{-# OPTIONS_GHC -fglasgow-exts #-} {-# LANGUAGE CPP, BangPatterns #-} ----------------------------------------------------------------------------- -- | -- Module : Data.Packed.Internal.Matrix -- Copyright : (c) Alberto Ruiz 2007 -- License : GPL-style -- -- Maintainer : Alberto Ruiz -- Stability : provisional -- Portability : portable (uses FFI) -- -- Internal matrix representation -- ----------------------------------------------------------------------------- -- #hide module Data.Packed.Internal.Matrix where import Data.Packed.Internal.Common import Data.Packed.Internal.Vector import Foreign hiding (xor) import Complex import Foreign.C.String import Foreign.C.Types ----------------------------------------------------------------- {- Design considerations for the Matrix Type ----------------------------------------- - we must easily handle both row major and column major order, for bindings to LAPACK and GSL/C - we'd like to simplify redundant matrix transposes: - Some of them arise from the order requirements of some functions - some functions (matrix product) admit transposed arguments - maybe we don't really need this kind of simplification: - more complex code - some computational overhead - only appreciable gain in code with a lot of redundant transpositions and cheap matrix computations - we could carry both the matrix and its (lazily computed) transpose. This may save some transpositions, but it is necessary to keep track of the data which is actually computed to be used by functions like the matrix product which admit both orders. - but if we need the transposed data and it is not in the structure, we must make sure that we touch the same foreignptr that is used in the computation. - a reasonable solution is using two constructors for a matrix. Transposition just "flips" the constructor. Actual data transposition is not done if followed by a matrix product or another transpose. -} data MatrixOrder = RowMajor | ColumnMajor deriving (Show,Eq) -- | Matrix representation suitable for GSL and LAPACK computations. data Matrix t = MC { rows :: {-# UNPACK #-} !Int , cols :: {-# UNPACK #-} !Int , cdat :: {-# UNPACK #-} !(Vector t) } | MF { rows :: {-# UNPACK #-} !Int , cols :: {-# UNPACK #-} !Int , fdat :: {-# UNPACK #-} !(Vector t) } -- MC: preferred by C, fdat may require a transposition -- MF: preferred by LAPACK, cdat may require a transposition xdat MC {cdat = d } = d xdat MF {fdat = d } = d orderOf MF{} = ColumnMajor orderOf MC{} = RowMajor -- | Matrix transpose. trans :: Matrix t -> Matrix t trans MC {rows = r, cols = c, cdat = d } = MF {rows = c, cols = r, fdat = d } trans MF {rows = r, cols = c, fdat = d } = MC {rows = c, cols = r, cdat = d } cmat m@MC{} = m cmat MF {rows = r, cols = c, fdat = d } = MC {rows = r, cols = c, cdat = transdata r d c} fmat m@MF{} = m fmat MC {rows = r, cols = c, cdat = d } = MF {rows = r, cols = c, fdat = transdata c d r} mat = withMatrix withMatrix a f = withForeignPtr (fptr (xdat a)) $ \p -> do let m g = do g (fi (rows a)) (fi (cols a)) p f m {- | Creates a vector by concatenation of rows @\> flatten ('ident' 3) 9 |> [1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,1.0]@ -} flatten :: Element t => Matrix t -> Vector t flatten = cdat . cmat type Mt t s = Int -> Int -> Ptr t -> s -- not yet admitted by my haddock version -- infixr 6 ::> -- type t ::> s = Mt t s -- | the inverse of 'Data.Packed.Matrix.fromLists' toLists :: (Element t) => Matrix t -> [[t]] toLists