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|
{-# OPTIONS_GHC -fglasgow-exts #-}
-----------------------------------------------------------------------------
{- |
Module : GSL.Compat
Copyright : (c) Alberto Ruiz 2006
License : GPL-style
Maintainer : Alberto Ruiz (aruiz at um dot es)
Stability : provisional
Portability : uses -fffi and -fglasgow-exts
Creates reasonable numeric instances for Vectors and Matrices. In the context of the standard numeric operators, one-component vectors and matrices automatically expand to match the dimensions of the other operand.
-}
-----------------------------------------------------------------------------
module GSL.Compat(
Mul,(<>), readMatrix, size, dispR, dispC, format, gmap, Joinable, (<|>),(<->), GSL.Compat.constant,
vectorMax, vectorMin, fromArray2D, fromComplex, GSL.Compat.pnorm, scale
) where
import Data.Packed.Internal hiding (dsp)
import Data.Packed.Vector
import Data.Packed.Matrix
import GSL.Vector
import GSL.Matrix
import LinearAlgebra.Algorithms
import Complex
import Numeric(showGFloat)
import Data.List(transpose,intersperse)
import Foreign(Storable)
import Data.Array
adaptScalar f1 f2 f3 x y
| dim x == 1 = f1 (x@>0) y
| dim y == 1 = f3 x (y@>0)
| otherwise = f2 x y
liftMatrix2' :: (Field t) => (Vector a -> Vector b -> Vector t) -> Matrix a -> Matrix b -> Matrix t
liftMatrix2' f m1 m2 | compat' m1 m2 = reshape (max (cols m1) (cols m2)) (f (cdat m1) (cdat m2))
| otherwise = error "nonconformant matrices in liftMatrix2'"
compat' :: Matrix a -> Matrix b -> Bool
compat' m1 m2 = rows m1 == 1 && cols m1 == 1
|| rows m2 == 1 && cols m2 == 1
|| rows m1 == rows m2 && cols m1 == cols m2
instance (Eq a, Field a) => Eq (Vector a) where
a == b = dim a == dim b && toList a == toList b
instance (Num a, Field a) => Num (Vector a) where
(+) = adaptScalar addConstant add (flip addConstant)
negate = scale (-1)
(*) = adaptScalar scale mul (flip scale)
signum = liftVector signum
abs = liftVector abs
fromInteger = fromList . return . fromInteger
instance (Eq a, Field a) => Eq (Matrix a) where
a == b = rows a == rows b && cols a == cols b && cdat a == cdat b && fdat a == fdat b
instance (Num a, Field a) => Num (Matrix a) where
(+) = liftMatrix2' (+)
negate = liftMatrix negate
(*) = liftMatrix2' (*)
signum = liftMatrix signum
abs = liftMatrix abs
fromInteger = (1><1) . return . fromInteger
---------------------------------------------------
instance Fractional (Vector Double) where
fromRational n = fromList [fromRational n]
(/) = adaptScalar f (vectorZipR Div) g where
r `f` v = vectorMapValR Recip r v
v `g` r = scale (recip r) v
-------------------------------------------------------
instance Fractional (Vector (Complex Double)) where
fromRational n = fromList [fromRational n]
(/) = adaptScalar f (vectorZipC Div) g where
r `f` v = vectorMapValC Recip r v
v `g` r = scale (recip r) v
------------------------------------------------------
instance Fractional (Matrix Double) where
fromRational n = (1><1) [fromRational n]
(/) = liftMatrix2' (/)
-------------------------------------------------------
instance Fractional (Matrix (Complex Double)) where
fromRational n = (1><1) [fromRational n]
(/) = liftMatrix2' (/)
---------------------------------------------------------
instance Floating (Vector Double) where
sin = vectorMapR Sin
cos = vectorMapR Cos
tan = vectorMapR Tan
asin = vectorMapR ASin
acos = vectorMapR ACos
atan = vectorMapR ATan
sinh = vectorMapR Sinh
cosh = vectorMapR Cosh
tanh = vectorMapR Tanh
asinh = vectorMapR ASinh
acosh = vectorMapR ACosh
atanh = vectorMapR ATanh
exp = vectorMapR Exp
log = vectorMapR Log
sqrt = vectorMapR Sqrt
(**) = adaptScalar (vectorMapValR PowSV) (vectorZipR Pow) (flip (vectorMapValR PowVS))
pi = fromList [pi]
