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TimeSeriesSplit

Struct TimeSeriesSplit 

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pub struct TimeSeriesSplit { /* private fields */ }
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Time-series cross-validation (rolling-origin evaluation).

Successive splits grow their training window into the past while the test set is always the next chronological chunk. Order is never shuffled: for every split, every training index is strictly earlier than every test index (with an optional gap between them).

Input convention: samples are assumed to be in chronological row order. This splitter works purely on positions, not on explicit timestamps — sort your data by time before using it. (Positional order keeps the API simple and matches scikit-learn’s TimeSeriesSplit; a timestamp-aware variant is intentionally out of scope.)

Configuration mirrors scikit-learn:

  • n_splits — number of train/test splits.
  • max_train_size — cap the training window to a fixed size (a rolling window) instead of an ever-expanding one.
  • gap — drop this many samples between the end of train and the start of test, modelling a real-world delay before an outcome/label is known.
  • test_size — samples per test set (defaults to n_samples / (n_splits + 1)).
use model_selection_rs::splitters::{CvSplitter, TimeSeriesSplit};

let tss = TimeSeriesSplit::new(3).unwrap();
for (train, test) in tss.split(12).unwrap() {
    // train is always entirely before test
    assert!(train.iter().max() < test.iter().min());
}

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impl TimeSeriesSplit

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

Create a TimeSeriesSplit with n_splits expanding-window splits.

§Errors

Returns ModelSelectionError::InvalidSplitCount if n_splits < 1.

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

Cap the training window to max_train_size samples (rolling window).

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pub fn with_gap(self, gap: usize) -> Self

Insert a gap of dropped samples between train and test.

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pub fn with_test_size(self, test_size: usize) -> Self

Fix the number of samples in each test set.

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 (const: unstable) · Source§

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

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

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fn split(&self, n_samples: usize) -> Result<Vec<(Vec<usize>, Vec<usize>)>>

Produce every (train_indices, test_indices) pair for n_samples rows. Read more
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fn n_splits(&self) -> usize

Number of splits this strategy yields.
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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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