早期设计空间探索的高水平定量互连估计

R. Meeuws, K. Sigdel, Y. Yankova, K. Bertels
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引用次数: 12

摘要

在本文中,我们提出了一种在设计的早期阶段预测互连资源的方法。该方法是对早期设计空间探索的Quipu多维定量预测模型的扩展。Quipu是Delft Workbench项目的一部分,该项目是一个半自动工具平台,支持异构计算系统的集成软硬件协同设计。由于这种工具平台的设计具有高度迭代的性质,因此需要对硬件属性进行快速和早期的估计。一个特别重要的方面是互连资源的利用,随着设计变得更大,互连资源的利用也在增加,甚至到了一些设计不再可路由的地步。我们在Delft Workbench工具平台中使用偏最小二乘回归(PLSR)和软件复杂性度量(SCM)建立了一种从c级描述估计互连的方法。我们表明,我们的方法可以做出预期误差为31.6%的预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High level quantitative interconnect estimation for Early Design Space Exploration
In this paper, we present an approach for prediction of interconnect resources at the early stages of design. This approach was developed as an extension to the Quipu multi-dimensional quantitative prediction model for early design space exploration. Quipu is a part of the Delft Workbench project, a semi-automatic tool platform supporting integrated hardware-software co-design for heterogeneous computing systems. Because of the highly iterative nature of design in such tool platforms, fast and early estimates of hardware properties are required. One aspect of particular importance is the utilization of interconnect resources, which has increased with designs becoming larger, even to the point where some designs are no longer routable. We establish a method of estimating interconnect from a C-level description using partial least squares regression (PLSR) and software complexity metrics (SCM) for use in the Delft Workbench tool platform. We show that our approach can make predictions with an expected error of 31.6%.
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