diff options
Diffstat (limited to 'packages')
-rw-r--r-- | packages/base/src/Internal/Algorithms.hs | 21 | ||||
-rw-r--r-- | packages/base/src/Internal/C/lapack-aux.c | 87 | ||||
-rw-r--r-- | packages/base/src/Internal/LAPACK.hs | 51 | ||||
-rw-r--r-- | packages/base/src/Numeric/LinearAlgebra.hs | 4 |
4 files changed, 161 insertions, 2 deletions
diff --git a/packages/base/src/Internal/Algorithms.hs b/packages/base/src/Internal/Algorithms.hs index 6027c46..1ca373f 100644 --- a/packages/base/src/Internal/Algorithms.hs +++ b/packages/base/src/Internal/Algorithms.hs | |||
@@ -70,8 +70,10 @@ class (Numeric t, | |||
70 | linearSolveSVD' :: Matrix t -> Matrix t -> Matrix t | 70 | linearSolveSVD' :: Matrix t -> Matrix t -> Matrix t |
71 | linearSolveLS' :: Matrix t -> Matrix t -> Matrix t | 71 | linearSolveLS' :: Matrix t -> Matrix t -> Matrix t |
72 | eig' :: Matrix t -> (Vector (Complex Double), Matrix (Complex Double)) | 72 | eig' :: Matrix t -> (Vector (Complex Double), Matrix (Complex Double)) |
73 | geig' :: Matrix t -> Matrix t -> (Vector (Complex Double), Vector t, Matrix (Complex Double)) | ||
73 | eigSH'' :: Matrix t -> (Vector Double, Matrix t) | 74 | eigSH'' :: Matrix t -> (Vector Double, Matrix t) |
74 | eigOnly :: Matrix t -> Vector (Complex Double) | 75 | eigOnly :: Matrix t -> Vector (Complex Double) |
76 | geigOnly :: Matrix t -> Matrix t -> (Vector (Complex Double), Vector t) | ||
75 | eigOnlySH :: Matrix t -> Vector Double | 77 | eigOnlySH :: Matrix t -> Vector Double |
76 | cholSH' :: Matrix t -> Matrix t | 78 | cholSH' :: Matrix t -> Matrix t |
77 | mbCholSH' :: Matrix t -> Maybe (Matrix t) | 79 | mbCholSH' :: Matrix t -> Maybe (Matrix t) |
@@ -96,7 +98,9 @@ instance Field Double where | |||
96 | linearSolveSVD' = linearSolveSVDR Nothing | 98 | linearSolveSVD' = linearSolveSVDR Nothing |
97 | eig' = eigR | 99 | eig' = eigR |
98 | eigSH'' = eigS | 100 | eigSH'' = eigS |
101 | geig' = eigG | ||
99 | eigOnly = eigOnlyR | 102 | eigOnly = eigOnlyR |
103 | geigOnly = eigOnlyG | ||
100 | eigOnlySH = eigOnlyS | 104 | eigOnlySH = eigOnlyS |
101 | cholSH' = cholS | 105 | cholSH' = cholS |
102 | mbCholSH' = mbCholS | 106 | mbCholSH' = mbCholS |
@@ -126,7 +130,9 @@ instance Field (Complex Double) where | |||
126 | linearSolveLS' = linearSolveLSC | 130 | linearSolveLS' = linearSolveLSC |
127 | linearSolveSVD' = linearSolveSVDC Nothing | 131 | linearSolveSVD' = linearSolveSVDC Nothing |
128 | eig' = eigC | 132 | eig' = eigC |
133 | geig' = eigGC | ||
129 | eigOnly = eigOnlyC | 134 | eigOnly = eigOnlyC |
135 | geigOnly = eigOnlyGC | ||
130 | eigSH'' = eigH | 136 | eigSH'' = eigH |
131 | eigOnlySH = eigOnlyH | 137 | eigOnlySH = eigOnlyH |
132 | cholSH' = cholH | 138 | cholSH' = cholH |
@@ -512,10 +518,25 @@ a = (3><3) | |||
