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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
dataset: string
architecture: string
num_classes: int64
pool_size: int64
n_members: int64
split_source: string
epochs: int64
lr: double
weight_decay: double
dropout: double
full_auc_loss: double
full_auc_conf: double
member_acc: double
nonmember_acc: double
wall_clock_sec: double
to
{'epoch': Value('int64'), 'train_loss': Value('float64'), 'auc_loss': Value('float64'), 'auc_conf': Value('float64'), 'member_acc': Value('float64'), 'nonmember_acc': Value('float64'), 'member_loss': Value('float64'), 'nonmember_loss': Value('float64'), 'elapsed_sec': Value('float64')}
because column names don't match
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 764, in write_table
                  self.write_rows_on_file()  # in case there are buffered rows to write first
                  ~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 663, in write_rows_on_file
                  self._write_table(table)
                  ~~~~~~~~~~~~~~~~~^^^^^^^
                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
              dataset: string
              architecture: string
              num_classes: int64
              pool_size: int64
              n_members: int64
              split_source: string
              epochs: int64
              lr: double
              weight_decay: double
              dropout: double
              full_auc_loss: double
              full_auc_conf: double
              member_acc: double
              nonmember_acc: double
              wall_clock_sec: double
              to
              {'epoch': Value('int64'), 'train_loss': Value('float64'), 'auc_loss': Value('float64'), 'auc_conf': Value('float64'), 'member_acc': Value('float64'), 'nonmember_acc': Value('float64'), 'member_loss': Value('float64'), 'nonmember_loss': Value('float64'), 'elapsed_sec': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                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 13 new columns ({'lr', 'dropout', 'full_auc_loss', 'num_classes', 'wall_clock_sec', 'weight_decay', 'epochs', 'n_members', 'architecture', 'dataset', 'pool_size', 'full_auc_conf', 'split_source'}) and 7 missing columns ({'epoch', 'nonmember_loss', 'member_loss', 'train_loss', 'auc_conf', 'auc_loss', 'elapsed_sec'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/dwahdany/privacy-arena-data/models/mia/fitzpatrick17k_vitb16/training_history.json (at revision a62c8f2599874c09434c0986caec42c0293645f8), ['hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fairface_vitb16/training_history.json', 'hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fairface_vitb16/training_summary.json', 'hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fitzpatrick17k_vitb16/training_history.json', 'hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fitzpatrick17k_vitb16/training_summary.json'], ['hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fairface_vitb16/training_history.json', 'hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fairface_vitb16/training_summary.json', 'hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fitzpatrick17k_vitb16/training_history.json', 'hf://datasets/dwahdany/privacy-arena-data@a62c8f2599874c09434c0986caec42c0293645f8/models/mia/fitzpatrick17k_vitb16/training_summary.json']
              
              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)
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                                            ~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 781, in finalize
                  self.write_rows_on_file()
                  ~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 663, in write_rows_on_file
                  self._write_table(table)
                  ~~~~~~~~~~~~~~~~~^^^^^^^
                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
              dataset: string
              architecture: string
              num_classes: int64
              pool_size: int64
              n_members: int64
              split_source: string
              epochs: int64
              lr: double
              weight_decay: double
              dropout: double
              full_auc_loss: double
              full_auc_conf: double
              member_acc: double
              nonmember_acc: double
              wall_clock_sec: double
              to
              {'epoch': Value('int64'), 'train_loss': Value('float64'), 'auc_loss': Value('float64'), 'auc_conf': Value('float64'), 'member_acc': Value('float64'), 'nonmember_acc': Value('float64'), 'member_loss': Value('float64'), 'nonmember_loss': Value('float64'), 'elapsed_sec': Value('float64')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              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 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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epoch
int64
train_loss
float64
auc_loss
float64
auc_conf
float64
member_acc
float64
nonmember_acc
float64
member_loss
float64
nonmember_loss
float64
elapsed_sec
float64
1
1.342339
0.511253
0.494234
0.513333
0.502
1.142931
1.196749
136.517505
2
1.078577
0.530983
0.507886
0.542667
0.51
1.042133
1.195439
276.904029
3
0.929508
0.583771
0.502892
0.614667
0.482667
0.910473
1.264626
418.847649
4
0.76923
0.649663
0.535216
0.777333
0.517333
0.585546
1.208086
560.912823
5
0.609888
0.687262
0.557286
0.823333
0.524
0.459101
1.306927
703.245335
6
0.463916
0.753324
0.63283
0.907333
0.515333
0.287102
1.479901
844.685753
7
0.35451
0.720957
0.586136
0.842
0.500667
0.396405
1.844287
986.666857
8
0.281115
0.791435
0.673388
0.935333
0.49
0.186308
1.893288
1,127.483532
null
null
null
null
0.9356
0.507385
null
null
null
1
0.681212
0.524307
0.504319
0.807333
0.773333
0.540388
0.61808
38.076494
2
0.50646
0.561475
0.532708
0.892
0.784
0.351977
0.55835
76.187372
3
0.332088
0.616451
0.577963
0.95
0.786
0.176584
0.601547
113.932229
4
0.188508
0.647722
0.612888
0.974
0.791333
0.075646
0.746923
151.778571
5
0.11289
0.647954
0.614777
0.990667
0.805333
0.033933
0.875944
189.769849
6
0.084155
0.685464
0.653717
0.983333
0.774667
0.05433
0.840014
226.883783
7
0.070126
0.643456
0.607509
0.981333
0.788667
0.044341
1.020338
264.998605
8
0.075381
0.668559
0.628629
0.974
0.766
0.074129
1.092098
302.136549
null
null
null
null
0.978833
0.773549
null
null
null

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