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## Training Setup <aname="trainingsetup"></a>
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### Bench2Drive data
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Download the [Bench2Drive](https://github.com/Thinklab-SJTU/Bench2Drive) dataset and unzip all the directories.
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### Bench2Drive data <aname="b2ddata"></a>
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Download the [Bench2Drive](https://github.com/Thinklab-SJTU/Bench2Drive) dataset and unzip all the directories to a single folder. The dataset should have a structure similar to the following:
Install the [skit](https://github.com/Shamdan17/skit) toolkit for distributed sampling and training wrappers. More dependencies are listed in the `requirements.txt` file. Install them using pip:
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Furthermore, modify the Makefile to update the username to the config name you just created.
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### Training
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### Training <a name="training"></a>
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To train the base and async models on 8 nodes with 4 GPUs each, run the following commands from the `carformer` directory. We run these commands in a SLURM job. Directly using make will not properly parallelize the training across multiple nodes, so modify it accordingly if not working in a SLURM environment.
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[Bench2Drive](https://github.com/Thinklab-SJTU/Bench2Drive) is required for evaluation. Please follow the "Eval Tools" section.
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### File setup:
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### File setup: <a name="evalfilesetup"></a>
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Only follow these steps **AFTER** Bench2Drive is set up following the Bench2Drive instructions. Please place the files found in "misc" and "team_code" in the following structure in the Bench2Drive repo:
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