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HierarchicalPartitionExplainer

shap_rs::explainers

Struct HierarchicalPartitionExplainer 

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pub struct HierarchicalPartitionExplainer<M, K = IndependentMasker> { /* private fields */ }
Expand description

Exact hierarchical Owen values for a binary feature partition tree.

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impl<M> HierarchicalPartitionExplainer<M, IndependentMasker>

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pub fn new(model: M, background: Background, tree: PartitionTree) -> Self

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impl<M, K> HierarchicalPartitionExplainer<M, K>

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pub fn from_masker(model: M, masker: K, tree: PartitionTree) -> Self

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pub fn with_max_permutations(self, n: usize) -> Self

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pub fn with_approximate_samples(self, samples: usize, seed: u64) -> Self

Enables deterministic Monte Carlo hierarchy-consistent permutations when exact enumeration exceeds max_permutations.

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pub fn with_evaluation_config(self, c: EvaluationConfig) -> Self

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impl<M, K> Freeze for HierarchicalPartitionExplainer<M, K>
where M: Freeze, K: Freeze,

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impl<M, K> RefUnwindSafe for HierarchicalPartitionExplainer<M, K>
where M: RefUnwindSafe, K: RefUnwindSafe,

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impl<M, K> Send for HierarchicalPartitionExplainer<M, K>
where M: Send, K: Send,

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impl<M, K> Sync for HierarchicalPartitionExplainer<M, K>
where M: Sync, K: Sync,

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impl<M, K> Unpin for HierarchicalPartitionExplainer<M, K>
where M: Unpin, K: Unpin,

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impl<M, K> UnsafeUnpin for HierarchicalPartitionExplainer<M, K>
where M: UnsafeUnpin, K: UnsafeUnpin,

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impl<M, K> UnwindSafe for HierarchicalPartitionExplainer<M, K>
where M: UnwindSafe, K: 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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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impl<E> ExplainerExt for E
where E: Explainer,

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fn with_metadata(self) -> MetadataExplainer<Self>

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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> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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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