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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 149, 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 129, 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 544, 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 3052, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2559, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2584, 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 558, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 440, 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 4385, 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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EmbodiChain research datasets

Versioned datasets directly usable by EmbodiChain research workflows. The repository groups releases by research type and method, with stable manifests and explicit per-artifact licenses. Dataset index.

Neural dynamics

Dataset Relative directory Training transitions Validation/test trajectories
NeRD Cartpole / Newton neural_dynamics/nerd/cartpole/v1/ 1,024,000 512 / 512
NeRD Ant / Newton neural_dynamics/nerd/ant/v1/ 1,024,000 512 / 512

Each artifact has 10,240 training trajectories of 100 steps, a directly loadable HDF5 manifest and card, and Apache-2.0 LICENSE/NOTICE. State/contact/action fields and relative shard checksums are defined in its manifest. These data are generated by current Newton Featherstone, with the NeRD reference scene profile, not by the official historical Warp teacher. No training logs are hosted here.

Use snapshot_download(..., repo_type="dataset") for the desired artifact path and the EmbodiChain DynamicsWindowDataset loader. See each version's README for code and coordinate/physics contracts. The dataset is approximately the repository example's 1M training scale; it is smaller than the paper's stated 10M scale.

Adding another research dataset

Create <research-type>/<method>/<name>/<version>/ with a self-contained manifest, relative data paths, explicit splits, a concise README, checksums, provenance/coordinate schema and a version-specific license. Add its entry to index.json. Keep model weights, training histories, simulator binary packages, credentials and machine-specific paths outside the dataset package.

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