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TimeSeriesSplit

Struct TimeSeriesSplit 

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pub struct TimeSeriesSplit {
    pub n_splits: usize,
    pub min_train_size: Option<usize>,
    pub max_train_size: Option<usize>,
}
Expand description

Time series split for temporal data.

Respects the temporal order of data. Each training set consists of data before the validation set (no data leakage from future).

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§n_splits: usize

Number of splits.

§min_train_size: Option<usize>

Minimum training set size.

§max_train_size: Option<usize>

Maximum training set size (for sliding window).

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impl TimeSeriesSplit

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pub fn new(n_splits: usize) -> TrainResult<Self>

Create a new time series split.

§Arguments
  • n_splits - Number of splits (must be >= 2)
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pub fn with_min_train_size(self, size: usize) -> Self

Set minimum training set size.

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pub fn with_max_train_size(self, size: usize) -> Self

Set maximum training set size (for sliding window).

Trait Implementations§

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impl Clone for TimeSeriesSplit

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fn clone(&self) -> TimeSeriesSplit

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl CrossValidationSplit for TimeSeriesSplit

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fn num_splits(&self) -> usize

Get the number of splits.
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fn get_split( &self, fold: usize, n_samples: usize, ) -> TrainResult<(Vec<usize>, Vec<usize>)>

Get the train/validation indices for a specific fold. Read more
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impl Debug for TimeSeriesSplit

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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

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fn borrow(&self) -> &T

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

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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

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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>

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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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type Error = Infallible

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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

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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>

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fn vzip(self) -> V