Being-H0.5: Scaling Human-Centric Robot Learning for Cross-Embodiment Generalization
Paper • 2601.12993 • Published • 77
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
codebase_version: string
data_path: string
fps: int64
chunks_size: int64
total_episodes: int64
total_frames: int64
total_tasks: int64
total_videos: int64
total_chunks: int64
splits: struct<train: string>
child 0, train: string
features: struct<Time: struct<dtype: string, shape: list<item: int64>, tsfile_role: string, unit: string>, epi (... 5673 chars omitted)
child 0, Time: struct<dtype: string, shape: list<item: int64>, tsfile_role: string, unit: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 3, unit: string
child 1, episode_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 2, task_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 3, frame_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 4, sample_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item:
...
int64>
child 0, item: int64
child 2, tsfile_role: string
robot_type: string
video_path_original: string
tsfile_conversion: struct<source_dataset: string, source_data_path: string, converted_data_path: string, table_name: st (... 515 chars omitted)
child 0, source_dataset: string
child 1, source_data_path: string
child 2, converted_data_path: string
child 3, table_name: string
child 4, granularity: string
child 5, time_precision: string
child 6, time_mapping: struct<source: string, fps: double, unit: string>
child 0, source: string
child 1, fps: double
child 2, unit: string
child 7, tag_columns: list<item: string>
child 0, item: string
child 8, row_count: int64
child 9, feature_source: string
child 10, flattened_features: struct<observation.state: list<item: string>, action: list<item: string>>
child 0, observation.state: list<item: string>
child 0, item: string
child 1, action: list<item: string>
child 0, item: string
child 11, renamed_features: struct<index: string>
child 0, index: string
child 12, dropped_features: list<item: string>
child 0, item: string
child 13, omitted_features: list<item: null>
child 0, item: null
child 14, original_video_path: string
child 15, original_video_features: struct<>
child 16, original_video_source: null
child 17, video_policy: string
length: int64
tasks: list<item: string>
child 0, item: string
episode_index: int64
to
{'episode_index': Value('int64'), 'tasks': List(Value('string')), 'length': Value('int64')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
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 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
codebase_version: string
data_path: string
fps: int64
chunks_size: int64
total_episodes: int64
total_frames: int64
total_tasks: int64
total_videos: int64
total_chunks: int64
splits: struct<train: string>
child 0, train: string
features: struct<Time: struct<dtype: string, shape: list<item: int64>, tsfile_role: string, unit: string>, epi (... 5673 chars omitted)
child 0, Time: struct<dtype: string, shape: list<item: int64>, tsfile_role: string, unit: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 3, unit: string
child 1, episode_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 2, task_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 3, frame_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item: int64
child 2, tsfile_role: string
child 4, sample_index: struct<dtype: string, shape: list<item: int64>, tsfile_role: string>
child 0, dtype: string
child 1, shape: list<item: int64>
child 0, item:
...
int64>
child 0, item: int64
child 2, tsfile_role: string
robot_type: string
video_path_original: string
tsfile_conversion: struct<source_dataset: string, source_data_path: string, converted_data_path: string, table_name: st (... 515 chars omitted)
child 0, source_dataset: string
child 1, source_data_path: string
child 2, converted_data_path: string
child 3, table_name: string
child 4, granularity: string
child 5, time_precision: string
child 6, time_mapping: struct<source: string, fps: double, unit: string>
child 0, source: string
child 1, fps: double
child 2, unit: string
child 7, tag_columns: list<item: string>
child 0, item: string
child 8, row_count: int64
child 9, feature_source: string
child 10, flattened_features: struct<observation.state: list<item: string>, action: list<item: string>>
child 0, observation.state: list<item: string>
child 0, item: string
child 1, action: list<item: string>
child 0, item: string
child 11, renamed_features: struct<index: string>
child 0, index: string
child 12, dropped_features: list<item: string>
child 0, item: string
child 13, omitted_features: list<item: null>
child 0, item: null
child 14, original_video_path: string
child 15, original_video_features: struct<>
child 16, original_video_source: null
child 17, video_policy: string
length: int64
tasks: list<item: string>
child 0, item: string
episode_index: int64
to
{'episode_index': Value('int64'), 'tasks': List(Value('string')), 'length': Value('int64')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
episode_index int64 | tasks list | length int64 |
|---|---|---|
0 | [
"Pull the pin out of the wheel hub."
