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authorAlberto Ruiz <aruiz@um.es>2007-10-26 10:12:54 +0000
committerAlberto Ruiz <aruiz@um.es>2007-10-26 10:12:54 +0000
commitff72d6c45d36306ea3fdb0587749bfa99d6802b8 (patch)
tree28c5407776a340c8520d6bcf2b740ca158082104 /lib/Numeric
parent2e441c3f4d08da050540256164456e18519d22ef (diff)
added Hessenberg factorization
Diffstat (limited to 'lib/Numeric')
-rw-r--r--lib/Numeric/LinearAlgebra/Algorithms.hs38
-rw-r--r--lib/Numeric/LinearAlgebra/LAPACK.hs39
-rw-r--r--lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.c38
-rw-r--r--lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.h4
4 files changed, 108 insertions, 11 deletions
diff --git a/lib/Numeric/LinearAlgebra/Algorithms.hs b/lib/Numeric/LinearAlgebra/Algorithms.hs
index 84c399a..1345975 100644
--- a/lib/Numeric/LinearAlgebra/Algorithms.hs
+++ b/lib/Numeric/LinearAlgebra/Algorithms.hs
@@ -33,6 +33,8 @@ module Numeric.LinearAlgebra.Algorithms (
33 qr, 33 qr,
34-- ** Cholesky 34-- ** Cholesky
35 chol, 35 chol,
36-- ** Hessenberg
37 hess,
36-- * Nullspace 38-- * Nullspace
37 nullspacePrec, 39 nullspacePrec,
38 nullVector, 40 nullVector,
@@ -42,7 +44,9 @@ module Numeric.LinearAlgebra.Algorithms (
42 ctrans, 44 ctrans,
43 eps, i, 45 eps, i,
44-- * Util 46-- * Util
45 GenMat(linearSolveSVD,lu,eigSH',cholSH), unpackQR, haussholder 47 GenMat(linearSolveSVD,lu,eigSH',cholSH),
48 haussholder,
49 unpackQR, unpackHess
46) where 50) where
47 51
48 52
@@ -64,7 +68,8 @@ class (Linear Matrix t) => GenMat t where
64 -- See also other versions of linearSolve in "Numeric.LinearAlgebra.LAPACK". 68 -- See also other versions of linearSolve in "Numeric.LinearAlgebra.LAPACK".
65 linearSolve :: Matrix t -> Matrix t -> Matrix t 69 linearSolve :: Matrix t -> Matrix t -> Matrix t
66 linearSolveSVD :: Matrix t -> Matrix t -> Matrix t 70 linearSolveSVD :: Matrix t -> Matrix t -> Matrix t
67 -- | Eigenvalues and eigenvectors of a general square matrix using lapack's dgeev or zgeev. If @(s,v) = eig m@ then @m \<> v == v \<> diag s@ 71 -- | Eigenvalues and eigenvectors of a general square matrix using lapack's dgeev or zgeev.
72 -- If @(s,v) = eig m@ then @m \<> v == v \<> diag s@
68 eig :: Matrix t -> (Vector (Complex Double), Matrix (Complex Double)) 73 eig :: Matrix t -> (Vector (Complex Double), Matrix (Complex Double))
69 -- | Similar to eigSH without checking that the input matrix is hermitian or symmetric. 74 -- | Similar to eigSH without checking that the input matrix is hermitian or symmetric.
70 eigSH' :: Matrix t -> (Vector Double, Matrix t) 75 eigSH' :: Matrix t -> (Vector Double, Matrix t)
@@ -72,6 +77,8 @@ class (Linear Matrix t) => GenMat t where
72 cholSH :: Matrix t -> Matrix t 77 cholSH :: Matrix t -> Matrix t
73 -- | QR factorization using lapack's dgeqr2 or zgeqr2. 78 -- | QR factorization using lapack's dgeqr2 or zgeqr2.
74 qr :: Matrix t -> (Matrix t, Matrix t) 79 qr :: Matrix t -> (Matrix t, Matrix t)
80 -- | Hessenberg factorization using lapack's dgehrd or zgehrd.
81 hess :: Matrix t -> (Matrix t, Matrix t)
75 -- | Conjugate transpose. 82 -- | Conjugate transpose.
