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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:    CastError
Message:      Couldn't cast
action_boundary_padding: string
action_horizon: int64
audit: struct<checks: struct<all_six_phases_jittered: bool, contiguous_index: bool, corrected_target_consta (... 592 chars omitted)
  child 0, checks: struct<all_six_phases_jittered: bool, contiguous_index: bool, corrected_target_constant_within_episo (... 360 chars omitted)
      child 0, all_six_phases_jittered: bool
      child 1, contiguous_index: bool
      child 2, corrected_target_constant_within_episode: bool
      child 3, episode_count: bool
      child 4, frame_count: bool
      child 5, local_frame_zero_at_episode_start: bool
      child 6, noise_matches_reproducible_seed: bool
      child 7, noise_radius_clipped: bool
      child 8, noisy_target_changes_frame_to_frame: bool
      child 9, rendered_goal_dot_matches_metadata_samples: bool
      child 10, target_equals_corrected_plus_applied_noise: bool
      child 11, target_native_in_bounds: bool
      child 12, video_stream_contract: bool
  child 1, data_sha256: string
  child 2, video_sha256: struct<observation.images.video_left: string, observation.images.video_overhead_dot: string, observa (... 79 chars omitted)
      child 0, observation.images.video_left: string
      child 1, observation.images.video_overhead_dot: string
      child 2, observation.images.video_overhead_raw: string
      child 3, observation.images.video_right: string
baseline_plan_sha256: string
builder_version: string
conditioning: struct<arrow: bool, base: string, border_rgb: list<item
...
         child 1, mean_radial_native_px: double
          child 2, per_axis_std_native_px: list<item: double>
              child 0, item: double
          child 3, phase_label: string
          child 4, radial_clip_fraction: double
      child 5, 5: struct<frames: int64, mean_radial_native_px: double, per_axis_std_native_px: list<item: double>, pha (... 47 chars omitted)
          child 0, frames: int64
          child 1, mean_radial_native_px: double
          child 2, per_axis_std_native_px: list<item: double>
              child 0, item: double
          child 3, phase_label: string
          child 4, radial_clip_fraction: double
  child 7, unclipped_expected_mean_radial_native_px: double
checks: struct<all_six_phases_jittered: bool, contiguous_index: bool, corrected_target_constant_within_episo (... 360 chars omitted)
  child 0, all_six_phases_jittered: bool
  child 1, contiguous_index: bool
  child 2, corrected_target_constant_within_episode: bool
  child 3, episode_count: bool
  child 4, frame_count: bool
  child 5, local_frame_zero_at_episode_start: bool
  child 6, noise_matches_reproducible_seed: bool
  child 7, noise_radius_clipped: bool
  child 8, noisy_target_changes_frame_to_frame: bool
  child 9, rendered_goal_dot_matches_metadata_samples: bool
  child 10, target_equals_corrected_plus_applied_noise: bool
  child 11, target_native_in_bounds: bool
  child 12, video_stream_contract: bool
data_sha256: string
episodes: int64
rendered_goal_samples: int64
frames: int64
to
{'builder_version': Value('string'), 'checks': {'all_six_phases_jittered': Value('bool'), 'contiguous_index': Value('bool'), 'corrected_target_constant_within_episode': Value('bool'), 'episode_count': Value('bool'), 'frame_count': Value('bool'), 'local_frame_zero_at_episode_start': Value('bool'), 'noise_matches_reproducible_seed': Value('bool'), 'noise_radius_clipped': Value('bool'), 'noisy_target_changes_frame_to_frame': Value('bool'), 'rendered_goal_dot_matches_metadata_samples': Value('bool'), 'target_equals_corrected_plus_applied_noise': Value('bool'), 'target_native_in_bounds': Value('bool'), 'video_stream_contract': Value('bool')}, 'data_sha256': Value('string'), 'episodes': Value('int64'), 'frames': Value('int64'), 'noise': {'clipped_expected_mean_radial_native_px': Value('float64'), 'configured_radial_clip_native_px': Value('float64'), 'configured_sigma_native_px': Value('float64'), 'empirical_mean_radial_native_px': Value('float64'), 'empirical_per_axis_std_native_px': List(Value('float64')), 'empirical_radial_clip_fraction': Value('float64'), 'phase_stats': {'0': {'frames': Value('int64'), 'mean_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}, '1': {'frames': Value('int64'), 'mean_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}, '2': {'frames':
...
n_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}, '5': {'frames': Value('int64'), 'mean_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}}, 'unclipped_expected_mean_radial_native_px': Value('float64')}, 'phase_frame_counts': {'0': Value('int64'), '1': Value('int64'), '2': Value('int64'), '3': Value('int64'), '4': Value('int64'), '5': Value('int64')}, 'plan_sha256': Value('string'), 'rendered_goal_samples': Value('int64'), 'video_probes': {'observation.images.video_left': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}, 'observation.images.video_overhead_dot': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}, 'observation.images.video_overhead_raw': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}, 'observation.images.video_right': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}}, 'video_sha256': {'observation.images.video_left': Value('string'), 'observation.images.video_overhead_dot': Value('string'), 'observation.images.video_overhead_raw': Value('string'), 'observation.images.video_right': Value('string')}}
because column names don't match
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/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              action_boundary_padding: string
              action_horizon: int64
              audit: struct<checks: struct<all_six_phases_jittered: bool, contiguous_index: bool, corrected_target_consta (... 592 chars omitted)
                child 0, checks: struct<all_six_phases_jittered: bool, contiguous_index: bool, corrected_target_constant_within_episo (... 360 chars omitted)
                    child 0, all_six_phases_jittered: bool
                    child 1, contiguous_index: bool
                    child 2, corrected_target_constant_within_episode: bool
                    child 3, episode_count: bool
                    child 4, frame_count: bool
                    child 5, local_frame_zero_at_episode_start: bool
                    child 6, noise_matches_reproducible_seed: bool
