Class GRULayer

GRU layer

Hierarchy

Layer
- GRULayer

Index

Constructors

constructor

Properties

Methods

Constructors

constructor

new GRULayer(outputSize: number, options?: { activation?: ActivationType }): GRULayer

Overrides Layer.constructor
- Defined in architecture/layers/recurrent/GRULayer.ts:12
Parameters
- outputSize: number
- Default value options: { activation?: ActivationType } = {}
  - Optional activation?: ActivationType
    
    The activation type for the output nodes of this layer.
Returns GRULayer

Properties

Readonly connections

connections: Connection[]

All connections in this layer.

Readonly gates

gates: Connection[]

All gates in this layer.

Readonly inputNodes

inputNodes: Set<Node>

The nodes which gets connected to the previous layer.

Readonly nodes

nodes: Node[]

All nodes in this layer.

outputNodes

outputNodes: Set<Node>

The nodes which gets connected to the next layer.

Readonly outputSize

outputSize: number

The output size of the layer.

Methods

connectionTypeisAllowed

connectionTypeisAllowed(): boolean

Overrides Layer.connectionTypeisAllowed
- Defined in architecture/layers/recurrent/GRULayer.ts:79
Checks if a given connection type is allowed on this layer.

Returns boolean

Is this connection type allowed?

getDefaultIncomingConnectionType

getDefaultIncomingConnectionType(): ConnectionType

Overrides Layer.getDefaultIncomingConnectionType
- Defined in architecture/layers/recurrent/GRULayer.ts:88
Gets the default connection type for a incoming connection to this layer.

Returns ConnectionType

the default incoming connection

Static connect

connect(from: Layer | Set<Node> | Node[], to: Layer | Set<Node> | Node[], connectionType?: ConnectionType, weight?: number): Connection[]

Inherited from Layer.connect
- Defined in architecture/layers/Layer.ts:54
Connect two layers or sets of nodes.

Parameters
- from: Layer | Set<Node> | Node[]
  
  origin nodes / Layer
- to: Layer | Set<Node> | Node[]
  
  destination nodes / Layer
- Default value connectionType: ConnectionType = ConnectionType.ALL_TO_ALL
  
  The type of connection
- Default value weight: number = 1
  
  the initial weights for all new connections
Returns Connection[]

all created connections

Static gate

gate(nodes: Node[], connections: Connection[], gateType: GatingType): Connection[]

Inherited from Layer.gate
- Defined in architecture/layers/Layer.ts:108
Gate nodes and connections.

Parameters
- nodes: Node[]
  
  the nodes which function as gateNodes
- connections: Connection[]
  
  the connections which will be gated
- gateType: GatingType
  
  The type of gating
Returns Connection[]

all gated connections

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