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An Evaluation on the Accuracy of the Minimum-Width Transistor Area Models in Ranking the Layout Area of FPGA Architectures

机译:在FPGA架构布局区域中对最小宽度晶体管区域模型进行精度评估

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This work provides an evaluation on the accuracy of the minimum-width transistor area models in ranking the actual layout area of FPGA architectures. Both the original VPR area model and the new COFFE area model are compared against the actual layouts with up to three metal layers for the various FPGA building blocks. We found that both models have significant variations with respect to the accuracy of their predictions across the building blocks. In particular, the original VPR model overestimates the layout area of larger buffers, full adders, and multiplexers by as much as 38%, while they underestimate the layout area of smaller buffers and multiplexers by as much as 58%, for an overall prediction error variation of 96%. The newer COFFE model also significantly overestimates the layout area of full adders by 13% and underestimates the layout area of multiplexers by a maximum of 60% for a prediction error variation of 73%. Such variations are particularly significant considering sensitivity analyses are not routinely performed in FPGA architectural studies. Our results suggest that such analyses are extremely important in studies that employ the minimum-width area models so the tolerance of the architectural conclusions against the prediction error variations can be quantified. Furthermore, an open-source version of the layouts of the actual FPGA building blocks should be created so their actual layout area can be used to achieve a highly accurate ranking of the implementation area of FPGA architectures built upon these layouts.
机译:这项工作评估了最小宽度晶体管面积模型在对FPGA架构的实际布局面积进行排名时的准确性。将原始VPR区域模型和新的COFFE区域模型都与实际布局进行了比较,并针对各种FPGA构建块使用了多达三个金属层。我们发现,这两种模型在整个构建块的预测准确性方面都存在显着差异。特别是,原始的VPR模型高估了较大缓冲区,完整加法器和多路复用器的布局面积多达38%,而它们又低估了较小缓冲区和多路复用器的布局面积多达58%,从而导致整体预测误差差异为96%。较新的COFFE模型也将高加法器的布局面积高估了13%,将多路复用器的布局面积低估了最多60%,而预测误差变化为73%。考虑到在FPGA架构研究中通常不会进行灵敏度分析,因此这种变化特别重要。我们的结果表明,这种分析在采用最小宽度面积模型的研究中极为重要,因此可以量化体系结构结论对预测误差变化的容忍度。此外,应创建实际FPGA构建块布局的开放源代码版本,以便可以使用其实际布局区域对基于这些布局构建的FPGA体系结构的实现区域进行高度准确的排名。

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