MethodConfig

sklears_feature_selection::automl::hyperparameter_optimizer

Enum MethodConfig 

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pub enum MethodConfig {
    Univariate {
        k: usize,
    },
    Correlation {
        threshold: f64,
    },
    Tree {
        n_estimators: usize,
        max_depth: usize,
    },
    Lasso {
        alpha: f64,
    },
    Wrapper {
        cv_folds: usize,
        scoring: String,
    },
    Ensemble {
        n_methods: usize,
        aggregation: String,
    },
    Hybrid {
        stage1_method: String,
        stage2_method: String,
        stage1_features: usize,
    },
    NeuralArchitectureSearch {
        max_epochs: usize,
        population_size: usize,
        mutation_rate: f64,
        early_stopping_patience: usize,
    },
    TransferLearning {
        source_domain: String,
        adaptation_method: String,
        fine_tuning_epochs: usize,
        transfer_ratio: f64,
    },
    MetaLearningEnsemble {
        base_methods: Vec<String>,
        meta_learner: String,
        adaptation_strategy: String,
        ensemble_size: usize,
    },
}
Expand description

Method configuration with optimized hyperparameters

Variants§

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Univariate

Univariate

Fields

§k: usize
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Correlation

Correlation

Fields

§threshold: f64
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Tree

Tree

Fields

§n_estimators: usize
§max_depth: usize
§

Lasso

Fields

§alpha: f64
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Wrapper

Fields

§cv_folds: usize
§scoring: String
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Ensemble

Fields

§n_methods: usize
§aggregation: String
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Hybrid

Fields

§stage1_method: String
§stage2_method: String
§stage1_features: usize
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NeuralArchitectureSearch

Fields

§max_epochs: usize
§population_size: usize
§mutation_rate: f64
§early_stopping_patience: usize
§

TransferLearning

Fields

§source_domain: String
§adaptation_method: String
§fine_tuning_epochs: usize
§transfer_ratio: f64
§

MetaLearningEnsemble

Fields

§base_methods: Vec<String>
§meta_learner: String
§adaptation_strategy: String
§ensemble_size: usize

Trait Implementations§

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impl Clone for MethodConfig

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fn clone(&self) -> MethodConfig

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for MethodConfig

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

Formats the value using the given formatter. Read more

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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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
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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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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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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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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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V