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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)

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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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