m = partit (cols m) . toList . flatten $ m -- | creates a Matrix from a list of vectors fromRows :: Element t => [Vector t] -> Matrix t fromRows vs = case common dim vs of Nothing -> error "fromRows applied to [] or to vectors with different sizes" Just c -> reshape c (join vs) -- | extracts the rows of a matrix as a list of vectors toRows :: Element t => Matrix t -> [Vector t] toRows m = toRows' 0 where v = flatten $ m r = rows m c = cols m toRows' k | k == r*c = [] | otherwise = subVector k c v : toRows' (k+c) -- | Creates a matrix from a list of vectors, as columns fromColumns :: Element t => [Vector t] -> Matrix t fromColumns m = trans . fromRows $ m -- | Creates a list of vectors from the columns of a matrix toColumns :: Element t => Matrix t -> [Vector t] toColumns m = toRows . trans $ m -- | Reads a matrix position. (@@>) :: Storable t => Matrix t -> (Int,Int) -> t infixl 9 @@> --m@M {rows = r, cols = c} @@> (i,j) -- | i<0 || i>=r || j<0 || j>=c = error "matrix indexing out of range" -- | otherwise = cdat m `at` (i*c+j) MC {rows = r, cols = c, cdat = v} @@> (i,j) | safe = if i<0 || i>=r || j<0 || j>=c then error "matrix indexing out of range" else v `at` (i*c+j) | otherwise = v `at` (i*c+j) MF {rows = r, cols = c, fdat = v} @@> (i,j) | safe = if i<0 || i>=r || j<0 || j>=c then error "matrix indexing out of range" else v `at` (j*r+i) | otherwise = v `at` (j*r+i) {-# INLINE (@@>) #-} -- | Unsafe matrix access without range checking atM' MC {cols = c, cdat = v} i j = v `at'` (i*c+j) atM' MF {rows = r, fdat = v} i j = v `at'` (j*r+i) {-# INLINE atM' #-} ------------------------------------------------------------------ matrixFromVector RowMajor c v = MC { rows = r, cols = c, cdat = v } where (d,m) = dim v `divMod` c r | m==0 = d | otherwise = error "matrixFromVector" matrixFromVector ColumnMajor c v = MF { rows = r, cols = c, fdat = v } where (d,m) = dim v `divMod` c r | m==0 = d | otherwise = error "matrixFromVector" createMatrix order r c = do p <- createVector (r*c) return (matrixFromVector order c p) {- | Creates a matrix from a vector by grouping the elements in rows with the desired number of columns. (GNU-Octave groups by columns. To do it you can define @reshapeF r = trans . reshape r@ where r is the desired number of rows.) @\> reshape 4 ('fromList' [1..12]) (3><4) [ 1.0, 2.0, 3.0, 4.0 , 5.0, 6.0, 7.0, 8.0 , 9.0, 10.0, 11.0, 12.0 ]@ -} reshape :: Element t => Int -> Vector t -> Matrix t reshape c v = matrixFromVector RowMajor c v singleton x = reshape 1 (fromList [x]) -- | application of a vector function on the flattened matrix elements liftMatrix :: (Element a, Element b) => (Vector a -> Vector b) -> Matrix a -> Matrix b liftMatrix f MC { cols = c, cdat = d } = matrixFromVector RowMajor c (f d) liftMatrix f MF { cols = c, fdat = d } = matrixFromVector ColumnMajor c (f d) -- | application of a vector function on the flattened matrices elements liftMatrix2 :: (Element t, Element a, Element b) => (Vector a -> Vector b -> Vector t) -> Matrix a -> Matrix b -> Matrix t liftMatrix2 f m1 m2 | not (compat m1 m2) = error "nonconformant matrices in liftMatrix2" | otherwise = case m1 of MC {} -> matrixFromVector RowMajor (cols m1) (f (cdat m1) (flatten m2)) MF {} -> matrixFromVector ColumnMajor (cols m1) (f (fdat m1) ((fdat.fmat) m2)) compat :: Matrix a -> Matrix b -> Bool compat m1 m2 = rows m1 == rows m2 && cols m1 == cols m2 ------------------------------------------------------------------ -- | Auxiliary