Class/Object

epic.dense

OutputEmbeddingTransform

Related Docs: object OutputEmbeddingTransform | package dense

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case class OutputEmbeddingTransform[FV](numOutputs: Int, outputDim: Int, innerTransform: Transform[FV, DenseVector[Double]], coarsenerForInitialization: Option[(Int) ⇒ Int] = None) extends OutputTransform[FV, DenseVector[Double]] with Product with Serializable

Output embedding technique described in section 6 of http://www.eecs.berkeley.edu/~gdurrett/papers/durrett-klein-acl2015.pdf Basically learns a dictionary for the output as well as an affine transformation in order to produce the vector that gets combined with the input in the final bilinear product.

Linear Supertypes
Product, Equals, OutputTransform[FV, DenseVector[Double]], Serializable, Serializable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. OutputEmbeddingTransform
  2. Product
  3. Equals
  4. OutputTransform
  5. Serializable
  6. Serializable
  7. AnyRef
  8. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new OutputEmbeddingTransform(numOutputs: Int, outputDim: Int, innerTransform: Transform[FV, DenseVector[Double]], coarsenerForInitialization: Option[(Int) ⇒ Int] = None)

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Type Members

  1. case class OutputLayer(embeddings: DenseMatrix[Double], bias: DenseVector[Double], innerLayer: Layer) extends OutputTransform.OutputLayer[FV, DenseVector[Double]] with Product with Serializable

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

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    Definition Classes
    AnyRef → Any

  4. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  5. def clipEmbeddingNorms(weights: DenseVector[Double]): Unit

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  6. def clipHiddenWeightVectors(weights: DenseVector[Double], norm: Double, outputLayer: Boolean): Unit

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    Definition Classes
    OutputEmbeddingTransform → OutputTransform

  7. def clone(): AnyRef

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

  8. val coarsenerForInitialization: Option[(Int) ⇒ Int]

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  9. def displayEmbeddingNorms(weights: DenseVector[Double]): Unit

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

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    Definition Classes
    AnyRef

  11. def extractLayer(dv: DenseVector[Double], forTrain: Boolean): OutputLayer

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    Definition Classes
    OutputTransform

  12. def extractLayerAndPenultimateLayer(weights: DenseVector[Double], forTrain: Boolean): (OutputLayer, Layer)

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    Definition Classes
    OutputEmbeddingTransform → OutputTransform

  13. def finalize(): Unit

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

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

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    Definition Classes
    AnyRef → Any

  15. def getInterestingWeightIndicesForGradientCheck(offset: Int): Seq[Int]

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    Definition Classes
    OutputEmbeddingTransform → OutputTransform

  16. val index: SegmentedIndex[Feature, Index[Feature]]

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    Definition Classes
    OutputEmbeddingTransform → OutputTransform

  17. def initialWeightVector(initWeightsScale: Double, rng: Random, outputLayer: Boolean, spec: String): DenseVector[Double]

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    Definition Classes
    OutputEmbeddingTransform → OutputTransform

  18. val innerTransform: Transform[FV, DenseVector[Double]]

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  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. val numOutputs: Int

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  24. val outputDim: Int

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

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    Definition Classes
    AnyRef

  26. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

Inherited from Product

Inherited from Equals

Inherited from OutputTransform[FV, DenseVector[Double]]

Inherited from Serializable

Inherited from Serializable

Inherited from AnyRef

Inherited from Any

Ungrouped