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🌰 openpilot.distill

You too, can train state-of-the-art autonomous driving models!

With a comma four, and a few logged segments, distill the openpilot driving model into a new model and make it drive your own driving style.

Drop your segments video files and rlogs into the data/ folder.

You don't have a comma four, no problem! You can still download videos and labels from https://huggingface.co/datasets/commaai/comma1M and train your own driving models.

Step 1: Run a simple localization pipeline

Run the localizer.

2333e255f1de1fe83ea5975b24a3cc67_frame_700

Step 2: Distill the model

Train a smaller driving model using the localized targets, and distillation targets from the openpilot model.

Screenshot from 2026-08-31 17-28-31

https://api.wandb.ai/links/yassiney/qme6ln4z

Step 3: Fine tune the driving model in the simulator

DAgger style post-training in a learned world model as a simulator.

video.mp4

Have fun!

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Distill openpilot using your own drives!

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