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Dynamic Chunking for Out-of-Core Volume Visualization Applications

机译:用于外核卷可视化应用程序的动态块

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Given the size of today's data, out-of-core visualization techniques are increasingly important in many domains of scientific research. In earlier work a technique called dynamic chunking [1] was proposed that can provide significant performance improvements for an out-of-core, arbitrary direction slicer application. In this work we validate dynamic chunking for several common data access patterns used in volume visualization applications. We propose optimizations that take advantage of extra knowledge about how data is accessed or knowledge about the behavior of previous iterations and can significantly improve performance. We present experimental results that show that dynamic chunking has performance close to regular chunking but has the added advantage that no reorganization of data is required. Dynamic chunking with the proposed optimizations can be significantly faster on average than chunking for certain common data access patterns.
机译:鉴于当今数据的规模,在科学研究的许多域中越来越重要。在早期的工作中,提出了一种称为动态块[1]的技术,可以对核心外,任意方向切片机应用提供显着的性能改进。在这项工作中,我们验证了用于卷可视化应用程序中使用的几种常见数据访问模式的动态块。我们提出了优化,利用关于如何访问数据的额外知识或了解先前迭代行为的知识,并且可以显着提高性能。我们提出了实验结果,表明动态块具有接近常规块的性能,但具有额外的优势,即不需要重组数据。具有所提出的优化的动态块平均可以比某些常见数据访问模式的块更快。

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