Numeric.LinearAlgebra.Static

Experimental interface with statically checked dimensions.

See code examples at http://dis.um.es/~alberto/hmatrix/static.html.

Vector

type ℝ = Double

data R n

Instances

Domain ℝ R L

Defined in Numeric.LinearAlgebra.Static

Methods

mul :: forall (m :: Nat) (k :: Nat) (n :: Nat). (KnownNat m, KnownNat k, KnownNat n) => L m k -> L k n -> L m n

app :: forall (m :: Nat) (n :: Nat). (KnownNat m, KnownNat n) => L m n -> R n -> R m

dot :: forall (n :: Nat). KnownNat n => R n -> R n -> ℝ

cross :: R 3 -> R 3 -> R 3

diagR :: forall (m :: Nat) (n :: Nat) (k :: Nat). (KnownNat m, KnownNat n, KnownNat k) => ℝ -> R k -> L m n

dvmap :: forall (n :: Nat). KnownNat n => (ℝ -> ℝ) -> R n -> R n

dmmap :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => (ℝ -> ℝ) -> L n m -> L n m

outer :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => R n -> R m -> L n m

zipWithVector :: forall (n :: Nat). KnownNat n => (ℝ -> ℝ -> ℝ) -> R n -> R n -> R n

det :: forall (n :: Nat). KnownNat n => L n n -> ℝ

invlndet :: forall (n :: Nat). KnownNat n => L n n -> (L n n, (ℝ, ℝ))

expm :: forall (n :: Nat). KnownNat n => L n n -> L n n

sqrtm :: forall (n :: Nat). KnownNat n => L n n -> L n n

inv :: forall (n :: Nat). KnownNat n => L n n -> L n n

KnownNat n => Sized ℝ (R n) Vector

Defined in Internal.Static

Methods

konst :: ℝ -> R n

unwrap :: R n -> Vector ℝ

fromList :: [ℝ] -> R n

extract :: R n -> Vector ℝ

create :: Vector ℝ -> Maybe (R n)

size :: R n -> IndexOf Vector

Floating (R n)

Defined in Internal.Static

Methods

pi :: R n

exp :: R n -> R n

log :: R n -> R n

sqrt :: R n -> R n

(**) :: R n -> R n -> R n

logBase :: R n -> R n -> R n

sin :: R n -> R n

cos :: R n -> R n

tan :: R n -> R n

asin :: R n -> R n

acos :: R n -> R n

atan :: R n -> R n

sinh :: R n -> R n

cosh :: R n -> R n

tanh :: R n -> R n

asinh :: R n -> R n

acosh :: R n -> R n

atanh :: R n -> R n

log1p :: R n -> R n

expm1 :: R n -> R n

log1pexp :: R n -> R n

log1mexp :: R n -> R n

Fractional (R n)

Defined in Internal.Static

Methods

(/) :: R n -> R n -> R n

recip :: R n -> R n

fromRational :: Rational -> R n

Num (R n)

Defined in Internal.Static

Methods

(+) :: R n -> R n -> R n

(-) :: R n -> R n -> R n

(*) :: R n -> R n -> R n

negate :: R n -> R n

abs :: R n -> R n

signum :: R n -> R n

fromInteger :: Integer -> R n

KnownNat n => Show (R n)

Defined in Internal.Static

Methods

showsPrec :: Int -> R n -> ShowS

show :: R n -> String

showList :: [R n] -> ShowS

Generic (R n)

Defined in Internal.Static

Associated Types

type Rep (R n) :: Type -> Type

Methods

from :: R n -> Rep (R n) x

to :: Rep (R n) x -> R n

KnownNat n => Binary (R n)

Defined in Internal.Static

Methods

put :: R n -> Put

get :: Get (R n)

putList :: [R n] -> Put

NFData (R n)

Defined in Internal.Static

Methods

rnf :: R n -> ()

Additive (R n)

Defined in Internal.Static

Methods

add :: R n -> R n -> R n

KnownNat n => Normed (R n)

Defined in Numeric.LinearAlgebra.Static

Methods

norm_0 :: R n -> R0

norm_1 :: R n -> R0

norm_2 :: R n -> R0

norm_Inf :: R n -> R0

KnownNat n => Disp (R n)

Defined in Internal.Static

Methods

disp :: Int -> R n -> IO ()

KnownNat n => Eigen (Sym n) (R n) (L n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sym n -> (R n, L n n)

eigenvalues :: Sym n -> R n

KnownNat n => Diag (L n n) (R n)

Defined in Numeric.LinearAlgebra.Static

Methods

takeDiag :: L n n -> R n

type Rep (R n)

