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MLReadinessEvaluation

datasynth_eval::ml

Struct MLReadinessEvaluation

pub struct MLReadinessEvaluation {Show 16 fields
    pub features: Option<FeatureAnalysis>,
    pub labels: Option<LabelAnalysis>,
    pub splits: Option<SplitAnalysis>,
    pub graph: Option<GraphAnalysis>,
    pub anomaly_scoring: Option<AnomalyScoringAnalysis>,
    pub feature_quality: Option<FeatureQualityAnalysis>,
    pub gnn_readiness: Option<GnnReadinessAnalysis>,
    pub domain_gap: Option<DomainGapAnalysis>,
    pub temporal_fidelity: Option<TemporalFidelityAnalysis>,
    pub scheme_detectability: Option<SchemeDetectabilityAnalysis>,
    pub cross_modal: Option<CrossModalAnalysis>,
    pub embedding_readiness: Option<EmbeddingReadinessAnalysis>,
    pub overall_score: f64,
    pub passes: bool,
    pub issues: Vec<String>,
    pub failures: Vec<String>,
}

Expand description

Combined ML-readiness evaluation results.

Fields§

§features: Option<FeatureAnalysis>

Feature distribution analysis.

§labels: Option<LabelAnalysis>

Label quality analysis.

§splits: Option<SplitAnalysis>

Train/test split analysis.

§graph: Option<GraphAnalysis>

Graph structure analysis.

§anomaly_scoring: Option<AnomalyScoringAnalysis>

Anomaly scoring analysis.

§feature_quality: Option<FeatureQualityAnalysis>

Feature quality analysis.

§gnn_readiness: Option<GnnReadinessAnalysis>

GNN readiness analysis.

§domain_gap: Option<DomainGapAnalysis>

Domain gap analysis.

§temporal_fidelity: Option<TemporalFidelityAnalysis>

Temporal fidelity analysis.

§scheme_detectability: Option<SchemeDetectabilityAnalysis>

Scheme detectability analysis.

§cross_modal: Option<CrossModalAnalysis>

Cross-modal consistency analysis.

§embedding_readiness: Option<EmbeddingReadinessAnalysis>

Embedding readiness analysis.

§overall_score: f64

Overall ML-readiness score (0.0-1.0).

§passes: bool

Whether data meets ML-readiness criteria.

§issues: Vec<String>

ML-readiness issues found.

§failures: Vec<String>

ML-readiness failures (alias for issues).

Implementations§

impl MLReadinessEvaluation

pub fn new() -> Self

Create a new empty evaluation.

pub fn check_thresholds(&mut self, thresholds: &EvaluationThresholds)

Check all results against thresholds.

Trait Implementations§

impl Clone for MLReadinessEvaluation

fn clone(&self) -> MLReadinessEvaluation

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 MLReadinessEvaluation

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

Formats the value using the given formatter. Read more

impl Default for MLReadinessEvaluation

fn default() -> Self

Returns the “default value” for a type. Read more

impl<'de> Deserialize<'de> for MLReadinessEvaluation

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 MLReadinessEvaluation

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 MLReadinessEvaluation

impl RefUnwindSafe for MLReadinessEvaluation

impl Send for MLReadinessEvaluation

impl Sync for MLReadinessEvaluation

impl Unpin for MLReadinessEvaluation

impl UnsafeUnpin for MLReadinessEvaluation

impl UnwindSafe for MLReadinessEvaluation

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.

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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

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

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

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where T: Clone,

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

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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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where U: Into<T>,

type Error = Infallible

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where U: TryFrom<T>,

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

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where S: Into<Dispatch>,

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