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QualityMetric

datasynth_eval::gates

Enum QualityMetric

pub enum QualityMetric {
Show 23 variants    BenfordMad,
    BalanceCoherence,
    DocumentChainIntegrity,
    CorrelationPreservation,
    TemporalConsistency,
    PrivacyMiaAuc,
    CompletionRate,
    DuplicateRate,
    ReferentialIntegrity,
    IcMatchRate,
    S2CChainCompletion,
    PayrollAccuracy,
    ManufacturingYield,
    BankReconciliationBalance,
    FinancialReportingTieBack,
    AmlDetectability,
    ProcessMiningCoverage,
    AuditEvidenceCoverage,
    AnomalySeparability,
    FeatureQualityScore,
    GnnReadinessScore,
    DomainGapScore,
    Custom(String),
}

Expand description

A quality metric that can be checked by a gate.

Variants§

BenfordMad

Benford’s Law Mean Absolute Deviation.

BalanceCoherence

Balance sheet coherence rate (0.0–1.0).

DocumentChainIntegrity

Document chain integrity rate (0.0–1.0).

CorrelationPreservation

Correlation preservation score (0.0–1.0).

TemporalConsistency

Temporal consistency score (0.0–1.0).

PrivacyMiaAuc

Privacy MIA AUC-ROC score.

CompletionRate

Data completion rate (0.0–1.0).

DuplicateRate

Duplicate rate (0.0–1.0).

ReferentialIntegrity

Referential integrity rate (0.0–1.0).

IcMatchRate

Intercompany match rate (0.0–1.0).

S2CChainCompletion

S2C chain completion rate.

PayrollAccuracy

Payroll calculation accuracy.

ManufacturingYield

Manufacturing yield rate.

BankReconciliationBalance

Bank reconciliation balance accuracy.

FinancialReportingTieBack

Financial reporting tie-back rate.

AmlDetectability

AML detectability coverage.

ProcessMiningCoverage

Process mining event coverage.

AuditEvidenceCoverage

Audit evidence coverage.

AnomalySeparability

Anomaly separability (AUC-ROC).

FeatureQualityScore

Feature quality score.

GnnReadinessScore

GNN readiness score.

DomainGapScore

Domain gap score.

Custom(String)

Custom metric identified by name.

Trait Implementations§

impl Clone for QualityMetric

fn clone(&self) -> QualityMetric

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 QualityMetric

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for QualityMetric

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

Deserialize this value from the given Serde deserializer. Read more

impl Display for QualityMetric

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

Formats the value using the given formatter. Read more

impl PartialEq for QualityMetric

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

Tests for self and other values to be equal, and is used by ==.

1.0.0 · 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.

impl Serialize for QualityMetric

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

Serialize this value into the given Serde serializer. Read more

impl StructuralPartialEq for QualityMetric

Auto Trait Implementations§

impl Freeze for QualityMetric

impl RefUnwindSafe for QualityMetric

impl Send for QualityMetric

impl Sync for QualityMetric

impl Unpin for QualityMetric

impl UnsafeUnpin for QualityMetric

impl UnwindSafe for QualityMetric

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, U> Into<U> for T
where U: From<T>,

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

Should always be Self

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

impl<T> ToString for T
where T: Display + ?Sized,

fn to_string(&self) -> String

Converts the given value to a String. Read more

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

type Error = Infallible

The type returned in the event of a conversion error.

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

impl<T> Scalar for T
where T: 'static + Clone + PartialEq + Debug,