Defined in Internal.Static

type Rep (R n)

vec2 :: ℝ -> ℝ -> R 2

vec3 :: ℝ -> ℝ -> ℝ -> R 3

vec4 :: ℝ -> ℝ -> ℝ -> ℝ -> R 4

(&) :: forall n. KnownNat n => R n -> ℝ -> R (n + 1) infixl 4

(#) :: forall n m. (KnownNat n, KnownNat m) => R n -> R m -> R (n + m) infixl 4

split :: forall p n. (KnownNat p, KnownNat n, p <= n) => R n -> (R p, R (n - p))

headTail :: (KnownNat n, 1 <= n) => R n -> (ℝ, R (n - 1))

vector :: KnownNat n => [ℝ] -> R n

linspace :: forall n. KnownNat n => (ℝ, ℝ) -> R n

range :: forall n. KnownNat n => R n

dim :: forall n. KnownNat n => R n

Matrix

data L m n

Instances

Domain ℝ R L

Defined in Numeric.LinearAlgebra.Static

Methods

mul :: forall (m :: Nat) (k :: Nat) (n :: Nat). (KnownNat m, KnownNat k, KnownNat n) => L m k -> L k n -> L m n

app :: forall (m :: Nat) (n :: Nat). (KnownNat m, KnownNat n) => L m n -> R n -> R m

dot :: forall (n :: Nat). KnownNat n => R n -> R n -> ℝ

cross :: R 3 -> R 3 -> R 3

diagR :: forall (m :: Nat) (n :: Nat) (k :: Nat). (KnownNat m, KnownNat n, KnownNat k) => ℝ -> R k -> L m n

dvmap :: forall (n :: Nat). KnownNat n => (ℝ -> ℝ) -> R n -> R n

dmmap :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => (ℝ -> ℝ) -> L n m -> L n m

outer :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => R n -> R m -> L n m

zipWithVector :: forall (n :: Nat). KnownNat n => (ℝ -> ℝ -> ℝ) -> R n -> R n -> R n

det :: forall (n :: Nat). KnownNat n => L n n -> ℝ

invlndet :: forall (n :: Nat). KnownNat n => L n n -> (L n n, (ℝ, ℝ))

expm :: forall (n :: Nat). KnownNat n => L n n -> L n n

sqrtm :: forall (n :: Nat). KnownNat n => L n n -> L n n

inv :: forall (n :: Nat). KnownNat n => L n n -> L n n

(KnownNat m, KnownNat n) => Sized ℝ (L m n) Matrix

Defined in Internal.Static

Methods

konst :: ℝ -> L m n

unwrap :: L m n -> Matrix ℝ

fromList :: [ℝ] -> L m n

extract :: L m n -> Matrix ℝ

create :: Matrix ℝ -> Maybe (L m n)

size :: L m n -> IndexOf Matrix

KnownNat n => Eigen (Sym n) (R n) (L n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sym n -> (R n, L n n)

eigenvalues :: Sym n -> R n

KnownNat n => Eigen (Sq n) (C n) (M n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sq n -> (C n, M n n)

eigenvalues :: Sq n -> C n

(KnownNat n, KnownNat m) => Floating (L n m)

Defined in Internal.Static

Methods

pi :: L n m

exp :: L n m -> L n m

log :: L n m -> L n m

sqrt :: L n m -> L n m

(**) :: L n m -> L n m -> L n m

logBase :: L n m -> L n m -> L n m

sin :: L n m -> L n m

cos :: L n m -> L n m

tan :: L n m -> L n m

asin :: L n m -> L n m

acos :: L n m -> L n m

atan :: L n m -> L n m

sinh :: L n m -> L n m

cosh :: L n m -> L n m

tanh :: L n m -> L n m

asinh :: L n m -> L n m

acosh :: L n m -> L n m

atanh :: L n m -> L n m

log1p :: L n m -> L n m

expm1 :: L n m -> L n m

log1pexp :: L n m -> L n m

log1mexp :: L n m -> L n m

(KnownNat n, KnownNat m) => Fractional (L n m)

Defined in Internal.Static

Methods

(/) :: L n m -> L n m -> L n m

recip :: L n m -> L n m

fromRational :: Rational -> L n m

(KnownNat n, KnownNat m) => Num (L n m)

Defined in Internal.Static

Methods

(+) :: L n m -> L n m -> L n m

(-) :: L n m -> L n m -> L n m

(*) :: L n m -> L n m -> L n m

negate :: L n m -> L n m

abs :: L n m -> L n m

signum :: L n m -> L n m

fromInteger :: Integer -> L n m

(KnownNat m, KnownNat n) => Show (L m n)

Defined in Internal.Static

Methods

showsPrec :: Int -> L m n -> ShowS

show :: L m n -> String

showList :: [L m n] -> ShowS

Generic (L m n)

Defined in Internal.Static

Associated Types

type Rep (L m n) :: Type -> Type

Methods

from :: L m n -> Rep (L m n) x

to :: Rep (L m n) x -> L m n

(KnownNat m, KnownNat n) => Binary (L m n)

Defined in Internal.Static

Methods

put :: L m n -> Put

get :: Get (L m n)

putList :: [L m n] -> Put

NFData (L n m)

Defined in Internal.Static

Methods

rnf :: L n m -> ()

(KnownNat n', KnownNat m') => Testable (L n' m')

Defined in Numeric.LinearAlgebra.Static

Methods

checkT :: L n' m' -> (Bool, IO ())

ioCheckT :: L n' m' -> IO (Bool, IO ())

