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# init(learningRate:gradientRescale:appliesGradientClipping:gradientClipMax:gradientClipMin:regularizationType:regularizationScale:)

Creates a descriptor with the learning rate, gradient rescale, clipping option and values, and regularization type and scale that you specify.

```
convenience init(learningRate: Float, gradientRescale: Float, appliesGradientClipping: Bool, gradientClipMax: Float, gradientClipMin: Float, regularizationType: MLCRegularizationType, regularizationScale: Float)
```

## Parameters

`learningRate`

The learning rate.

`gradientRescale`

The gradient rescale value.

`appliesGradientClipping`

A Boolean value that indicates whether you apply gradient clipping.

`gradientClipMax`

The maximum gradient value before the optimizer rescales the gradient, if you enable gradient clipping.

`gradientClipMin`

The minimum gradient value before the optimizer rescales the gradient, if you enable gradient clipping.

`regularizationType`

The regularization type.

`regularizationScale`

The regularization scale.

## Discussion

---

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