t

com.thoughtworks.deeplearning.plugins

CumulativeFloatLayers

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. ,

  2. 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
Builtins
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
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Type Members

  1. abstract type FloatLayer <: FloatLayerApi with Layer

    Definition Classes
    CumulativeFloatLayers → FloatLayers
  2. trait FloatLayerApi extends CumulativeFloatLayers.FloatLayerApi
  3. abstract type Implicits <: ImplicitsApi

    Definition Classes
    FloatLayers → Layers
  4. trait ImplicitsApi extends FloatLayers.ImplicitsApi
    Definition Classes
    FloatLayers
  5. abstract type Layer <: LayerApi

    A differentiable operation.

    A differentiable operation.

    Definition Classes
    Layers
  6. trait LayerApi extends AnyRef
    Definition Classes
    Layers

Abstract Value Members

  1. abstract val floatLayerFactory: Factory[FloatLayer]
    Attributes
    protected
    Definition Classes
    FloatLayers
    Annotations
    @inject()
  2. abstract val floatPartialApplyRawForward: PartialApply[Constructor, String("rawForward")]
    Attributes
    protected
    Definition Classes
    FloatLayers
    Annotations
    @inject()
  3. abstract def floatRawForwardParameter: <:<[Do[Tape[Float, Float]], Parameter]
    Attributes
    protected
    Definition Classes
    FloatLayers
    Annotations
    @inject()

Concrete Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. def +(other: String): String
    Implicit
    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)
    Implicit
    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
    Definition Classes
    AnyRef → Any
  6. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  7. def clone(): AnyRef
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  8. def ensuring(cond: (CumulativeFloatLayers) ⇒ Boolean, msg: ⇒ Any): CumulativeFloatLayers
    Implicit
    This member is added by an implicit conversion from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers] performed by method Ensuring in scala.Predef.
    Definition Classes
    Ensuring
  9. def ensuring(cond: (CumulativeFloatLayers) ⇒ Boolean): CumulativeFloatLayers
    Implicit
    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: Boolean, msg: ⇒ Any): CumulativeFloatLayers
    Implicit
    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): CumulativeFloatLayers
    Implicit
    This member is added by an implicit conversion from CumulativeFloatLayers to Ensuring[CumulativeFloatLayers] performed by method Ensuring in scala.Predef.
    Definition Classes
    Ensuring
  12. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  13. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  14. def finalize(): Unit
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  15. def formatted(fmtstr: String): String
    Implicit
    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()
  16. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
  17. def hashCode(): Int
    Definition Classes
    AnyRef → Any
  18. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  19. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  20. final def notify(): Unit
    Definition Classes
    AnyRef
  21. final def notifyAll(): Unit
    Definition Classes
    AnyRef
  22. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  23. def toString(): String
    Definition Classes
    AnyRef → Any
  24. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  25. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  26. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  27. def →[B](y: B): (CumulativeFloatLayers, B)
    Implicit
    This member is added by an implicit conversion from CumulativeFloatLayers to ArrowAssoc[CumulativeFloatLayers] performed by method ArrowAssoc in scala.Predef.
    Definition Classes
    ArrowAssoc
  28. object FloatLayer
    Definition Classes
    FloatLayers

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