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train

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
permo_id: string
split: string
instruction: string
smplx_path: string
motion_135_path: string
motion_198_path: string
caption_path: string
result: list<item: struct<short_caption: string>>
  child 0, item: struct<short_caption: string>
      child 0, short_caption: string
to
{'result': List({'short_caption': Value('string')})}
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
              permo_id: string
              split: string
              instruction: string
              smplx_path: string
              motion_135_path: string
              motion_198_path: string
              caption_path: string
              result: list<item: struct<short_caption: string>>
                child 0, item: struct<short_caption: string>
                    child 0, short_caption: string
              to
              {'result': List({'short_caption': Value('string')})}
              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 dataset

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result list
[ { "short_caption": "The person leaps forward, landing on the same leg each time with an angry, forceful manner." } ]
[ { "short_caption": "The person hops forward on one leg while maintaining balance." } ]
[ { "short_caption": "The person hops forward on one foot in an energetic, somewhat aggressive manner." } ]
[ { "short_caption": "The person leaps forward using only one leg to move." } ]
[ { "short_caption": "The person leaps forward while balancing on a single leg with an energetic, forceful motion." } ]
[ { "short_caption": "The person hops forward steadily on one leg with an angry expression." } ]
[ { "short_caption": "The person hops forward several times on one leg with an energetic, forceful motion." } ]
[ { "short_caption": "The person leaps forward using only one leg to move." } ]
[ { "short_caption": "The person hops forward several times on one leg in an energetic, forceful manner." } ]
[ { "short_caption": "The person hops forward several times on one leg with an angry, forceful energy." } ]
[ { "short_caption": "The person leaps forward using only one leg to move." } ]
[ { "short_caption": "The person hops forward on one leg while maintaining steady balance." } ]
[ { "short_caption": "The person hops forward using one leg for each leap." } ]
[ { "short_caption": "The person hops forward several times on one leg in an energetic, expressive manner." } ]
[ { "short_caption": "The person hops forward on one foot while moving ahead." } ]
[ { "short_caption": "The person hops forward on one foot in an energetic, somewhat aggressive manner." } ]
[ { "short_caption": "The person hops forward on one leg while moving ahead." } ]
[ { "short_caption": "The person hops on one leg with an angry, forceful energy." } ]
[ { "short_caption": "The person jumps several times while balancing on one leg with an angry, forceful energy." } ]
[ { "short_caption": "The person hops forward on one foot in an energetic, somewhat agitated manner." } ]
[ { "short_caption": "The person hops forward on one leg with an angry, forceful energy." } ]
[ { "short_caption": "The person hops forward on one leg while maintaining steady balance." } ]
[ { "short_caption": "The person hops forward on one leg with an angry, forceful expression." } ]
[ { "short_caption": "The person hops forward several times on one leg with an angry, forceful energy." } ]
[ { "short_caption": "The person leaps forward with an angry, forceful motion." } ]
[ { "short_caption": "The person jumps forward several times with an angry, aggressive energy." } ]
[ { "short_caption": "The person leaps forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person jumps forward repeatedly with an angry, forceful expression." } ]
[ { "short_caption": "The person jumps forward repeatedly, covering ground with each leap." } ]
[ { "short_caption": "The person jumps forward several times in an angry, forceful manner." } ]
[ { "short_caption": "The person makes several forward leaps in an angry, forceful manner." } ]
[ { "short_caption": "The person jumps forward repeatedly in an angry manner." } ]
[ { "short_caption": "The person hops forward several times with an angry, forceful expression." } ]
[ { "short_caption": "The person hops forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person makes continuous forward jumps." } ]
[ { "short_caption": "The person hops forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person moves forward with a series of jumps." } ]
[ { "short_caption": "The person hops forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person jumps forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person leaps forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person jumps forward several times with an angry, forceful expression." } ]
[ { "short_caption": "The person repeatedly springs forward in an energetic, forceful manner." } ]
[ { "short_caption": "The person bounds forward with energetic, forceful movement." } ]
[ { "short_caption": "The person springs forward repeatedly with an angry, forceful energy." } ]
[ { "short_caption": "The person makes continuous forward jumps." } ]
[ { "short_caption": "The person pushes off the ground and executes several forward jumps." } ]
[ { "short_caption": "The person moves forward through a series of jumps with an angry, forceful demeanor." } ]
[ { "short_caption": "The person moves forward with a series of jumps." } ]
[ { "short_caption": "The person hops forward several times with an angry, forceful energy." } ]
[ { "short_caption": "The person angrily kicks multiple times at an object on the floor." } ]
[ { "short_caption": "The person performs a series of angry kicks directed at an object on the ground." } ]
[ { "short_caption": "The person repeatedly kicks an object on the floor with an angry, forceful motion." } ]
[ { "short_caption": "The person kicks downward at the floor in an angry, forceful manner." } ]
[ { "short_caption": "The person kicks downward repeatedly, striking the floor with forceful movements." } ]
[ { "short_caption": "The person repeatedly kicks an object on the floor with forceful, angry movements." } ]
[ { "short_caption": "The person performs several forceful downward kicks, striking an object on the ground with an angry expression." } ]
[ { "short_caption": "The person kicks downward at the floor in an angry, forceful manner." } ]
[ { "short_caption": "The person kicks an object on the floor repeatedly with forceful, angry motions." } ]
[ { "short_caption": "The person stands in place while performing a series of downward kicks." } ]
[ { "short_caption": "The person kicks the ground in an angry manner." } ]
[ { "short_caption": "The person repeatedly kicks an object on the floor in an aggressive, angry manner." } ]
[ { "short_caption": "The person kicks an object on the floor multiple times with forceful, angry movements." } ]
[ { "short_caption": "The person kicks repeatedly downward, striking the floor with forceful, angry movements." } ]
[ { "short_caption": "The person performs several kicks toward an object on the floor." } ]
[ { "short_caption": "The person repeatedly kicks an object on the floor with forceful, angry movements." } ]
[ { "short_caption": "The person performs several angry kicks toward an object on the floor." } ]
[ { "short_caption": "The person performs several kicking motions directed at an object on the floor." } ]
[ { "short_caption": "The person performs multiple downward kicks, striking an object on the ground with an aggressive, angry style." } ]
[ { "short_caption": "The person performs several angry kicks toward an object on the floor." } ]
[ { "short_caption": "The person executes a low kick with forceful intensity." } ]
[ { "short_caption": "The person performs multiple downward kicking motions in an aggressive manner." } ]
[ { "short_caption": "The person repeatedly kicks an object on the floor with forceful, angry motions." } ]
[ { "short_caption": "The person performs several angry kicks directed downward toward an object on the floor." } ]
[ { "short_caption": "The person kicks downward at an object on the floor multiple times with forceful, angry movements." } ]
[ { "short_caption": "The person performs a series of kicks with forceful, aggressive movements." } ]
[ { "short_caption": "The person performs repeated forward kicks in an aggressive manner." } ]
[ { "short_caption": "The person repeatedly extends their leg in a series of kicking motions." } ]
[ { "short_caption": "The person performs several forceful kicks into empty space while standing in place." } ]
[ { "short_caption": "The person performs several forward kicks in an aggressive, angry manner." } ]
[ { "short_caption": "The person performs several kicking motions while standing in place." } ]
[ { "short_caption": "The person performs forward kicks with an aggressive, angry expression." } ]
[ { "short_caption": "The person performs an angry kick." } ]
[ { "short_caption": "The person kicks repeatedly with an angry, aggressive motion." } ]
[ { "short_caption": "The person kicks forward into empty space repeatedly with an angry, forceful motion." } ]
[ { "short_caption": "The person performs a series of forward kicks in an aggressive manner." } ]
[ { "short_caption": "The person performs several kicking motions into the air with an aggressive, angry style." } ]
[ { "short_caption": "The person performs forward kicks in an aggressive, angry manner." } ]
[ { "short_caption": "The person performs multiple forward kicks while standing in place." } ]
[ { "short_caption": "The person performs several forward kicks in an aggressive manner." } ]
[ { "short_caption": "The person performs a series of kicks while remaining in place." } ]
[ { "short_caption": "The person performs several angry, forceful kicks in succession." } ]
[ { "short_caption": "The person performs several forward kicks in an aggressive manner." } ]
[ { "short_caption": "The person repeatedly performs kicking motions while standing in place." } ]
[ { "short_caption": "The person performs a series of kicks with forceful, aggressive movements." } ]
[ { "short_caption": "The person repeatedly extends their leg in a series of kicks." } ]
[ { "short_caption": "The person performs multiple forward kicks while standing in place." } ]
[ { "short_caption": "The person repeatedly extends their leg in a series of kicking motions." } ]
[ { "short_caption": "The person performs multiple forceful kicks in an angry manner." } ]
[ { "short_caption": "The person performs a series of forward kicks with an angry expression." } ]
[ { "short_caption": "The person stands in place and throws multiple forward punches using one arm." } ]

