From 69b0f9c46f09dc9fc5c25e706efb8a7da51d2480 Mon Sep 17 00:00:00 2001 From: Alberto Ruiz Date: Wed, 14 Mar 2012 12:27:09 +0100 Subject: new module Numeric.LinearAlgebra.Real --- lib/Numeric/LinearAlgebra/Real.hs | 130 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 130 insertions(+) create mode 100644 lib/Numeric/LinearAlgebra/Real.hs (limited to 'lib/Numeric') diff --git a/lib/Numeric/LinearAlgebra/Real.hs b/lib/Numeric/LinearAlgebra/Real.hs new file mode 100644 index 0000000..6cba045 --- /dev/null +++ b/lib/Numeric/LinearAlgebra/Real.hs @@ -0,0 +1,130 @@ +----------------------------------------------------------------------------- +{- | +Module : Numeric.LinearAlgebra.Real +Copyright : (c) Alberto Ruiz 2012 +License : GPL + +Maintainer : Alberto Ruiz (aruiz at um dot es) +Stability : provisional + +Additional functions for real arrays. + +-} +----------------------------------------------------------------------------- + +module Numeric.LinearAlgebra.Real( + (<>), (*>), (<*), (<\>), (\>), + vector, + linspace, + eye, + zeros, ones, + diagl, + row, + col, + (#),(&), (//), blocks, + rand, randn +) where + +import Numeric.LinearAlgebra hiding ((<>), (<\>), linspace) +import qualified Numeric.LinearAlgebra as LA +import System.Random(randomIO) + +linspace :: Int -> (Double,Double) -> Vector Double +linspace = LA.linspace + + +infixl 7 <> +-- | Matrix product ('multiply') +(<>) :: Field t => Matrix t -> Matrix t -> Matrix t +(<>) = multiply + +infixl 7 *> +-- | matrix x vector +(*>) :: Field t => Matrix t -> Vector t -> Vector t +m *> v = flatten $ m <> (asColumn v) + +infixl 7 <* +-- | vector x matrix +(<*) :: Field t => Vector t -> Matrix t -> Vector t +v <* m = flatten $ (asRow v) <> m + + +-- | Least squares solution of a linear system for several right-hand sides, similar to the \\ operator of Matlab\/Octave. (\<\\\>) = 'linearSolveSVD'. +(<\>) :: (Field a) => Matrix a -> Matrix a -> Matrix a +infixl 7 <\> +(<\>) = linearSolveSVD + +-- | Least squares solution of a linear system for a single right-hand side. See '(\<\\\>)'. +(\>) :: (Field a) => Matrix a -> Vector a -> Vector a +infixl 7 \> +m \> v = flatten (m <\> reshape 1 v) + +-- | Pseudorandom matrix with uniform elements between 0 and 1. +randm :: RandDist + -> Int -- ^ rows + -> Int -- ^ columns + -> IO (Matrix Double) +randm d r c = do + seed <- randomIO + return (reshape c $ randomVector seed d (r*c)) + +-- | Pseudorandom matrix with uniform elements between 0 and 1. +rand :: Int -> Int -> IO (Matrix Double) +rand = randm Uniform + +-- | Pseudorandom matrix with normal elements +randn :: Int -> Int -> IO (Matrix Double) +randn = randm Gaussian + +-- | Real identity matrix. +eye :: Int -> Matrix Double +eye = ident + +-- | Create a real vector from a list. +vector :: [Double] -> Vector Double +vector = fromList + +-- | Create a real diagonal matrix from a list. +diagl :: [Double] -> Matrix Double +diagl = diag . vector + +-- | Create a matrix or zeros. +zeros :: Int -- ^ rows + -> Int -- ^ columns + -> Matrix Double +zeros r c = konst 0 (r,c) + +-- | Create a matrix or ones. +ones :: Int -- ^ rows + -> Int -- ^ columns + -> Matrix Double +ones r c = konst 1 (r,c) + +-- | Concatenation of real vectors. +infixl 9 # +(#) :: Vector Double -> Vector Double -> Vector Double +a # b = join [a,b] + +-- | Horizontal concatenation of real matrices. +infixl 8 & +(&) :: Matrix Double -> Matrix Double -> Matrix Double +a & b = fromBlocks [[a,b]] + +-- | Vertical concatenation of real matrices. +(//) :: Matrix Double -> Matrix Double -> Matrix Double +infixl 7 // +a // b = fromBlocks [[a],[b]] + + +-- | Real block matrix from a rectangular list of lists. +blocks :: [[Matrix Double]] -> Matrix Double +blocks = fromBlocks + +-- | A real matrix with a single row, created from a list of elements. +row :: [Double] -> Matrix Double +row = asRow . vector + +-- | A real matrix with a single column, created from a list of elements. +col :: [Double] -> Matrix Double +col = asColumn . vector + -- cgit v1.2.3