(KnownNat m, KnownNat n) => Additive (L m n)

Defined in Internal.Static

Methods

add :: L m n -> L m n -> L m n

(KnownNat m, KnownNat n) => Normed (L m n)

Defined in Numeric.LinearAlgebra.Static

Methods

norm_0 :: L m n -> R

norm_1 :: L m n -> R

norm_2 :: L m n -> R

norm_Inf :: L m n -> R

(KnownNat m, KnownNat n) => Disp (L m n)

Defined in Internal.Static

Methods

disp :: Int -> L m n -> IO ()

KnownNat n => Diag (L n n) (R n)

Defined in Numeric.LinearAlgebra.Static

Methods

takeDiag :: L n n -> R n

(KnownNat n, KnownNat m) => Transposable (L m n) (L n m)

Defined in Internal.Static

Methods

tr :: L m n -> L n m

tr' :: L m n -> L n m

type Rep (L m n)

Defined in Internal.Static

type Rep (L m n)

type Sq n = L n n

build :: forall m n. (KnownNat n, KnownNat m) => (ℝ -> ℝ -> ℝ) -> L m n

row :: R n -> L 1 n

col :: forall (n :: Nat). KnownNat n => R n -> L n 1

(|||) :: forall (c :: Nat) (r1 :: Nat) (r2 :: Nat). (KnownNat c, KnownNat (r1 + r2), KnownNat r1, KnownNat r2) => L c r1 -> L c r2 -> L c (r1 + r2) infixl 3

(===) :: (KnownNat r1, KnownNat r2, KnownNat c) => L r1 c -> L r2 c -> L (r1 + r2) c infixl 2

splitRows :: forall p m n. (KnownNat p, KnownNat m, KnownNat n, p <= m) => L m n -> (L p n, L (m - p) n)

splitCols :: forall p m n. (KnownNat p, KnownNat m, KnownNat n, KnownNat (n - p), p <= n) => L m n -> (L m p, L m (n - p))

unrow :: L 1 n -> R n

uncol :: forall (n :: Nat). KnownNat n => L n 1 -> R n

tr :: Transposable m mt => m -> mt

conjugate transpose

eye :: KnownNat n => Sq n

diag :: KnownNat n => R n -> Sq n

blockAt :: forall m n. (KnownNat m, KnownNat n) => ℝ -> Int -> Int -> Matrix Double -> L m n

matrix :: (KnownNat m, KnownNat n) => [ℝ] -> L m n

Complex

type ℂ = Complex Double

data C n

Instances

Domain ℂ C M

Defined in Numeric.LinearAlgebra.Static

Methods

mul :: forall (m :: Nat) (k :: Nat) (n :: Nat). (KnownNat m, KnownNat k, KnownNat n) => M m k -> M k n -> M m n

app :: forall (m :: Nat) (n :: Nat). (KnownNat m, KnownNat n) => M m n -> C n -> C m

dot :: forall (n :: Nat). KnownNat n => C n -> C n -> ℂ

cross :: C 3 -> C 3 -> C 3

diagR :: forall (m :: Nat) (n :: Nat) (k :: Nat). (KnownNat m, KnownNat n, KnownNat k) => ℂ -> C k -> M m n

dvmap :: forall (n :: Nat). KnownNat n => (ℂ -> ℂ) -> C n -> C n

dmmap :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => (ℂ -> ℂ) -> M n m -> M n m

outer :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => C n -> C m -> M n m

zipWithVector :: forall (n :: Nat). KnownNat n => (ℂ -> ℂ -> ℂ) -> C n -> C n -> C n

det :: forall (n :: Nat). KnownNat n => M n n -> ℂ

invlndet :: forall (n :: Nat). KnownNat n => M n n -> (M n n, (ℂ, ℂ))

expm :: forall (n :: Nat). KnownNat n => M n n -> M n n

sqrtm :: forall (n :: Nat). KnownNat n => M n n -> M n n

inv :: forall (n :: Nat). KnownNat n => M n n -> M n n

KnownNat n => Sized ℂ (C n) Vector

Defined in Internal.Static

Methods

konst :: ℂ -> C n

unwrap :: C n -> Vector ℂ

fromList :: [ℂ] -> C n

extract :: C n -> Vector ℂ

create :: Vector ℂ -> Maybe (C n)

size :: C n -> IndexOf Vector

Floating (C n)

Defined in Internal.Static

Methods

pi :: C n

exp :: C n -> C n

log :: C n -> C n

sqrt :: C n -> C n

(**) :: C n -> C n -> C n

logBase :: C n -> C n -> C n

sin :: C n -> C n

cos :: C n -> C n

tan :: C n -> C n

asin :: C n -> C n

acos :: C n -> C n

atan :: C n -> C n

sinh :: C n -> C n

cosh :: C n -> C n

tanh :: C n -> C n

asinh :: C n -> C n

acosh :: C n -> C n

atanh :: C n -> C n

log1p :: C n -> C n

expm1 :: C n -> C n

log1pexp :: C n -> C n

log1mexp :: C n -> C n

Fractional (C n)

