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The dataset generation failed because of a cast error
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 5 new columns ({'hard_l0', 'mse', 'dead_pct', 'expl_var', 'stage'}) and 7 missing columns ({'ppo_step80', 'ppo_step10', 'ppo_step30', 'instruct_base', 'ppo_step50', 'ppo_step116', 'feature_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/jakelipner/rl-checkpoint-analysis-layer18/sae_quality_per_checkpoint.csv (at revision 52f223873891121363035cf97b84e9a3e89d04f5), ['hf://datasets/jakelipner/rl-checkpoint-analysis-layer18@52f223873891121363035cf97b84e9a3e89d04f5/feature_trajectories.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis-layer18@52f223873891121363035cf97b84e9a3e89d04f5/sae_quality_per_checkpoint.csv']
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
stage: string
mse: double
expl_var: double
hard_l0: double
dead_pct: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 843
to
{'feature_id': Value('int64'), 'instruct_base': Value('float64'), 'ppo_step10': Value('float64'), 'ppo_step30': Value('float64'), 'ppo_step50': Value('float64'), 'ppo_step80': Value('float64'), 'ppo_step116': Value('float64')}
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 5 new columns ({'hard_l0', 'mse', 'dead_pct', 'expl_var', 'stage'}) and 7 missing columns ({'ppo_step80', 'ppo_step10', 'ppo_step30', 'instruct_base', 'ppo_step50', 'ppo_step116', 'feature_id'}).
This happened while the csv dataset builder was generating data using
hf://datasets/jakelipner/rl-checkpoint-analysis-layer18/sae_quality_per_checkpoint.csv (at revision 52f223873891121363035cf97b84e9a3e89d04f5), ['hf://datasets/jakelipner/rl-checkpoint-analysis-layer18@52f223873891121363035cf97b84e9a3e89d04f5/feature_trajectories.csv', 'hf://datasets/jakelipner/rl-checkpoint-analysis-layer18@52f223873891121363035cf97b84e9a3e89d04f5/sae_quality_per_checkpoint.csv']
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.
feature_id int64 | instruct_base float64 | ppo_step10 float64 | ppo_step30 float64 | ppo_step50 float64 | ppo_step80 float64 | ppo_step116 float64 |
|---|---|---|---|---|---|---|
9,597 | 0.017073 | 0.017073 | 0.017073 | 0.017095 | 0.017185 | 0.017207 |
11,088 | 0.000045 | 0.000045 | 0.000045 | 0.000045 | 0.000067 | 0.000067 |
4,761 | 0.00009 | 0.00009 | 0.00009 | 0.00009 | 0.000112 | 0.000112 |
1,588 | 0.000045 | 0.000045 | 0.000045 | 0.000067 | 0.000067 | 0.000067 |
9,563 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,551 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,552 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,553 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,522 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,554 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,555 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,556 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,557 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,558 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,559 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
6,023 | 0.000179 | 0.000179 | 0.000179 | 0.000112 | 0.000112 | 0.000135 |
9,851 | 0.000179 | 0.000224 | 0.000202 | 0.000179 | 0.000179 | 0.000135 |
4,615 | 0.000067 | 0.000067 | 0.000067 | 0.000045 | 0.000045 | 0.000022 |
8,295 | 0.056625 | 0.056647 | 0.056558 | 0.056625 | 0.056647 | 0.05658 |
9,059 | 0.000045 | 0.000045 | 0.000045 | 0.000045 | 0.000022 | 0.000022 |
9,550 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
9,549 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 | 0.016624 |
null | null | null | null | null | null | null |
null | null | null | null | null | null | null |
null | null | null | null | null | null | null |
null | null | null | null | null | null | null |
null | null | null | null | null | null | null |
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