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# fitted(toWindows:validateOn:eventHandler:)

Fits a model to a sequence of annotated windows with validation.

```
func fitted(toWindows input: some Sequence<AnnotatedFeature<MLShapedArray<Scalar>, MLShapedArray<Scalar>>>, validateOn validation: some Sequence<AnnotatedFeature<MLShapedArray<Scalar>, MLShapedArray<Scalar>>>, eventHandler: EventHandler? = nil) async throws -> LinearTimeSeriesForecaster<Scalar>.Model
```

## Parameters

`input`

A sequence of annotated windows. Each window’s shape should be `[inputWindowSize, featureSize]`
and each annotation’s shape should be `[forecastWindowSize, annotationSize]`.

`validation`

A sequence of annotated validation windows. The feature and annotation shapes should be the
same as the input parameter.

`eventHandler`

An event handler.

## Return Value

The fitted model.

---

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