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Pytorch Lightning implementation of Agentformer

install Agentformer dependencies: pip install -r requirements (may need a few other requirements; try running, and install accordingly)

to run: python pl_train.py

see pl_train.py for all options.

pytorch lightning Trainer file: trainer.py

utils for visualizing predictions: viz_utils.py (use option --save_viz when running main file)

original paper: AgentFormer: Agent-Aware Transformers for Socio-Temporal Multi-Agent Forecasting
Ye Yuan, Xinshuo Weng, Yanglan Ou, Kris Kitani
ICCV 2021
[website] [paper]

cite:

@inproceedings{yuan2021agent,
  title={AgentFormer: Agent-Aware Transformers for Socio-Temporal Multi-Agent Forecasting},
  author={Yuan, Ye and Weng, Xinshuo and Ou, Yanglan and Kitani, Kris},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
  year={2021}
}

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There is an updated version of this repository here: https://github.com/ericaweng/Joint_AgentFormer

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