Secure High-Level Synthesis: Challenges and Solutions

Nitin Pundir, Farimah Farahmandi, M. Tehranipoor
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引用次数: 4

Abstract

High-level synthesis (HLS) has significantly reduced time and complexity of the hardware design by raising the abstraction to high-level languages (HLL) like C/C++. HLS has allowed non-hardware engineers to quickly prototype and test their algorithmic flow, and enabled hardware developers to build hardware quicker for emerging algorithmic designs such as machine learning (ML) and artificial intelligence (AI) networks. However, current HLS tools were not designed with security in mind as they only optimize the design for area, power, time, and throughput. As a result, security vulnerabilities may be introduced in the HLS-generated RTLs unintentionally. In this paper, we discuss some of the optimizations performed by HLS and present bad design coding practices in HLL that could lead to security vulnerabilities in the RTL. We also explore potential solutions, their limitations, and challenges moving forward to bring attention towards development of automated verification tools and guidelines to ensure secure HLS translation.
安全高级综合:挑战与解决方案
高级综合(HLS)通过将抽象提升到C/ c++等高级语言(HLL),大大减少了硬件设计的时间和复杂性。HLS允许非硬件工程师快速原型和测试他们的算法流程,并使硬件开发人员能够更快地为机器学习(ML)和人工智能(AI)网络等新兴算法设计构建硬件。然而,目前的HLS工具在设计时并没有考虑到安全性,因为它们只针对面积、功耗、时间和吞吐量进行优化。因此,在hls生成的rtl中可能会无意中引入安全漏洞。在本文中,我们讨论了HLS执行的一些优化,并介绍了HLL中可能导致RTL安全漏洞的不良设计编码实践。我们还探讨了潜在的解决方案,它们的局限性和挑战,以引起人们对开发自动化验证工具和指南的关注,以确保安全的HLS翻译。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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