Defined in Internal.Static

Methods

(/) :: C n -> C n -> C n

recip :: C n -> C n

fromRational :: Rational -> C n

Num (C n)

Defined in Internal.Static

Methods

(+) :: C n -> C n -> C n

(-) :: C n -> C n -> C n

(*) :: C n -> C n -> C n

negate :: C n -> C n

abs :: C n -> C n

signum :: C n -> C n

fromInteger :: Integer -> C n

KnownNat n => Show (C n)

Defined in Internal.Static

Methods

showsPrec :: Int -> C n -> ShowS

show :: C n -> String

showList :: [C n] -> ShowS

Generic (C n)

Defined in Internal.Static

Associated Types

type Rep (C n) :: Type -> Type

Methods

from :: C n -> Rep (C n) x

to :: Rep (C n) x -> C n

NFData (C n)

Defined in Internal.Static

Methods

rnf :: C n -> ()

Additive (C n)

Defined in Internal.Static

Methods

add :: C n -> C n -> C n

KnownNat n => Disp (C n)

Defined in Internal.Static

Methods

disp :: Int -> C n -> IO ()

KnownNat n => Eigen (Sq n) (C n) (M n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sq n -> (C n, M n n)

eigenvalues :: Sq n -> C n

KnownNat n => Diag (M n n) (C n)

Defined in Numeric.LinearAlgebra.Static

Methods

takeDiag :: M n n -> C n

type Rep (C n)

Defined in Internal.Static

type Rep (C n)

data M m n

Instances

Domain ℂ C M

Defined in Numeric.LinearAlgebra.Static

Methods

mul :: forall (m :: Nat) (k :: Nat) (n :: Nat). (KnownNat m, KnownNat k, KnownNat n) => M m k -> M k n -> M m n

app :: forall (m :: Nat) (n :: Nat). (KnownNat m, KnownNat n) => M m n -> C n -> C m

dot :: forall (n :: Nat). KnownNat n => C n -> C n -> ℂ

cross :: C 3 -> C 3 -> C 3

diagR :: forall (m :: Nat) (n :: Nat) (k :: Nat). (KnownNat m, KnownNat n, KnownNat k) => ℂ -> C k -> M m n

dvmap :: forall (n :: Nat). KnownNat n => (ℂ -> ℂ) -> C n -> C n

dmmap :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => (ℂ -> ℂ) -> M n m -> M n m

outer :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => C n -> C m -> M n m

zipWithVector :: forall (n :: Nat). KnownNat n => (ℂ -> ℂ -> ℂ) -> C n -> C n -> C n

det :: forall (n :: Nat). KnownNat n => M n n -> ℂ

invlndet :: forall (n :: Nat). KnownNat n => M n n -> (M n n, (ℂ, ℂ))

expm :: forall (n :: Nat). KnownNat n => M n n -> M n n

sqrtm :: forall (n :: Nat). KnownNat n => M n n -> M n n

inv :: forall (n :: Nat). KnownNat n => M n n -> M n n

(KnownNat m, KnownNat n) => Sized ℂ (M m n) Matrix

Defined in Internal.Static

Methods

konst :: ℂ -> M m n

unwrap :: M m n -> Matrix ℂ

fromList :: [ℂ] -> M m n

extract :: M m n -> Matrix ℂ

create :: Matrix ℂ -> Maybe (M m n)

size :: M m n -> IndexOf Matrix

KnownNat n => Eigen (Sq n) (C n) (M n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sq n -> (C n, M n n)

eigenvalues :: Sq n -> C n

(KnownNat n, KnownNat m) => Floating (M n m)

Defined in Internal.Static

Methods

pi :: M n m

exp :: M n m -> M n m

log :: M n m -> M n m

sqrt :: M n m -> M n m

(**) :: M n m -> M n m -> M n m

logBase :: M n m -> M n m -> M n m

sin :: M n m -> M n m

cos :: M n m -> M n m

tan :: M n m -> M n m

asin :: M n m -> M n m

acos :: M n m -> M n m

atan :: M n m -> M n m

sinh :: M n m -> M n m

cosh :: M n m -> M n m

tanh :: M n m -> M n m

asinh :: M n m -> M n m

acosh :: M n m -> M n m

atanh :: M n m -> M n m

log1p :: M n m -> M n m

expm1 :: M n m -> M n m

log1pexp :: M n m -> M n m

log1mexp :: M n m -> M n m

(KnownNat n, KnownNat m) => Fractional (M n m)

Defined in Internal.Static

Methods

(/) :: M n m -> M n m -> M n m

recip :: M n m -> M n m

fromRational :: Rational -> M n m

(KnownNat n, KnownNat m) => Num (M n m)

Defined in Internal.Static

Methods

(+) :: M n m -> M n m -> M n m

(-) :: M n m -> M n m -> M n m

(*) :: M n m -> M n m -> M n m

negate :: M n m -> M n m

abs :: M n m -> M n m

signum :: M n m -> M n m

fromInteger :: Integer -> M n m

(KnownNat m, KnownNat n) => Show (M m n)