-----------------------------------------------------------
instance Floating (Matrix Double) where
sin = liftMatrix sin
cos = liftMatrix cos
tan = liftMatrix tan
asin = liftMatrix asin
acos = liftMatrix acos
atan = liftMatrix atan
sinh = liftMatrix sinh
cosh = liftMatrix cosh
tanh = liftMatrix tanh
asinh = liftMatrix asinh
acosh = liftMatrix acosh
atanh = liftMatrix atanh
exp = liftMatrix exp
log = liftMatrix log
(**) = liftMatrix2' (**)
sqrt = liftMatrix sqrt
pi = (1><1) [pi]
-------------------------------------------------------------
instance Floating (Vector (Complex Double)) where
sin = vectorMapC Sin
cos = vectorMapC Cos
tan = vectorMapC Tan
asin = vectorMapC ASin
acos = vectorMapC ACos
atan = vectorMapC ATan
sinh = vectorMapC Sinh
cosh = vectorMapC Cosh
tanh = vectorMapC Tanh
asinh = vectorMapC ASinh
acosh = vectorMapC ACosh
atanh = vectorMapC ATanh
exp = vectorMapC Exp
log = vectorMapC Log
sqrt = vectorMapC Sqrt
(**) = adaptScalar (vectorMapValC PowSV) (vectorZipC Pow) (flip (vectorMapValC PowVS))
pi = fromList [pi]
---------------------------------------------------------------
instance Floating (Matrix (Complex Double)) where
sin = liftMatrix sin
cos = liftMatrix cos
tan = liftMatrix tan
asin = liftMatrix asin
acos = liftMatrix acos
atan = liftMatrix atan
sinh = liftMatrix sinh
cosh = liftMatrix cosh
tanh = liftMatrix tanh
asinh = liftMatrix asinh
acosh = liftMatrix acosh
atanh = liftMatrix atanh
exp = liftMatrix exp
log = liftMatrix log
(**) = liftMatrix2' (**)
sqrt = liftMatrix sqrt
pi = (1><1) [pi]
---------------------------------------------------------------
class Mul a b c | a b -> c where
infixl 7 <>
{- | An overloaded operator for matrix products, matrix-vector and vector-matrix products, dot products and scaling of vectors and matrices. Type consistency is statically checked. Alternatively, you can use the specific functions described below, but using this operator you can automatically combine real and complex objects.
@v = 'fromList' [1,2,3] :: Vector Double
cv = 'fromList' [1+'i',2]
m = 'fromLists' [[1,2,3],
[4,5,7]] :: Matrix Double
cm = 'fromLists' [[ 1, 2],
[3+'i',7*'i'],
[ 'i', 1]]
\
\> m \<\> v
14. 35.
\
\> cv \<\> m
9.+1.i 12.+2.i 17.+3.i
\
\> m \<\> cm
7.+5.i 5.+14.i
19.+12.i 15.+35.i
\
\> v \<\> 'i'
1.i 2.i 3.i
\
\> v \<\> v
14.0
\
\> cv \<\> cv
4.0 :+ 2.0@
-}
(<>) :: a -> b -> c
instance Mul Double Double Double where
(<>) = (*)
instance Mul Double (Complex Double) (Complex Double) where
a <> b = (a:+0) * b
instance Mul (Complex Double) Double (Complex Double) where
a <> b = a * (b:+0)
instance Mul (Complex Double) (Complex Double) (Complex Double) where
(<>) = (*)
--------------------------------- matrix matrix
instance Mul (Matrix Double) (Matrix Double) (Matrix Double) where
(<>) = mXm
instance Mul (Matrix (Complex Double)) (Matrix (Complex Double)) (Matrix (Complex Double)) where
(<>) = mXm
instance Mul (Matrix (Complex Double)) (Matrix Double) (Matrix (Complex Double)) where
c <> r = c <> liftMatrix comp r
instance Mul (Matrix Double) (Matrix (Complex Double)) (Matrix (Complex Double)) where
r <> c = liftMatrix comp r <> c
--------------------------------- (Matrix Double) (Vector Double)
instance Mul (Matrix Double) (Vector Double) (Vector Double) where
(<>) = mXv
instance Mul (Matrix (Complex Double)) (Vector (Complex Double)) (Vector (Complex Double)) where
(<>) = mXv
instance Mul (Matrix (Complex Double)) (Vector Double) (Vector (Complex Double)) where
m <> v = m <> comp v
instance Mul (Matrix Double) (Vector (Complex Double)) (Vector (Complex Double)) where
m <> v = liftMatrix comp m <> v
--------------------------------- (Vector Double) (Matrix Double)
instance Mul (Vector Double) (Matrix Double) (Vector Double) where
(<>) = vXm
instance Mul (Vector (Complex Double)) (Matrix (Complex Double)) (Vector (Complex Double)) where
