Class AbstractRegularizer

java.lang.Object

org.tensorflow.framework.regularizers.AbstractRegularizer

All Implemented Interfaces:

Regularizer

Direct Known Subclasses:

L1L2

public abstract class AbstractRegularizer
extends Object
implements Regularizer

Base class for Regularizers

Regularizers allow you to apply penalties on layer parameters or layer activity during optimization. These penalties are summed into the loss function that the network optimizes.

Field Summary

Fields

Modifier and Type	Field	Description
static final float	DEFAULT_REGULARIZATION_PENALTY

Constructor Summary

Constructors

Modifier	Constructor	Description
protected	AbstractRegularizer()	Creates a AbstractRegularizer, using Class.getSimpleName() for the name
protected	AbstractRegularizer(String name)	Creates a AbstractRegularizer

Method Summary

Modifier and Type	Method	Description
org.tensorflow.framework.losses.impl.AbstractLoss	asLoss()	Returns this AbstractRegularizer as a AbstractLoss This is a convenience to use regularize a loss.
String	getName()	Gets the name for this regularizer

Methods inherited from class Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Methods inherited from interface Regularizer

call

Field Details

DEFAULT_REGULARIZATION_PENALTY

public static final float DEFAULT_REGULARIZATION_PENALTY

See Also:

• Constant Field Values

Constructor Details

AbstractRegularizer

protected AbstractRegularizer()

Creates a AbstractRegularizer, using Class.getSimpleName() for the name

AbstractRegularizer

protected AbstractRegularizer(String name)

Creates a AbstractRegularizer

Parameters:

name - the name of this regularizer, if null use Class.getSimpleName() for the name.

Method Details

asLoss

public org.tensorflow.framework.losses.impl.AbstractLoss asLoss()

Returns this AbstractRegularizer as a AbstractLoss This is a convenience to use regularize a loss. Only sampleWeights are applied to the regularizer.

Returns:

this AbstractRegularizer as a AbstractLoss

getName

public String getName()

Gets the name for this regularizer

Returns:

the name for this regularizer