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BaselineModelType

datasynth_eval::benchmarks

Enum BaselineModelType

pub enum BaselineModelType {
Show 14 variants    Random,
    MajorityClass,
    RuleBased,
    IsolationForest,
    OneClassSvm,
    Lof,
    LogisticRegression,
    RandomForest,
    XgBoost,
    LightGbm,
    NeuralNetwork,
    Gnn,
    Autoencoder,
    Custom(String),
}

Expand description

Types of baseline models.

Variants§

Random

Random baseline

MajorityClass

Majority class baseline

RuleBased

Rule-based baseline

IsolationForest

Isolation Forest

OneClassSvm

One-Class SVM

Lof

Local Outlier Factor

LogisticRegression

Logistic Regression

RandomForest

Random Forest

XgBoost

XGBoost

LightGbm

LightGBM

NeuralNetwork

Neural Network

Gnn

Graph Neural Network

Autoencoder

Autoencoder

Custom(String)

Custom model

Trait Implementations§

impl Clone for BaselineModelType

fn clone(&self) -> BaselineModelType

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 BaselineModelType

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for BaselineModelType

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 BaselineModelType

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

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 BaselineModelType

impl StructuralPartialEq for BaselineModelType

Auto Trait Implementations§

impl Freeze for BaselineModelType

impl RefUnwindSafe for BaselineModelType

impl Send for BaselineModelType

impl Sync for BaselineModelType

impl Unpin for BaselineModelType

impl UnwindSafe for BaselineModelType

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,