Trait

com.thoughtworks.deeplearning.plugins

CumulativeFloatLayers

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trait CumulativeFloatLayers extends FloatLayers

A plugin that provides differentiable operators on neural networks whose Data and Delta is scala.Float.

Author:

杨博 (Yang Bo)

Source
CumulativeFloatLayers.scala
Examples:
  1. Given a FloatWeight,

    import com.thoughtworks.deeplearning.plugins._
    import com.thoughtworks.feature.Factory
    val hyperparameters = Factory[FloatTraining with ImplicitsSingleton with Operators with CumulativeFloatLayers with FloatWeights].newInstance()
    import hyperparameters.implicits._
    val weight1 = hyperparameters.FloatWeight(10)

    then the training result should be applied on it

    weight1.train.map { result =>
      result should be(10.0f)
      weight1.data should be < 10.0f
    }
  2. ,
  3. Given two FloatWeights,

    import com.thoughtworks.deeplearning.plugins._
    import com.thoughtworks.feature.Factory
    val hyperparameters = Factory[FloatTraining with ImplicitsSingleton with Operators with CumulativeFloatLayers with FloatWeights].newInstance()
    import hyperparameters.implicits._
    val weight1 = hyperparameters.FloatWeight(10)
    val weight2 = hyperparameters.FloatWeight(300)

    when adding them together,

    val weight1PlusWeight2 = weight1 + weight2

    then the training result should be applied on both weight

    weight1PlusWeight2.train.map { result =>
      result should be(310.0f)
      weight2.data should be < 300.0f
      weight1.data should be < 10.0f
    }
Note

Unlike FloatLayers, FloatLayer in this CumulativeFloatLayers will share Tapes created in forward pass pass for all dependencies, avoiding re-evaluation in the case of diamond dependencies in a neural network.

Linear Supertypes
FloatLayers, Layers, AnyRef, Any
Known Subclasses
Type Hierarchy
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. CumulativeFloatLayers
  2. FloatLayers
  3. Layers
  4. AnyRef
  5. Any
Implicitly
  1. by any2stringadd
  2. by StringFormat
  3. by Ensuring
  4. by ArrowAssoc
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Visibility
  1. Public
  2. All

Type Members

  1. abstract type FloatLayer <: FloatLayerApi with Layer

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    Definition Classes
    CumulativeFloatLayersFloatLayers
  2. trait FloatLayerApi extends CumulativeFloatLayers.FloatLayerApi

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  3. abstract type Implicits <: ImplicitsApi

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    Definition Classes
    FloatLayersLayers
  4. trait ImplicitsApi extends FloatLayers.ImplicitsApi

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    Definition Classes
    FloatLayers
  5. abstract type Layer <: LayerApi

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    A differentiable operation.

    A differentiable operation.

    Definition Classes
    Layers
  6. trait LayerApi extends AnyRef

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    Definition Classes
    Layers

Abstract Value Members

  1. abstract val floatLayerFactory: Factory[FloatLayer]

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    Attributes
    protected
    Definition Classes
    FloatLayers
    Annotations
    @inject()
  2. abstract val floatPartialApplyRawForward: PartialApply[Constructor, String("rawForward")]

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    Attributes
    protected
    Definition Classes
    FloatLayers
    Annotations
    @inject()
  3. abstract def floatRawForwardParameter: <:<[Do[Tape[Float, Float]], Parameter]

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    Attributes
    protected
    Definition Classes
    FloatLayers
    Annotations
    @inject()

Concrete Value Members

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

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. def +(other: String): String

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to any2stringadd[CumulativeFloatLayers] performed by method any2stringadd in scala.Predef.
    Definition Classes
    any2stringadd
  4. def ->[B](y: B): (CumulativeFloatLayers, B)

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to ArrowAssoc[CumulativeFloatLayers] performed by method ArrowAssoc in scala.Predef.
    Definition Classes
    ArrowAssoc
    Annotations
    @inline()
  5. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  6. object FloatLayer

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    Definition Classes
    FloatLayers
  7. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  8. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  9. def ensuring(cond: (CumulativeFloatLayers) ⇒ Boolean, msg: ⇒ Any): CumulativeFloatLayers

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers] performed by method Ensuring in scala.Predef.
    Definition Classes
    Ensuring
  10. def ensuring(cond: (CumulativeFloatLayers) ⇒ Boolean): CumulativeFloatLayers

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers] performed by method Ensuring in scala.Predef.
    Definition Classes
    Ensuring
  11. def ensuring(cond: Boolean, msg: ⇒ Any): CumulativeFloatLayers

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers] performed by method Ensuring in scala.Predef.
    Definition Classes
    Ensuring
  12. def ensuring(cond: Boolean): CumulativeFloatLayers

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers] performed by method Ensuring in scala.Predef.
    Definition Classes
    Ensuring
  13. final def eq(arg0: AnyRef): Boolean

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

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    Definition Classes
    AnyRef → Any
  15. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  16. def formatted(fmtstr: String): String

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    Implicit information
    This member is added by an implicit conversion from CumulativeFloatLayers to StringFormat[CumulativeFloatLayers] performed by method StringFormat in scala.Predef.
    Definition Classes
    StringFormat
    Annotations
    @inline()
  17. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  18. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  19. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  20. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  21. final def notify(): Unit

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    Definition Classes
    AnyRef
  22. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  23. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  24. def toString(): String

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    Definition Classes
    AnyRef → Any
  25. final def wait(): Unit

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  28. def [B](y: B): (CumulativeFloatLayers, B)

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

Inherited from FloatLayers

Inherited from Layers

Inherited from AnyRef

Inherited from Any

Inherited by implicit conversion any2stringadd from CumulativeFloatLayers to any2stringadd[CumulativeFloatLayers]

Inherited by implicit conversion StringFormat from CumulativeFloatLayers to StringFormat[CumulativeFloatLayers]

Inherited by implicit conversion Ensuring from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers]

Inherited by implicit conversion ArrowAssoc from CumulativeFloatLayers to ArrowAssoc[CumulativeFloatLayers]

Ungrouped