Trait

com.thoughtworks.deeplearning.plugins

Builtins

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trait Builtins extends ImplicitsSingleton with Layers with Weights with Logging with Operators with FloatTraining with FloatLiterals with FloatWeights with RawFloatLayers with FloatLayers with DoubleTraining with DoubleLiterals with DoubleWeights with RawDoubleLayers with DoubleLayers with INDArrayTraining with INDArrayLiterals with INDArrayWeights with RawINDArrayLayers with INDArrayLayers

A plugin that enables all other DeepLearning.scala built-in plugins.

Author:

杨博 (Yang Bo)

Source
Builtins.scala
Example:

  1. When creating a Builtins from Factory,

    import com.thoughtworks.feature.Factory
val hyperparameters = Factory[plugins.Builtins].newInstance()

    and import anything in implicits,

    import hyperparameters.implicits._

    then all DeepLearning.scala built-in features should be enabled.

    Creating weights:

    import org.nd4j.linalg.factory.Nd4j
import org.nd4j.linalg.api.ndarray.INDArray
    val numberOfInputFeatures = 8
val numberOfOutputFeatures = 1
val initialValueOfWeight: INDArray = Nd4j.rand(numberOfInputFeatures, numberOfOutputFeatures)
val weight: hyperparameters.INDArrayWeight = hyperparameters.INDArrayWeight(initialValueOfWeight)

    Creating neural network layers,

    def fullyConnectedLayer(input: INDArray): hyperparameters.INDArrayLayer = {
  input dot weight
}

    or loss functions:

    def hingeLoss(scores: hyperparameters.INDArrayLayer, label: INDArray): hyperparameters.DoubleLayer = {
  hyperparameters.max(0.0, 1.0 - label * scores).sum
}

    Training:

    import scalaz.std.stream._
import scalaz.concurrent.Task
import com.thoughtworks.each.Monadic._
    val batchSize = 4
val numberOfIterations = 10
val input = Nd4j.rand(batchSize, numberOfInputFeatures)
val label = Nd4j.rand(batchSize, numberOfOutputFeatures)
    @monadic[Task]
def train: Task[Stream[Double]] = {
  for (iteration <- (0 until numberOfIterations).toStream) yield {
    hingeLoss(fullyConnectedLayer(input), label).train.each
  }
}

    When the training is done, the loss of the last iteration should be no more than the loss of the first iteration

    train.map { lossesByIteration =>
  lossesByIteration.last should be <= lossesByIteration.head
}
Linear Supertypes
INDArrayLayers, RawINDArrayLayers, INDArrayWeights, INDArrayLiterals, INDArrayTraining, DoubleLayers, RawDoubleLayers, DoubleWeights, DoubleLiterals, DoubleTraining, FloatLayers, RawFloatLayers, FloatWeights, FloatLiterals, FloatTraining, Training, Operators, Logging, Weights, Layers, ImplicitsSingleton, AnyRef, Any
Type Hierarchy
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. Builtins
  2. INDArrayLayers
  3. RawINDArrayLayers
  4. INDArrayWeights
  5. INDArrayLiterals
  6. INDArrayTraining
  7. DoubleLayers
  8. RawDoubleLayers
  9. DoubleWeights
  10. DoubleLiterals
  11. DoubleTraining
  12. FloatLayers
  13. RawFloatLayers
  14. FloatWeights
  15. FloatLiterals
  16. FloatTraining
  17. Training
  18. Operators
  19. Logging
  20. Weights
  21. Layers
  22. ImplicitsSingleton
  23. AnyRef
  24. Any
Implicitly
  1. by any2stringadd
  2. by StringFormat
  3. by Ensuring
  4. by ArrowAssoc
  1. Hide All
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Visibility
  1. Public
  2. All

Type Members

  1. abstract type DoubleLayer <: DoubleLayerApi with Layer

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    Definition Classes
    DoubleLayers → RawDoubleLayers

