| # Converting DROID from Scratch |
|
|
| If you want to reproduce the DreamZero DROID dataset conversion yourself (or modify the filtering), follow the steps below. This requires the raw DROID 1.0.1 dataset in RLDS format and the idle filter ranges JSON. |
|
|
| > **Most users should skip this** and simply download the preprocessed dataset: |
| > ```bash |
| > huggingface-cli download GEAR-Dreams/DreamZero-DROID-Data --repo-type dataset --local-dir ./data/droid_lerobot |
| > ``` |
| |
| ## Step 1: Install conversion dependencies |
| |
| ```bash |
| pip install tensorflow tensorflow-datasets polars av |
| ``` |
| |
| ## Step 2: Download the raw DROID 1.0.1 dataset |
| |
| This requires `gsutil` ([Google Cloud CLI](https://cloud.google.com/storage/docs/gsutil_install)). The full dataset is ~1.7TB. |
| |
| ```bash |
| gsutil -m cp -r gs://gresearch/robotics/droid/1.0.1 ./data/droid/1.0.1 |
| ``` |
| |
| > **Important:** Use version 1.0.1, not 1.0.0. Version 1.0.1 contains the complete set of language annotations (~75k episodes). |
| |
| ## Step 3: Download the idle filter ranges |
| |
| This JSON file maps each episode to the frame ranges that should be kept (non-idle frames). It was originally computed by [Physical Intelligence](https://github.com/Physical-Intelligence/openpi) for training pi0-DROID models. |
| |
| ```bash |
| gsutil cp gs://openpi-assets/droid/droid_sample_ranges_v1_0_1.json ./data/keep_ranges.json |
| ``` |
| |
| ## Step 4: Run the conversion |
| |
| ```bash |
| python scripts/data/convert_droid.py \ |
| ./data/droid/1.0.1 \ |
| ./data/droid_lerobot \ |
| --keep-ranges-path ./data/keep_ranges.json \ |
| --filter-failed \ |
| -n 16 |
| ``` |
| |
| For a quick test with a small subset: |
| ```bash |
| python scripts/data/convert_droid.py \ |
| ./data/droid/1.0.1 \ |
| ./data/droid_lerobot_test \ |
| --keep-ranges-path ./data/keep_ranges.json \ |
| --filter-failed \ |
| --first-n 5 \ |
| -n 4 |
| ``` |
|
|
| ## Script reference |
|
|
| See [`scripts/data/convert_droid.py`](scripts/data/convert_droid.py) for full usage: |
|
|
| ``` |
| python scripts/data/convert_droid.py --help |
| ``` |