Package com.github.benmanes.caffeine.cache.simulator.policy.sketch.climbing.gradient

Class Nadam

java.lang.Object

com.github.benmanes.caffeine.cache.simulator.policy.sketch.climbing.AbstractClimber

com.github.benmanes.caffeine.cache.simulator.policy.sketch.climbing.gradient.Nadam

All Implemented Interfaces:

HillClimber

public final class Nadam
extends AbstractClimber

Nesterov-accelerated Adaptive Moment Estimation (Nadam) optimizer. Nadam modifies the Adam optimizer to replace normal momentum with Nesterov's accelerated gradient. The authors describe it in Incorporating Nesterov Momentum into Adam.

Nested Class Summary

Nested classes/interfaces inherited from interface com.github.benmanes.caffeine.cache.simulator.policy.sketch.climbing.HillClimber

HillClimber.Adaptation, HillClimber.QueueType

Field Summary

Fields inherited from class com.github.benmanes.caffeine.cache.simulator.policy.sketch.climbing.AbstractClimber

hitsInMain, hitsInSample, hitsInWindow, missesInSample, previousHitRate, sampleSize

Constructor Summary

Constructors

Constructor	Description
Nadam(Config config)

Method Summary

Modifier and Type	Method	Description
protected double	adjust(double hitRate)	Returns the amount to adapt by.
protected void	resetSample(double hitRate)	Starts the next sample period.

Methods inherited from class com.github.benmanes.caffeine.cache.simulator.policy.sketch.climbing.AbstractClimber

adapt, onHit, onMiss

Methods inherited from class java.lang.Object

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

Constructor Detail

Nadam

public Nadam(Config config)

Method Detail

resetSample

protected void resetSample(double hitRate)

Description copied from class: AbstractClimber

Starts the next sample period.

Overrides:

resetSample in class AbstractClimber

adjust

protected double adjust(double hitRate)

Description copied from class: AbstractClimber

Returns the amount to adapt by.

Specified by:

adjust in class AbstractClimber