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Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'id,upi,pdb_id,pdb_chain,rna_type,taxid,pdb_accession,structure_path'}) and 2 missing columns ({'bytes', 'pdb_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/StarLiu714/RNAcentral-Struct/metadata/pdb_structure_mapping_all.csv (at revision 83be45a06fa21772f7acc3e964b6916641da4f55), ['hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/cif_sizes.tsv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/pdb_structure_mapping_all.csv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/pdb_structure_mapping_downloaded.csv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/rnacentral_pdb.tsv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/summary.tsv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._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
id,upi,pdb_id,pdb_chain,rna_type,taxid,pdb_accession,structure_path: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 515
to
{'pdb_id': Value('string'), 'bytes': Value('int64')}
because column names don't match
During handling of the above exception, another exception occurred:
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 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'id,upi,pdb_id,pdb_chain,rna_type,taxid,pdb_accession,structure_path'}) and 2 missing columns ({'bytes', 'pdb_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/StarLiu714/RNAcentral-Struct/metadata/pdb_structure_mapping_all.csv (at revision 83be45a06fa21772f7acc3e964b6916641da4f55), ['hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/cif_sizes.tsv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/pdb_structure_mapping_all.csv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/pdb_structure_mapping_downloaded.csv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/rnacentral_pdb.tsv', 'hf://datasets/StarLiu714/RNAcentral-Struct@83be45a06fa21772f7acc3e964b6916641da4f55/metadata/summary.tsv']
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
pdb_id string | bytes int64 |
|---|---|
157d | 103,397 |
17ra | 741,619 |
1a1t | 3,815,378 |
1a34 | 438,031 |
1a3m | 2,016,367 |
1a4d | 153,194 |
1a4t | 1,622,103 |
1a51 | 1,079,146 |
1a60 | 3,063,061 |
1a9l | 1,344,365 |
1a9n | 581,250 |
1ac3 | 612,042 |
1afx | 484,161 |
1ajf | 97,168 |
1ajl | 83,378 |
1ajt | 81,695 |
1aju | 1,883,269 |
1akx | 128,808 |
1al5 | 832,803 |
1am0 | 485,153 |
1anr | 1,689,943 |
1aq3 | 461,638 |
1aq4 | 474,195 |
1aqo | 1,272,654 |
1arj | 1,857,117 |
1asy | 1,222,973 |
1asz | 1,231,224 |
1ato | 561,712 |
1atv | 217,081 |
1atw | 152,074 |
1aud | 4,233,365 |
1b23 | 637,887 |
1b36 | 1,126,365 |
1b7f | 379,599 |
1bau | 176,149 |
1bgz | 415,549 |
1biv | 620,447 |
1bj2 | 952,194 |
1bmv | 539,655 |
1bn0 | 662,537 |
1br3 | 121,392 |
1bvj | 1,370,565 |
1byj | 4,253,131 |
1bz2 | 75,558 |
1bz3 | 77,842 |
1bzt | 83,187 |
1bzu | 83,446 |
1c04 | 668,786 |
1c0a | 800,590 |
1c0o | 861,595 |
1c2w | 7,826,986 |
1c2x | 313,271 |
1c9s | 1,611,365 |
1cq5 | 165,120 |
1cql | 1,291,093 |
1csl | 114,854 |
1cvj | 1,252,581 |
1cx5 | 121,153 |
1d0t | 668,283 |
1d0u | 1,412,588 |
1d4r | 283,497 |
1d6k | 5,132,678 |
1ddy | 407,613 |
1dfu | 271,979 |
1di2 | 294,399 |
1dk1 | 282,838 |
1dqf | 92,910 |
1dqh | 80,815 |
1drr | 597,285 |
1drz | 316,929 |
1duh | 162,373 |
1dul | 311,865 |
1duq | 304,489 |
1dz5 | 5,869,948 |
1e4p | 1,487,308 |
1e7k | 320,874 |
1e8o | 430,625 |
1e8s | 93,546 |
1e95 | 1,614,615 |
1ebq | 453,146 |
1ebr | 469,049 |
1ebs | 452,737 |
1ec6 | 289,876 |
1efo | 77,067 |
1efs | 755,542 |
1efw | 1,405,741 |
1eg0 | 326,885 |
1egk | 346,219 |
1eht | 1,072,877 |
1ehz | 254,359 |
1ei2 | 1,471,113 |
1eiy | 1,126,245 |
1ekz | 7,294,988 |
1elh | 461,837 |
1emi | 91,461 |
1esh | 66,435 |
1esy | 1,206,037 |
1et4 | 580,532 |
1etf | 193,845 |
1etg | 2,748,929 |
RNAcentral-Struct
RNAcentral-Struct is a structure subset derived from the official RNAcentral PDB cross-reference table. It contains every unique PDB entry referenced by RNAcentral current_release/id_mapping/database_mappings/pdb.tsv, downloaded as mmCIF from official PDB mirrors.
This dataset is intended for RNA structure-conditioned modeling, inverse folding, and cross-reference analysis. RNAcentral itself is a sequence and annotation resource; the 3D coordinates here come from wwPDB/RCSB/PDBe entries linked by RNAcentral.
Contents
structures/*.cif: 7,279 unique mmCIF files, one per four-character PDB entry ID.metadata/rnacentral_pdb.tsv: the RNAcentral official PDB cross-reference table used to build this package.metadata/pdb_structure_mapping_all.csv: all RNAcentral chain-level mappings to the downloaded mmCIF files.metadata/pdb_structure_mapping_downloaded.csv: mappings whose referenced mmCIF file is present. For this release it matches the full mapping table.metadata/manifest.json: machine-readable summary.metadata/summary.tsv: compact summary.metadata/cif_sizes.tsv: byte size for each downloaded mmCIF file.metadata/download_failures.json: download failure list. This release has no failures.scripts/rnacentral_all_cif_downloader.py: downloader used to reproduce the package.
Summary
| field | value |
|---|---|
| RNAcentral PDB mapping rows | 18,967 |
| Unique RNAcentral UPI IDs | 4,750 |
| Unique PDB/mmCIF entries | 7,279 |
| Downloaded mmCIF files | 7,279 |
| Download failures | 0 |
| Uncompressed package size | ~54 GB |
Mapping Semantics
RNAcentral pdb.tsv maps RNAcentral UPI IDs to PDB chain-level accessions such as 4UG0_L8. The four-character prefix, 4UG0, is the PDB entry ID and corresponds to one mmCIF file: structures/4ug0.cif. The suffix identifies a chain or chain-like accession within that entry. Multiple RNAcentral rows can therefore reference the same mmCIF file.
Reproducibility
The source mapping file is:
https://ftp.ebi.ac.uk/pub/databases/RNAcentral/current_release/id_mapping/database_mappings/pdb.tsv
The downloader extracts unique PDB IDs from that mapping and downloads {PDB_ID}.cif from RCSB with PDBe fallback.
License
RNAcentral sequence metadata is distributed under CC0. PDB coordinate files are redistributed according to wwPDB/RCSB/PDBe terms. Please cite RNAcentral and wwPDB/PDB resources when using this dataset.
Citation
@article{rnacentral2021,
author = {{RNAcentral Consortium}},
title = {{RNAcentral} 2021: secondary structure integration, improved sequence search and new member databases},
journal = {Nucleic Acids Research},
volume = {49},
number = {D1},
pages = {D212--D220},
year = {2021},
doi = {10.1093/nar/gkaa921}
}
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