FLAG: Formula-LLM-Based Auto-Generator for Baseband Hardware
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作者:
Mao, Yunwei
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机构:Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
Mao, Yunwei
You, You
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机构:Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
You, You
Tan, Xiaosi
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机构:Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
Tan, Xiaosi
Huang, Yongming
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机构:Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
Huang, Yongming
You, Xiaohu
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机构:Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
You, Xiaohu
Zhang, Chuan
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Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R ChinaSoutheast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
Zhang, Chuan
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机构:
[1] Southeast Univ, Lab Efficient Architectures Digital Commun & Sign, Natl Mobile Commun Res Lab, Nanjing, Peoples R China
Traditional hardware auto-generators efficiently assist designers in circuits generation, but still demand high programming skills. Large Language Models (LLMs) allow natural language programming, however, struggle with complex concepts in hardware design. To address this, we propose a formulaLLM-based auto-generator for baseband hardware, called FLAG. FLAG enhances LLMs' understanding of complex formulas, and decreases the demands for designers' skills. We showcase the ability of FLAG by generating a polar encoder with code length 8 and parallelism 4. Additionally, a polar encoder with code length 1024 and parallelism 4 is generated by FLAG, achieving comparable performance to state-of-the-art approaches. To the best of our knowledge, this is the first paper on LLM-assisted baseband hardware generation, which demonstrates the potential for large-scale baseband hardware generation using LLMs.
机构:
Southeast Univ, LEADS, Nanjing 210096, Peoples R China
Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
Southeast Univ, Quantum Informat Ctr, Nanjing 210096, Peoples R China
Purple Mt Labs, Nanjing 210096, Peoples R ChinaSoutheast Univ, LEADS, Nanjing 210096, Peoples R China
Zhong, Zhiwei
Gross, Warren J.
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机构:
McGill Univ, Dept Elect & Comp Engn, Montreal, PQ H3A 0E9, CanadaSoutheast Univ, LEADS, Nanjing 210096, Peoples R China
Gross, Warren J.
Zhang, Zaichen
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机构:
Southeast Univ, LEADS, Nanjing 210096, Peoples R China
Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
Southeast Univ, Quantum Informat Ctr, Nanjing 210096, Peoples R China
Purple Mt Labs, Nanjing 210096, Peoples R ChinaSoutheast Univ, LEADS, Nanjing 210096, Peoples R China
Zhang, Zaichen
You, Xiaohu
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h-index: 0
机构:
Southeast Univ, LEADS, Nanjing 210096, Peoples R China
Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
Southeast Univ, Quantum Informat Ctr, Nanjing 210096, Peoples R China
Purple Mt Labs, Nanjing 210096, Peoples R ChinaSoutheast Univ, LEADS, Nanjing 210096, Peoples R China
You, Xiaohu
Zhang, Chuan
论文数: 0引用数: 0
h-index: 0
机构:
Southeast Univ, LEADS, Nanjing 210096, Peoples R China
Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210096, Peoples R China
Southeast Univ, Quantum Informat Ctr, Nanjing 210096, Peoples R China
Purple Mt Labs, Nanjing 210096, Peoples R ChinaSoutheast Univ, LEADS, Nanjing 210096, Peoples R China