  2. trait DoubleLayerApi extends DoubleLayers.DoubleLayerApi

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    Definition Classes
    DoubleLayers

  3. abstract type DoubleOptimizer <: DoubleOptimizerApi with Optimizer

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    Definition Classes
    DoubleWeights

  4. trait DoubleOptimizerApi extends OptimizerApi

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    Definition Classes
    DoubleWeights

  5. abstract type DoubleWeight <: DoubleWeightApi with Weight

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    Definition Classes
    DoubleWeights

  6. trait DoubleWeightApi extends WeightApi

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    Definition Classes
    DoubleWeights

  7. abstract type FloatLayer <: FloatLayerApi with Layer

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    Definition Classes
    FloatLayers → RawFloatLayers

  8. trait FloatLayerApi extends FloatLayers.FloatLayerApi

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    Definition Classes
    FloatLayers

  9. abstract type FloatOptimizer <: FloatOptimizerApi with Optimizer

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    Definition Classes
    FloatWeights

  10. trait FloatOptimizerApi extends OptimizerApi

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    Definition Classes
    FloatWeights

  11. abstract type FloatWeight <: FloatWeightApi with Weight

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    Definition Classes
    FloatWeights

  12. trait FloatWeightApi extends WeightApi

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    Definition Classes
    FloatWeights

  13. abstract type INDArrayLayer <: INDArrayLayerApi with Layer

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    Definition Classes
    INDArrayLayers → RawINDArrayLayers

  14. trait INDArrayLayerApi extends INDArrayLayers.INDArrayLayerApi

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    Definition Classes
    INDArrayLayers

  15. abstract type INDArrayOptimizer <: Optimizer with INDArrayOptimizerApi

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    Definition Classes
    INDArrayWeights

  16. trait INDArrayOptimizerApi extends OptimizerApi

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    Definition Classes
    INDArrayWeights

  17. abstract type INDArrayWeight <: INDArrayWeightApi with Weight

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    Definition Classes
    INDArrayWeights

  18. trait INDArrayWeightApi extends WeightApi

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    Definition Classes
    INDArrayWeights

  19. abstract type Implicits <: ImplicitsApi

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    Definition Classes
    Builtins → RawINDArrayLayers → INDArrayWeights → INDArrayLiterals → INDArrayTraining → RawDoubleLayers → DoubleLiterals → DoubleTraining → RawFloatLayers → FloatLiterals → FloatTraining → Training → Operators → Logging → Weights → Layers → ImplicitsSingleton

  20. trait ImplicitsApi extends Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi with Builtins.ImplicitsApi

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  21. abstract type Layer <: LayerApi

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    Definition Classes
    Logging → Layers

  22. trait LayerApi extends Logging.LayerApi with LoggingContext

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    Definition Classes
    Logging

  23. trait LoggingContext extends AnyRef

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    Attributes
    protected
    Definition Classes
    Logging

  24. abstract type Optimizer <: OptimizerApi

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    Definition Classes
    Weights

  25. trait OptimizerApi extends AnyRef

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    Definition Classes
    Weights

  26. abstract type Weight <: WeightApi

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    Definition Classes
    Logging → Weights

  27. trait WeightApi extends Logging.WeightApi with LoggingContext

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    Definition Classes
    Logging

Abstract Value Members

  1. abstract def asImplicits: <:<[Out, Implicits]

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    Attributes
    protected
    Definition Classes
    ImplicitsSingleton
    Annotations
    @inject()

  2. implicit abstract def deepLearningExecutionContext: ExecutionContext

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    Attributes
    protected
    Definition Classes
    RawINDArrayLayers
    Annotations
    @inject()

  3. abstract def doubleDataParameter: <:<[Double, Parameter]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  4. abstract val doubleLayerFactory: Factory[DoubleLayer]

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    Attributes
    protected
    Definition Classes
    RawDoubleLayers
    Annotations
    @inject()