] | 363 |
1 | [
"Pull the pin out of the wheel hub."
] | 279 |
2 | [
"Pull the pin out of the wheel hub."
] | 333 |
3 | [
"Pull the pin out of the wheel hub."
] | 280 |
4 | [
"Pull the pin out of the wheel hub."
] | 254 |
5 | [
"Pull the pin out of the wheel hub."
] | 226 |
6 | [
"Pull the pin out of the wheel hub."
] | 280 |
7 | [
"Pull the pin out of the wheel hub."
] | 203 |
8 | [
"Pull the pin out of the wheel hub."
] | 314 |
9 | [
"Pull the pin out of the wheel hub."
] | 170 |
10 | [
"Pull the pin out of the wheel hub."
] | 179 |
11 | [
"Pull the pin out of the wheel hub."
] | 202 |
12 | [
"Pull the pin out of the wheel hub."
] | 306 |
13 | [
"Pull the pin out of the wheel hub."
] | 451 |
14 | [
"Pull the pin out of the wheel hub."
] | 280 |
15 | [
"Pull the pin out of the wheel hub."
] | 207 |
16 | [
"Pull the pin out of the wheel hub."
] | 218 |
17 | [
"Pull the pin out of the wheel hub."
] | 251 |
18 | [
"Pull the pin out of the wheel hub."
] | 314 |
19 | [
"Pull the pin out of the wheel hub."
] | 307 |
20 | [
"Pull the pin out of the wheel hub."
] | 219 |
21 | [
"Pull the pin out of the wheel hub."
] | 230 |
22 | [
"Pull the pin out of the wheel hub."
] | 168 |
23 | [
"Pull the pin out of the wheel hub."
] | 291 |
24 | [
"Pull the pin out of the wheel hub."
] | 266 |
25 | [
"Pull the pin out of the wheel hub."
] | 284 |
26 | [
"Pull the pin out of the wheel hub."
] | 310 |
27 | [
"Pull the pin out of the wheel hub."
] | 264 |
28 | [
"Pull the pin out of the wheel hub."
] | 250 |
29 | [
"Pull the pin out of the wheel hub."
] | 565 |
30 | [
"Pull the pin out of the wheel hub."
] | 312 |
31 | [
"Pull the pin out of the wheel hub."
] | 297 |
32 | [
"Pull the pin out of the wheel hub."
] | 283 |
33 | [
"Pull the pin out of the wheel hub."
] | 220 |
34 | [
"Pull the pin out of the wheel hub."
] | 248 |
35 | [
"Pull the pin out of the wheel hub."
] | 194 |
36 | [
"Pull the pin out of the wheel hub."
] | 249 |
37 | [
"Pull the pin out of the wheel hub."
] | 237 |
38 | [
"Pull the pin out of the wheel hub."
] | 333 |
39 | [
"Pull the pin out of the wheel hub."
] | 556 |
40 | [
"Pull the pin out of the wheel hub."
] | 293 |
41 | [
"Pull the pin out of the wheel hub."
] | 257 |
42 | [
"Pull the pin out of the wheel hub."
] | 348 |
43 | [
"Pull the pin out of the wheel hub."
] | 235 |
44 | [
"Pull the pin out of the wheel hub."
] | 280 |
45 | [
"Pull the pin out of the wheel hub."
] | 233 |
46 | [
"Pull the pin out of the wheel hub."
] | 255 |
47 | [
"Pull the pin out of the wheel hub."
] | 250 |
48 | [
"Pull the pin out of the wheel hub."
] | 270 |
49 | [
"Pull the pin out of the wheel hub."
] | 250 |
50 | [
"Pull the pin out of the wheel hub."
] | 308 |
51 | [
"Pull the pin out of the wheel hub."
] | 334 |
52 | [
"Pull the pin out of the wheel hub."
] | 359 |
53 | [
"Pull the pin out of the wheel hub."
] | 233 |
54 | [
"Pull the pin out of the wheel hub."
] | 323 |
55 | [
"Pull the pin out of the wheel hub."
] | 331 |
56 | [
"Pull the pin out of the wheel hub."