76 ctrans :: Matrix t -> Matrix t 83 ctrans :: Matrix t -> Matrix t
77 84
@@ -85,6 +92,7 @@ instance GenMat Double where
85 eigSH' = eigS 92 eigSH' = eigS
86 cholSH = cholS 93 cholSH = cholS
87 qr = GSL.unpackQR . qrR 94 qr = GSL.unpackQR . qrR
95 hess = unpackHess hessR
88 96
89instance GenMat (Complex Double) where 97instance GenMat (Complex Double) where
90 svd = svdC 98 svd = svdC
@@ -96,6 +104,7 @@ instance GenMat (Complex Double) where
96 eigSH' = eigH 104 eigSH' = eigH
97 cholSH = cholH 105 cholSH = cholH
98 qr = unpackQR . qrC 106 qr = unpackQR . qrC
107 hess = unpackHess hessC
99 108
100-- | Eigenvalues and Eigenvectors of a complex hermitian or real symmetric matrix using lapack's dsyev or zheev. If @(s,v) = eigSH m@ then @m == v \<> diag s \<> ctrans v@ 109-- | Eigenvalues and Eigenvectors of a complex hermitian or real symmetric matrix using lapack's dsyev or zheev. If @(s,v) = eigSH m@ then @m == v \<> diag s \<> ctrans v@
101eigSH :: GenMat t => Matrix t -> (Vector Double, Matrix t) 110eigSH :: GenMat t => Matrix t -> (Vector Double, Matrix t)
@@ -277,6 +286,14 @@ haussholder :: (GenMat a) => a -> Vector a -> Matrix a
277haussholder tau v = ident (dim v) `sub` (tau `scale` (w `mXm` ctrans w)) 286haussholder tau v = ident (dim v) `sub` (tau `scale` (w `mXm` ctrans w))
278 where w = asColumn v 287 where w = asColumn v
279 288
289
290zh k v = fromList $ replicate (k-1) 0 ++ (1:drop k xs)
291 where xs = toList v
292
293zt 0 v = v
294zt k v = join [subVector 0 (dim v - k) v, constant 0 k]
295
296
280unpackQR :: (GenMat t) => (Matrix t, Vector t) -> (Matrix t, Matrix t) 297unpackQR :: (GenMat t) => (Matrix t, Vector t) -> (Matrix t, Matrix t)
281unpackQR (pq, tau) = (q,r) 298unpackQR (pq, tau) = (q,r)
282 where cs = toColumns pq 299 where cs = toColumns pq
@@ -288,8 +305,17 @@ unpackQR (pq, tau) = (q,r)
288 hs = zipWith haussholder (toList tau) vs 305 hs = zipWith haussholder (toList tau) vs
289 q = foldl1' mXm hs 306 q = foldl1' mXm hs
290 307
291 zh k v = fromList $ replicate (k-1) 0 ++ (1:drop k xs) 308unpackHess :: (GenMat t) => (Matrix t -> (Matrix t,Vector t)) -> Matrix t -> (Matrix t, Matrix t)
292 where xs = toList v 309unpackHess hf m
310 | rows m == 1 = ((1><1)[1],m)
311 | otherwise = (uH . hf) m
293 312
294 zt 0 v = v 313uH (pq, tau) = (p,h)
295 zt k v = join [subVector 0 (dim v - k) v, constant 0 k] 314 where cs = toColumns pq
315 m = rows pq
316 n = cols pq
317 mn = min m n
318 h = fromColumns $ zipWith zt ([m-2, m-3 .. 1] ++ repeat 0) cs
319 vs = zipWith zh [2..mn] cs
320 hs = zipWith haussholder (toList tau) vs
321 p = foldl1' mXm hs
diff --git a/lib/Numeric/LinearAlgebra/LAPACK.hs b/lib/Numeric/LinearAlgebra/LAPACK.hs
index 648e59f..a84a17e 100644
--- a/lib/Numeric/LinearAlgebra/LAPACK.hs
+++ b/lib/Numeric/LinearAlgebra/LAPACK.hs
@@ -20,7 +20,8 @@ module Numeric.LinearAlgebra.LAPACK (
20 linearSolveLSR, linearSolveLSC, 20 linearSolveLSR, linearSolveLSC,
21 linearSolveSVDR, linearSolveSVDC, 21 linearSolveSVDR, linearSolveSVDC,
22 cholS, cholH, 22 cholS, cholH,
23 qrR, qrC 23 qrR, qrC,
24 hessR, hessC
24) where 25) where
25 26
26import Data.Packed.Internal 27import Data.Packed.Internal
@@ -284,7 +285,7 @@ linearSolveSVDC_l rcond a b = unsafePerformIO $ do
284----------------------------------------------------------------------------------- 285-----------------------------------------------------------------------------------
285foreign import ccall "LAPACK/lapack-aux.h chol_l_H" zpotrf :: TCMCM 286foreign import ccall "LAPACK/lapack-aux.h chol_l_H" zpotrf :: TCMCM
286 287
287-- | Wrapper for LAPACK's /zpotrf/,which computes the Cholesky factorization of a 288-- | Wrapper for LAPACK's /zpotrf/, which computes the Cholesky factorization of a
288-- complex Hermitian positive definite matrix. 289-- complex Hermitian positive definite matrix.
