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# init(learning_rate:alpha:epsilon:centered:momentum:gradient_scale:regularization_scale:clip_gradients:clip_gradients_min:clip_gradients_max:regularization_func:)

Returns a new RMSProp optimizer fields structure from the specified parameters.

```
init(learning_rate: Float, alpha: Float, epsilon: Float, centered: Bool, momentum: Float, gradient_scale: Float, regularization_scale: Float, clip_gradients: Bool, clip_gradients_min: Float, clip_gradients_max: Float, regularization_func: BNNSOptimizerRegularizationFunction)
```

## Parameters

`learning_rate`

A value that specifies the learning rate.

`alpha`

A constant that specifies smoothing, in the range 0 to 1.

`epsilon`

A term that the optimizer adds to the denominator.

`centered`

A Boolean value that specifies whether to use the centered variant.

`momentum`

The rate of momentum decay.

`gradient_scale`

A value that specifies the gradient scaling factor.

`regularization_scale`

A value that specifies the regularization scaling factor.

`clip_gradients`

A Boolean value that specifies whether to clip the gradient between minimum and maximum values.

`clip_gradients_min`

The values for the minimum gradient.

`clip_gradients_max`

The values for the maximum gradient.

`regularization_func`

The variable that specifies the regularization function.

---

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