kr.ac.kaist.ir.deep.fn

WeightUpdater

trait WeightUpdater extends (IndexedSeq[ScalarMatrix], IndexedSeq[ScalarMatrix]) ⇒ Unit with Serializable

Trait that describes the algorithm for weight update

Because each weight update requires history, we recommend to make inherited one as a class.

Linear Supertypes
Serializable, Serializable, (IndexedSeq[ScalarMatrix], IndexedSeq[ScalarMatrix]) ⇒ Unit, AnyRef, Any
Known Subclasses
AdaDelta, AdaGrad, StochasticGradientDescent
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Inherited
  1. WeightUpdater
  2. Serializable
  3. Serializable
  4. Function2
  5. AnyRef
  6. Any
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Visibility
  1. Public
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Abstract Value Members

  1. abstract def apply(delta: IndexedSeq[ScalarMatrix], weight: IndexedSeq[ScalarMatrix]): Unit

    Execute the algorithm for given sequence of Δweight and sequence of weights

    Execute the algorithm for given sequence of Δweight and sequence of weights

    delta

    the sequence of accumulated Δweight

    weight

    the sequence of current weights

    Definition Classes
    WeightUpdater → Function2

  2. abstract val l1decay: Scalar

    Decay factor for L1 regularization

    Decay factor for L1 regularization

    Attributes
    protected

  3. abstract val l2decay: Scalar

    Decay factor for L2 regularization

    Decay factor for L2 regularization

    Attributes
    protected

Concrete Value Members

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

    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Definition Classes
    AnyRef → Any

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

    Definition Classes
    AnyRef → Any

  4. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  5. def clone(): AnyRef

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  6. def curried: (IndexedSeq[ScalarMatrix]) ⇒ (IndexedSeq[ScalarMatrix]) ⇒ Unit

    Definition Classes
    Function2
    Annotations
    @unspecialized()

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

    Definition Classes
    AnyRef

  8. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  9. def finalize(): Unit

    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

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

    Definition Classes
    AnyRef → Any

  11. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  12. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

  13. def loss(seq: Seq[ScalarMatrix]): Float

    Compute weight-loss of given weight parameters

    Compute weight-loss of given weight parameters

    seq

    the sequence of weight matrices

    returns

    the total weight loss of this sequence

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

    Definition Classes
    AnyRef

  15. final def notify(): Unit

    Definition Classes
    AnyRef

  16. final def notifyAll(): Unit

    Definition Classes
    AnyRef

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

    Definition Classes
    AnyRef

  18. def toString(): String

    Definition Classes
    Function2 → AnyRef → Any

  19. def tupled: ((IndexedSeq[ScalarMatrix], IndexedSeq[ScalarMatrix])) ⇒ Unit

    Definition Classes
    Function2
    Annotations
    @unspecialized()

  20. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from Serializable

Inherited from Serializable

Inherited from (IndexedSeq[ScalarMatrix], IndexedSeq[ScalarMatrix]) ⇒ Unit

Inherited from AnyRef

Inherited from Any

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