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README.md
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README.md
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# InteractionImitation
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Imitation Learning with the INTERACTION Dataset
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Imitation Learning with the [Interaction Dataset](https://interaction-dataset.com/) via the [InteractionSimulator](https://github.com/sisl/InteractionSimulator) gym environments.
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Code for "[SHAIL: Safety-Aware Hierarchical Adversarial Imitation Learning for Autonomous Driving in Urban Environments](https://arxiv.org/abs/2204.01922)".
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If you find this repository useful, please cite the paper:
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```
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@article{jamgochian2022shail,
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author = {Arec Jamgochian and Etienne Buehrle and Johannes Fischer and Mykel J. Kochenderfer},
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title = {{SHAIL}: Safety-Aware Hierarchical Adversarial Imitation Learning for Autonomous Driving in Urban Environments},
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journal = {arXiv:2204.01922 [cs]},
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year = {2022}
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}
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```
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## Getting started
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Clone InteractionSimulator and pip install the module.
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Clone the `InteractionSimulator` with the `shail` tag and pip install the module.
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```
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git clone https://github.com/sisl/InteractionSimulator.git
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git clone --branch shail https://github.com/sisl/InteractionSimulator.git
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cd InteractionSimulator
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pip install -e .
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cd ..
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from src.data.expert_data import generate_expert_data, load_expert_data
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from src.data.data_utils import InteractionDatasetSingleAgent
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