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BRIDGES

A graph-based multi-modal LLM flow for EDA tasks.

Environment

CUDA Version: 12.4
PyTorch Version: 1.16.0

Dependencies

# Install Rust 
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
conda create -n vlsillm python=3.10
conda activate vlsillm
pip install torch torchvision torchaudio
python -m pip install -r requirements.txt

Dataset and Generation Flow

data_collection/ contains the BRIDGES data generation flow.

The dataset has been temporarily removed from Hugging Face due to a pending license review with the EDA tool provider.

BRIDGES data can be found here.

Citation

If you use BRIDGES, please cite the following paper:

@misc{li2025bridges,
  title        = {BRIDGES: Bridging Graph Modality and Large Language Models within EDA Tasks},
  author       = {Wei Li and Yang Zou and Christopher Ellis and Ruben Purdy and Shawn Blanton and José M. F. Moura},
  year         = {2025},
  eprint       = {2504.05180},
  archivePrefix= {arXiv},
  primaryClass = {cs.LG},
  url          = {https://arxiv.org/abs/2504.05180},
  doi          = {10.48550/arXiv.2504.05180}
}

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