Defined in Internal.Static

Methods

showsPrec :: Int -> M m n -> ShowS

show :: M m n -> String

showList :: [M m n] -> ShowS

Generic (M m n)

Defined in Internal.Static

Associated Types

type Rep (M m n) :: Type -> Type

Methods

from :: M m n -> Rep (M m n) x

to :: Rep (M m n) x -> M m n

NFData (M n m)

Defined in Internal.Static

Methods

rnf :: M n m -> ()

(KnownNat m, KnownNat n) => Additive (M m n)

Defined in Internal.Static

Methods

add :: M m n -> M m n -> M m n

(KnownNat m, KnownNat n) => Disp (M m n)

Defined in Internal.Static

Methods

disp :: Int -> M m n -> IO ()

KnownNat n => Diag (M n n) (C n)

Defined in Numeric.LinearAlgebra.Static

Methods

takeDiag :: M n n -> C n

(KnownNat n, KnownNat m) => Transposable (M m n) (M n m)

Defined in Internal.Static

Methods

tr :: M m n -> M n m

tr' :: M m n -> M n m

type Rep (M m n)

Defined in Internal.Static

type Rep (M m n)

data Her n

Instances

KnownNat n => Disp (Her n)

Defined in Numeric.LinearAlgebra.Static

Methods

disp :: Int -> Her n -> IO ()

KnownNat n => Transposable (Her n) (Her n)

Defined in Numeric.LinearAlgebra.Static

Methods

tr :: Her n -> Her n

tr' :: Her n -> Her n

her :: KnownNat n => M n n -> Her n

𝑖 :: Sized ℂ s c => s

toComplex :: KnownNat n => (R n, R n) -> C n

fromComplex :: KnownNat n => C n -> (R n, R n)

complex :: KnownNat n => R n -> C n

real :: KnownNat n => C n -> R n

imag :: KnownNat n => C n -> R n

sqMagnitude :: KnownNat n => C n -> R n

magnitude :: KnownNat n => C n -> R n

Products

(<>) :: forall m k n. (KnownNat m, KnownNat k, KnownNat n) => L m k -> L k n -> L m n infixr 8

(#>) :: (KnownNat m, KnownNat n) => L m n -> R n -> R m infixr 8

(<.>) :: KnownNat n => R n -> R n -> ℝ infixr 8

Linear Systems

linSolve :: (KnownNat m, KnownNat n) => L m m -> L m n -> Maybe (L m n)

(<\>) :: (KnownNat m, KnownNat n, KnownNat r) => L m n -> L m r -> L n r

Factorizations

svd :: (KnownNat m, KnownNat n) => L m n -> (L m m, R n, L n n)

withCompactSVD :: forall m n z. (KnownNat m, KnownNat n) => L m n -> (forall k. KnownNat k => (L m k, R k, L n k) -> z) -> z

svdTall :: (KnownNat m, KnownNat n, n <= m) => L m n -> (L m n, R n, L n n)

svdFlat :: (KnownNat m, KnownNat n, m <= n) => L m n -> (L m m, R m, L n m)

class Eigen m l v | m -> l, m -> v where

Methods

eigensystem :: m -> (l, v)

eigenvalues :: m -> l

Instances

KnownNat n => Eigen (Sym n) (R n) (L n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sym n -> (R n, L n n)

eigenvalues :: Sym n -> R n

KnownNat n => Eigen (Sq n) (C n) (M n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sq n -> (C n, M n n)

eigenvalues :: Sq n -> C n

withNullspace :: forall m n z. (KnownNat m, KnownNat n) => L m n -> (forall k. KnownNat k => L n k -> z) -> z

withOrth :: forall m n z. (KnownNat m, KnownNat n) => L m n -> (forall k. KnownNat k => L n k -> z) -> z

qr :: (KnownNat m, KnownNat n) => L m n -> (L m m, L m n)

chol :: KnownNat n => Sym n -> Sq n

Norms

class Normed a where

p-norm for vectors, operator norm for matrices

Methods

norm_0 :: a -> R

norm_1 :: a -> R

norm_2 :: a -> R

norm_Inf :: a -> R

Instances

Normed (Vector Float)

Defined in Internal.Util

Methods

norm_0 :: Vector Float -> R

norm_1 :: Vector Float -> R

norm_2 :: Vector Float -> R

norm_Inf :: Vector Float -> R

Normed (Vector (Complex Float))

Defined in Internal.Util

Methods

norm_0 :: Vector (Complex Float) -> R

norm_1 :: Vector (Complex Float) -> R

norm_2 :: Vector (Complex Float) -> R

norm_Inf :: Vector (Complex Float) -> R

Normed (Vector C)

Defined in Internal.Util

Methods

norm_0 :: Vector C -> R

norm_1 :: Vector C -> R

norm_2 :: Vector C -> R

norm_Inf :: Vector C -> R

Normed (Vector R)

