angkul07/yam7h-teleop
yam7h-teleop Real-robot teleoperation, YAM bimanual. Part of a 7.014 h co-fine-tuning mixture for pi0-FAST on the YAM bimanual arm: source episodes frames hours angkul07/yam7h-teleop 761 251,703 2.331 angkul07/yam7h-ego 4,174 505,837 4.684 total 4,935 757,540 7.014 This dataset Episodes 761 Frames 251,703 Duration 2.331 h FPS 30 Codebase version v2.1 Source angkul07/abc-teleop Views observation.images.top, .left_wrist… See the full description on the dataset page: https://huggingface.co/datasets/angkul07/yam7h-teleop.
yam7h-teleop
Real-robot teleoperation, YAM bimanual.
Part of a 7.014 h co-fine-tuning mixture for pi0-FAST on the YAM bimanual arm:
This dataset
Selection
761 episodes sampled by duration (not by count) from the 1,396-episode training pool to hit a 2.33 h target, seed 0.
The 249 episodes published as `angkul07/abc-teleop-holdout` were excluded from the pool first, so no frame here overlaps the eval split — verified as zero overlap.
Single task: put the screwdriver in the bin.
Because this is a renumbered subset that already physically omits the holdout, do not apply the originalexclude_episodeslist to it. Those are indices into the fullabc-teleop: 143 of the 249 fall outside 0..760, and the other 106 are in range and would silently withhold unrelated episodes.
Episode renumbering
Episodes are renumbered 0..760; original source indices are in source_episodes.json (episodes list + index_map).
This is required, not cosmetic: lerobot's get_episodes_file_paths probes range(meta.total_episodes), so a folder holding sparse original indices is unopenable — it silently falls back to the Hub and 401s.
Verification
Built by vast_run/build_mixture.py and checked by vast_run/audit_mixture.py in angkul07/openpi:
- 25 random episodes read back and compared column-by-column against the source parquet —
observation.state,action,timestamp,frame_index,task_indexall byte-identical. Renumbering touches onlyepisode_indexand the globalindex. - 8 episodes x 3 cameras decoded with
ffprobe; every frame count matches its parquet row count. - Episode indices contiguous, global
indexcontiguous across the dataset, all parquet and video files present.
Reproducing the selection
vast_run/yam7h_manifest.json records the exact episode lists (seed 0).
python vast_run/select_mixture.py --dry-run # plan, downloads only meta/
python vast_run/build_mixture.py # fetch only selected episodes
python vast_run/audit_mixture.py # independent verification