Numeric.Sibe

Documentation

data Network

Constructors

O Layer

Layer :- Network infixr 5

Instances

Show Network

Methods

showsPrec :: Int -> Network -> ShowS

show :: Network -> String

showList :: [Network] -> ShowS

data Layer

Constructors

Layer

Fields

• biases :: !(Vector Double)
• nodes :: !(Matrix Double)
• activation :: Activation

Instances

Show Layer

Methods

showsPrec :: Int -> Layer -> ShowS

show :: Layer -> String

showList :: [Layer] -> ShowS

type Input = Vector Double

type Output = Vector Double

type Activation = (Vector Double -> Vector Double, Vector Double -> Vector Double)

forward :: Input -> Session -> Output

forward' :: Input -> Session -> Output

runLayer :: Input -> Layer -> Output

runLayer' :: Input -> Layer -> Output

randomLayer :: Seed -> (Int, Int) -> (Double, Double) -> Activation -> Layer

randomNetwork :: Seed -> (Double, Double) -> Int -> [(Int, Activation)] -> (Int, Activation) -> Network

buildNetwork :: Seed -> (Double, Double) -> Int -> [(Int, Int, Activation)] -> (Int, Int, Activation) -> Network

saveNetwork :: Network -> String -> IO ()

loadNetwork :: [Activation] -> String -> IO Network

train :: Input -> Network -> Output -> Double -> Network

gd :: Session -> IO Session

sgd :: Session -> IO Session

run :: (Session -> IO Session) -> Session -> IO Session

sigmoid :: Vector Double -> Vector Double

sigmoid' :: Vector Double -> Vector Double

softmax :: Vector Double -> Vector Double

softmax' :: Vector Double -> Vector Double

relu :: Vector Double -> Vector Double

relu' :: Vector Double -> Vector Double

crossEntropy :: Session -> Double

crossEntropy' :: Vector Double -> Vector Double

genSeed :: IO Seed

replaceVector :: Vector Double -> Int -> Double -> Vector Double

data Session

Constructors

Session

Fields

• network :: Network
• training :: [(Vector Double, Vector Double)]
• test :: [(Vector Double, Vector Double)]
• learningRate :: Double
• epochs :: Int
• epoch :: Int
• batchSize :: Int
• chart :: [(Int, Double, Double)]
• drawChart :: Bool
• chartName :: String
• momentum :: Double
• debug :: Bool

Instances

Show Session

Methods

showsPrec :: Int -> Session -> ShowS

show :: Session -> String

showList :: [Session] -> ShowS

Default Session

Methods

def :: Session

accuracy :: Session -> Double

learningRateDecay :: (Double, Double) -> Session -> Session

ignoreBiases :: Session -> Session

one :: Vector Double -> Vector Double