  5. abstract val doubleOptimizerFactory: Factory[DoubleOptimizer]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  6. abstract def doubleOriginalDeltaParameter: <:<[Double, Parameter]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  7. abstract val doublePartialApplyData: PartialApply[Constructor, String("data")]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  8. abstract val doublePartialApplyOriginalDelta: PartialApply[Rest, String("originalDelta")]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  9. abstract val doublePartialApplyRawForward: PartialApply[Constructor, String("rawForward")]

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    Attributes
    protected
    Definition Classes
    RawDoubleLayers
    Annotations
    @inject()

  10. abstract val doublePartialApplyWeight: PartialApply[Constructor, String("weight")]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  11. abstract def doubleRawForwardParameter: <:<[Do[Tape[Double, Double]], Parameter]

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    Attributes
    protected
    Definition Classes
    RawDoubleLayers
    Annotations
    @inject()

  12. abstract val doubleWeightFactory: Factory[DoubleWeight]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  13. abstract def doubleWeightParameter: <:<[DoubleWeight, Parameter]

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    Attributes
    protected
    Definition Classes
    DoubleWeights
    Annotations
    @inject()

  14. abstract def floatDataParameter: <:<[Float, Parameter]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  15. abstract val floatLayerFactory: Factory[FloatLayer]

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    Attributes
    protected
    Definition Classes
    RawFloatLayers
    Annotations
    @inject()

  16. abstract val floatOptimizerFactory: Factory[FloatOptimizer]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  17. abstract def floatOriginalDeltaParameter: <:<[Float, Parameter]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  18. abstract val floatPartialApplyData: PartialApply[Constructor, String("data")]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  19. abstract val floatPartialApplyOriginalDelta: PartialApply[Rest, String("originalDelta")]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  20. abstract val floatPartialApplyRawForward: PartialApply[Constructor, String("rawForward")]

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    Attributes
    protected
    Definition Classes
    RawFloatLayers
    Annotations
    @inject()

  21. abstract val floatPartialApplyWeight: PartialApply[Constructor, String("weight")]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  22. abstract def floatRawForwardParameter: <:<[Do[Tape[Float, Float]], Parameter]

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    Attributes
    protected
    Definition Classes
    RawFloatLayers
    Annotations
    @inject()

  23. abstract val floatWeightFactory: Factory[FloatWeight]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  24. abstract def floatWeightParameter: <:<[FloatWeight, Parameter]

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    Attributes
    protected
    Definition Classes
    FloatWeights
    Annotations
    @inject()

  25. abstract val implicitApplyImplicitsConstructor: ImplicitApply[Constructor]

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    Attributes
    protected
    Definition Classes
    ImplicitsSingleton
    Annotations
    @inject()

  26. abstract val implicitsFactory: Factory[Implicits]

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    Attributes
    protected
    Definition Classes
    ImplicitsSingleton
    Annotations
    @inject()

  27. abstract def indArrayDataParameter: <:<[INDArray, Parameter]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  28. abstract val indArrayLayerFactory: Factory[INDArrayLayer]

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    Attributes
    protected
    Definition Classes
    RawINDArrayLayers
    Annotations
    @inject()

  29. abstract val indArrayOptimizerFactory: Factory[INDArrayOptimizer]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  30. abstract def indArrayOriginalDeltaParameter: <:<[INDArray, Parameter]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  31. abstract val indArrayPartialApplyData: PartialApply[Constructor, String("data")]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  32. abstract val indArrayPartialApplyOriginalDelta: PartialApply[Rest, String("originalDelta")]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  33. abstract val indArrayPartialApplyRawForward: PartialApply[Constructor, String("rawForward")]

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    Attributes
    protected
    Definition Classes
    RawINDArrayLayers
    Annotations
    @inject()

  34. abstract val indArrayPartialApplyWeight: PartialApply[Constructor, String("weight")]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  35. abstract def indArrayRawForwardParameter: <:<[Do[Tape[INDArray, INDArray]], Parameter]

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    Attributes
    protected
    Definition Classes
    RawINDArrayLayers
    Annotations
    @inject()

