Trait/Object

com.thoughtworks.deeplearning.DifferentiableINDArray

OptimizerFactory

Related Docs: object OptimizerFactory | package DifferentiableINDArray

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trait OptimizerFactory extends AnyRef

If a Optimizer has state, then learningRate can NOT been shared, such as Adam, so you will need:

Example: 

  1. implicit val optimizerFactory = new DifferentiableINDArray.OptimizerFactory {
  override def ndArrayOptimizer(weight: Weight): Optimizer = {
    new LearningRate with L2Regularization with Adam {
      var learningRate = 0.00003
      override protected def l2Regularization: Double = 0.00003
      override protected def currentLearningRate(): Double = {
      learningRate * 0.75
      learningRate
     }
   }
 }
}
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  1. OptimizerFactory
  2. AnyRef
  3. Any
Implicitly
  1. by toINDArrayLayerOps
  2. by any2stringadd
  3. by StringFormat
  4. by Ensuring
  5. by ArrowAssoc
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Abstract Value Members

  1. abstract def ndArrayOptimizer(weight: Weight): Optimizer

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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 OptimizerFactory to any2stringadd[OptimizerFactory] performed by method any2stringadd in scala.Predef.
    Definition Classes
    any2stringadd

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

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    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to ArrowAssoc[OptimizerFactory] 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. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  7. def clone(): AnyRef

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

  8. def dot[Right](right: Right)(implicit rightToLayer: Aux[Right, Input, INDArray, INDArray]): Aux[Input, Tape]

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    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  9. def ensuring(cond: (OptimizerFactory) ⇒ Boolean, msg: ⇒ Any): OptimizerFactory

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

  10. def ensuring(cond: (OptimizerFactory) ⇒ Boolean): OptimizerFactory

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

  11. def ensuring(cond: Boolean, msg: ⇒ Any): OptimizerFactory

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

  12. def ensuring(cond: Boolean): OptimizerFactory

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    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to Ensuring[OptimizerFactory] 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 OptimizerFactory to StringFormat[OptimizerFactory] 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. def im2col(kernel: Array[Int], stride: Array[Int], padding: Array[Int]): Aux[Input, Tape]

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    Im2col ops

    Im2col ops

    kernel

    kernel size / filter size

    stride

    stride size

    padding

    padding size

    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  20. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  21. def maxPool(poolSize: (Int, Int)): Aux[Input, Tape]

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    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  22. def mean: Aux[Input, Tape]

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    Returns mean of all elements of INDArray

    Returns mean of all elements of INDArray

    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

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

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    Definition Classes
    AnyRef

  24. final def notify(): Unit

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    Definition Classes
    AnyRef

  25. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  26. def permute(newShape: Aux[Input, Aux[Int, Float]]*): Aux[Input, Tape]

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    [use case]

    [use case]
    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps
    Full Signature

    def permute[Element](newShape: Element*)(implicit toLayer: Aux[Element, Input, Int, Float]): Aux[Input, Tape]

  27. def permute(newShape: Int*): Aux[Input, Tape]

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    [use case]

    [use case]
    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps
    Full Signature

    def permute[Element](newShape: Element*)(implicit toLayer: Aux[Element, Input, Int, Float]): Aux[Input, Tape]

  28. def reshape(newShape: Aux[Input, Aux[Int, Float]]*): Aux[Input, Tape]

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    [use case]

    [use case]
    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps
    Full Signature

    def reshape[Element](newShape: Element*)(implicit toLayer: Aux[Element, Input, Int, Float]): Aux[Input, Tape]

  29. def reshape(newShape: Int*): Aux[Input, Tape]

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    [use case]

    [use case]
    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps
    Full Signature

    def reshape[Element](newShape: Element*)(implicit toLayer: Aux[Element, Input, Int, Float]): Aux[Input, Tape]

  30. def shape: Aux[Input, Aux[Seq[Int], (Int, Float)]]

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    Returns shape of INDArray

    Returns shape of INDArray

    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  31. def sum(dimensions: Int*): Aux[Input, Tape]

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    Returns sum dimensions of INDArray,will Returns an INDArrayPlaceholder

    Returns sum dimensions of INDArray,will Returns an INDArrayPlaceholder

    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  32. def sum: Aux[Input, Tape]

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    Returns sum of all elements of INDArray

    Returns sum of all elements of INDArray

    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

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

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    Definition Classes
    AnyRef

  34. def toSeq: Aux[Input, Aux[Seq[Seq[Double]], (Int, (Int, Double))]]

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    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  35. def toString(): String

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    Definition Classes
    AnyRef → Any

  36. def unary_-: Aux[Input, Tape]

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    Returns opposite of all elements

    Returns opposite of all elements

    Implicit information
    This member is added by an implicit conversion from OptimizerFactory to INDArrayLayerOps[Input] performed by method toINDArrayLayerOps in com.thoughtworks.deeplearning.DifferentiableINDArray. This conversion will take place only if an implicit value of type Aux[OptimizerFactory, Input, OutputData, OutputDelta] is in scope and at the same time an implicit value of type <:<[Aux[Input, Aux[OutputData, OutputDelta]], Aux[Input, Aux[INDArray, INDArray]]] is in scope.
    Definition Classes
    INDArrayLayerOps

  37. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  40. def →[B](y: B): (OptimizerFactory, B)

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

Inherited from AnyRef

Inherited from Any

Inherited by implicit conversion toINDArrayLayerOps from OptimizerFactory to INDArrayLayerOps[Input]

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

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

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

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

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