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org.platanios.tensorflow.api.ops.training.optimizers.schedules

LuongExponentialDecay

Related Docs: object LuongExponentialDecay | package schedules

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class LuongExponentialDecay extends ExponentialDecay

A particular instance of ExponentialDecay that was used in [Luong (2016)](https://github.com/lmthang/thesis).

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  1. LuongExponentialDecay
  2. ExponentialDecay
  3. Schedule
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Instance Constructors

  1. new LuongExponentialDecay(numTrainSteps: Int, name: String = "LuongExponentialDecay")

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Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
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  2. final def ##(): Int

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    Definition Classes
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  3. final def ==(arg0: Any): Boolean

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    Definition Classes
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  4. def >>(other: Schedule): ComposedSchedule

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    Composes the provided other schedule with this schedule and returns the resulting schedule.

    Composes the provided other schedule with this schedule and returns the resulting schedule.

    Definition Classes
    Schedule
  5. def apply(value: Output, step: Option[variables.Variable]): Output

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    Applies the decay method to value, the current iteration in the optimization loop is step and returns the result.

    Applies the decay method to value, the current iteration in the optimization loop is step and returns the result.

    value

    Value to decay.

    step

    Option containing current iteration in the optimization loop, if one has been provided.

    returns

    Decayed value.

    Definition Classes
    ExponentialDecaySchedule
    Annotations
    @throws( ... )
    Exceptions thrown

    IllegalArgumentException If the decay method requires a value for step but the provided option is empty.

  6. final def asInstanceOf[T0]: T0

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  7. def clone(): AnyRef

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    Attributes
    protected[java.lang]
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    AnyRef
    Annotations
    @throws( ... )
  8. def compose(other: Schedule): ComposedSchedule

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    Composes this schedule with the provided, other schedule and returns the resulting schedule.

    Composes this schedule with the provided, other schedule and returns the resulting schedule.

    Definition Classes
    Schedule
  9. val decayRate: Float

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    Decay rate.

    Decay rate.

    Definition Classes
    ExponentialDecay
  10. val decaySteps: Int

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    Decay steps.

    Decay steps.

    Definition Classes
    ExponentialDecay
  11. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  12. def equals(arg0: Any): Boolean

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  13. def finalize(): Unit

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    protected[java.lang]
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    @throws( classOf[java.lang.Throwable] )
  14. final def getClass(): Class[_]

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  15. def hashCode(): Int

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  16. final def isInstanceOf[T0]: Boolean

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    Any
  17. val name: String

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  18. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
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  19. final def notify(): Unit

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    Definition Classes
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  20. final def notifyAll(): Unit

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    Definition Classes
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  21. val numTrainSteps: Int

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  22. val staircase: Boolean

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    If true, the decay will occur at discrete intervals.

    If true, the decay will occur at discrete intervals.

    Definition Classes
    ExponentialDecay
  23. val startStep: Long

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    Step after which to start decaying the learning rate.

    Step after which to start decaying the learning rate.

    Definition Classes
    ExponentialDecay
  24. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
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  25. def toString(): String

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  26. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )
  27. final def wait(arg0: Long, arg1: Int): Unit

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    Annotations
    @throws( ... )
  28. final def wait(arg0: Long): Unit

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    Definition Classes
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    Annotations
    @throws( ... )

Inherited from ExponentialDecay

Inherited from Schedule

Inherited from AnyRef

Inherited from Any

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