512 | eig :: Field t => Matrix t -> (Vector (Complex Double), Matrix (Complex Double)) | 518 | eig :: Field t => Matrix t -> (Vector (Complex Double), Matrix (Complex Double)) |
513 | eig = {-# SCC "eig" #-} eig' | 519 | eig = {-# SCC "eig" #-} eig' |
514 | 520 | ||
521 | -- | Generalized eigenvalues (not ordered) and eigenvectors (as columns) of a pair of nonsymmetric matrices. | ||
522 | -- Eigenvalues are represented as pairs of alpha, beta, where eigenvalue = alpha / beta. Alpha is always | ||
523 | -- complex, but betas has the same type as the input matrix. | ||
524 | -- | ||
525 | -- If @(alphas, betas, v) = geig a b@, then @a \<> v == diag (alphas / betas) \<> b \<> v@ | ||
526 | -- | ||
527 | -- Note that beta can be 0 and that has reasonable interpretation. | ||
528 | geig :: Field t => Matrix t -> Matrix t -> (Vector (Complex Double), Vector t, Matrix (Complex Double)) | ||
529 | geig = {-# SCC "geig" #-} geig' | ||
530 | |||
515 | -- | Eigenvalues (not ordered) of a general square matrix. | 531 | -- | Eigenvalues (not ordered) of a general square matrix. |
516 | eigenvalues :: Field t => Matrix t -> Vector (Complex Double) | 532 | eigenvalues :: Field t => Matrix t -> Vector (Complex Double) |
517 | eigenvalues = {-# SCC "eigenvalues" #-} eigOnly | 533 | eigenvalues = {-# SCC "eigenvalues" #-} eigOnly |
518 | 534 | ||
535 | -- | Generalized eigenvalues of a pair of matrices. Represented as pairs of alpha, beta, | ||
536 | -- where eigenvalue is alpha / beta as in 'geig'. | ||
537 | geigenvalues :: Field t => Matrix t -> Matrix t -> (Vector (Complex Double), Vector t) | ||
538 | geigenvalues = {-# SCC "geigenvalues" #-} geigOnly | ||
539 | |||
519 | -- | Similar to 'eigSH' without checking that the input matrix is hermitian or symmetric. It works with the upper triangular part. | 540 | -- | Similar to 'eigSH' without checking that the input matrix is hermitian or symmetric. It works with the upper triangular part. |
520 | eigSH' :: Field t => Matrix t -> (Vector Double, Matrix t) | 541 | eigSH' :: Field t => Matrix t -> (Vector Double, Matrix t) |
521 | eigSH' = {-# SCC "eigSH'" #-} eigSH'' | 542 | eigSH' = {-# SCC "eigSH'" #-} eigSH'' |
diff --git a/packages/base/src/Internal/C/lapack-aux.c b/packages/base/src/Internal/C/lapack-aux.c index 5018a45..dddbefb 100644 --- a/packages/base/src/Internal/C/lapack-aux.c +++ b/packages/base/src/Internal/C/lapack-aux.c | |||
@@ -415,6 +415,93 @@ int eig_l_R(ODMAT(a),ODMAT(u), CVEC(s),ODMAT(v)) { | |||
415 | OK | 415 | OK |
416 | } | 416 | } |
417 | 417 | ||
418 | //////////////////// generalized real eigensystem //////////// | ||
419 | |||
420 | int dggev_(char *jobvl, char *jobvr, integer *n, | ||
421 | doublereal *a, integer *lda, doublereal *b, integer *ldb, | ||
422 | doublereal *alphar, doublereal *alphai, doublereal *beta, | ||
423 | doublereal *vl, integer *ldvl, doublereal *vr, integer *ldvr, | ||