Defined in Internal.Util

Methods

norm_0 :: Vector R -> R

norm_1 :: Vector R -> R

norm_2 :: Vector R -> R

norm_Inf :: Vector R -> R

Normed (Vector Z)

Defined in Internal.Util

Methods

norm_0 :: Vector Z -> R

norm_1 :: Vector Z -> R

norm_2 :: Vector Z -> R

norm_Inf :: Vector Z -> R

Normed (Vector I)

Defined in Internal.Util

Methods

norm_0 :: Vector I -> R

norm_1 :: Vector I -> R

norm_2 :: Vector I -> R

norm_Inf :: Vector I -> R

KnownNat m => Normed (Vector (Mod m Z))

Defined in Internal.Modular

Methods

norm_0 :: Vector (Mod m Z) -> R

norm_1 :: Vector (Mod m Z) -> R

norm_2 :: Vector (Mod m Z) -> R

norm_Inf :: Vector (Mod m Z) -> R

KnownNat m => Normed (Vector (Mod m I))

Defined in Internal.Modular

Methods

norm_0 :: Vector (Mod m I) -> R

norm_1 :: Vector (Mod m I) -> R

norm_2 :: Vector (Mod m I) -> R

norm_Inf :: Vector (Mod m I) -> R

Normed (Matrix C)

Defined in Internal.Util

Methods

norm_0 :: Matrix C -> R

norm_1 :: Matrix C -> R

norm_2 :: Matrix C -> R

norm_Inf :: Matrix C -> R

Normed (Matrix R)

Defined in Internal.Util

Methods

norm_0 :: Matrix R -> R

norm_1 :: Matrix R -> R

norm_2 :: Matrix R -> R

norm_Inf :: Matrix R -> R

KnownNat n => Normed (R n)

Defined in Numeric.LinearAlgebra.Static

Methods

norm_0 :: R n -> R0

norm_1 :: R n -> R0

norm_2 :: R n -> R0

norm_Inf :: R n -> R0

(KnownNat m, KnownNat n) => Normed (L m n)

Defined in Numeric.LinearAlgebra.Static

Methods

norm_0 :: L m n -> R

norm_1 :: L m n -> R

norm_2 :: L m n -> R

norm_Inf :: L m n -> R

Random arrays

type Seed = Int

data RandDist

Constructors

Uniform

uniform distribution in [0,1)

Gaussian

normal distribution with mean zero and standard deviation one

Instances

Enum RandDist

Defined in Internal.Vectorized

Methods

succ :: RandDist -> RandDist

pred :: RandDist -> RandDist

toEnum :: Int -> RandDist

fromEnum :: RandDist -> Int

enumFrom :: RandDist -> [RandDist]

enumFromThen :: RandDist -> RandDist -> [RandDist]

enumFromTo :: RandDist -> RandDist -> [RandDist]

enumFromThenTo :: RandDist -> RandDist -> RandDist -> [RandDist]

randomVector :: forall n. KnownNat n => Seed -> RandDist -> R n

rand :: forall m n. (KnownNat m, KnownNat n) => IO (L m n)

randn :: forall m n. (KnownNat m, KnownNat n) => IO (L m n)

gaussianSample :: forall m n. (KnownNat m, KnownNat n) => Seed -> R n -> Sym n -> L m n

uniformSample

Arguments

:: forall m n. (KnownNat m, KnownNat n)

=> Seed

-> R n

minimums of each row

-> R n

maximums of each row

-> L m n

Misc

mean :: (KnownNat n, 1 <= n) => R n -> ℝ

meanCov :: forall m n. (KnownNat m, KnownNat n, 1 <= m) => L m n -> (R n, Sym n)

class Disp t where

Methods

disp :: Int -> t -> IO ()

Instances

KnownNat n => Disp (C n)

Defined in Internal.Static

Methods

disp :: Int -> C n -> IO ()

KnownNat n => Disp (R n)

Defined in Internal.Static

Methods

disp :: Int -> R n -> IO ()

KnownNat n => Disp (Her n)

Defined in Numeric.LinearAlgebra.Static

Methods

disp :: Int -> Her n -> IO ()

KnownNat n => Disp (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

disp :: Int -> Sym n -> IO ()

(KnownNat m, KnownNat n) => Disp (M m n)

Defined in Internal.Static

Methods

disp :: Int -> M m n -> IO ()

(KnownNat m, KnownNat n) => Disp (L m n)

Defined in Internal.Static

Methods

disp :: Int -> L m n -> IO ()

class Domain field vec mat | mat -> vec field, vec -> mat field, field -> mat vec where