(<>) = vXm
instance Mul (Vector (Complex Double)) (Matrix Double) (Vector (Complex Double)) where
v <> m = v <> liftMatrix comp m
instance Mul (Vector Double) (Matrix (Complex Double)) (Vector (Complex Double)) where
v <> m = comp v <> m
--------------------------------- dot product
instance Mul (Vector Double) (Vector Double) Double where
(<>) = dot
instance Mul (Vector (Complex Double)) (Vector (Complex Double)) (Complex Double) where
(<>) = dot
instance Mul (Vector Double) (Vector (Complex Double)) (Complex Double) where
a <> b = comp a <> b
instance Mul (Vector (Complex Double)) (Vector Double) (Complex Double) where
(<>) = flip (<>)
--------------------------------- scaling vectors
instance Mul Double (Vector Double) (Vector Double) where
(<>) = scale
instance Mul (Vector Double) Double (Vector Double) where
(<>) = flip (<>)
instance Mul (Complex Double) (Vector (Complex Double)) (Vector (Complex Double)) where
(<>) = scale
instance Mul (Vector (Complex Double)) (Complex Double) (Vector (Complex Double)) where
(<>) = flip (<>)
instance Mul Double (Vector (Complex Double)) (Vector (Complex Double)) where
a <> v = (a:+0) <> v
instance Mul (Vector (Complex Double)) Double (Vector (Complex Double)) where
(<>) = flip (<>)
instance Mul (Complex Double) (Vector Double) (Vector (Complex Double)) where
a <> v = a <> comp v
instance Mul (Vector Double) (Complex Double) (Vector (Complex Double)) where
(<>) = flip (<>)
--------------------------------- scaling matrices
instance Mul Double (Matrix Double) (Matrix Double) where
(<>) a = liftMatrix (a <>)
instance Mul (Matrix Double) Double (Matrix Double) where
(<>) = flip (<>)
instance Mul (Complex Double) (Matrix (Complex Double)) (Matrix (Complex Double)) where
(<>) a = liftMatrix (a <>)
instance Mul (Matrix (Complex Double)) (Complex Double) (Matrix (Complex Double)) where
(<>) = flip (<>)
instance Mul Double (Matrix (Complex Double)) (Matrix (Complex Double)) where
a <> m = (a:+0) <> m
instance Mul (Matrix (Complex Double)) Double (Matrix (Complex Double)) where
(<>) = flip (<>)
instance Mul (Complex Double) (Matrix Double) (Matrix (Complex Double)) where
a <> m = a <> liftMatrix comp m
instance Mul (Matrix Double) (Complex Double) (Matrix (Complex Double)) where
(<>) = flip (<>)
-----------------------------------------------------------------------------------
size :: Vector a -> Int
size = dim
gmap :: (Storable a, Storable b) => (a->b) -> Vector a -> Vector b
gmap f v = liftVector f v
constant :: Double -> Int -> Vector Double
constant = constantR
-- shows a Double with n digits after the decimal point
shf :: (RealFloat a) => Int -> a -> String
shf dec n | abs n < 1e-10 = "0."
| abs (n - (fromIntegral.round $ n)) < 1e-10 = show (round n) ++"."
| otherwise = showGFloat (Just dec) n ""
-- shows a Complex Double as a pair, with n digits after the decimal point
shfc n z@ (a:+b)
| magnitude z <1e-10 = "0."
| abs b < 1e-10 = shf n a
| abs a < 1e-10 = shf n b ++"i"
| b > 0 = shf n a ++"+"++shf n b ++"i"
| otherwise = shf n a ++shf n b ++"i"
dsp :: String -> [[String]] -> String
dsp sep as = unlines . map unwords' $ transpose mtp where
mt = transpose as
longs = map (maximum . map length) mt
mtp = zipWith (\a b -> map (pad a) b) longs mt
pad n str = replicate (n - length str) ' ' ++ str
unwords' = concat . intersperse sep
format :: (Field t) => String -> (t -> String) -> Matrix t -> String
format sep f m = dsp sep . map (map f) . toLists $ m
disp m f = putStrLn $ "matrix ("++show (rows m) ++"x"++ show (cols m) ++")\n"++format " | " f m
dispR :: Int -> Matrix Double -> IO ()
dispR d m = disp m (shf d)
dispC :: Int -> Matrix (Complex Double) -> IO ()
dispC d m = disp m (shfc d)
-- | creates a matrix from a table of numbers.