424 | doublereal *work, | ||
425 | integer *lwork, integer *info); | ||
426 | |||
427 | int eig_l_G(ODMAT(a), ODMAT(b), CVEC(alpha), DVEC(beta), ODMAT(vl), ODMAT(vr)) { | ||
428 | integer n = ar; | ||
429 | REQUIRES(ac == n && br == n && bc == n && alphan == n && betan == n, BAD_SIZE); | ||
430 | REQUIRES(vlp==NULL || (vlr==n && vlc==n), BAD_SIZE); | ||
431 | char jobvl = vlp==NULL?'N':'V'; | ||
432 | REQUIRES(vrp==NULL || (vrr==n && vrc==n), BAD_SIZE); | ||
433 | char jobvr = vrp==NULL?'N':'V'; | ||
434 | DEBUGMSG("eig_l_G"); | ||
435 | integer lwork = -1; | ||
436 | integer res; | ||
437 | // ask for optimal lwork | ||
438 | double ans; | ||
439 | dggev_ (&jobvl,&jobvr, | ||
440 | &n, | ||
441 | ap,&n,bp,&n, | ||
442 | (double*)alphap, (double*)alphap+n, betap, | ||
443 | vlp, &n, vrp, &n, | ||
444 | &ans, &lwork, | ||
445 | &res); | ||
446 | lwork = ceil(ans); | ||
447 | double * work = (double*)malloc(lwork*sizeof(double)); | ||
448 | CHECK(!work,MEM); | ||
449 | dggev_ (&jobvl,&jobvr, | ||
450 | &n, | ||
451 | ap,&n,bp,&n, | ||
452 | (double*)alphap, (double*)alphap+n, betap, | ||
453 | vlp, &n, vrp, &n, | ||
454 | work, &lwork, | ||
455 | &res); | ||
456 | CHECK(res,res); | ||
457 | free(work); | ||
458 | OK | ||
459 | } | ||
460 | |||
461 | //////////////////// generalized complex eigensystem //////////// | ||
462 | |||
463 | int zggev_(char *jobvl, char *jobvr, integer *n, | ||
464 | doublecomplex *a, integer *lda, doublecomplex *b, integer *ldb, | ||
465 | doublecomplex *alphar, doublecomplex *beta, | ||
466 | doublecomplex *vl, integer *ldvl, doublecomplex *vr, integer *ldvr, | ||
467 | doublecomplex *work, integer *lwork, | ||
468 | doublereal *rwork, integer *info); | ||
469 | |||
470 | int eig_l_GC(OCMAT(a), OCMAT(b), CVEC(alpha), CVEC(beta), OCMAT(vl), OCMAT(vr)) { | ||
471 | integer n = ar; | ||
472 | REQUIRES(ac == n && br == n && bc == n && alphan == n && betan == n, BAD_SIZE); | ||
473 | REQUIRES(vlp==NULL || (vlr==n && vlc==n), BAD_SIZE); | ||
474 | char jobvl = vlp==NULL?'N':'V'; | ||
475 | REQUIRES(vrp==NULL || (vrr==n && vrc==n), BAD_SIZE); | ||
476 | char jobvr = vrp==NULL?'N':'V'; | ||
477 | DEBUGMSG("eig_l_GC"); | ||
478 | double *rwork = (double*) malloc(8*n*sizeof(double)); | ||
479 | CHECK(!rwork,MEM); | ||
480 | integer lwork = -1; | ||
481 | integer res; | ||
482 | // ask for optimal lwork | ||
483 | doublecomplex ans; | ||
484 | zggev_ (&jobvl,&jobvr, | ||
485 | &n, | ||
486 | ap,&n,bp,&n, | ||
487 | alphap, betap, | ||
488 | vlp, &n, vrp, &n, | ||
489 | &ans, &lwork, | ||
490 | rwork, &res); | ||
491 | lwork = ceil(ans.r); | ||
492 | doublecomplex * work = (doublecomplex*)malloc(lwork*sizeof(doublecomplex)); | ||
493 | CHECK(!work,MEM); | ||
494 | zggev_ (&jobvl,&jobvr, | ||
495 | &n, | ||
496 | ap,&n,bp,&n, | ||
497 | alphap, betap, | ||
