pandrs::ml::models::tree

Struct TreeNode

pub struct TreeNode {
    pub feature_index: Option<usize>,
    pub threshold: Option<f64>,
    pub prediction: f64,
    pub class_probs: Option<Vec<f64>>,
    pub left_child: Option<usize>,
    pub right_child: Option<usize>,
    pub n_samples: usize,
    pub impurity: f64,
    pub depth: usize,
    pub is_leaf: bool,
}

Expand description

A node in the decision tree

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§feature_index: Option<usize>

Feature index used for splitting

§threshold: Option<f64>

Threshold for the split

§prediction: f64

Prediction value (for leaf nodes)

§class_probs: Option<Vec<f64>>

Class probabilities (for classification)

§left_child: Option<usize>

Left child node index

§right_child: Option<usize>

Right child node index

§n_samples: usize

Number of samples at this node

§impurity: f64

Impurity at this node

§depth: usize

Depth of this node

§is_leaf: bool

Whether this is a leaf node

Trait Implementations§

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impl Clone for TreeNode

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fn clone(&self) -> TreeNode

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 TreeNode

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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<'de> Deserialize<'de> for TreeNode

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

Deserialize this value from the given Serde deserializer. Read more

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impl Serialize for TreeNode

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

Serialize this value into the given Serde serializer. Read more

Auto Trait Implementations§

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impl UnwindSafe for TreeNode

Blanket Implementations§

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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 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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