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Algorithm clustering for multi-algorithm processor design

机译:用于多算法处理器设计的算法聚类

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An Application Specific Instruction-set Processor (ASIP) is a specialized processor tailored to run a particular application/s efficiently. However, when there are multiple candidate applications in the application's domain it is difficult and time consuming to find optimum set of applications to be implemented. Existing ASIP design approaches perform this selection manually based on a designer's knowledge. We help in cutting down the number of candidate applications by devising a classification method to cluster similar applications based on the special-purpose operations they share. This provides a significant reduction in the comparison overhead while resulting in customized ASIP instruction sets which can benefit a whole family of related applications. Our method gives users the ability to quantify the degree of similarity between the sets of shared operations to control the size of clusters. A case study involving twelve algorithms confirms that our approach can successfully cluster similar algorithms together based on the similarity of their component operations.
机译:专用指令集处理器(ASIP)是专门为有效运行特定应用程序而设计的专用处理器。但是,当应用程序域中有多个候选应用程序时,查找要实现的最佳应用程序集既困难又耗时。现有的ASIP设计方法基于设计人员的知识手动执行此选择。通过设计分类方法,以基于相似应用程序共享的特殊用途将它们聚类,我们有助于减少候选应用程序的数量。这大大降低了比较开销,同时产生了可让整个相关应用程序系列受益的定制ASIP指令集。我们的方法使用户能够量化共享操作集之间的相似程度,以控制群集的大小。涉及十二种算法的案例研究证实,我们的方法可以基于组件操作的相似性将相似的算法成功地聚类在一起。

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