498 | vlp, &n, vrp, &n, | ||
499 | work, &lwork, | ||
500 | rwork, &res); | ||
501 | CHECK(res,res); | ||
502 | free(work); | ||
503 | OK | ||
504 | } | ||
418 | 505 | ||
419 | //////////////////// symmetric real eigensystem //////////// | 506 | //////////////////// symmetric real eigensystem //////////// |
420 | 507 | ||
diff --git a/packages/base/src/Internal/LAPACK.hs b/packages/base/src/Internal/LAPACK.hs index 64cf2f5..b834b20 100644 --- a/packages/base/src/Internal/LAPACK.hs +++ b/packages/base/src/Internal/LAPACK.hs | |||
@@ -18,6 +18,8 @@ | |||
18 | 18 | ||
19 | module Internal.LAPACK where | 19 | module Internal.LAPACK where |
20 | 20 | ||
21 | import Data.Bifunctor (first) | ||
22 | |||
21 | import Internal.Devel | 23 | import Internal.Devel |
22 | import Internal.Vector | 24 | import Internal.Vector |
23 | import Internal.Matrix hiding ((#), (#!)) | 25 | import Internal.Matrix hiding ((#), (#!)) |
@@ -234,7 +236,9 @@ leftSVAux f st x = unsafePerformIO $ do | |||
234 | ----------------------------------------------------------------------------- | 236 | ----------------------------------------------------------------------------- |
235 | 237 | ||
236 | foreign import ccall unsafe "eig_l_R" dgeev :: R ::> R ::> C :> R ::> Ok | 238 | foreign import ccall unsafe "eig_l_R" dgeev :: R ::> R ::> C :> R ::> Ok |
239 | foreign import ccall unsafe "eig_l_G" dggev :: R ::> R ::> C :> R :> R ::> R ::> Ok | ||
237 | foreign import ccall unsafe "eig_l_C" zgeev :: C ::> C ::> C :> C ::> Ok | 240 | foreign import ccall unsafe "eig_l_C" zgeev :: C ::> C ::> C :> C ::> Ok |
241 | foreign import ccall unsafe "eig_l_GC" zggev :: C ::> C ::> C :> C :> C ::> C ::> Ok | ||
238 | foreign import ccall unsafe "eig_l_S" dsyev :: CInt -> R :> R ::> Ok | 242 | foreign import ccall unsafe "eig_l_S" dsyev :: CInt -> R :> R ::> Ok |
239 | foreign import ccall unsafe "eig_l_H" zheev :: CInt -> R :> C ::> Ok | 243 | foreign import ccall unsafe "eig_l_H" zheev :: CInt -> R :> C ::> Ok |
240 | 244 | ||
@@ -304,6 +308,53 @@ fixeig _ _ = error "fixeig with impossible inputs" | |||
304 | eigOnlyR :: Matrix Double -> Vector (Complex Double) | 308 | eigOnlyR :: Matrix Double -> Vector (Complex Double) |
305 | eigOnlyR = fixeig1 . eigOnlyAux dgeev "eigOnlyR" | 309 | eigOnlyR = fixeig1 . eigOnlyAux dgeev "eigOnlyR" |
306 | 310 | ||
311 | -- | Generalized eigenvalues and right eigenvectors of a pair of real matrices, using LAPACK's /dggev/. | ||
312 | -- The eigenvectors are the columns of v. The eigenvalues are represented as alphas / betas and not sorted. | ||
313 | eigG :: Matrix Double -> Matrix Double -> (Vector (Complex Double), Vector Double, Matrix (Complex Double)) | ||
314 | eigG a b = (alpha', beta, v'') | ||
315 | where | ||
316 | (alpha, beta, v) = eigGaux dggev a b "eigG" | ||
