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# BNNSOptimizerRMSPropWithClippingFields

A structure that contains the fields of a root mean square propagation (RMSProp) optimizer that optionally clips the gradient by value or by norm.

```
struct BNNSOptimizerRMSPropWithClippingFields
```

## Topics

### Initializers

[`init(learning_rate:alpha:epsilon:centered:momentum:gradient_scale:regularization_scale:regularization_func:clipping_func:clip_gradients_min:clip_gradients_max:clip_gradients_max_norm:clip_gradients_use_norm:)`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/init(learning_rate:alpha:epsilon:centered:momentum:gradient_scale:regularization_scale:regularization_func:clipping_func:clip_gradients_min:clip_gradients_max:clip_gradients_max_norm:clip_gradients_use_norm:))

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

[`init()`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/init())

Returns a new RMSProp optimizer fields structure.

### Instance Properties

[`learning_rate`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/learning_rate)

A value that specifies the learning rate.

[`alpha`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/alpha)

A constant that specifies smoothing.

[`epsilon`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/epsilon)

A term that the optimizer adds to the denominator.

[`centered`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/centered)

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

[`momentum`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/momentum)

The rate of momentum decay.

[`gradient_scale`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/gradient_scale)

A value that specifies the gradient scaling factor.

[`regularization_scale`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/regularization_scale)

A value that specifies the regularization scaling factor.

[`regularization_func`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/regularization_func)

The variable that specifies the regularization function.

[`clipping_func`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/clipping_func)

The clipping function.

[`BNNSOptimizerClippingFunction`](/documentation/Accelerate/BNNSOptimizerClippingFunction)

Constants that describe clipping functions.

[`clip_gradients_min`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/clip_gradients_min)

The minimum clipping value for clipping by value.

[`clip_gradients_max`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/clip_gradients_max)

The maximum clipping value for clipping by value.

[`clip_gradients_max_norm`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/clip_gradients_max_norm)

The maximum Euclidean norm for clipping by norm and clipping by global norm.

[`clip_gradients_use_norm`](/documentation/Accelerate/BNNSOptimizerRMSPropWithClippingFields/clip_gradients_use_norm)

An optional value for a known Euclidean norm for clipping by global norm.


---

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