Comparing Nested Dissection Orderings for Parallel Sparse Matrix Factorization
نویسندگان
چکیده
In this paper we compare nested dissection orderings obtained by diierent graph bisection heuristics. In the context of parallel sparse matrix factorization the quality of an ordering is not only determined by its ll reducing capability, but also depends on the dif-culty with which a balanced mapping of the load onto the processors of the parallel computer can be found. Our analysis shows that sophisticated local bisection heuristics combined with the mul-tilevel method result in high quality orderings. Furthermore, these orderings can be computed in a reasonable amount of time.
منابع مشابه
Reducing the ll-in size for an elimination tree
In sparse Cholesky factorization, nding elimination orderings that produce small ll-in is very important and various heuristics have been proposed. For parallel computations, good orderings should produce elimination trees of low height. Finding optimal ll-in orderings and nding optimal height orderings are NP-hard problems. A class of Nested Dissection orderings with minimal separators, has be...
متن کاملEffective Sparse Matrix Ordering: Just Around the BEND
When performing sparse matrix factorization, the ordering of matrix rows and columns has a dramatic impact on the factorization time. This paper describes an approach to the reordering problem that produces signiicantly better orderings than previous methods. The algorithm is a hybrid of nested dissection and minimum degree ordering, and combines an assortment of algorithmic techniques.
متن کاملImproving the Run Time and Quality of Nested Dissection Ordering
When performing sparse matrix factorization, the ordering of matrix rows and columns has a dramatic impact on the factorization time. This paper describes an approach to the reordering problem that produces significantly better orderings than prior methods. The algorithm is a hybrid of nested dissection and minimum degree ordering, and combines an assortment of different algorithmic advances. N...
متن کاملNumerical Stability of Nested Dissection Orderings By Indu
Rigorous bounds on rounding errors for sparse positive definite matrices are obtained. When used for nested dissection orderings of finite element matrices, the analysis furnishes bounds which are stronger than those for band orderings.
متن کاملReducing the Height of an Elimination Tree through Local Reorderings
Finding low elimination trees is important in parallel Cholesky factorization. We look at two orderings for achieving low height, Nested Dissection and Maximal Independent Subset, and show that in general they will not give a minimum height elimination tree. A more general version of Nested Dissection called Minimal Cutset orderings is shown to always contain an ordering that gives a minimum he...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1995