Safe Haskell	None
Language	Haskell98

Grenade.Layers.FullyConnected

Synopsis

Documentation

A basic fully connected (or inner product) neural network layer.

Constructors

Instances

Show (FullyConnected i o) Source #
Methods showsPrec :: Int -> FullyConnected i o -> ShowS # show :: FullyConnected i o -> String # showList :: [FullyConnected i o] -> ShowS #
(KnownNat i, KnownNat o) => Serialize (FullyConnected i o) Source #
Methods put :: Putter (FullyConnected i o) # get :: Get (FullyConnected i o) #
(KnownNat i, KnownNat o) => UpdateLayer (FullyConnected i o) Source #
Associated Types type Gradient (FullyConnected i o) :: * Source # Methods runUpdate :: LearningParameters -> FullyConnected i o -> Gradient (FullyConnected i o) -> FullyConnected i o Source # createRandom :: MonadRandom m => m (FullyConnected i o) Source # runUpdates :: LearningParameters -> FullyConnected i o -> [Gradient (FullyConnected i o)] -> FullyConnected i o Source #
(KnownNat i, KnownNat o) => Layer (FullyConnected i o) (D1 i) (D1 o) Source #
Associated Types type Tape (FullyConnected i o) (D1 i :: Shape) (D1 o :: Shape) :: * Source # Methods runForwards :: FullyConnected i o -> S (D1 i) -> (Tape (FullyConnected i o) (D1 i) (D1 o), S (D1 o)) Source # runBackwards :: FullyConnected i o -> Tape (FullyConnected i o) (D1 i) (D1 o) -> S (D1 o) -> (Gradient (FullyConnected i o), S (D1 i)) Source #
type Gradient (FullyConnected i o) Source #
type Gradient (FullyConnected i o) = FullyConnected' i o
type Tape (FullyConnected i o) (D1 i) (D1 o) Source #
type Tape (FullyConnected i o) (D1 i) (D1 o) = S (D1 i)

Constructors