org.deeplearning4j.nn.layers.recurrent

Class LSTMHelpers

java.lang.Object

org.deeplearning4j.nn.layers.recurrent.LSTMHelpers

public class LSTMHelpers
extends Object

Method Summary

Modifier and Type	Method and Description
static FwdPassReturn	activateHelper(BaseRecurrentLayer layer, NeuralNetConfiguration conf, IActivation gateActivationFn, INDArray input, INDArray recurrentWeights, INDArray originalInputWeights, INDArray biases, boolean training, INDArray originalPrevOutputActivations, INDArray originalPrevMemCellState, boolean forBackprop, boolean forwards, String inputWeightKey, INDArray maskArray, boolean hasPeepholeConnections, LSTMHelper helper, CacheMode cacheMode, LayerWorkspaceMgr workspaceMgr, boolean isHelperAllowFallback) Returns FwdPassReturn object with activations/INDArrays.
static Pair<Gradient,INDArray>	backpropGradientHelper(BaseRecurrentLayer layer, NeuralNetConfiguration conf, IActivation gateActivationFn, INDArray input, INDArray recurrentWeights, INDArray inputWeights, INDArray epsilon, boolean truncatedBPTT, int tbpttBackwardLength, FwdPassReturn fwdPass, boolean forwards, String inputWeightKey, String recurrentWeightKey, String biasWeightKey, Map<String,INDArray> gradientViews, INDArray maskArray, boolean hasPeepholeConnections, LSTMHelper helper, LayerWorkspaceMgr workspaceMgr, boolean isHelperAllowFallback)
static LayerMemoryReport	getMemoryReport(AbstractLSTM lstmLayer, InputType inputType)
static LayerMemoryReport	getMemoryReport(boolean isGraves, FeedForwardLayer lstmLayer, InputType inputType)
static LayerMemoryReport	getMemoryReport(GravesBidirectionalLSTM lstmLayer, InputType inputType)

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Method Detail

activateHelper

public static FwdPassReturn activateHelper(BaseRecurrentLayer layer,
                                           NeuralNetConfiguration conf,
                                           IActivation gateActivationFn,
                                           INDArray input,
                                           INDArray recurrentWeights,
                                           INDArray originalInputWeights,
                                           INDArray biases,
                                           boolean training,
                                           INDArray originalPrevOutputActivations,
                                           INDArray originalPrevMemCellState,
                                           boolean forBackprop,
                                           boolean forwards,
                                           String inputWeightKey,
                                           INDArray maskArray,
                                           boolean hasPeepholeConnections,
                                           LSTMHelper helper,
                                           CacheMode cacheMode,
                                           LayerWorkspaceMgr workspaceMgr,
                                           boolean isHelperAllowFallback)

Returns FwdPassReturn object with activations/INDArrays. Allows activateHelper to be used for forward pass, backward pass and rnnTimeStep whilst being reasonably efficient for all

backpropGradientHelper

public static Pair<Gradient,INDArray> backpropGradientHelper(BaseRecurrentLayer layer,
                                                             NeuralNetConfiguration conf,
                                                             IActivation gateActivationFn,
                                                             INDArray input,
                                                             INDArray recurrentWeights,
                                                             INDArray inputWeights,
                                                             INDArray epsilon,
                                                             boolean truncatedBPTT,
                                                             int tbpttBackwardLength,
                                                             FwdPassReturn fwdPass,
                                                             boolean forwards,
                                                             String inputWeightKey,
                                                             String recurrentWeightKey,
                                                             String biasWeightKey,
                                                             Map<String,INDArray> gradientViews,
                                                             INDArray maskArray,
                                                             boolean hasPeepholeConnections,
                                                             LSTMHelper helper,
                                                             LayerWorkspaceMgr workspaceMgr,
                                                             boolean isHelperAllowFallback)

getMemoryReport

public static LayerMemoryReport getMemoryReport(AbstractLSTM lstmLayer,
                                                InputType inputType)

getMemoryReport

public static LayerMemoryReport getMemoryReport(GravesBidirectionalLSTM lstmLayer,
                                                InputType inputType)

getMemoryReport

public static LayerMemoryReport getMemoryReport(boolean isGraves,
                                                FeedForwardLayer lstmLayer,
                                                InputType inputType)