ZLATBS(3)
π¦ zlatbs.f(3) β like, the Library Functions Manual page, bestie π
okay so this is a page straight out of the Library Functions Manual β it's zlatbs.f(3) and it's literally the LAPACK girlie who solves triangular banded systems of equations for you. no cap, she's iconic. let's get into it β¨
πΈ NAME πΈ
/home/abuild/rpmbuild/BUILD/lapack-static-3.12.0-build/lapack-3.12.0/SRC/zlatbs.f
that's the whole name. it's just the file path. she's mysterious like that π
β¨ SYNOPSIS β¨
Functions/Subroutines
subroutine ZLATBS (uplo, trans, diag, normin, n, kd, ab, ldab, x, scale,
cnorm, info)
ZLATBS solves a triangular banded system of equations. periodt. π₯
π Function/Subroutine Documentation π
subroutine ZLATBS (character uplo, character trans, character diag,
character normin, integer n, integer kd, complex*16, dimension( ldab, *
) ab, integer ldab, complex*16, dimension( * ) x, double precision
scale, double precision, dimension( * ) cnorm, integer info)
ZLATBS solves a triangular banded system of equations. (yes i said it twice, it's important, let her have this π)
π Purpose π
ZLATBS solves one of the triangular systems
A * x = s*b, A**T * x = s*b, or A**H * x = s*b,
with scaling to prevent overflow, where A is an upper or lower triangular band matrix. Here A**T denotes the transpose of A, x and b are n-element vectors, and s is a scaling factor, usually less than or equal to 1, chosen so that the components of x will be less than the overflow threshold. If the unscaled problem will not cause overflow, the Level 2 BLAS routine ZTBSV is called. If the matrix A is singular (A(j,j) = 0 for some j), then s is set to 0 and a non-trivial solution to A*x = 0 is returned. π«Ά
π Parameters π
UPLOβ isCHARACTER*1. Specifies whether the matrix A is upper or lower triangular.= 'U': Upper triangular.= 'L': Lower triangular. πTRANSβ isCHARACTER*1. Specifies the operation applied to A.= 'N': SolveA * x = s*b(No transpose).= 'T': SolveA**T * x = s*b(Transpose).= 'C': SolveA**H * x = s*b(Conjugate transpose). πDIAGβ isCHARACTER*1. Specifies whether or not the matrix A is unit triangular.= 'N': Non-unit triangular.= 'U': Unit triangular. πNORMINβ isCHARACTER*1. Specifies whetherCNORMhas been set or not.= 'Y':CNORMcontains the column norms on entry.= 'N':CNORMis not set on entry. On exit, the norms will be computed and stored inCNORM. πNβ isINTEGER. The order of the matrix A.N >= 0. π’KDβ isINTEGER. The number of subdiagonals or superdiagonals in the triangular matrix A.KD >= 0.ABβ isCOMPLEX*16array, dimension(LDAB,N). The upper or lower triangular band matrix A, stored in the firstKD+1rows of the array. The j-th column of A is stored in the j-th column of the arrayABas follows: ifUPLO = 'U',AB(kd+1+i-j,j) = A(i,j)formax(1,j-kd)<=i<=j; ifUPLO = 'L',AB(1+i-j,j) = A(i,j)forj<=i<=min(n,j+kd). π§LDABβ isINTEGER. The leading dimension of the arrayAB.LDAB >= KD+1.Xβ isCOMPLEX*16array, dimension(N). On entry, the right hand side b of the triangular system. On exit,Xis overwritten by the solution vector x. π¦SCALEβ isDOUBLE PRECISION. The scaling factor s for the triangular systemA * x = s*b, A**T * x = s*b, or A**H * x = s*b.IfSCALE = 0, the matrix A is singular or badly scaled, and the vector x is an exact or approximate solution toA*x = 0. βοΈCNORMβ isDOUBLE PRECISIONarray, dimension(N).
If NORMIN = 'Y', CNORM is an input argument and CNORM(j) contains the norm of the off-diagonal part of the j-th column of A. If TRANS = 'N', CNORM(j) must be greater than or equal to the infinity-norm, and if TRANS = 'T' or 'C', CNORM(j) must be greater than or equal to the 1-norm.
If NORMIN = 'N', CNORM is an output argument and CNORM(j) returns the 1-norm of the offdiagonal part of the j-th column of A. π
INFOβ isINTEGER.= 0: successful exit.< 0: ifINFO = -k, the k-th argument had an illegal value. π¨
π₯Ί Author π₯Ί
- Univ. of Tennessee
- Univ. of California Berkeley
- Univ. of Colorado Denver
- NAG Ltd.
the whole squad showed up, we love a collab π
π₯ Further Details: π₯
A rough bound on x is computed; if that is less than overflow, ZTBSV is called, otherwise, specific code is used which checks for possible overflow or divide-by-zero at every operation. fr fr, she's thorough.
A columnwise scheme is used for solving A*x = b. The basic algorithm if A is lower triangular is
x[1:n] := b[1:n]
for j = 1, ..., n
x(j) := x(j) / A(j,j)
x[j+1:n] := x[j+1:n] - x(j) * A[j+1:n,j]
end
Define bounds on the components of x after j iterations of the loop:
M(j) = bound on x[1:j]
G(j) = bound on x[j+1:n]
Initially, let M(0) = 0 and G(0) = max{x(i), i=1,...,n}.
Then for iteration j+1 we have
M(j+1) <= G(j) / | A(j+1,j+1) |
G(j+1) <= G(j) + M(j+1) * | A[j+2:n,j+1] |
<= G(j) ( 1 + CNORM(j+1) / | A(j+1,j+1) | )
where CNORM(j+1) is greater than or equal to the infinity-norm of column j+1 of A, not counting the diagonal. Hence
G(j) <= G(0) product ( 1 + CNORM(i) / | A(i,i) | )
1<=i<=j
and
|x(j)| <= ( G(0) / |A(j,j)| ) product ( 1 + CNORM(i) / |A(i,i)| )
1<=i< j
Since |x(j)| <= M(j), we use the Level 2 BLAS routine ZTBSV if the reciprocal of the largest M(j), j=1,..,n, is larger than max(underflow, 1/overflow). π
The bound on x(j) is also used to determine when a step in the columnwise method can be performed without fear of overflow. If the computed bound is greater than a large constant, x is scaled to prevent overflow, but if the bound overflows, x is set to 0, x(j) to 1, and scale to 0, and a non-trivial solution to A*x = 0 is found. π
Similarly, a row-wise scheme is used to solve A**T *x = b or A**H *x = b. The basic algorithm for A upper triangular is
for j = 1, ..., n
x(j) := ( b(j) - A[1:j-1,j]' * x[1:j-1] ) / A(j,j)
end
We simultaneously compute two bounds
G(j) = bound on ( b(i) - A[1:i-1,i]' * x[1:i-1] ), 1<=i<=j
M(j) = bound on x(i), 1<=i<=j
The initial values are G(0) = 0, M(0) = max{b(i), i=1,..,n}, and we add the constraint G(j) >= G(j-1) and M(j) >= M(j-1) for j >= 1. Then the bound on x(j) is
M(j) <= M(j-1) * ( 1 + CNORM(j) ) / | A(j,j) |
<= M(0) * product ( ( 1 + CNORM(i) ) / |A(i,i)| )
1<=i<=j
and we can safely call ZTBSV if 1/M(n) and 1/G(n) are both greater than max(underflow, 1/overflow). slay. π
β¨
Definition at line 241 of file zlatbs.f.
π Author π
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