  36. abstract val indArrayWeightFactory: Factory[INDArrayWeight]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    Annotations
    @inject()

  37. abstract def indArrayWeightParameter: <:<[INDArrayWeight, Parameter]

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    Attributes
    protected
    Definition Classes
    INDArrayWeights
    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 Builtins to any2stringadd[Builtins] performed by method any2stringadd in scala.Predef.
    Definition Classes
    any2stringadd

  4. def ->[B](y: B): (Builtins, B)

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    Implicit information
    This member is added by an implicit conversion from Builtins to ArrowAssoc[Builtins] 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 DoubleLayer

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    Definition Classes
    RawDoubleLayers

  7. object DoubleWeight

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    Definition Classes
    DoubleWeights

  8. object FloatLayer

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    Definition Classes
    RawFloatLayers

  9. object FloatWeight

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    Definition Classes
    FloatWeights

  10. object INDArrayLayer

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    Definition Classes
    RawINDArrayLayers

  11. object INDArrayWeight

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    Definition Classes
    INDArrayWeights

  12. object Layer

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    Definition Classes
    Layers

  13. object Optimizer

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    Definition Classes
    Weights

  14. object Weight

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    Definition Classes
    Weights

  15. def abs[Operand0](operand0: Operand0)(implicit functionCase: Operators.abs.Case[Operand0]): Result

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    Definition Classes
    Operators

  16. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  17. def clone(): AnyRef

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

  18. def ensuring(cond: (Builtins) ⇒ Boolean, msg: ⇒ Any): Builtins

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

  19. def ensuring(cond: (Builtins) ⇒ Boolean): Builtins

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

  20. def ensuring(cond: Boolean, msg: ⇒ Any): Builtins

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

  21. def ensuring(cond: Boolean): Builtins

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

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

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    Definition Classes
    AnyRef

  23. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  24. def exp[Operand0](operand0: Operand0)(implicit functionCase: Operators.exp.Case[Operand0]): Result

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    Definition Classes
    Operators

  25. def finalize(): Unit

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

  26. def formatted(fmtstr: String): String

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

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

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    Definition Classes
    AnyRef → Any

  28. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  29. lazy val implicits: Implicits

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    Definition Classes
    ImplicitsSingleton

  30. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  31. def log[Operand0](operand0: Operand0)(implicit functionCase: Operators.log.Case[Operand0]): Result

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    Definition Classes
    Operators

  32. lazy val logger: Logger

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    Definition Classes
    Logging

  33. def max[Operand0, Operand1](operand0: Operand0, operand1: Operand1)(implicit functionCase: Operators.max.Case[Operand0, Operand1]): Result

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    Definition Classes
    Operators

  34. def min[Operand0, Operand1](operand0: Operand0, operand1: Operand1)(implicit functionCase: Operators.min.Case[Operand0, Operand1]): Result

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    Definition Classes
    Operators

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

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    Definition Classes
    AnyRef

  36. final def notify(): Unit

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    Definition Classes
    AnyRef

  37. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

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

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    Definition Classes
    AnyRef

  39. def toString(): String

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    Definition Classes
    AnyRef → Any

  40. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  43. def →[B](y: B): (Builtins, B)

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

Inherited from INDArrayLayers

Inherited from RawINDArrayLayers

Inherited from INDArrayWeights

Inherited from INDArrayLiterals

Inherited from INDArrayTraining

Inherited from DoubleLayers

Inherited from RawDoubleLayers

Inherited from DoubleWeights

Inherited from DoubleLiterals

Inherited from DoubleTraining

Inherited from FloatLayers

Inherited from RawFloatLayers

Inherited from FloatWeights

Inherited from FloatLiterals

Inherited from FloatTraining

Inherited from Training

Inherited from Operators

Inherited from Logging

Inherited from Weights

Inherited from Layers

Inherited from ImplicitsSingleton

Inherited from AnyRef

Inherited from Any

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

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

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

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

Ungrouped