Trait

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

Schedule

Related Doc: package schedules

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trait Schedule extends AnyRef

Trait for implementing optimization learning rate scheduling methods.

When training a model, it is often recommended to lower the learning rate as the training progresses. Scheduling methods can be used for that purpose. They define ways in which to schedule the learning rate as training progresses.

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Abstract Value Members

  1. abstract def apply(value: Output, step: Option[variables.Variable]): Output

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

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

    value

    Value to change based on this schedule.

    step

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

    returns

    Potentially modified value.

    Annotations
    @throws( ... )
    Exceptions thrown

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

Concrete Value Members

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

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  2. final def ##(): Int

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

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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.

  5. final def asInstanceOf[T0]: T0

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  6. def clone(): AnyRef

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    @throws( ... )
  7. def compose(other: Schedule): ComposedSchedule

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

  8. final def eq(arg0: AnyRef): Boolean

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  9. def equals(arg0: Any): Boolean

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  10. def finalize(): Unit

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  11. final def getClass(): Class[_]

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  12. def hashCode(): Int

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  13. final def isInstanceOf[T0]: Boolean

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

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  15. final def notify(): Unit

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  16. final def notifyAll(): Unit

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  17. final def synchronized[T0](arg0: ⇒ T0): T0

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  18. def toString(): String

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  19. final def wait(): Unit

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  20. final def wait(arg0: Long, arg1: Int): Unit

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  21. final def wait(arg0: Long): Unit

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