Optimal Mappings of q-ary and Binomial Trees into Parallel Memory Modules for Fast and Conflict-Free Access to Path and Subtree Templates

Author： Das S.K. Pinotti M.C.

Publisher： Academic Press

ISSN： 0743-7315

Source： Journal of Parallel and Distributed Computing, Vol.60, Iss.8, 2000-08, pp. : 998-1027

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Abstract

The main memory access latency can significantly slow down the overall performance of a computer system due to the fact that average cycle time of the main memory is typically a factor of 5–10 times higher than that of a processor. To cope with this problem, in addition to the use of caches, the main memory of a multiprocessor architecture is usually organized into multiple modules or banks. Although such organization enhances memory bandwidth, the amount of data that the multiprocessor can retrieve in the same memory cycle, conflicts due to simultaneous attempts to access the same memory module may reduce the effective bandwidth. Therefore, efficient mapping schemes are required to distribute data in such a way that regular patterns, called templates, of various structures can be retrieved in parallel without memory conflicts. Prior work on data mappings mostly dealt with conflict-free access to templates such as rows, columns, or diagonals of (multidimensional) arrays, and only limited attention has been paid to access templates of nonnumeric structures such as trees. In this paper, we study optimal and balanced mappings for accessing path and subtree templates of trees, where a mapping will be called optimal if it allows conflict-free access to templates with as few memory banks as possible. An optimal mapping will also be called balanced if it distributes as evenly as possible the nodes of the entire tree among the memory banks available. In particular, based on Latin squares, we propose an optimal and balanced mapping for leaf-to-root paths of q-ary trees. Another (recursive) mapping for leaf-to-root paths of binary trees raises interesting combinatorial problems. We also derive an optimal and balanced mapping to access complete t-ary subtrees of complete q-ary trees, where 2tq, and an optimal mapping for subtrees of binomial trees. Copyright 2000 Academic Press.