DecentVLA/droid8_pi05_fedavg
Robotics • Updated
38,979 episodes of DROID for an 8-client federated-learning study: each client is one DROID building (the 8 buildings with the most usable episodes) with all its usable episodes (successful, a real language instruction, >= 2 s). 9,601,563 frames at 15 Hz, 25,686 distinct instructions.
| client | building | episodes | episode_index range |
|---|---|---|---|
| c0 | Gates | 8,863 | 0–8862 |
| c1 | TRI | 5,665 | 8863–14527 |
| c2 | BWW | 5,051 | 14528–19578 |
| c3 | KAIST | 4,699 | 19579–24277 |
| c4 | BAIR | 3,976 | 24278–28253 |
| c5 | Autolab | 3,981 | 28254–32234 |
| c6 | 403 Fairmont | 3,493 | 32235–35727 |
| c7 | RAIL | 3,251 | 35728–38978 |
LeRobot v2.1 stores one file per episode per camera (~117k files), so the episodes ship as 39 tar shards
(shards/droid8_chunk-XXX.tar, uncompressed: data + videos of 1,000 episodes each). Unpack them into the dataset root:
import glob, os, tarfile
from huggingface_hub import snapshot_download
d = os.path.join(os.environ["HF_LEROBOT_HOME"], "DecentVLA/droid8_openpi")
snapshot_download("DecentVLA/droid8_openpi", repo_type="dataset", local_dir=d, max_workers=8)
for t in sorted(glob.glob(f"{d}/shards/*.tar")):
with tarfile.open(t) as tf:
tf.extractall(d, filter="data")
os.remove(t)
lerobot/droid_1.0.1 (DROID 1.0.1, Apache-2.0).
Per-client source episode indices: meta/decent_vla_clients.json. Note: in that release the data files' episode_index
column is not unique (42,644 values name two different episodes in two files); episodes here were taken by DROID's own
episode table (global index in [dataset_from_index, dataset_to_index) of each episode's data file) and re-indexed 0..N-1.exterior_image_1_left
(← exterior_1_left) and wrist_image_left are 180x320 AV1. joint_position (7) and gripper_position (1); actions (8) =
ABSOLUTE joint-position targets + gripper position; task = language_instruction.assets/droid8/norm_stats.json (openpi format), for the joint-position recipe. State = joints + gripper;
actions = 15-step chunks with the 7 joints as deltas to the current state.scripts/droid_to_openpi.py (commit 69c379f, tag droid8-v1). Recipe:
adapters/openpi/_droid.py (train_config: pi05_droid_jointpos). Runbook: examples/droid/README_droid8.md.Please cite DROID (Khazatsky et al., "DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset", RSS 2024).