] | 226 |
57 | [
"Pull the pin out of the wheel hub."
] | 211 |
58 | [
"Pull the pin out of the wheel hub."
] | 329 |
59 | [
"Pull the pin out of the wheel hub."
] | 312 |
60 | [
"Pull the pin out of the wheel hub."
] | 266 |
61 | [
"Pull the pin out of the wheel hub."
] | 254 |
62 | [
"Pull the pin out of the wheel hub."
] | 353 |
63 | [
"Pull the pin out of the wheel hub."
] | 185 |
64 | [
"Pull the pin out of the wheel hub."
] | 215 |
65 | [
"Pull the pin out of the wheel hub."
] | 263 |
66 | [
"Pull the pin out of the wheel hub."
] | 290 |
67 | [
"Pull the pin out of the wheel hub."
] | 255 |
68 | [
"Pull the pin out of the wheel hub."
] | 227 |
69 | [
"Pull the pin out of the wheel hub."
] | 235 |
70 | [
"Pull the pin out of the wheel hub."
] | 205 |
71 | [
"Pull the pin out of the wheel hub."
] | 288 |
72 | [
"Pull the pin out of the wheel hub."
] | 253 |
73 | [
"Pull the pin out of the wheel hub."
] | 250 |
74 | [
"Pull the pin out of the wheel hub."
] | 243 |
75 | [
"Pull the pin out of the wheel hub."
] | 203 |
76 | [
"Pull the pin out of the wheel hub."
] | 284 |
77 | [
"Pull the pin out of the wheel hub."
] | 230 |
78 | [
"Pull the pin out of the wheel hub."
] | 210 |
79 | [
"Pull the pin out of the wheel hub."
] | 217 |
80 | [
"Pull the pin out of the wheel hub."
] | 208 |
81 | [
"Pull the pin out of the wheel hub."
] | 218 |
82 | [
"Pull the pin out of the wheel hub."
] | 243 |
83 | [
"Pull the pin out of the wheel hub."
] | 354 |
84 | [
"Pull the pin out of the wheel hub."
] | 242 |
85 | [
"Pull the pin out of the wheel hub."
] | 143 |
86 | [
"Pull the pin out of the wheel hub."
] | 372 |
87 | [
"Pull the pin out of the wheel hub."
] | 199 |
88 | [
"Pull the pin out of the wheel hub."
] | 218 |
89 | [
"Pull the pin out of the wheel hub."
] | 218 |
90 | [
"Pull the pin out of the wheel hub."
] | 187 |
91 | [
"Pull the pin out of the wheel hub."
] | 240 |
92 | [
"Pull the pin out of the wheel hub."
] | 210 |
93 | [
"Pull the pin out of the wheel hub."
] | 193 |
94 | [
"Pull the pin out of the wheel hub."
] | 192 |
95 | [
"Pull the pin out of the wheel hub."
] | 172 |
96 | [
"Pull the pin out of the wheel hub."
] | 265 |
97 | [
"Pull the pin out of the wheel hub."
] | 162 |
98 | [
"Pull the pin out of the wheel hub."
] | 185 |
99 | [
"Pull the pin out of the wheel hub."
] | 211 |
This dataset converts the numeric time-series from
BeingBeyond/PND_Adam-U_pull-wheel
to Apache TsFile format.
The source dataset is part of the training data for Being-H0.5 and was produced by BeingBeyond. The source dataset card identifies it as a LeRobot/VLA robotics dataset and uses the CC BY 4.0 license.
BeingBeyond/PND_Adam-U_pull-wheelMyDexHanddata/pnd_adam_u_pull_wheel.tsfilepnd_adam_u_pull_wheelepisode_index, task_indexround(timestamp * 1000) millisecondstimestamp is used to synthesize Time and is not retained as a
separate fieldframe_index is retainedindex is renamed to sample_indexobservation.state[31] is flattened to
observation_state_0..observation_state_30action[31] is flattened to action_0..action_30videos/Video files are not included in this converted TsFile repository. The original videos remain in the source HuggingFace dataset:
https://huggingface.co/datasets/BeingBeyond/PND_Adam-U_pull-wheel/tree/main/videos
Use episode_index, frame_index, and Time to align TsFile rows with the
original videos.