Packages

case class BertEncoder(tokenEmbedding: Embedding, segmentEmbedding: Embedding, positionalEmbedding: Constant, blocks: Seq[TransformerEncoderBlock]) extends GenericModule[(Variable, Variable), Variable] with Product with Serializable

BertEncoder module

Input is (tokens, segments) where tokens and segments are both (batch,num tokens) long tensor.

Output is (batch, num tokens, out dimension)

Linear Supertypes
Serializable, Product, Equals, GenericModule[(Variable, Variable), Variable], AnyRef, Any
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  1. BertEncoder
  2. Serializable
  3. Product
  4. Equals
  5. GenericModule
  6. AnyRef
  7. Any
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Visibility
  1. Public
  2. Protected

Instance Constructors

  1. new BertEncoder(tokenEmbedding: Embedding, segmentEmbedding: Embedding, positionalEmbedding: Constant, blocks: Seq[TransformerEncoderBlock])

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##: Int
    Definition Classes
    AnyRef → Any
  3. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  4. def apply[S](a: (Variable, Variable))(implicit arg0: Sc[S]): Variable

    Alias of forward

    Alias of forward

    Definition Classes
    GenericModule
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. val blocks: Seq[TransformerEncoderBlock]
  7. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.CloneNotSupportedException]) @native() @IntrinsicCandidate()
  8. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  9. def forward[S](x: (Variable, Variable))(implicit arg0: Sc[S]): Variable

    The implementation of the function.

    The implementation of the function.

    In addition of x it can also use all the state to compute its value.

    Definition Classes
    BertEncoderGenericModule
  10. final def getClass(): Class[_ <: AnyRef]
    Definition Classes
    AnyRef → Any
    Annotations
    @native() @IntrinsicCandidate()
  11. final def gradients(loss: Variable, zeroGrad: Boolean = true): Seq[Option[STen]]

    Computes the gradient of loss with respect to the parameters.

    Computes the gradient of loss with respect to the parameters.

    Definition Classes
    GenericModule
  12. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  13. final def learnableParameters: Long

    Returns the total number of optimizable parameters.

    Returns the total number of optimizable parameters.

    Definition Classes
    GenericModule
  14. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  15. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native() @IntrinsicCandidate()
  16. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native() @IntrinsicCandidate()
  17. final def parameters: Seq[(Constant, PTag)]

    Returns the state variables which need gradient computation.

    Returns the state variables which need gradient computation.

    Definition Classes
    GenericModule
  18. val positionalEmbedding: Constant
  19. def productElementNames: Iterator[String]
    Definition Classes
    Product
  20. val segmentEmbedding: Embedding
  21. def state: List[(Constant, PTag)]

    List of optimizable, or non-optimizable, but stateful parameters

    List of optimizable, or non-optimizable, but stateful parameters

    Stateful means that the state is carried over the repeated forward calls.

    Definition Classes
    BertEncoderGenericModule
  22. final def synchronized[T0](arg0: => T0): T0
    Definition Classes
    AnyRef
  23. val tokenEmbedding: Embedding
  24. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  25. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException]) @native()
  26. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  27. final def zeroGrad(): Unit
    Definition Classes
    GenericModule

Deprecated Value Members

  1. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.Throwable]) @Deprecated
    Deprecated

Inherited from Serializable

Inherited from Product

Inherited from Equals

Inherited from AnyRef

Inherited from Any

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