ChatEDA: A Large Language Model Powered Autonomous Agent for EDA

no code implementations • 20 Aug 2023 • Zhuolun He, Haoyuan Wu, Xinyun Zhang, Xufeng Yao, Su Zheng, Haisheng Zheng, Bei Yu

The integration of a complex set of Electronic Design Automation (EDA) tools to enhance interoperability is a critical concern for circuit designers.

Language Modelling Large Language Model

Low Error-Rate Approximate Multiplier Design for DNNs with Hardware-Driven Co-Optimization

no code implementations • 8 Oct 2022 • Yao Lu, Jide Zhang, Su Zheng, Zhen Li, Lingli Wang

In this paper, two approximate 3*3 multipliers are proposed and the synthesis results of the ASAP-7nm process library justify that they can reduce the area by 31. 38% and 36. 17%, and the power consumption by 36. 73% and 35. 66% compared with the exact multiplier, respectively.

HEAM: High-Efficiency Approximate Multiplier Optimization for Deep Neural Networks

2 code implementations • 20 Jan 2022 • Su Zheng, Zhen Li, Yao Lu, Jingbo Gao, Jide Zhang, Lingli Wang

We propose an optimization method for the automatic design of approximate multipliers, which minimizes the average error according to the operand distributions.

Quantization Vocal Bursts Intensity Prediction