case class LSTM(weightXi: Constant, weightXf: Constant, weightXo: Constant, weightHi: Constant, weightHf: Constant, weightHo: Constant, weightXc: Constant, weightHc: Constant, biasI: Constant, biasF: Constant, biasO: Constant, biasC: Constant) extends StatefulModule[Variable, Variable, Option[(Variable, Variable)]] with Product with Serializable
Inputs of size (sequence length * batch * vocab) Outputs of size (sequence length * batch * output dim)
Linear Supertypes
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- final def !=(arg0: Any): Boolean
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- final def ##: Int
- Definition Classes
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- final def ==(arg0: Any): Boolean
- Definition Classes
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- def apply[S](a: (Variable, Option[(Variable, Variable)]))(implicit arg0: Sc[S]): (Variable, Option[(Variable, Variable)])
Alias of forward
Alias of forward
- Definition Classes
- GenericModule
- final def asInstanceOf[T0]: T0
- Definition Classes
- Any
- val biasC: Constant
- val biasF: Constant
- val biasI: Constant
- val biasO: Constant
- def clone(): AnyRef
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- @throws(classOf[java.lang.CloneNotSupportedException]) @IntrinsicCandidate() @native()
- final def eq(arg0: AnyRef): Boolean
- Definition Classes
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- def forward[S](a: (Variable, Option[(Variable, Variable)]))(implicit arg0: Sc[S]): (Variable, Some[(Variable, Variable)])
The implementation of the function.
The implementation of the function.
In addition of
xit can also use all thestate to compute its value.- Definition Classes
- LSTM → GenericModule
- final def getClass(): Class[_ <: AnyRef]
- Definition Classes
- AnyRef → Any
- Annotations
- @IntrinsicCandidate() @native()
- 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
- val hiddenSize: Long
- final def isInstanceOf[T0]: Boolean
- Definition Classes
- Any
- final def learnableParameters: Long
Returns the total number of optimizable parameters.
Returns the total number of optimizable parameters.
- Definition Classes
- GenericModule
- final def ne(arg0: AnyRef): Boolean
- Definition Classes
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- final def notify(): Unit
- Definition Classes
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- @IntrinsicCandidate() @native()
- final def notifyAll(): Unit
- Definition Classes
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- @IntrinsicCandidate() @native()
- 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
- def productElementNames: Iterator[String]
- Definition Classes
- Product
- def state: List[(Constant, LeafTag with Product with Serializable)]
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
- LSTM → GenericModule
- final def synchronized[T0](arg0: => T0): T0
- Definition Classes
- AnyRef
- final def wait(arg0: Long, arg1: Int): Unit
- Definition Classes
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- final def wait(arg0: Long): Unit
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- final def wait(): Unit
- Definition Classes
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- @throws(classOf[java.lang.InterruptedException])
- val weightHc: Constant
- val weightHf: Constant
- val weightHi: Constant
- val weightHo: Constant
- val weightXc: Constant
- val weightXf: Constant
- val weightXi: Constant
- val weightXo: Constant
- final def zeroGrad(): Unit
- Definition Classes
- GenericModule
Deprecated Value Members
- def finalize(): Unit
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- protected[lang]
- Definition Classes
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- @throws(classOf[java.lang.Throwable]) @Deprecated
- Deprecated
(Since version 9)