com.thoughtworks.deeplearning

CumulativeLayer

trait CumulativeLayer extends Layer

A Layer that minimizes the computation during both forward pass and backward pass.

For forward pass, the result will be cached.

For backward pass, the Tape is accumulated until flush.

See also

Layer.Output

Linear Supertypes
Layer, AnyRef, Any
Known Subclasses
Abs, Binary, Dot, Exp, Exp, Exp, Im2col, LessThan, LessThan, Log, Log, Log, MaxDouble, MultiplyDouble, MultiplyINDArray, Negative, Negative, Negative, Negative, Not, Permute, Plus, Plus, Plus, PlusDouble, PlusINDArray, Reciprocal, Reciprocal, Reciprocal, Reciprocal, ReduceMean, ReduceSum, Reshape, Substract, Substract, Substract, Sum, Times, Times, Times, ToSeq, Unary
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Inherited
  1. CumulativeLayer
  2. Layer
  3. AnyRef
  4. Any
Implicitly
  1. by any2stringadd
  2. by any2stringfmt
  3. by any2ArrowAssoc
  4. by any2Ensuring
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Type Members

  1. abstract type CumulativeTape <: ReferenceCount

    Attributes
    protected

  2. abstract type Input <: Tape

    Definition Classes
    Layer

  3. trait MonoidTape extends ReferenceCount

    Attributes
    protected

  4. type Output = CumulativeTape.Self

    A cumulative Tape returned by forward.

  5. trait ReferenceCount extends Tape

    Attributes
    protected

  6. trait SemigroupTape extends ReferenceCount

    Attributes
    protected

Abstract Value Members

  1. abstract def rawForward(input: Input): CumulativeTape

    Performs the underlying forward pass.

    Performs the underlying forward pass.

    returns

    a Tape that will be cached for subsequent forward

    Attributes
    protected

Concrete Value Members

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

    Definition Classes
    AnyRef

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

    Definition Classes
    Any

  3. final def ##(): Int

    Definition Classes
    AnyRef → Any

  4. def +(other: String): String

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to StringAdd performed by method any2stringadd in scala.Predef.
    Definition Classes
    StringAdd

  5. def ->[B](y: B): (CumulativeLayer, B)

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to ArrowAssoc[CumulativeLayer] performed by method any2ArrowAssoc in scala.Predef.
    Definition Classes
    ArrowAssoc
    Annotations
    @inline()

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

    Definition Classes
    AnyRef

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

    Definition Classes
    Any

  8. final def asInstanceOf[T0]: T0

    Definition Classes
    Any

  9. def clone(): AnyRef

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

  10. def ensuring(cond: (CumulativeLayer) ⇒ Boolean, msg: ⇒ Any): CumulativeLayer

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to Ensuring[CumulativeLayer] performed by method any2Ensuring in scala.Predef.
    Definition Classes
    Ensuring

  11. def ensuring(cond: (CumulativeLayer) ⇒ Boolean): CumulativeLayer

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to Ensuring[CumulativeLayer] performed by method any2Ensuring in scala.Predef.
    Definition Classes
    Ensuring

  12. def ensuring(cond: Boolean, msg: ⇒ Any): CumulativeLayer

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to Ensuring[CumulativeLayer] performed by method any2Ensuring in scala.Predef.
    Definition Classes
    Ensuring

  13. def ensuring(cond: Boolean): CumulativeLayer

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to Ensuring[CumulativeLayer] performed by method any2Ensuring in scala.Predef.
    Definition Classes
    Ensuring

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

    Definition Classes
    AnyRef

  15. def equals(arg0: Any): Boolean

    Definition Classes
    AnyRef → Any

  16. def finalize(): Unit

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

  17. def formatted(fmtstr: String): String

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to StringFormat performed by method any2stringfmt in scala.Predef.
    Definition Classes
    StringFormat
    Annotations
    @inline()

  18. final def forward(input: Input): Output

    Returns the returns the result of rawForward.

    Returns the returns the result of rawForward.

    If this method is called more than once with the same input parameter, during one iteration, the result will be cached and the rawForward will be executed only once.

    Definition Classes
    CumulativeLayer → Layer

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

    Definition Classes
    AnyRef → Any

  20. def hashCode(): Int

    Definition Classes
    AnyRef → Any

  21. final def isInstanceOf[T0]: Boolean

    Definition Classes
    Any

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

    Definition Classes
    AnyRef

  23. final def notify(): Unit

    Definition Classes
    AnyRef

  24. final def notifyAll(): Unit

    Definition Classes
    AnyRef

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

    Definition Classes
    AnyRef

  26. def toString(): String

    Definition Classes
    AnyRef → Any

  27. final def wait(): Unit

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  30. def →[B](y: B): (CumulativeLayer, B)

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to ArrowAssoc[CumulativeLayer] performed by method any2ArrowAssoc in scala.Predef.
    Definition Classes
    ArrowAssoc

Shadowed Implicit Value Members

  1. val self: Any

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to StringAdd performed by method any2stringadd in scala.Predef.
    Shadowing
    This implicitly inherited member is ambiguous. One or more implicitly inherited members have similar signatures, so calling this member may produce an ambiguous implicit conversion compiler error.
    To access this member you can use a type ascription:
    (cumulativeLayer: StringAdd).self
    Definition Classes
    StringAdd

  2. val self: Any

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to StringFormat performed by method any2stringfmt in scala.Predef.
    Shadowing
    This implicitly inherited member is ambiguous. One or more implicitly inherited members have similar signatures, so calling this member may produce an ambiguous implicit conversion compiler error.
    To access this member you can use a type ascription:
    (cumulativeLayer: StringFormat).self
    Definition Classes
    StringFormat

Deprecated Value Members

  1. def x: CumulativeLayer

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to ArrowAssoc[CumulativeLayer] performed by method any2ArrowAssoc in scala.Predef.
    Shadowing
    This implicitly inherited member is ambiguous. One or more implicitly inherited members have similar signatures, so calling this member may produce an ambiguous implicit conversion compiler error.
    To access this member you can use a type ascription:
    (cumulativeLayer: ArrowAssoc[CumulativeLayer]).x
    Definition Classes
    ArrowAssoc
    Annotations
    @deprecated
    Deprecated

    (Since version 2.10.0) Use leftOfArrow instead

  2. def x: CumulativeLayer

    Implicit information
    This member is added by an implicit conversion from CumulativeLayer to Ensuring[CumulativeLayer] performed by method any2Ensuring in scala.Predef.
    Shadowing
    This implicitly inherited member is ambiguous. One or more implicitly inherited members have similar signatures, so calling this member may produce an ambiguous implicit conversion compiler error.
    To access this member you can use a type ascription:
    (cumulativeLayer: Ensuring[CumulativeLayer]).x
    Definition Classes
    Ensuring
    Annotations
    @deprecated
    Deprecated

    (Since version 2.10.0) Use resultOfEnsuring instead

Inherited from Layer

Inherited from AnyRef

Inherited from Any

Inherited by implicit conversion any2stringadd from CumulativeLayer to StringAdd

Inherited by implicit conversion any2stringfmt from CumulativeLayer to StringFormat

Inherited by implicit conversion any2ArrowAssoc from CumulativeLayer to ArrowAssoc[CumulativeLayer]

Inherited by implicit conversion any2Ensuring from CumulativeLayer to Ensuring[CumulativeLayer]

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