GroupKFold

Struct GroupKFold 

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pub struct GroupKFold { /* private fields */ }
Expand description

Group K-Fold cross-validator with custom group definitions

Ensures that samples from the same group are not in both training and test sets. Supports custom grouping strategies for advanced use cases.

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impl GroupKFold

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pub fn new(n_splits: usize) -> Self

Create a new GroupKFold cross-validator with direct grouping strategy

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pub fn new_balanced(n_splits: usize) -> Self

Create a GroupKFold with balanced group distribution strategy

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pub fn new_size_aware(n_splits: usize, max_group_size: usize) -> Self

Create a GroupKFold with size-aware group distribution strategy

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pub fn group_strategy(self, strategy: GroupStrategy) -> Self

Set the group strategy

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pub fn split_with_groups( &self, n_samples: usize, groups: &Array1<i32>, ) -> Vec<(Vec<usize>, Vec<usize>)>

Split based on groups using the configured strategy to ensure no leakage

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impl Clone for GroupKFold

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fn clone(&self) -> GroupKFold

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 CrossValidator for GroupKFold

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fn n_splits(&self) -> usize

Returns the number of splits
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fn split( &self, n_samples: usize, y: Option<&Array1<i32>>, ) -> Vec<(Vec<usize>, Vec<usize>)>

Generate train/test indices for cross-validation Read more
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impl Debug for GroupKFold

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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

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impl<T> BorrowMut<T> for T
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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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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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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

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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

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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

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unsafe fn drop(ptr: usize)

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type Owned = T

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type Error = Infallible

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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
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type Error = <U as TryFrom<T>>::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
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fn vzip(self) -> V