Developer Reference for Intel® oneAPI Math Kernel Library - C

Developer Reference

  • 2021.1
  • 12/04/2020
  • Public Content
Contents

?bdsvdx

Computes the SVD of a bidiagonal matrix.

Syntax

lapack_int
LAPACKE_sbdsvdx
(
int
matrix_layout
,
char
uplo
,
char
jobz
,
char
range
,
lapack_int
n
,
float
*
d
,
float
*
e
,
float
vl
,
float
vu
,
lapack_int
il
,
lapack_int
iu
,
lapack_int
*
ns
,
float
*
s
,
float
*
z
,
lapack_int
ldz
,
lapack_int
*
superb
);
lapack_int
LAPACKE_dbdsvdx
(
int
matrix_layout
,
char
uplo
,
char
jobz
,
char
range
,
lapack_int
n
,
double
*
d
,
double
*
e
,
double
vl
,
double
vu
,
lapack_int
il
,
lapack_int
iu
,
lapack_int
*
ns
,
double
*
s
,
double
*
z
,
lapack_int
ldz
,
lapack_int
*
superb
);
Include Files
  • mkl.h
Description
?bdsvdx
 computes the singular value decomposition (SVD) of a real
n
-by-
n
 (upper or lower) bidiagonal matrix
B
,
B
 =
U
 *
S
 *
VT
, where
S
 is a diagonal matrix with non-negative diagonal elements (the singular values of
B
), and
U
 and
VT
 are orthogonal matrices of left and right singular vectors, respectively.
Given an upper bidiagonal
B
 with diagonal
d
 = [
d
1
d
2
 ...
d
n
] and superdiagonal
e
 = [
e
1
e
2
 ...
e
n
 - 1
],
?bdsvdx
 computes the singular value decompositon of
B
 through the eigenvalues and eigenvectors of the
n
*2-by-
n
*2 tridiagonal matrix
If (
s
,
u
,
v
) is a singular triplet of
B
 with ||
u
|| = ||
v
|| = 1, then (
±
s
,
q
), ||
q
|| = 1, are eigenpairs of TGK, with
, and
.
Given a TGK matrix, one can either
  1. compute -
    s
    , -
    v
     and change signs so that the singular values (and corresponding vectors) are already in descending order (as in
    ?gesvd
    /
    ?gesdd
    ) or
  2. compute
    s
    ,
    v
     and reorder the values (and corresponding vectors).
?bdsvdx
 implements (1) by calling
?stevx
 (bisection plus inverse iteration, to be replaced with a version of the Multiple Relative Robust Representation algorithm. (See P. Willems and B. Lang, A framework for the MR^3 algorithm: theory and implementation, SIAM J. Sci. Comput., 35:740-766, 2013.)
Input Parameters
matrix_layout
Specifies whether matrix storage layout is row major (
LAPACK_ROW_MAJOR
) or column major (
LAPACK_COL_MAJOR
).
uplo
= 'U':
B
 is upper bidiagonal;
= 'L': B is lower bidiagonal.
jobz
= 'N': Compute singular values only;
= 'V': Compute singular values and singular vectors.
range
= 'A': Find all singular values.
= 'V': all singular values in the half-open interval [
vl
,
vu
) are found.
= 'I': the
il
-th through
iu
-th singular values are found.
n
The order of the bidiagonal matrix.
n
 >= 0.
d
Array, size
n
.
The
n
 diagonal elements of the bidiagonal matrix
B
.
e
Array, size (max(1,
n
 - 1))
The (
n
 - 1) superdiagonal elements of the bidiagonal matrix
B
 in elements 1 to
n
 - 1.
vl
vl
≥
 0.
vu
If
range
='V', the lower and upper bounds of the interval to be searched for singular values.
vu
 >
vl
.
Not referenced if
range
 = 'A' or 'I'.
il
,
iu
If
range
='I', the indices (in ascending order) of the smallest and largest singular values to be returned.
1
≤
il
≤
iu
≤
 min(
m
,
n
), if min(
m
,
n
) > 0.
Not referenced if
range
 = 'A' or 'V'.
ldz
The leading dimension of the array
z
.
ldz
≥
 1, and if
jobz
 = 'V',
ldz
≥
 max(2,
n
*2).
Output Parameters
ns
The total number of singular values found. 0
≤
ns
≤
n
.
If
range
 = 'A',
ns
 =
n
, and if
range
 = 'I',
ns
 =
iu
 -
il
 + 1.
s
Array, size (
n
)
The first
ns
 elements contain the selected singular values in ascending order.
z
Array, size
2*
n
*
k
If
jobz
 = 'V', then if
info
 = 0 the first
ns
 columns of
z
 contain the singular vectors of the matrix
B
 corresponding to the selected singular values, with
U
 in rows 1 to
n
 and
V
 in rows
n
+1 to
n
*2, i.e.
z
 =
If
jobz
 = 'N', then
z
 is not referenced.
Make sure that at least
k
 =
ns
+1 columns are supplied in the array
z
; if
range
 = 'V', the exact value of
ns
 is not known in advance and an upper bound must be used.
superb
Array, size (12*
n
).
If
jobz
 = 'V', then if
info
 = 0, the first
ns
 elements of
iwork
 are zero. If
info
 > 0, then
iwork
 contains the indices of the eigenvectors that failed to converge in
?stevx
.
Return Values
This function returns a value
info
.
= 0: successful exit.
< 0: if
info
 = -
i
, the
i
-th argument had an illegal value.
> 0:
if
info
 =
i
, then
i
 eigenvectors failed to converge in
?stevx
. The indices of the eigenvectors (as returned by
?stevx
) are stored in the array
iwork
.
if
info
 =
n
*2 + 1, an internal error occurred.

Product and Performance Information

1

Performance varies by use, configuration and other factors. Learn more at www.Intel.com/PerformanceIndex.