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The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    ArrowInvalid
Message:      Mismatching child array lengths
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2840, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2373, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2398, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 536, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 419, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 83, in _generate_tables
                  pa_table = _recursive_load_arrays(h5, self.info.features, start, end)
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 267, in _recursive_load_arrays
                  arr = _recursive_load_arrays(obj, features[path], start, end)
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 288, in _recursive_load_arrays
                  sarr = pa.StructArray.from_arrays(values, names=keys)
                File "pyarrow/array.pxi", line 4304, in pyarrow.lib.StructArray.from_arrays
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: Mismatching child array lengths

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drawer_real60

60 real Franka demonstrations of a drawer task, in robomimic format. Baseline only: this file carries no object-pose labels. See What is missing before training an auxiliary-pose arm on it.

Each episode: open the drawer, pick up an arrow-shaped object from the table, place it inside. Two grasp cycles per demo (handle, then arrow), which is why every demo shows four gripper transitions.

Contents

demos 60 (mask/train 54, mask/valid 6)
samples 30,374
size 0.81 GB
control rate 15 Hz
session drawer__09-13_22-55-44, collected 2026-09-13
env_args.env_name DrawerReal (provenance only -- there is no simulator)

Per demo:

obs/agentview_image           (T, 84, 84, 3)  uint8   D435, scene
obs/robot0_eye_in_hand_image  (T, 84, 84, 3)  uint8   ZED Mini, wrist
obs/robot0_eef_pos            (T, 3)          float64 FK from joint_qpos, panda_hand_tcp
obs/robot0_eef_quat           (T, 4)          float64 xyzw
obs/robot0_gripper_qpos       (T, 2)          float64
actions                       (T, 7)          float64 OSC_POSE deltas: dpos(3) | drot axis-angle(3) | grasp(1)
rewards, dones                (T,)                    1.0 / 1 on the final frame only
joint_qpos                    (T, 7)          float64

Actions are derived from what the arm actually did (eef_pos[t+1] - eef_pos[t], and the gripper-frame relative rotation), not from the teleop command stream. The final step repeats the previous action because there is no t+1 for it.

Set experiment.rollout.enabled = false in the training config. There is no sim env behind these.

What is missing

obs/object and obs/aux_valid are absent, not zero-filled. Object-pose tracking for the arrow had not been run when this was built, and writing zeros would have put something that reads like a pose label into the file. An auxiliary-pose arm cannot train on this dataset; it will fail at load time on the missing key, which is the intended behaviour.

A separate release will add the tracked arrow pose once FoundationPose has been run and validated.

Data quality

All 60 trajectories were checked before conversion:

  • 60/60 open, keys and lengths consistent, 391-682 frames each
  • depth valid on 92-95% of pixels, range 0.18-2.38 m
  • no NaNs or jumps in the joint stream, no static trajectories
  • D435: no duplicate frames anywhere in the session
  • ZED Mini: 324 duplicated frames across 32 of the 60 demos (2-6% per demo, longest run 5 frames = 0.33 s). Intermittent USB bandwidth drops. robot0_eye_in_hand_image therefore repeats a frame occasionally; the scene camera does not.

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