Methods

mul :: forall m k n. (KnownNat m, KnownNat k, KnownNat n) => mat m k -> mat k n -> mat m n

app :: forall m n. (KnownNat m, KnownNat n) => mat m n -> vec n -> vec m

dot :: forall n. KnownNat n => vec n -> vec n -> field

cross :: vec 3 -> vec 3 -> vec 3

diagR :: forall m n k. (KnownNat m, KnownNat n, KnownNat k) => field -> vec k -> mat m n

dvmap :: forall n. KnownNat n => (field -> field) -> vec n -> vec n

dmmap :: forall n m. (KnownNat m, KnownNat n) => (field -> field) -> mat n m -> mat n m

outer :: forall n m. (KnownNat m, KnownNat n) => vec n -> vec m -> mat n m

zipWithVector :: forall n. KnownNat n => (field -> field -> field) -> vec n -> vec n -> vec n

det :: forall n. KnownNat n => mat n n -> field

invlndet :: forall n. KnownNat n => mat n n -> (mat n n, (field, field))

expm :: forall n. KnownNat n => mat n n -> mat n n

sqrtm :: forall n. KnownNat n => mat n n -> mat n n

inv :: forall n. KnownNat n => mat n n -> mat n n

Instances

Domain ℂ C M

Defined in Numeric.LinearAlgebra.Static

Methods

mul :: forall (m :: Nat) (k :: Nat) (n :: Nat). (KnownNat m, KnownNat k, KnownNat n) => M m k -> M k n -> M m n

app :: forall (m :: Nat) (n :: Nat). (KnownNat m, KnownNat n) => M m n -> C n -> C m

dot :: forall (n :: Nat). KnownNat n => C n -> C n -> ℂ

cross :: C 3 -> C 3 -> C 3

diagR :: forall (m :: Nat) (n :: Nat) (k :: Nat). (KnownNat m, KnownNat n, KnownNat k) => ℂ -> C k -> M m n

dvmap :: forall (n :: Nat). KnownNat n => (ℂ -> ℂ) -> C n -> C n

dmmap :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => (ℂ -> ℂ) -> M n m -> M n m

outer :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => C n -> C m -> M n m

zipWithVector :: forall (n :: Nat). KnownNat n => (ℂ -> ℂ -> ℂ) -> C n -> C n -> C n

det :: forall (n :: Nat). KnownNat n => M n n -> ℂ

invlndet :: forall (n :: Nat). KnownNat n => M n n -> (M n n, (ℂ, ℂ))

expm :: forall (n :: Nat). KnownNat n => M n n -> M n n

sqrtm :: forall (n :: Nat). KnownNat n => M n n -> M n n

inv :: forall (n :: Nat). KnownNat n => M n n -> M n n

Domain ℝ R L

Defined in Numeric.LinearAlgebra.Static

Methods

mul :: forall (m :: Nat) (k :: Nat) (n :: Nat). (KnownNat m, KnownNat k, KnownNat n) => L m k -> L k n -> L m n

app :: forall (m :: Nat) (n :: Nat). (KnownNat m, KnownNat n) => L m n -> R n -> R m

dot :: forall (n :: Nat). KnownNat n => R n -> R n -> ℝ

cross :: R 3 -> R 3 -> R 3

diagR :: forall (m :: Nat) (n :: Nat) (k :: Nat). (KnownNat m, KnownNat n, KnownNat k) => ℝ -> R k -> L m n

dvmap :: forall (n :: Nat). KnownNat n => (ℝ -> ℝ) -> R n -> R n

dmmap :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => (ℝ -> ℝ) -> L n m -> L n m

outer :: forall (n :: Nat) (m :: Nat). (KnownNat m, KnownNat n) => R n -> R m -> L n m

zipWithVector :: forall (n :: Nat). KnownNat n => (ℝ -> ℝ -> ℝ) -> R n -> R n -> R n

det :: forall (n :: Nat). KnownNat n => L n n -> ℝ

invlndet :: forall (n :: Nat). KnownNat n => L n n -> (L n n, (ℝ, ℝ))

expm :: forall (n :: Nat). KnownNat n => L n n -> L n n

sqrtm :: forall (n :: Nat). KnownNat n => L n n -> L n n

inv :: forall (n :: Nat). KnownNat n => L n n -> L n n

withVector :: forall z. Vector ℝ -> (forall n. KnownNat n => R n -> z) -> z

withMatrix :: forall z. Matrix ℝ -> (forall m n. (KnownNat m, KnownNat n) => L m n -> z) -> z

exactLength :: forall n m. (KnownNat n, KnownNat m) => R m -> Maybe (R n)

Useful for constraining two dependently typed vectors to match each other in length when they are unknown at compile-time.

exactDims :: forall n m j k. (KnownNat n, KnownNat m, KnownNat j, KnownNat k) => L m n -> Maybe (L j k)

Useful for constraining two dependently typed matrices to match each other in dimensions when they are unknown at compile-time.