class. class (Storable a, Floating a) => Element a where subMatrixD :: (Int,Int) -- ^ (r0,c0) starting position -> (Int,Int) -- ^ (rt,ct) dimensions of submatrix -> Matrix a -> Matrix a transdata :: Int -> Vector a -> Int -> Vector a instance Element Double where subMatrixD = subMatrixR transdata = transdata' instance Element (Complex Double) where subMatrixD = subMatrixC transdata = transdata' ------------------------------------------------------------------- transdata' :: Storable a => Int -> Vector a -> Int -> Vector a transdata' c1 v c2 = if noneed then v else unsafePerformIO $ do w <- createVector (r2*c2) withForeignPtr (fptr v) $ \p -> withForeignPtr (fptr w) $ \q -> do let go (-1) _ = return () go !i (-1) = go (i-1) (c1-1) go !i !j = do x <- peekElemOff p (i*c1+j) pokeElemOff q (j*c2+i) x go i (j-1) go (r1-1) (c1-1) return w where r1 = dim v `div` c1 r2 = dim v `div` c2 noneed = r1 == 1 || c1 == 1 -- {-# SPECIALIZE transdata' :: Int -> Vector Double -> Int -> Vector Double #-} -- {-# SPECIALIZE transdata' :: Int -> Vector (Complex Double) -> Int -> Vector (Complex Double) #-} -- I don't know how to specialize... -- The above pragmas only seem to work on top level defs -- Fortunately everything seems to work using the above class ---------------------------------------------------------------------- -- | extraction of a submatrix from a real matrix subMatrixR :: (Int,Int) -> (Int,Int) -> Matrix Double -> Matrix Double subMatrixR (r0,c0) (rt,ct) x' = unsafePerformIO $ do r <- createMatrix RowMajor rt ct let x = cmat x' app2 (c_submatrixR (fi r0) (fi $ r0+rt-1) (fi c0) (fi $ c0+ct-1)) mat x mat r "subMatrixR" return r foreign import ccall "auxi.h submatrixR" c_submatrixR :: CInt -> CInt -> CInt -> CInt -> TMM -- | extraction of a submatrix from a complex matrix subMatrixC :: (Int,Int) -> (Int,Int) -> Matrix (Complex Double) -> Matrix (Complex Double) subMatrixC (r0,c0) (rt,ct) x = reshape ct . asComplex . flatten . subMatrixR (r0,2*c0) (rt,2*ct) . reshape (2*cols x) . asReal . flatten $ x -- | Extracts a submatrix from a matrix. subMatrix :: Element a => (Int,Int) -- ^ (r0,c0) starting position -> (Int,Int) -- ^ (rt,ct) dimensions of submatrix -> Matrix a -- ^ input matrix -> Matrix a -- ^ result subMatrix = subMatrixD -------------------------------------------------------------------------- -- | obtains the complex conjugate of a complex vector conj :: Vector (Complex Double) -> Vector (Complex Double) conj v = unsafePerformIO $ do r <- createVector (dim v) app2 cconjugate vec v vec r "cconjugate" return r foreign import ccall "auxi.h conjugate" cconjugate :: TCVCV -- | creates a complex vector from vectors with real and imaginary parts toComplex :: (Vector Double, Vector Double) -> Vector (Complex Double) toComplex (r,i) = asComplex $ flatten $ fromColumns [r,i] -- | the inverse of 'toComplex' fromComplex :: Vector (Complex Double) -> (Vector Double, Vector Double) fromComplex z = (r,i) where [r,i] = toColumns $ reshape 2 $ asReal z -- | loads a matrix efficiently from formatted ASCII text file (the number of rows and columns must be known in advance). fromFile :: FilePath -> (Int,Int) -> IO (Matrix Double) fromFile filename (r,c) = do charname <- newCString filename res <- createMatrix RowMajor r c app1 (c_gslReadMatrix charname) mat res "gslReadMatrix" --free charname -- TO DO: free the auxiliary CString return res foreign import ccall "auxi.h matrix_fscanf" c_gslReadMatrix:: Ptr CChar -> TM