End of preview.

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

PerMo

Standalone PerMo release normalized to the repository SMPL-H convention.

Summary

PerMo is released here as a standalone motion dataset with SMPL-H motions, single-motion captions, and style editing / style transfer instruction pairs.

Motions: 6,610 clips, 924,726 frames, 8.56 hours at 30 FPS.
Train split: 6,543 clips, 915,162 frames, 8.47 hours.
Test split: 67 clips, 9,564 frames, 0.09 hours.
Editing train split: 6,176 Neutral-to-style pairs, 869,194 target frames, 8.05 target-motion hours.
Style groups: Age, Character, Condition, Emotion, Surroundings, Traits.

Layout

smplh_52/: SMPL-H 52-joint axis-angle motions, canonicalized with the SMPL-H floor convention.
hierarchical_caption/: per-motion hierarchical captions.
augmented_caption/: PerMo action/style captions used by HYMotion M2M caption training.
editing_caption/: Neutral-to-style instruction captions used by HYMotion M2M editing/style transfer training.
pairs/: source/target pair metadata for PerMo style transfer.
qwen3_augmented/, qwen3_editing/: pre-extracted text embeddings matched to the caption directories above.
train.json, test.json, all.json: metafiles with paths rooted at PerMo/.
editing_train.json: PerMo style editing/transfer pairs with source_motion_path and SMPL-H targets.
stats.json: normalization statistics computed over train.json + test.json.

The old nested PerMo/20260513/ wrapper and 198-dim cache arrays are intentionally not part of this release.

Caption Sets

hierarchical_caption/ follows the MotionHub standard schema with macro, meso, and micro caption fields. augmented_caption/ preserves the original HYMotion-compatible short-caption format and is paired with qwen3_augmented/. editing_caption/ stores instruction-style captions for real source-to-target style editing pairs and is paired with qwen3_editing/.

Path Convention

Metafiles use paths rooted at PerMo/. For HYMotion training configurations whose data_dir is data/motionhub, the corresponding combined annotation uses ../PerMo/... paths.

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Total file size:

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