toRows :: forall m n. (KnownNat m, KnownNat n) => L m n -> [R n]

toColumns :: forall m n. (KnownNat m, KnownNat n) => L m n -> [R m]

withRows :: forall n z. KnownNat n => [R n] -> (forall m. KnownNat m => L m n -> z) -> z

withColumns :: forall m z. KnownNat m => [R m] -> (forall n. KnownNat n => L m n -> z) -> z

class Num t => Sized t s d | s -> t, s -> d where

Methods

konst :: t -> s

unwrap :: s -> d t

fromList :: [t] -> s

extract :: s -> d t

create :: d t -> Maybe s

size :: s -> IndexOf d

Instances

KnownNat n => Sized ℂ (C n) Vector

Defined in Internal.Static

Methods

konst :: ℂ -> C n

unwrap :: C n -> Vector ℂ

fromList :: [ℂ] -> C n

extract :: C n -> Vector ℂ

create :: Vector ℂ -> Maybe (C n)

size :: C n -> IndexOf Vector

KnownNat n => Sized ℝ (R n) Vector

Defined in Internal.Static

Methods

konst :: ℝ -> R n

unwrap :: R n -> Vector ℝ

fromList :: [ℝ] -> R n

extract :: R n -> Vector ℝ

create :: Vector ℝ -> Maybe (R n)

size :: R n -> IndexOf Vector

(KnownNat m, KnownNat n) => Sized ℂ (M m n) Matrix

Defined in Internal.Static

Methods

konst :: ℂ -> M m n

unwrap :: M m n -> Matrix ℂ

fromList :: [ℂ] -> M m n

extract :: M m n -> Matrix ℂ

create :: Matrix ℂ -> Maybe (M m n)

size :: M m n -> IndexOf Matrix

(KnownNat m, KnownNat n) => Sized ℝ (L m n) Matrix

Defined in Internal.Static

Methods

konst :: ℝ -> L m n

unwrap :: L m n -> Matrix ℝ

fromList :: [ℝ] -> L m n

extract :: L m n -> Matrix ℝ

create :: Matrix ℝ -> Maybe (L m n)

size :: L m n -> IndexOf Matrix

class Diag m d | m -> d where

Methods

takeDiag :: m -> d

Instances

KnownNat n => Diag (M n n) (C n)

Defined in Numeric.LinearAlgebra.Static

Methods

takeDiag :: M n n -> C n

KnownNat n => Diag (L n n) (R n)

Defined in Numeric.LinearAlgebra.Static

Methods

takeDiag :: L n n -> R n

data Sym n

Instances

KnownNat n => Floating (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

pi :: Sym n

exp :: Sym n -> Sym n

log :: Sym n -> Sym n

sqrt :: Sym n -> Sym n

(**) :: Sym n -> Sym n -> Sym n

logBase :: Sym n -> Sym n -> Sym n

sin :: Sym n -> Sym n

cos :: Sym n -> Sym n

tan :: Sym n -> Sym n

asin :: Sym n -> Sym n

acos :: Sym n -> Sym n

atan :: Sym n -> Sym n

sinh :: Sym n -> Sym n

cosh :: Sym n -> Sym n

tanh :: Sym n -> Sym n

asinh :: Sym n -> Sym n

acosh :: Sym n -> Sym n

atanh :: Sym n -> Sym n

log1p :: Sym n -> Sym n

expm1 :: Sym n -> Sym n

log1pexp :: Sym n -> Sym n

log1mexp :: Sym n -> Sym n

KnownNat n => Fractional (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

(/) :: Sym n -> Sym n -> Sym n

recip :: Sym n -> Sym n

fromRational :: Rational -> Sym n

KnownNat n => Num (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

(+) :: Sym n -> Sym n -> Sym n

(-) :: Sym n -> Sym n -> Sym n

(*) :: Sym n -> Sym n -> Sym n

negate :: Sym n -> Sym n

abs :: Sym n -> Sym n

signum :: Sym n -> Sym n

fromInteger :: Integer -> Sym n

KnownNat n => Show (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

showsPrec :: Int -> Sym n -> ShowS

show :: Sym n -> String

showList :: [Sym n] -> ShowS

KnownNat n => Additive (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

add :: Sym n -> Sym n -> Sym n

KnownNat n => Disp (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

disp :: Int -> Sym n -> IO ()

KnownNat n => Transposable (Sym n) (Sym n)

Defined in Numeric.LinearAlgebra.Static

Methods

tr :: Sym n -> Sym n

tr' :: Sym n -> Sym n

KnownNat n => Eigen (Sym n) (R n) (L n n)

Defined in Numeric.LinearAlgebra.Static

Methods

eigensystem :: Sym n -> (R n, L n n)

eigenvalues :: Sym n -> R n

sym :: KnownNat n => Sq n -> Sym n

mTm :: (KnownNat m, KnownNat n) => L m n -> Sym n

unSym :: Sym n -> Sq n

(<·>) :: KnownNat n => R n -> R n -> ℝ infixr 8

Orphan instances

KnownNat n => Normed (R n)

Methods

norm_0 :: R n -> R0

norm_1 :: R n -> R0

norm_2 :: R n -> R0

norm_Inf :: R n -> R0

(KnownNat n', KnownNat m') => Testable (L n' m')

Methods

checkT :: L n' m' -> (Bool, IO ())

ioCheckT :: L n' m' -> IO (Bool, IO ())

(KnownNat m, KnownNat n) => Normed (L m n)

Methods

norm_0 :: L m n -> R

norm_1 :: L m n -> R

norm_2 :: L m n -> R

norm_Inf :: L m n -> R