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LabelEncoder

Struct LabelEncoder 

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pub struct LabelEncoder;
Expand description

An unfitted label encoder.

Calling Fit::fit on an Array1<String> learns an alphabetically ordered mapping from unique string labels to integer indices 0, 1, ..., n_classes - 1 and returns a FittedLabelEncoder.

§Examples

use ferrolearn_preprocess::LabelEncoder;
use ferrolearn_core::traits::{Fit, Transform};
use ndarray::array;

let enc = LabelEncoder::new();
let labels = array!["cat".to_string(), "dog".to_string(), "cat".to_string()];
let fitted = enc.fit(&labels, &()).unwrap();
let encoded = fitted.transform(&labels).unwrap();
assert_eq!(encoded[0], 0); // "cat" → 0
assert_eq!(encoded[1], 1); // "dog" → 1

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impl LabelEncoder

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pub fn new() -> Self

Create a new LabelEncoder.

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impl Clone for LabelEncoder

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fn clone(&self) -> LabelEncoder

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 LabelEncoder

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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 Default for LabelEncoder

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fn default() -> LabelEncoder

Returns the “default value” for a type. Read more
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impl Fit<ArrayBase<OwnedRepr<String>, Dim<[usize; 1]>>, ()> for LabelEncoder

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fn fit( &self, x: &Array1<String>, _y: &(), ) -> Result<FittedLabelEncoder, FerroError>

Fit the encoder by learning the sorted set of unique labels.

Labels are sorted alphabetically; the first label maps to 0.

§Errors

Returns FerroError::InsufficientSamples if the input is empty.

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type Fitted = FittedLabelEncoder

The fitted model type returned by fit.
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type Error = FerroError

The error type returned by fit.
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impl FitTransform<ArrayBase<OwnedRepr<String>, Dim<[usize; 1]>>> for LabelEncoder

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fn fit_transform(&self, x: &Array1<String>) -> Result<Array1<usize>, FerroError>

Fit the encoder on x and return the encoded output in one step.

§Errors

Returns an error if fitting or transformation fails.

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type FitError = FerroError

The error type for the combined fit-transform operation.
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impl Transform<ArrayBase<OwnedRepr<String>, Dim<[usize; 1]>>> for LabelEncoder

Implement Transform on the unfitted encoder to satisfy the FitTransform: Transform supertrait bound. Calling transform on an unfitted encoder always returns an error.

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fn transform(&self, _x: &Array1<String>) -> Result<Array1<usize>, FerroError>

Always returns an error — the encoder must be fitted first.

Use Fit::fit to produce a FittedLabelEncoder, then call Transform::transform on that.

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type Output = ArrayBase<OwnedRepr<usize>, Dim<[usize; 1]>>

The transformed output type.
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type Error = FerroError

The error type returned by transform.

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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