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- CLALSD - use the singular value decomposition of A to solve the least
- squares problem of finding X to minimize the Euclidean norm of each
- column of A*X-B, where A is N-by-N upper bidiagonal, and X and B are N-
- by-NRHS
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- SSSSYYYYNNNNOOOOPPPPSSSSIIIISSSS
- SUBROUTINE CLALSD( UPLO, SMLSIZ, N, NRHS, D, E, B, LDB, RCOND, RANK,
- WORK, RWORK, IWORK, INFO )
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- CHARACTER UPLO
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- INTEGER INFO, LDB, N, NRHS, RANK, SMLSIZ
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- REAL RCOND
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- INTEGER IWORK( * )
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- REAL D( * ), E( * ), RWORK( * )
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- COMPLEX B( LDB, * ), WORK( * )
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- IIIIMMMMPPPPLLLLEEEEMMMMEEEENNNNTTTTAAAATTTTIIIIOOOONNNN
- These routines are part of the SCSL Scientific Library and can be loaded
- using either the -lscs or the -lscs_mp option. The -lscs_mp option
- directs the linker to use the multi-processor version of the library.
-
- When linking to SCSL with -lscs or -lscs_mp, the default integer size is
- 4 bytes (32 bits). Another version of SCSL is available in which integers
- are 8 bytes (64 bits). This version allows the user access to larger
- memory sizes and helps when porting legacy Cray codes. It can be loaded
- by using the -lscs_i8 option or the -lscs_i8_mp option. A program may use
- only one of the two versions; 4-byte integer and 8-byte integer library
- calls cannot be mixed.
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- PPPPUUUURRRRPPPPOOOOSSSSEEEE
- CLALSD uses the singular value decomposition of A to solve the least
- squares problem of finding X to minimize the Euclidean norm of each
- column of A*X-B, where A is N-by-N upper bidiagonal, and X and B are N-
- by-NRHS. The solution X overwrites B. The singular values of A smaller
- than RCOND times the largest singular value are treated as zero in
- solving the least squares problem; in this case a minimum norm solution
- is returned. The actual singular values are returned in D in ascending
- order.
-
- This code makes very mild assumptions about floating point arithmetic. It
- will work on machines with a guard digit in add/subtract, or on those
- binary machines without guard digits which subtract like the Cray XMP,
- Cray YMP, Cray C 90, or Cray 2. It could conceivably fail on hexadecimal
- or decimal machines without guard digits, but we know of none.
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- UPLO (input) CHARACTER*1
- = 'U': D and E define an upper bidiagonal matrix.
- = 'L': D and E define a lower bidiagonal matrix.
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- SMLSIZ (input) INTEGER The maximum size of the subproblems at the
- bottom of the computation tree.
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- N (input) INTEGER
- The dimension of the bidiagonal matrix. N >= 0.
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- NRHS (input) INTEGER
- The number of columns of B. NRHS must be at least 1.
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- D (input/output) REAL array, dimension (N)
- On entry D contains the main diagonal of the bidiagonal matrix. On
- exit, if INFO = 0, D contains its singular values.
-
- E (input) REAL array, dimension (N-1)
- Contains the super-diagonal entries of the bidiagonal matrix. On
- exit, E has been destroyed.
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- B (input/output) COMPLEX array, dimension (LDB,NRHS)
- On input, B contains the right hand sides of the least squares
- problem. On output, B contains the solution X.
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- LDB (input) INTEGER
- The leading dimension of B in the calling subprogram. LDB must be
- at least max(1,N).
-
- RCOND (input) REAL
- The singular values of A less than or equal to RCOND times the
- largest singular value are treated as zero in solving the least
- squares problem. If RCOND is negative, machine precision is used
- instead. For example, if diag(S)*X=B were the least squares
- problem, where diag(S) is a diagonal matrix of singular values,
- the solution would be X(i) = B(i) / S(i) if S(i) is greater than
- RCOND*max(S), and X(i) = 0 if S(i) is less than or equal to
- RCOND*max(S).
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- RANK (output) INTEGER
- The number of singular values of A greater than RCOND times the
- largest singular value.
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- WORK (workspace) COMPLEX array, dimension at least
- (N * NRHS).
-
- RWORK (workspace) REAL array, dimension at least
- (9*N + 2*N*SMLSIZ + 8*N*NLVL + 3*SMLSIZ*NRHS + (SMLSIZ+1)**2),
- where NLVL = MAX( 0, INT( LOG_2( MIN( M,N )/(SMLSIZ+1) ) ) + 1 )
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- IWORK (workspace) INTEGER array, dimension at least
- (3*N*NLVL + 11*N).
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- INFO (output) INTEGER
- = 0: successful exit.
- < 0: if INFO = -i, the i-th argument had an illegal value.
- > 0: The algorithm failed to compute an singular value while
- working on the submatrix lying in rows and columns INFO/(N+1)
- through MOD(INFO,N+1).
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- FFFFUUUURRRRTTTTHHHHEEEERRRR DDDDEEEETTTTAAAAIIIILLLLSSSS
- Based on contributions by
- Ming Gu and Ren-Cang Li, Computer Science Division, University of
- California at Berkeley, USA
- Osni Marques, LBNL/NERSC, USA
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- INTRO_LAPACK(3S), INTRO_SCSL(3S)
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- This man page is available only online.
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