Alignment and distribution is NOT (always) NP-hard

Vincent Boudet, F. Rastello, Y. Robert
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引用次数: 8

Abstract

An efficient algorithm to simultaneously implement array alignment and data/computation distribution is introduced and evaluated. We re-visit previous work of Li and Chen (J. Li and M. Chen, 1990; 1991), and we show that their alignment step should not be conducted without preserving the potential parallelism. In other words, the optimal alignment may well sequentialize computations, whatever the distribution afterwards. We provide an efficient algorithm that handles alignment and data/computation distribution simultaneously. The good news is that several important instances of the whole alignment/distribution problem have polynomial complexity, while alignment itself is NP-complete (J. Li and M. Chen, 1990).
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对齐和分配并不(总是)np困难
介绍并评价了一种同时实现阵列对齐和数据/计算分配的有效算法。我们重新审视Li和Chen之前的工作(J. Li and M. Chen, 1990;1991),我们表明,如果不保留潜在的并行性,他们的对齐步骤不应该进行。换句话说,无论之后的分布如何,最佳对齐都可以很好地将计算顺序化。我们提供了一种高效的算法,可以同时处理对齐和数据/计算分布。好消息是,整个对齐/分布问题的几个重要实例具有多项式复杂度,而对齐本身是np完全的(J. Li和M. Chen, 1990)。
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