Package com.aidenfavish.javaNeuralNetwork.Layers

Class LayerDense

java.lang.Object

com.aidenfavish.javaNeuralNetwork.Layers.LayerDense

All Implemented Interfaces:

LayerPass

public class LayerDense
extends Object
implements LayerPass

Field Summary

Fields

Modifier and Type	Field	Description
Matrix2D	biasCache
Matrix2D	biasMomentums
float	biasRegularizerL1
float	biasRegularizerL2
Matrix2D	weightCache
Matrix2D	weightMomentums
float	weightRegularizerL1
float	weightRegularizerL2

Constructor Summary

Constructors

Constructor	Description
LayerDense(int n_inputs, int n_neurons)
LayerDense(int n_inputs, int n_neurons, float[] regulars)
LayerDense(Matrix2D theWeights, Matrix2D theBiases, float wr1, float wr2, float br1, float br2)

Method Summary

Modifier and Type	Method	Description
void	backward(Matrix2D dvalues)
void	forward(Matrix2D inputs)
Matrix2D	getBiases()
Matrix2D	getDBiases()
Matrix2D	getDInputs()
Matrix2D	getDWeights()
org.json.simple.JSONObject	getJSON()
Matrix2D	getOutput()
Matrix2D	getWeights()
void	setBiases(Matrix2D x)
void	setWeights(Matrix2D x)
String	toString()

Methods inherited from class java.lang.Object

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

Field Details

weightRegularizerL1

public float weightRegularizerL1

weightRegularizerL2

public float weightRegularizerL2

biasRegularizerL1

public float biasRegularizerL1

biasRegularizerL2

public float biasRegularizerL2

weightMomentums

public Matrix2D weightMomentums

weightCache

public Matrix2D weightCache

biasMomentums

public Matrix2D biasMomentums

biasCache

public Matrix2D biasCache

Constructor Details

LayerDense

public LayerDense(int n_inputs,
 int n_neurons)

LayerDense

public LayerDense(int n_inputs,
 int n_neurons,
 float[] regulars)

LayerDense

public LayerDense(Matrix2D theWeights,
 Matrix2D theBiases,
 float wr1,
 float wr2,
 float br1,
 float br2)

Method Details

forward

public void forward(Matrix2D inputs)

Specified by:

forward in interface LayerPass

backward

public void backward(Matrix2D dvalues)

Specified by:

backward in interface LayerPass

getWeights

public Matrix2D getWeights()

getBiases

public Matrix2D getBiases()

getDWeights

public Matrix2D getDWeights()

getDBiases

public Matrix2D getDBiases()

getOutput

public Matrix2D getOutput()

Specified by:

getOutput in interface LayerPass

getDInputs

public Matrix2D getDInputs()

Specified by:

getDInputs in interface LayerPass

setWeights

public void setWeights(Matrix2D x)

setBiases

public void setBiases(Matrix2D x)

getJSON

public org.json.simple.JSONObject getJSON()

Specified by:

getJSON in interface LayerPass

toString

public String toString()

Overrides:

toString in class Object