论文标题
深层双向变压器，用于SOC流量规格挖掘
Deep Bidirectional Transformers for SoC Flow Specification Mining
论文作者
论文摘要
高质量的系统级消息流量规格可以导致对片上系统（SOC）设计的全面验证。我们提出了一种颠覆性方法，该方法利用注意机制从SOC IP通信轨迹中产生准确的流动规范。所提出的方法可以克服由现有流动规范挖掘工具通常发现极具挑战性的多项式设计的并发和并行性引起的SOC痕迹的固有复杂性。与专门针对流量规格挖掘问题的几种工具相比，对高度交错痕迹的实验显示出令人鼓舞的流动重建。
High-quality system-level message flow specifications can lead to comprehensive validation of system-on-chip (SoC) designs. We propose a disruptive method that utilizes an attention mechanism to produce accurate flow specifications from SoC IP communication traces. The proposed method can overcome the inherent complexity of SoC traces induced by the concurrency and parallelism of multicore designs that existing flow specification mining tools often find extremely challenging. Experiments on highly interleaved traces show promising flow reconstruction compared to several tools dedicated to the flow specification mining problem.
