BasicLayer

Value Members

1. def !(error: ScalarMatrix, input: ScalarMatrix, output: ScalarMatrix): ScalarMatrix

   Backward computation.

   Backward computation.

   error

   to be propagated ( dG / dF is propagated from higher layer )

   input

   of this layer (in this case, x = entry of dX / dw)

   output

   of this layer (in this case, y)

   returns

   propagated error (in this case, dG/dx )

   Attributes

   protected[kr.ac.kaist.ir.deep]

   Definition Classes

   BasicLayer → Layer

   Note

   Let this layer have function F composed with function X(x) = W.x + b and higher layer have function G.

   Weight is updated with: dG/dW and propagate dG/dx

   For the computation, we only used denominator layout. (cf. Wikipedia Page of Matrix Computation) For the computation rules, see "Matrix Cookbook" from MIT.

2. final def !=(arg0: AnyRef): Boolean

   Definition Classes

   AnyRef

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

   Definition Classes

   Any

4. final def ##(): Int

   Definition Classes

   AnyRef → Any

5. final def ==(arg0: AnyRef): Boolean

   Definition Classes

   AnyRef

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

   Definition Classes

   Any

7. def >>:(x: ScalarMatrix): ScalarMatrix

   Sugar: Forward computation.

   Sugar: Forward computation. Calls apply(x)

   x

   input matrix

   returns

   output matrix

   Attributes

   protected[kr.ac.kaist.ir.deep]

   Definition Classes

   Layer

8. def W: Seq[ScalarMatrix]

   weights for update

   weights for update

   returns

   weights

   Definition Classes

   BasicLayer → Layer

9. val act: Activation

   an activation function to be applied

   an activation function to be applied

   Attributes

   protected

   Definition Classes

   BasicLayer → Layer

10. def andThen[A](g: (ScalarMatrix) ⇒ A): (ScalarMatrix) ⇒ A

    Definition Classes

    Function1

    Annotations

    @unspecialized()

11. def apply(x: ScalarMatrix): ScalarMatrix

    Forward computation

    Forward computation

    x

    input matrix

    returns

    output matrix

    Definition Classes

    BasicLayer → Layer → Function1

12. final def asInstanceOf[T0]: T0

    Definition Classes

    Any

13. val bias: ScalarMatrix

    Attributes

    protected

14. def clone(): AnyRef

    Attributes

    protected[java.lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( ... )

15. def compose[A](g: (A) ⇒ ScalarMatrix): (A) ⇒ ScalarMatrix

    Definition Classes

    Function1

    Annotations

    @unspecialized()

16. def dW: Seq[ScalarMatrix]

    accumulated delta values

    accumulated delta values

    returns

    delta-weight

    Definition Classes

    BasicLayer → Layer

17. val dbias: ScalarMatrix

    Attributes

    protected

18. val delta: ScalarMatrix

    Attributes

    protected

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

    Definition Classes

    AnyRef

20. def equals(arg0: Any): Boolean

    Definition Classes

    AnyRef → Any

21. val fanIn: Int

    Number of Fan-ins

    Number of Fan-ins

    Attributes

    protected

22. val fanOut: Int

    Number of output

    Number of output

    Attributes

    protected

23. def finalize(): Unit

    Attributes

    protected[java.lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( classOf[java.lang.Throwable] )

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

    Definition Classes

    AnyRef → Any

25. def hashCode(): Int

    Definition Classes

    AnyRef → Any

26. final def isInstanceOf[T0]: Boolean

    Definition Classes

    Any

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

    Definition Classes

    AnyRef

28. final def notify(): Unit

    Definition Classes

    AnyRef

29. final def notifyAll(): Unit

    Definition Classes

    AnyRef

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

    Definition Classes

    AnyRef

31. def toJSON: JsObject

    Translate this layer into JSON object (in Play! framework)

    Translate this layer into JSON object (in Play! framework)

    returns

    JSON object describes this layer

    Definition Classes

    BasicLayer → Layer

32. def toString(): String

    Definition Classes

    Function1 → AnyRef → Any

33. final def wait(): Unit

    Definition Classes

    AnyRef

    Annotations

    @throws( ... )

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

    Definition Classes

    AnyRef

    Annotations

    @throws( ... )

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

    Definition Classes

    AnyRef

    Annotations

    @throws( ... )

36. val weight: ScalarMatrix

    Attributes

    protected