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* feat(policies): add noise parameter to action prediction methods - Introduced `ActionSelectKwargs` TypedDict for better type hinting. - Updated `predict_action_chunk` and `select_action` methods in `PreTrainedPolicy` and its subclasses to accept a `noise` parameter. - Modified `generate_actions` and `conditional_sample` methods in `DiffusionModel` to utilize the new noise parameter for action generation. * refactor(policies): make ActionSelectKwargs TypedDict fields optional - Updated `ActionSelectKwargs` to inherit with `total=False`, allowing for optional fields.
Paper
https://diffusion-policy.cs.columbia.edu
Citation
@article{chi2024diffusionpolicy,
author = {Cheng Chi and Zhenjia Xu and Siyuan Feng and Eric Cousineau and Yilun Du and Benjamin Burchfiel and Russ Tedrake and Shuran Song},
title ={Diffusion Policy: Visuomotor Policy Learning via Action Diffusion},
journal = {The International Journal of Robotics Research},
year = {2024},
}