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D2D-LLM+: Unified Translation Between Design Rules/Manuals and DRC - Bridging Inconsistencies for Accurate Implementation

  • Ruoyu Tang
  • , Chao Wang
  • , Jiajun Yap
  • , Zixian Guo
  • , Yuhang Zhang
  • , Jian Zhao
  • , Minghui Yin
  • , Zhiqiang Li*
  • , Fakhrul Zaman Rokhani*
  • , Yongfu Li*
  • *此作品的通讯作者
  • Shanghai Jiao Tong University
  • CAS - Institute of Microelectronics
  • Universiti Putra Malaysia

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

The accurate and consistent translation of design rules/manuals into machine-readable Design Rule Check (DRC) formats is critical for ensuring the manufacturability and reliability of integrated circuits. However, the process is often hindered by inconsistencies in the language and structure of design rules/manuals, which lead to errors in DRC implementation across various Electronic Design Automation (EDA) tools. This paper presents a new tool D2D-LLM+, that leverages large language models to automate the translation of DRC codes into design rules/manuals compatible with leading EDA tools such as Mentor, Cadence, Synopsys, and open-source platforms like KLayout and Magic. Key challenges addressed include the hallucination and stability issues caused by inconsistent terminology and ambiguous language, as well as the visualization challenges of design rules. Additionally, we explore strategies to enhance large language models (LLM) learning through dataset augmentation, improving result accuracy, and increasing the stability and efficiency of LLM models through various prompt engineering techniques. Through extensive validation, we demonstrate the effectiveness of our approach in reducing errors and streamlining the DRC workflow, paving the way for more reliable IC design processes.

源语言英语
主期刊名AICAS 2025 - 2025 7th IEEE International Conference on Artificial Intelligence Circuits and Systems, Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798331524241
DOI
出版状态已出版 - 2025
已对外发布是
活动7th IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2025 - Bordeaux, 法国
期限: 28 4月 2025 → 30 4月 2025

丛书

姓名AICAS 2025 - 2025 7th IEEE International Conference on Artificial Intelligence Circuits and Systems, Proceedings

会议

会议7th IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2025
国家/地区法国
市Bordeaux
时期28/04/25 → 30/04/25

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