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The main thrust of WARP is to adapt previous event-based transport algorithms to the new GPU hardware; the algorithmic choices for all parts of which are presented in this paper.
A brief performance study is included to show the viability of the stochastic domain decomposition approach and to illustrate the effect of algorithmic choices on the solver's efficiency.
We focus on the roofline model, now broadly used in the high-performance computing community, which considers the achievable performance in terms of the peak memory bandwidth and peak floating point performance of a computer with respect to algorithmic choices.
In reading the article, we discovered that a significant portion of it (∼40%, or 10 pages) repeats three large fragments from our own previously published work, Shchepetkin and McWilliams (2005) [2] (hereafter SM2005), but now presented in such a way that the motivation for the specific algorithmic choices made in ROMS and the relations among the different model components are no longer clear.
Felix pairs Maeve's brain to his tablet and watches her watch her own speech unfold in a series of algorithmic choices until she fritzes out.
The key point of interest lies in the specifics of the noise: each customer receives an entirely unique form of white noise that is dependent on a series of algorithmic choices they make.
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We believe that this modest difference points to the runtime being dominated by things other than the algorithmic choice: for example, MapReduce's overheads (which are common to both algorithms' implementations).
Overall, EMODPS poses a promising method for discovering key reservoir management tradeoffs; however algorithmic choice remains a key concern for problems of increasing complexity.
Many of the algorithms tested have a variety of different advanced features which were not compared in detail so depending on ones objective the optimal algorithmic choice could differ.
> Figure 20 illustrates the impact of the algorithmic choice in the efficiency of BicPAM.
The second most significant algorithmic choice was whether we performed a combined or a supertree analysis, with CA-MP more accurate than MRP-MP and wMRP-MP, and similarly CA-ML more accurate than MRP-ML and wMRP-ML.
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