GnnReadinessAnalysis

Blanket Implementations§

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

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<T> Instrument for T

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

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

fn in_current_span(self) -> Instrumented<Self>

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

impl<T, U> Into<U> for 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.

impl<T> Same for T

type Output = T

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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.

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

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

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

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

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

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where U: Into<T>,

type Error = Infallible

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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

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

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

The type returned in the event of a conversion error.

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

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V

impl<T> WithSubscriber for T

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where S: Into<Dispatch>,

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