289cholH :: Matrix (Complex Double) -> Matrix (Complex Double) 290cholH :: Matrix (Complex Double) -> Matrix (Complex Double)
290cholH a = unsafePerformIO $ do 291cholH a = unsafePerformIO $ do
@@ -296,7 +297,7 @@ cholH a = unsafePerformIO $ do
296----------------------------------------------------------------------------------- 297-----------------------------------------------------------------------------------
297foreign import ccall "LAPACK/lapack-aux.h chol_l_S" dpotrf :: TMM 298foreign import ccall "LAPACK/lapack-aux.h chol_l_S" dpotrf :: TMM
298 299
299-- | Wrapper for LAPACK's /dpotrf/,which computes the Cholesky factorization of a 300-- | Wrapper for LAPACK's /dpotrf/, which computes the Cholesky factorization of a
300-- real symmetric positive definite matrix. 301-- real symmetric positive definite matrix.
301cholS :: Matrix Double -> Matrix Double 302cholS :: Matrix Double -> Matrix Double
302cholS a = unsafePerformIO $ do 303cholS a = unsafePerformIO $ do
@@ -308,7 +309,7 @@ cholS a = unsafePerformIO $ do
308----------------------------------------------------------------------------------- 309-----------------------------------------------------------------------------------
309foreign import ccall "LAPACK/lapack-aux.h qr_l_R" dgeqr2 :: TMVM 310foreign import ccall "LAPACK/lapack-aux.h qr_l_R" dgeqr2 :: TMVM
310 311
311-- | Wrapper for LAPACK's /dgeqr2/,which computes a QR factorization of a real matrix. 312-- | Wrapper for LAPACK's /dgeqr2/, which computes a QR factorization of a real matrix.
312qrR :: Matrix Double -> (Matrix Double, Vector Double) 313qrR :: Matrix Double -> (Matrix Double, Vector Double)
313qrR a = unsafePerformIO $ do 314qrR a = unsafePerformIO $ do
314 r <- createMatrix ColumnMajor m n 315 r <- createMatrix ColumnMajor m n
@@ -322,7 +323,7 @@ qrR a = unsafePerformIO $ do
322----------------------------------------------------------------------------------- 323-----------------------------------------------------------------------------------
323foreign import ccall "LAPACK/lapack-aux.h qr_l_C" zgeqr2 :: TCMCVCM 324foreign import ccall "LAPACK/lapack-aux.h qr_l_C" zgeqr2 :: TCMCVCM
324 325
325-- | Wrapper for LAPACK's /zgeqr2/,which computes a QR factorization of a complex matrix. 326-- | Wrapper for LAPACK's /zgeqr2/, which computes a QR factorization of a complex matrix.
326qrC :: Matrix (Complex Double) -> (Matrix (Complex Double), Vector (Complex Double)) 327qrC :: Matrix (Complex Double) -> (Matrix (Complex Double), Vector (Complex Double))
327qrC a = unsafePerformIO $ do 328qrC a = unsafePerformIO $ do
328 r <- createMatrix ColumnMajor m n 329 r <- createMatrix ColumnMajor m n
@@ -333,3 +334,31 @@ qrC a = unsafePerformIO $ do
333 n = cols a 334 n = cols a
334 mn = min m n 335 mn = min m n
335 336
337-----------------------------------------------------------------------------------
338foreign import ccall "LAPACK/lapack-aux.h hess_l_R" dgehrd :: TMVM
339
340-- | Wrapper for LAPACK's /dgehrd/, which computes a Hessenberg factorization of a square real matrix.
