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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 1 new columns ({'selected'}) and 3 missing columns ({'n_examples', 'axis', 'clean_metric'}).
This happened while the csv dataset builder was generating data using
hf://datasets/PersonaBias/output/Llama-3.2-3B-Instruct/arc_challenge/emotion/reverse_axis100_dir20_balanced/stage_1_emotion_all_heads.csv (at revision 076a2e36015c2c894976d0be6ba58a63a4350724), ['hf://datasets/PersonaBias/output@076a2e36015c2c894976d0be6ba58a63a4350724/Llama-3.2-3B-Instruct/arc_challenge/emotion/reverse_axis100_dir20_balanced/stage_1_emotion_all_heads.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: int64
stage_label: string
layer: int64
head: int64
head_label: string
score: double
selected: bool
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1062
to
{'axis': Value('string'), 'stage': Value('int64'), 'stage_label': Value('string'), 'layer': Value('int64'), 'head': Value('int64'), 'head_label': Value('string'), 'score': Value('float64'), 'n_examples': Value('int64'), 'clean_metric': 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 1 new columns ({'selected'}) and 3 missing columns ({'n_examples', 'axis', 'clean_metric'}).
This happened while the csv dataset builder was generating data using
hf://datasets/PersonaBias/output/Llama-3.2-3B-Instruct/arc_challenge/emotion/reverse_axis100_dir20_balanced/stage_1_emotion_all_heads.csv (at revision 076a2e36015c2c894976d0be6ba58a63a4350724), ['hf://datasets/PersonaBias/output@076a2e36015c2c894976d0be6ba58a63a4350724/Llama-3.2-3B-Instruct/arc_challenge/emotion/reverse_axis100_dir20_balanced/stage_1_emotion_all_heads.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.
axis string | stage int64 | stage_label string | layer int64 | head int64 | head_label string | score float64 | n_examples int64 | clean_metric float64 |
|---|---|---|---|---|---|---|---|---|
emotion | 1 | Stage 1 -- receiver heads (answer) | 15 | 18 | L15H18 | -0.089171 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 13 | 17 | L13H17 | -0.045569 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 18 | 10 | L18H10 | -0.039599 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 16 | 15 | L16H15 | -0.035337 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 15 | 19 | L15H19 | -0.034634 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 12 | 1 | L12H1 | -0.024176 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 14 | 6 | L14H6 | -0.021607 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 21 | 20 | L21H20 | -0.020175 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 26 | 20 | L26H20 | -0.018585 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 19 | 1 | L19H1 | -0.018046 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 27 | 1 | L27H1 | -0.017494 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 16 | 17 | L16H17 | -0.017123 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 13 | 5 | L13H5 | -0.015271 | 92 | -0.117676 |
emotion | 1 | Stage 1 -- receiver heads (answer) | 15 | 20 | L15H20 | -0.014863 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 7 | 11 | L7H11 | -0.007932 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 11 | 8 | L11H8 | -0.007114 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 6 | 19 | L6H19 | -0.006908 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 11 | 3 | L11H3 | -0.006755 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 2 | 23 | L2H23 | -0.006682 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 5 | 23 | L5H23 | -0.006614 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 1 | 15 | L1H15 | -0.006575 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 9 | 20 | L9H20 | -0.006535 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 11 | 5 | L11H5 | -0.006532 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 8 | 14 | L8H14 | -0.006524 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 10 | 5 | L10H5 | -0.006335 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 5 | 21 | L5H21 | -0.006125 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 8 | 20 | L8H20 | -0.005989 | 92 | -0.117676 |
emotion | 2 | Stage 2 -- sender heads (answer->answer) | 1 | 11 | L1H11 | -0.005916 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 1 | L0H1 | -0.005491 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 3 | L0H3 | -0.005217 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 2 | L0H2 | -0.005157 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 0 | L0H0 | -0.003098 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 15 | L0H15 | -0.002774 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 20 | L0H20 | -0.002579 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 17 | L0H17 | -0.002119 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 14 | L0H14 | -0.001993 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 18 | L0H18 | -0.001658 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 8 | L0H8 | -0.001608 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 5 | L0H5 | -0.001227 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 16 | L0H16 | -0.001202 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 13 | L0H13 | -0.000998 | 92 | -0.117676 |
emotion | 3 | Stage 3 -- sender heads (answer->answer) | 0 | 4 | L0H4 | -0.000929 | 92 | -0.117676 |
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