ConvLayer Class Reference

Represents a Convolutional Layer of a CNN. More...

Inheritance diagram for ConvLayer:

Public Member Functions
	ConvLayer ()
override void	SetExpansion (float expansion)
override List< List< Shape > >	GetLineStartShapes (Vector2Int convShape, Vector2Int outputShape, Vector2 theoreticalOutputShape, Vector2Int stride, float allCalcs)
	Calculates and returns the positions of the line start points (for the CalcMesh() function) More...
override void	CalcMesh ()
	Calculates and sets the mesh of the Layers game object. More...
override Vector3Int	GetOutputShape ()
override Vector2Int	Get2DOutputShape ()
	Returns a 2d Vector of the layers output shape. More...
void	SetWeightTensorForEpoch (Array tensor, int epoch)
Array	GetWeightTensorForEpoch (int epoch)
void	SetWeightTensorShape (int[] tensorShape)
int []	GetWeightTensorShape ()
void	SetActivationTensorForEpoch (Array tensor, int epoch)
Array	GetActivationTensorForEpoch (int epoch)
void	SetActivationTensorShape (int[] tensorShape)
int []	GetActivationTensorShape ()
Public Member Functions inherited from Layer
	Layer ()
virtual void	Init ()
Vector3	CenterPosition ()
	Just returns a Vector on the Z Axis with the correct z positon. More...
Vector2Int	GetPadding ()
	Calculates rounded padding based on filter size. More...
void	AddObserver (Layer observer)
	Adds an observer to be notified on parameter changes on this layer to allow downstream updated of dependent layers. More...
void	RemoveObserver (Layer observer)
	Removes an observer. More...
void	NotifyObservers ()
	Notifies obsevers that a parameter change has occured. More...
Layer	GetInputLayer ()
	Get the input layer of this Layer. More...
void	SetEpoch (int epoch)
	Set the epoch of this layer to load the correct tensor values in the mesh calculation procedure. More...

Public Attributes
int	reducedDepth = 4
int	fullDepth = 64
float	filterSpread
float	filterSpacing
float	lineToGrid
float	edgeBundle
float	allCalculations
float	allFiltersSpacing = 0.5f
float	lineXToZ
float	fullResHeight = 5.0f
float	nodeSize
bool	showOriginalDepth = false
Public Attributes inherited from Layer
GameObject	_input
Vector2Int	reducedShape
Vector2Int	stride = new Vector2Int(1, 1)
bool	padding = true
float	pointBrightness = 1.0f
float	zOffset = 1.0f
float	_scale = 1.0f
int	epoch = 0

Protected Member Functions
override void	SubUpdate ()
override void	UpdateForParams ()
	Checks if parameters have been updated and reinitializes necessary data. More...
override List< Shape >	GetPointShapes ()
	Returns a List of Shapes representing the pixels of the feature maps. More...
Protected Member Functions inherited from Layer
float	ZPosition ()
	Recursively returns the right ZOffset based on input layers. More...
void	OnValidate ()
	Called after each parameter change in the editor. Contains main update procedures. More...
virtual void	AddNodes (List< Vector3 > verts, List< int > inds)
	Adds the "pixels" to the mesh. More...
Vector3	GetEdgeBundleCenter (Vector3 originalPoint, float edgeBundle)
	Returns the edgebundle position for the corresponding point. More...

Additional Inherited Members
Static Public Member Functions inherited from Layer
static int []	GetMultiDimIndices (int[] shape, int singleDimInd)
	Returns a multi dimensional index from a single dimensional one based on the shape of the multidimensional array. More...
Protected Attributes inherited from Layer
Layer	_inputLayer
Mesh	_mesh
Renderer	_renderer
bool	_initialized = false
Vector2Int	_tempRes = new Vector2Int(5, 5)
bool	renderColored = false

Detailed Description

Represents a Convolutional Layer of a CNN.

Constructor & Destructor Documentation

ConvLayer()

ConvLayer.ConvLayer

(

)

Member Function Documentation

CalcMesh()

override void ConvLayer.CalcMesh ( )

virtual

Calculates and sets the mesh of the Layers game object.

Reimplemented from Layer.

Get2DOutputShape()

override Vector2Int ConvLayer.Get2DOutputShape ( )

virtual

Returns a 2d Vector of the layers output shape.

Returns

Reimplemented from Layer.

GetActivationTensorForEpoch()

Array ConvLayer.GetActivationTensorForEpoch

(

int

epoch

)

GetActivationTensorShape()

int [] ConvLayer.GetActivationTensorShape

(

)

GetLineStartShapes()

override List<List<Shape> > ConvLayer.GetLineStartShapes ( Vector2Int  convShape, Vector2Int  outputShape, Vector2  theoreticalOutputShape, Vector2Int  stride, float  allCalcs  )

virtual

Calculates and returns the positions of the line start points (for the CalcMesh() function)

Parameters

convShape
outputShape
theoreticalOutputShape
stride
allCalcs

Returns

Implements Layer.

GetOutputShape()

override Vector3Int ConvLayer.GetOutputShape ( )

virtual

Implements Layer.

GetPointShapes()

override List<Shape> ConvLayer.GetPointShapes ( )

protectedvirtual

Returns a List of Shapes representing the pixels of the feature maps.

Returns

Implements Layer.

GetWeightTensorForEpoch()

Array ConvLayer.GetWeightTensorForEpoch

(

int

epoch

)

GetWeightTensorShape()

int [] ConvLayer.GetWeightTensorShape

(

)

SetActivationTensorForEpoch()

void ConvLayer.SetActivationTensorForEpoch	(	Array	tensor,
		int	epoch
	)

SetActivationTensorShape()

void ConvLayer.SetActivationTensorShape

(

int []

tensorShape

)

SetExpansion()

override void ConvLayer.SetExpansion ( float  expansion )

virtual

Reimplemented from Layer.

SetWeightTensorForEpoch()

void ConvLayer.SetWeightTensorForEpoch	(	Array	tensor,
		int	epoch
	)

SetWeightTensorShape()

void ConvLayer.SetWeightTensorShape

(

int []

tensorShape

)

SubUpdate()

override void ConvLayer.SubUpdate ( )

protectedvirtual

Reimplemented from Layer.

UpdateForParams()

override void ConvLayer.UpdateForParams ( )

protectedvirtual

Checks if parameters have been updated and reinitializes necessary data.

Reimplemented from Layer.

Member Data Documentation

allCalculations

float ConvLayer.allCalculations

allFiltersSpacing

float ConvLayer.allFiltersSpacing = 0.5f

edgeBundle

float ConvLayer.edgeBundle

filterSpacing

float ConvLayer.filterSpacing

filterSpread

float ConvLayer.filterSpread

fullDepth

int ConvLayer.fullDepth = 64

fullResHeight

float ConvLayer.fullResHeight = 5.0f

lineToGrid

float ConvLayer.lineToGrid

lineXToZ

float ConvLayer.lineXToZ

nodeSize

float ConvLayer.nodeSize

reducedDepth

int ConvLayer.reducedDepth = 4

showOriginalDepth

bool ConvLayer.showOriginalDepth = false

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The documentation for this class was generated from the following file:

• src/geometry shader sample project/StandardGeometryShader-master/Assets/Layer/ConvLayer.cs