341hessR :: Matrix Double -> (Matrix Double, Vector Double)
342hessR a = unsafePerformIO $ do
343 r <- createMatrix ColumnMajor m n
344 tau <- createVector (mn-1)
345 dgehrd // mat fdat a // vec tau // mat dat r // check "hessR" [fdat a]
346 return (r,tau)
347 where m = rows a
348 n = cols a
349 mn = min m n
350
351-----------------------------------------------------------------------------------
352foreign import ccall "LAPACK/lapack-aux.h hess_l_C" zgehrd :: TCMCVCM
353
354-- | Wrapper for LAPACK's /zgeqr2/, which computes a Hessenberg factorization of a square complex matrix.
355hessC :: Matrix (Complex Double) -> (Matrix (Complex Double), Vector (Complex Double))
356hessC a = unsafePerformIO $ do
357 r <- createMatrix ColumnMajor m n
358 tau <- createVector (mn-1)
359 zgehrd // mat fdat a // vec tau // mat dat r // check "hessC" [fdat a]
360 return (r,tau)
361 where m = rows a
362 n = cols a
363 mn = min m n
364
diff --git a/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.c b/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.c
index 9b6c1db..04ef416 100644
--- a/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.c
+++ b/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.c
@@ -663,3 +663,41 @@ int qr_l_C(KCMAT(a), CVEC(tau), CMAT(r)) {
663 free(WORK); 663 free(WORK);
664 OK 664 OK
665} 665}
666
667//////////////////// Hessenberg factorization /////////////////////////
668
669int hess_l_R(KDMAT(a), DVEC(tau), DMAT(r)) {
670 integer m = ar;
671 integer n = ac;
672 integer mn = MIN(m,n);
673 REQUIRES(m>=1 && n == m && rr== m && rc == n && taun == mn-1, BAD_SIZE);
674 DEBUGMSG("hess_l_R");
675 integer lwork = 5*n; // fixme
676 double *WORK = (double*)malloc(lwork*sizeof(double));
677 CHECK(!WORK,MEM);
678 memcpy(rp,ap,m*n*sizeof(double));
679 integer res;
680 integer one = 1;
681 dgehrd_ (&n,&one,&n,rp,&n,taup,WORK,&lwork,&res);
682 CHECK(res,res);
683 free(WORK);
684 OK
685}
686
687int hess_l_C(KCMAT(a), CVEC(tau), CMAT(r)) {
688 integer m = ar;
689 integer n = ac;
690 integer mn = MIN(m,n);
691 REQUIRES(m>=1 && n == m && rr== m && rc == n && taun == mn-1, BAD_SIZE);
692 DEBUGMSG("hess_l_C");
693 integer lwork = 5*n; // fixme
694 doublecomplex *WORK = (doublecomplex*)malloc(lwork*sizeof(doublecomplex));
695 CHECK(!WORK,MEM);
696 memcpy(rp,ap,m*n*sizeof(doublecomplex));
697 integer res;
698 integer one = 1;
699 zgehrd_ (&n,&one,&n,(doublecomplex*)rp,&n,(doublecomplex*)taup,WORK,&lwork,&res);
700 CHECK(res,res);
701 free(WORK);
702 OK
703}
diff --git a/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.h b/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.h
index ea71847..52ac41e 100644
--- a/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.h
+++ b/lib/Numeric/LinearAlgebra/LAPACK/lapack-aux.h
@@ -44,3 +44,7 @@ int chol_l_S(KDMAT(a),DMAT(r));
44int qr_l_R(KDMAT(a), DVEC(tau), DMAT(r)); 44int qr_l_R(KDMAT(a), DVEC(tau), DMAT(r));
45 45
46int qr_l_C(KCMAT(a), CVEC(tau), CMAT(r)); 46int qr_l_C(KCMAT(a), CVEC(tau), CMAT(r));
47
48int hess_l_R(KDMAT(a), DVEC(tau), DMAT(r));
49
50int hess_l_C(KCMAT(a), CVEC(tau), CMAT(r));