Copyright	(c) Huw Campbell 2016-2017
License	BSD2
Stability	experimental
Safe Haskell	None
Language	Haskell98

Grenade.Layers.Elu

Description

Synopsis

Documentation

data Elu Source #

An exponential linear unit. A layer which can act between any shape of the same dimension, acting as a diode on every neuron individually.

Constructors

Elu

Instances

Show Elu Source #
Methods showsPrec :: Int -> Elu -> ShowS # show :: Elu -> String # showList :: [Elu] -> ShowS #
Serialize Elu Source #
Methods put :: Putter Elu # get :: Get Elu #
UpdateLayer Elu Source #
Associated Types type Gradient Elu :: * Source # Methods runUpdate :: LearningParameters -> Elu -> Gradient Elu -> Elu Source # createRandom :: MonadRandom m => m Elu Source # runUpdates :: LearningParameters -> Elu -> [Gradient Elu] -> Elu Source #
KnownNat i => Layer Elu (D1 i) (D1 i) Source #
Associated Types type Tape Elu (D1 i :: Shape) (D1 i :: Shape) :: * Source # Methods runForwards :: Elu -> S (D1 i) -> (Tape Elu (D1 i) (D1 i), S (D1 i)) Source # runBackwards :: Elu -> Tape Elu (D1 i) (D1 i) -> S (D1 i) -> (Gradient Elu, S (D1 i)) Source #
(KnownNat i, KnownNat j) => Layer Elu (D2 i j) (D2 i j) Source #
Associated Types type Tape Elu (D2 i j :: Shape) (D2 i j :: Shape) :: * Source # Methods runForwards :: Elu -> S (D2 i j) -> (Tape Elu (D2 i j) (D2 i j), S (D2 i j)) Source # runBackwards :: Elu -> Tape Elu (D2 i j) (D2 i j) -> S (D2 i j) -> (Gradient Elu, S (D2 i j)) Source #
(KnownNat i, KnownNat j, KnownNat k) => Layer Elu (D3 i j k) (D3 i j k) Source #
Associated Types type Tape Elu (D3 i j k :: Shape) (D3 i j k :: Shape) :: * Source # Methods runForwards :: Elu -> S (D3 i j k) -> (Tape Elu (D3 i j k) (D3 i j k), S (D3 i j k)) Source # runBackwards :: Elu -> Tape Elu (D3 i j k) (D3 i j k) -> S (D3 i j k) -> (Gradient Elu, S (D3 i j k)) Source #
type Gradient Elu Source #
type Gradient Elu = ()
type Tape Elu (D1 i) (D1 i) Source #
type Tape Elu (D1 i) (D1 i) = S (D1 i)
type Tape Elu (D2 i j) (D2 i j) Source #
type Tape Elu (D2 i j) (D2 i j) = S (D2 i j)
type Tape Elu (D3 i j k) (D3 i j k) Source #
type Tape Elu (D3 i j k) (D3 i j k) = S (D3 i j k)