Multilevel Hypergraph Partitioning: Applications in VLSI Domain
| George Karypis, Rajat Aggarwal, Vipin Kumar, and Shashi Shekhar |
| IEEE Transactions on VLSI Systems, Vol. 7, No. 1, pp. 69-79, 1999 |
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| Abstract In this paper, we present a new hypergraph partitioning algorithm that is based on the multilevel paradigm. In the multilevel paradigm, a sequence of successively coarser hypergraphs is constructed. A bisection of the smallest hypergraph is computed and it is used to obtain a bisection of the original hypergraph by successively projecting and refining the bisection to the next level finer hypergraph. We have developed new hypergraph coarsening strategies within the multilevel framework. We evaluate their performance both in terms of the size of the hyperedge cut on the bisection, as well as on the run time for a number of very large scale integration circuits. Our experiments show that our multilevel hypergraph-partitioning algorithm produces high-quality partitioning in a relatively small amount of time. The quality of the partitionings produced by our scheme are on the average 6%-23% better than those produced by other state-of-the-art schemes. Furthermore, our partitioning algorithm is significantly faster, often requiring 4-10 times less time than that required by the other schemes. Our multilevel hypergraph-partitioning algorithm scales very well for large hypergraphs. Hypergraphs with over 100,000 vertices can be bisected in a few minutes on today's workstations. Also, on the large hypergraphs, our scheme outperforms other schemes (in hyperedge cut) quite consistently with larger margins (9%-30%). |
| Comments This is an expanded version of the DAC 1997 paper, which introduced the algorithms of [hlink:[metis/hmetis/overview][hMETIS]]. |
| Research topics: Circuit partitioning | hMETIS |