317 | alpha' = fixeig1 alpha | ||
318 | v' = toRows $ trans v | ||
319 | v'' = fromColumns $ fixeig (toList alpha') v' | ||
320 | |||
321 | eigGaux f ma mb st = unsafePerformIO $ do | ||
322 | a <- copy ColumnMajor ma | ||
323 | b <- copy ColumnMajor mb | ||
324 | alpha <- createVector r | ||
325 | beta <- createVector r | ||
326 | vr <- createMatrix ColumnMajor r r | ||
327 | |||
328 | (a # b # alpha # beta #! vr) g #| st | ||
329 | |||
330 | return (alpha, beta, vr) | ||
331 | where | ||
332 | r = rows ma | ||
333 | g ar ac xra xca pa br bc xrb xcb pb alphan palpha betan pbeta = f ar ac xra xca pa br bc xrb xcb pb alphan palpha betan pbeta 0 0 0 0 nullPtr | ||
334 | |||
335 | eigGOnlyAux f ma mb st = unsafePerformIO $ do | ||
336 | a <- copy ColumnMajor ma | ||
337 | b <- copy ColumnMajor mb | ||
338 | alpha <- createVector r | ||
339 | beta <- createVector r | ||
340 | |||
341 | (a # b # alpha #! beta) g #| st | ||
342 | |||
343 | return (alpha, beta) | ||
344 | where | ||
345 | r = rows ma | ||
346 | g ar ac xra xca pa br bc xrb xcb pb alphan palpha betan pbeta = f ar ac xra xca pa br bc xrb xcb pb alphan palpha betan pbeta 0 0 0 0 nullPtr 0 0 0 0 nullPtr | ||
347 | |||
348 | -- | Generalized eigenvalues and right eigenvectors of a pair of complex matrices, using LAPACK's /zggev/. | ||
349 | -- The eigenvectors are the columns of v. The eigenvalues are represented as alphas / betas and not sorted. | ||
350 | eigGC :: Matrix (Complex Double) -> Matrix (Complex Double) -> (Vector (Complex Double), Vector (Complex Double), Matrix (Complex Double)) | ||
351 | eigGC a b = eigGaux zggev a b "eigGC" | ||
352 | |||
353 | eigOnlyG :: Matrix Double -> Matrix Double -> (Vector (Complex Double), Vector Double) | ||
354 | eigOnlyG a b = first fixeig1 $ eigGOnlyAux dggev a b "eigOnlyG" | ||
355 | |||
356 | eigOnlyGC :: Matrix (Complex Double) -> Matrix (Complex Double) -> (Vector (Complex Double), Vector (Complex Double)) | ||
357 | eigOnlyGC a b = eigGOnlyAux zggev a b "eigOnlyGC" | ||
307 | 358 | ||
308 | ----------------------------------------------------------------------------- | 359 | ----------------------------------------------------------------------------- |
309 | 360 | ||
diff --git a/packages/base/src/Numeric/LinearAlgebra.hs b/packages/base/src/Numeric/LinearAlgebra.hs index 91923e9..9670187 100644 --- a/packages/base/src/Numeric/LinearAlgebra.hs +++ b/packages/base/src/Numeric/LinearAlgebra.hs | |||
@@ -131,8 +131,8 @@ module Numeric.LinearAlgebra ( | |||
131 | leftSV, rightSV, | 131 | leftSV, rightSV, |
132 | 132 | ||
133 | -- * Eigendecomposition | 133 | -- * Eigendecomposition |
134 | eig, eigSH, | 134 | eig, geig, eigSH, |
135 | eigenvalues, eigenvaluesSH, | 135 | eigenvalues, geigenvalues, eigenvaluesSH, |
136 | geigSH, | 136 | geigSH, |
137 | 137 | ||
138 | -- * QR | 138 | -- * QR |