ad-0.22: Automatic Differentiation

Portability GHC only experimental ekmett@gmail.com

Numeric.AD.Tower

Description

Higher order derivatives via a "dual number tower".

Synopsis

# Taylor Series

taylor :: Fractional a => (forall s. Mode s => AD s a -> AD s a) -> a -> a -> [a]Source

taylor0 :: Fractional a => (forall s. Mode s => AD s a -> AD s a) -> a -> a -> [a]Source

# Maclaurin Series

maclaurin :: Fractional a => (forall s. Mode s => AD s a -> AD s a) -> a -> [a]Source

maclaurin0 :: Fractional a => (forall s. Mode s => AD s a -> AD s a) -> a -> [a]Source

# Derivatives

diff :: Num a => (forall s. Mode s => AD s a -> AD s a) -> a -> aSource

diff' :: Num a => (forall s. Mode s => AD s a -> AD s a) -> a -> (a, a)Source

diffs :: Num a => (forall s. Mode s => AD s a -> AD s a) -> a -> [a]Source

diffs0 :: Num a => (forall s. Mode s => AD s a -> AD s a) -> a -> [a]Source

diffsF :: (Functor f, Num a) => (forall s. Mode s => AD s a -> f (AD s a)) -> a -> f [a]Source

diffs0F :: (Functor f, Num a) => (forall s. Mode s => AD s a -> f (AD s a)) -> a -> f [a]Source

# Monadic Combinators

diffsM :: (Monad m, Num a) => (forall s. Mode s => AD s a -> m (AD s a)) -> a -> m [a]Source

diffs0M :: (Monad m, Num a) => (forall s. Mode s => AD s a -> m (AD s a)) -> a -> m [a]Source

# Exposed Types

class Lifted t => Mode t whereSource

Methods

lift :: Num a => a -> t aSource

Embed a constant

(<+>) :: Num a => t a -> t a -> t aSource

Vector sum

(*^) :: Num a => a -> t a -> t aSource

Scalar-vector multiplication

(^*) :: Num a => t a -> a -> t aSource

Vector-scalar multiplication

(^/) :: Fractional a => t a -> a -> t aSource

Scalar division

zero :: Num a => t aSource

``` 'zero' = 'lift' 0
```

Instances

 Mode Id Lifted Forward => Mode Forward Lifted Reverse => Mode Reverse Lifted Tower => Mode Tower Mode f => Mode (AD f) (Mode f, Mode g) => Mode (ComposeMode f g)

newtype AD f a Source

`AD` serves as a common wrapper for different `Mode` instances, exposing a traditional numerical tower. Universal quantification is used to limit the actions in user code to machinery that will return the same answers under all AD modes, allowing us to use modes interchangeably as both the type level "brand" and dictionary, providing a common API.

Constructors

 AD FieldsrunAD :: f a

Instances

 Primal f => Primal (AD f) Mode f => Mode (AD f) Lifted f => Lifted (AD f) Var (AD Reverse) Iso (f a) (AD f a) (Num a, Lifted f, Bounded a) => Bounded (AD f a) (Num a, Lifted f, Enum a) => Enum (AD f a) (Num a, Lifted f, Eq a) => Eq (AD f a) (Lifted f, Floating a) => Floating (AD f a) (Lifted f, Fractional a) => Fractional (AD f a) (Lifted f, Num a) => Num (AD f a) (Num a, Lifted f, Ord a) => Ord (AD f a) (Lifted f, Real a) => Real (AD f a) (Lifted f, RealFloat a) => RealFloat (AD f a) (Lifted f, RealFrac a) => RealFrac (AD f a) (Lifted f, Show a) => Show (AD f a)