sgesvd(3)
NAME
- SGESVD - compute the singular value decomposition (SVD) of
- a real M-by-N matrix A, optionally computing the left and/or
- right singular vectors
SYNOPSIS
SUBROUTINE SGESVD( JOBU, JOBVT, M, N, A, LDA, S, U, LDU,
VT, LDVT, WORK, LWORK, INFO )
CHARACTER JOBU, JOBVT
INTEGER INFO, LDA, LDU, LDVT, LWORK, M, N
REAL A( LDA, * ), S( * ), U( LDU, * ), VT(
LDVT, * ), WORK( * )
PURPOSE
- SGESVD computes the singular value decomposition (SVD) of
- a real M-by-N matrix A, optionally computing the left and/or
- right singular vectors. The SVD is written
- A = U * SIGMA * transpose(V)
- where SIGMA is an M-by-N matrix which is zero except for
- its min(m,n) diagonal elements, U is an M-by-M orthogonal matrix,
- and V is an N-by-N orthogonal matrix. The diagonal elements of
- SIGMA are the singular values of A; they are real and non-nega
- tive, and are returned in descending order. The first min(m,n)
- columns of U and V are the left and right singular vectors of A.
- Note that the routine returns V**T, not V.
ARGUMENTS
- JOBU (input) CHARACTER*1
- Specifies options for computing all or part of the
- matrix U:
= 'A': all M columns of U are returned in array
- U:
= 'S': the first min(m,n) columns of U (the left
- singular vectors) are returned in the array U; = 'O': the first
- min(m,n) columns of U (the left singular vectors) are overwritten
- on the array A; = 'N': no columns of U (no left singular vec
- tors) are computed.
- JOBVT (input) CHARACTER*1
- Specifies options for computing all or part of the
- matrix V**T:
= 'A': all N rows of V**T are returned in the ar
- ray VT;
= 'S': the first min(m,n) rows of V**T (the right
- singular vectors) are returned in the array VT; = 'O': the first
- min(m,n) rows of V**T (the right singular vectors) are overwrit
- ten on the array A; = 'N': no rows of V**T (no right singular
- vectors) are computed.
- JOBVT and JOBU cannot both be 'O'.
- M (input) INTEGER
- The number of rows of the input matrix A. M >= 0.
- N (input) INTEGER
- The number of columns of the input matrix A. N >=
- 0.
- A (input/output) REAL array, dimension (LDA,N)
- On entry, the M-by-N matrix A. On exit, if JOBU =
- 'O', A is overwritten with the first min(m,n) columns of U (the
- left singular vectors, stored columnwise); if JOBVT = 'O', A is
- overwritten with the first min(m,n) rows of V**T (the right sin
- gular vectors, stored rowwise); if JOBU .ne. 'O' and JOBVT .ne.
- 'O', the contents of A are destroyed.
- LDA (input) INTEGER
- The leading dimension of the array A. LDA >=
- max(1,M).
- S (output) REAL array, dimension (min(M,N))
- The singular values of A, sorted so that S(i) >=
- S(i+1).
- U (output) REAL array, dimension (LDU,UCOL)
- (LDU,M) if JOBU = 'A' or (LDU,min(M,N)) if JOBU =
- 'S'. If JOBU = 'A', U contains the M-by-M orthogonal matrix U;
- if JOBU = 'S', U contains the first min(m,n) columns of U (the
- left singular vectors, stored columnwise); if JOBU = 'N' or 'O',
- U is not referenced.
- LDU (input) INTEGER
- The leading dimension of the array U. LDU >= 1;
- if JOBU = 'S' or 'A', LDU >= M.
- VT (output) REAL array, dimension (LDVT,N)
- If JOBVT = 'A', VT contains the N-by-N orthogonal
- matrix V**T; if JOBVT = 'S', VT contains the first min(m,n) rows
- of V**T (the right singular vectors, stored rowwise); if JOBVT =
- 'N' or 'O', VT is not referenced.
- LDVT (input) INTEGER
- The leading dimension of the array VT. LDVT >= 1;
- if JOBVT = 'A', LDVT >= N; if JOBVT = 'S', LDVT >= min(M,N).
- WORK (workspace/output) REAL array, dimension (LWORK)
- On exit, if INFO = 0, WORK(1) returns the optimal
- LWORK; if INFO > 0, WORK(2:MIN(M,N)) contains the unconverged su
- perdiagonal elements of an upper bidiagonal matrix B whose diago
- nal is in S (not necessarily sorted). B satisfies A = U * B * VT,
- so it has the same singular values as A, and singular vectors re
- lated by U and VT.
- LWORK (input) INTEGER
- The dimension of the array WORK. LWORK >= 1.
- LWORK >= MAX(3*MIN(M,N)+MAX(M,N),5*MIN(M,N)). For good perfor
- mance, LWORK should generally be larger.
- If LWORK = -1, then a workspace query is assumed;
- the routine only calculates the optimal size of the WORK array,
- returns this value as the first entry of the WORK array, and no
- error message related to LWORK is issued by XERBLA.
- INFO (output) INTEGER
- = 0: successful exit.
< 0: if INFO = -i, the i-th argument had an ille
- gal value.
> 0: if SBDSQR did not converge, INFO specifies
- how many superdiagonals of an intermediate bidiagonal form B did
- not converge to zero. See the description of WORK above for de
- tails.
- LAPACK version 3.0 15 June 2000