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Towards a single model of efficient computation in real parallel machines
Authors:Pilar de la Torre  Clyde P Kruskal
Affiliation:

a Department of Computer Science, University of New Hampshire, Durham, NH 03824, USA

b Department of Computer Science, University of Maryland, College Park, MD 20742, USA

Abstract:
We propose a model of parallel computation, the YPRAM, that allows general parallel algorithms to be designed for a wide class of parallel models. The basic model captures locality among processors, which is measured as a function of two parameters; latency and bandwidth.

We design YPRAM algorithms for solving several fundamental problems: parallel prefix, sorting, sorting numbers from a bounded range, and list ranking. We show that our model predicts, reasonably accurately, the actual known performances of several basic parallel models — PRAM, hypercube, mesh and tree — when solving these problems.

Keywords:Models of parallel computation   parallel algorithms   efficient parallel algorithms   PRAM   parallel processing   processor networks   latency   bandwidth   YPRAM
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