readMatrix :: String -> Matrix Double
readMatrix = fromLists . map (map read). map words . filter (not.null) . lines
-------------------------------------------------------------
class Joinable a b c | a b -> c where
joinH :: a -> b -> c
joinV :: a -> b -> c
instance Joinable (Matrix Double) (Vector Double) (Matrix Double) where
joinH m v = fromBlocks [[m,reshape 1 v]]
joinV m v = fromBlocks [[m],[reshape (size v) v]]
instance Joinable (Vector Double) (Matrix Double) (Matrix Double) where
joinH v m = fromBlocks [[reshape 1 v,m]]
joinV v m = fromBlocks [[reshape (size v) v],[m]]
instance Joinable (Matrix Double) (Matrix Double) (Matrix Double) where
joinH m1 m2 = fromBlocks [[m1,m2]]
joinV m1 m2 = fromBlocks [[m1],[m2]]
instance Joinable (Matrix (Complex Double)) (Vector (Complex Double)) (Matrix (Complex Double)) where
joinH m v = fromBlocks [[m,reshape 1 v]]
joinV m v = fromBlocks [[m],[reshape (size v) v]]
instance Joinable (Vector (Complex Double)) (Matrix (Complex Double)) (Matrix (Complex Double)) where
joinH v m = fromBlocks [[reshape 1 v,m]]
joinV v m = fromBlocks [[reshape (size v) v],[m]]
instance Joinable (Matrix (Complex Double)) (Matrix (Complex Double)) (Matrix (Complex Double)) where
joinH m1 m2 = fromBlocks [[m1,m2]]
joinV m1 m2 = fromBlocks [[m1],[m2]]
infixl 3 <|>, <->
{- | Horizontal concatenation of matrices and vectors:
@\> 'ident' 3 \<-\> i\<\>'ident' 3 \<|\> 'fromList' [1..6]
1. 0. 0. 1.
0. 1. 0. 2.
0. 0. 1. 3.
1.i 0. 0. 4.
0. 1.i 0. 5.
0. 0. 1.i 6.@
-}
(<|>) :: (Joinable a b c) => a -> b -> c
a <|> b = joinH a b
-- | Vertical concatenation of matrices and vectors.
(<->) :: (Joinable a b c) => a -> b -> c
a <-> b = joinV a b
----------------------------------------------------------
vectorMax = toScalarR Max
vectorMin = toScalarR Min
fromArray2D m = (r><c) (elems m)
where ((r0,c0),(r1,c1)) = bounds m
r = r1-r0+1
c = c1-c0+1
-- | creates a complex vector from vectors with real and imaginary parts
toComplexV :: (Vector Double, Vector Double) -> Vector (Complex Double)
toComplexV (r,i) = asComplex $ flatten $ fromColumns [r,i]
-- | extracts the real and imaginary parts of a complex vector
fromComplexV :: Vector (Complex Double) -> (Vector Double, Vector Double)
fromComplexV m = (a,b) where [a,b] = toColumns $ reshape 2 $ asReal m
-- | creates a complex matrix from matrices with real and imaginary parts
toComplexM :: (Matrix Double, Matrix Double) -> Matrix (Complex Double)
toComplexM (r,i) = reshape (cols r) $ asComplex $ flatten $ fromColumns [flatten r, flatten i]
-- | extracts the real and imaginary parts of a complex matrix
fromComplexM :: Matrix (Complex Double) -> (Matrix Double, Matrix Double)
fromComplexM m = (reshape c a, reshape c b)
where c = cols m
[a,b] = toColumns $ reshape 2 $ asReal $ flatten m
fromComplex = fromComplexM
pnorm 0 = LinearAlgebra.Algorithms.pnorm Infinity
pnorm 1 = LinearAlgebra.Algorithms.pnorm PNorm1
pnorm 2 = LinearAlgebra.Algorithms.pnorm PNorm2
|