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Efficient Heterogeneous Architecture Floorplan Optimization using Analytical Methods

机译:使用分析方法的高效异构架构平面图优化

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This paper argues the case for the use of analytical models in FPGA architecture exploration. We show that the problem, when simplified, is amenable to formal optimization techniques such as integer linear programming. However, the simplification process may lead to inaccurate models. To test the overall methodology, we feed the resulting architectures to VPR 5.0 and quantify their performance in comparison with traditional design methodologies. Our results show that the resulting architectures are better than those found using parameter sweep techniques. In addition, we show that these architectures can be further improved by combining the accuracy of VPR 5.0 with the efficiency of analytical techniques. This is achieved using a closed loop framework which iteratively refines the analytical model using the place and route outputs from VPR.
机译:本文提出了在FPGA体系结构探索中使用分析模型的案例。我们表明,简化后的问题适用于诸如整数线性规划之类的形式优化技术。但是,简化过程可能会导致模型不准确。为了测试总体方法,我们将生成的体系结构提供给VPR 5.0,并与传统设计方法进行比较来量化其性能。我们的结果表明,最终的体系结构比使用参数扫描技术发现的体系结构更好。此外,我们表明通过将VPR 5.0的准确性与分析技术的效率相结合,可以进一步改善这些体系结构。这是通过使用闭环框架实现的,该框架使用VPR的布局和路线输出迭代地完善分析模型。

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