                    child 7, noise_radius_clipped: bool
                    child 8, noisy_target_changes_frame_to_frame: bool
                    child 9, rendered_goal_dot_matches_metadata_samples: bool
                    child 10, target_equals_corrected_plus_applied_noise: bool
                    child 11, target_native_in_bounds: bool
                    child 12, video_stream_contract: bool
                child 1, data_sha256: string
                child 2, video_sha256: struct<observation.images.video_left: string, observation.images.video_overhead_dot: string, observa (... 79 chars omitted)
                    child 0, observation.images.video_left: string
                    child 1, observation.images.video_overhead_dot: string
                    child 2, observation.images.video_overhead_raw: string
                    child 3, observation.images.video_right: string
              baseline_plan_sha256: string
              builder_version: string
              conditioning: struct<arrow: bool, base: string, border_rgb: list<item
              ...
                       child 1, mean_radial_native_px: double
                        child 2, per_axis_std_native_px: list<item: double>
                            child 0, item: double
                        child 3, phase_label: string
                        child 4, radial_clip_fraction: double
                    child 5, 5: struct<frames: int64, mean_radial_native_px: double, per_axis_std_native_px: list<item: double>, pha (... 47 chars omitted)
                        child 0, frames: int64
                        child 1, mean_radial_native_px: double
                        child 2, per_axis_std_native_px: list<item: double>
                            child 0, item: double
                        child 3, phase_label: string
                        child 4, radial_clip_fraction: double
                child 7, unclipped_expected_mean_radial_native_px: double
              checks: struct<all_six_phases_jittered: bool, contiguous_index: bool, corrected_target_constant_within_episo (... 360 chars omitted)
                child 0, all_six_phases_jittered: bool
                child 1, contiguous_index: bool
                child 2, corrected_target_constant_within_episode: bool
                child 3, episode_count: bool
                child 4, frame_count: bool
                child 5, local_frame_zero_at_episode_start: bool
                child 6, noise_matches_reproducible_seed: bool
                child 7, noise_radius_clipped: bool
                child 8, noisy_target_changes_frame_to_frame: bool
                child 9, rendered_goal_dot_matches_metadata_samples: bool
                child 10, target_equals_corrected_plus_applied_noise: bool
                child 11, target_native_in_bounds: bool
                child 12, video_stream_contract: bool
              data_sha256: string
              episodes: int64
              rendered_goal_samples: int64
              frames: int64
              to
              {'builder_version': Value('string'), 'checks': {'all_six_phases_jittered': Value('bool'), 'contiguous_index': Value('bool'), 'corrected_target_constant_within_episode': Value('bool'), 'episode_count': Value('bool'), 'frame_count': Value('bool'), 'local_frame_zero_at_episode_start': Value('bool'), 'noise_matches_reproducible_seed': Value('bool'), 'noise_radius_clipped': Value('bool'), 'noisy_target_changes_frame_to_frame': Value('bool'), 'rendered_goal_dot_matches_metadata_samples': Value('bool'), 'target_equals_corrected_plus_applied_noise': Value('bool'), 'target_native_in_bounds': Value('bool'), 'video_stream_contract': Value('bool')}, 'data_sha256': Value('string'), 'episodes': Value('int64'), 'frames': Value('int64'), 'noise': {'clipped_expected_mean_radial_native_px': Value('float64'), 'configured_radial_clip_native_px': Value('float64'), 'configured_sigma_native_px': Value('float64'), 'empirical_mean_radial_native_px': Value('float64'), 'empirical_per_axis_std_native_px': List(Value('float64')), 'empirical_radial_clip_fraction': Value('float64'), 'phase_stats': {'0': {'frames': Value('int64'), 'mean_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}, '1': {'frames': Value('int64'), 'mean_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}, '2': {'frames':
              ...
              n_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}, '5': {'frames': Value('int64'), 'mean_radial_native_px': Value('float64'), 'per_axis_std_native_px': List(Value('float64')), 'phase_label': Value('string'), 'radial_clip_fraction': Value('float64')}}, 'unclipped_expected_mean_radial_native_px': Value('float64')}, 'phase_frame_counts': {'0': Value('int64'), '1': Value('int64'), '2': Value('int64'), '3': Value('int64'), '4': Value('int64'), '5': Value('int64')}, 'plan_sha256': Value('string'), 'rendered_goal_samples': Value('int64'), 'video_probes': {'observation.images.video_left': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}, 'observation.images.video_overhead_dot': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}, 'observation.images.video_overhead_raw': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}, 'observation.images.video_right': {'frames': Value('int64'), 'height': Value('int64'), 'r_frame_rate': Value('string'), 'width': Value('int64')}}, 'video_sha256': {'observation.images.video_left': Value('string'), 'observation.images.video_overhead_dot': Value('string'), 'observation.images.video_overhead_raw': Value('string'), 'observation.images.video_right': Value('string')}}
              because column names don't match

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Pi0.7 cable-dot DAgger 3x, sigma-34 per-frame jitter

This LeRobot v3 training dataset contains 540 output episodes and 142758 frames for the six-stage three-holder cable-routing task.

The clean camera streams, observations, actions, round boundaries, and reviewed 3x DAgger mixture are inherited from the verified noise-8 baseline. The goal image uses a blue dot with a white border. Every frame in both placement and routing phases receives an independent, reproducible Gaussian target offset with sigma 34 native pixels per axis, clipped to radius 68 native pixels. Jitter is training-only; deployment renders the HLP-provided connector target without adding noise.

See contract.json and audit.json for exact semantics and content hashes.

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