DecisionTreeBuilder

Struct DecisionTreeBuilder 

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pub struct DecisionTreeBuilder<State> { /* private fields */ }
Expand description

Builder pattern for configuring DecisionTree

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impl<State> DecisionTreeBuilder<State>

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pub fn new() -> Self

Create a new builder

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pub fn criterion(self, criterion: SplitCriterion) -> Self

Set the split criterion

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pub fn max_depth(self, max_depth: Option<usize>) -> Self

Set the maximum depth of the tree

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pub fn min_samples_split(self, min_samples_split: usize) -> Self

Set the minimum samples required to split an internal node

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pub fn min_samples_leaf(self, min_samples_leaf: usize) -> Self

Set the minimum samples required to be at a leaf node

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pub fn min_impurity_decrease(self, min_impurity_decrease: f64) -> Self

Set the minimum impurity decrease required for a split

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pub fn max_features(self, _max_features: Option<usize>) -> Self

Set the maximum number of features to consider for splitting

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pub fn random_state(self, random_state: Option<u64>) -> Self

Set the random seed

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pub fn build(self) -> DecisionTree<State>

Build the DecisionTree with the configured parameters

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impl<State: Debug> Debug for DecisionTreeBuilder<State>

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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<State> Default for DecisionTreeBuilder<State>

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fn default() -> Self

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

Auto Trait Implementations§

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impl<State> Freeze for DecisionTreeBuilder<State>

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impl<State> RefUnwindSafe for DecisionTreeBuilder<State>
where State: RefUnwindSafe,

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impl<State> Send for DecisionTreeBuilder<State>
where State: Send,

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impl<State> Sync for DecisionTreeBuilder<State>
where State: Sync,

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impl<State> Unpin for DecisionTreeBuilder<State>
where State: Unpin,

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impl<State> UnwindSafe for DecisionTreeBuilder<State>
where State: UnwindSafe,

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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> 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, 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