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MetricType

datasynth_eval::benchmarks

Enum MetricType

pub enum MetricType {
Show 18 variants    AucRoc,
    AucPr,
    PrecisionAtK(usize),
    RecallAtK(usize),
    F1Score,
    Precision,
    Recall,
    Accuracy,
    Mcc,
    Map,
    Ndcg,
    Mse,
    Mae,
    R2,
    LogLoss,
    CohenKappa,
    MacroF1,
    WeightedF1,
}

Expand description

Types of evaluation metrics.

Variants§

AucRoc

Area Under ROC Curve

AucPr

Area Under Precision-Recall Curve

PrecisionAtK(usize)

Precision at K

RecallAtK(usize)

Recall at K

F1Score

F1 Score

Precision

Precision

Recall

Recall

Accuracy

Accuracy

Mcc

Matthews Correlation Coefficient

Map

Mean Average Precision

Ndcg

Normalized Discounted Cumulative Gain

Mse

Mean Squared Error

Mae

Mean Absolute Error

R2

R-squared

LogLoss

Log Loss

CohenKappa

Cohen’s Kappa

MacroF1

Macro F1

WeightedF1

Weighted F1

Trait Implementations§

impl Clone for MetricType

fn clone(&self) -> MetricType

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 MetricType

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for MetricType

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

Deserialize this value from the given Serde deserializer. Read more

impl PartialEq for MetricType

fn eq(&self, other: &MetricType) -> 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 MetricType

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 Eq for MetricType

impl StructuralPartialEq for MetricType

Auto Trait Implementations§

impl Freeze for MetricType

impl RefUnwindSafe for MetricType

impl Send for MetricType

impl Sync for MetricType

impl Unpin for MetricType

impl UnwindSafe for MetricType

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, 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,