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license: apache-2.0 |
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--- |
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# RoboDual |
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This repo contains checkpoints for the specialist policy of our paper: \ |
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**Towards Synergistic, Generalized and Efficient Dual-System for Robotic Manipulation** |
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## Evaluation with our checkpint |
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> First set your ```CALVIN_ROOT``` environment variable wtih: |
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```bash |
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export CALVIN_ROOT=/path/to/your/calvin_root_path |
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``` |
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- Start evaluation on CALVIN (multi-GPU is also supported): |
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```bash |
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torchrun --standalone --nnodes 1 --nproc-per-node 1 vla-scripts/evaluate_calvin.py \ |
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--generalist_path "/path/to/calvin_generalist" \ |
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--specialist_path "/path/to/calvin_specialist" \ |
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--with_depth \ # use depth input |
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--with_gripper \ # use gripper-view inputs (both RGB and depth) |
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--with_cfg \ # enable classifier-free guidance |
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--log_dir calvin |
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``` |
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> Please refer to ```vla-scripts/evaluate_calvin.py``` in our [github repo](https://github.com/OpenDriveLab/RoboDual) for all evaluation options. |
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## Citation |
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If you find our code or models useful in your work, please cite [our paper](https://arxiv.org/abs/2410.08001): |
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```bibtex |
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@article{bu2024robodual, |
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title={Towards Synergistic, Generalized, and Efficient Dual-System for Robotic Manipulation}, |
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author={Qingwen Bu and Hongyang Li and Li Chen and Jisong Cai and Jia Zeng and Heming Cui and Maoqing Yao and Yu Qiao}, |
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journal={arXiv preprint arXiv:2410.08001}, |
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year={2024} |
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} |