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)
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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
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- final def asInstanceOf[T0]: T0
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- val biasC: Constant
- val biasF: Constant
- val biasI: Constant
- val biasO: Constant
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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
x
it can also use all thestate to compute its value.
- Definition Classes
- LSTM → GenericModule
- final def getClass(): Class[_ <: AnyRef]
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- 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.
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- GenericModule
- val hiddenSize: Long
- final def isInstanceOf[T0]: Boolean
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- final def learnableParameters: Long
Returns the total number of optimizable parameters.
Returns the total number of optimizable parameters.
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- final def parameters: Seq[(Constant, PTag)]
Returns the state variables which need gradient computation.
Returns the state variables which need gradient computation.
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- def productElementNames: Iterator[String]
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- 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
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- 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
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- GenericModule
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