Datasets:

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xpertsystems

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cyb011-sample

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Xpert Systems Inc 1

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 3 new columns ({'detector_id', 'partner_attacker_id', 'event_type'}) and 9 missing columns ({'attack_phase', 'evasion_budget_consumed', 'feature_delta_linf_norm', 'detection_outcome', 'feature_delta_l2_norm', 'attacker_capability_tier', 'perturbation_magnitude', 'detector_confidence_score', 'query_count_cumulative'}).

This happened while the csv dataset builder was generating data using

hf://datasets/xpertsystems/cyb011-sample/campaign_events.csv (at revision ff8b83d4691ab4a65f42dfdcac9087cdfefba54b), [/tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/attack_trajectories.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/attack_trajectories.csv), /tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_events.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_events.csv), /tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_summary.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_summary.csv), /tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/network_topology.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/network_topology.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/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/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/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              campaign_id: string
              attacker_id: string
              event_type: string
              timestep: int64
              target_segment_id: string
              detector_id: string
              partner_attacker_id: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1135
              to
              {'campaign_id': Value('string'), 'attacker_id': Value('string'), 'timestep': Value('int64'), 'attack_phase': Value('string'), 'perturbation_magnitude': Value('float64'), 'feature_delta_l2_norm': Value('float64'), 'feature_delta_linf_norm': Value('float64'), 'detector_confidence_score': Value('float64'), 'detection_outcome': Value('string'), 'query_count_cumulative': Value('int64'), 'evasion_budget_consumed': Value('float64'), 'target_segment_id': Value('string'), 'attacker_capability_tier': Value('string')}
              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 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              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 3 new columns ({'detector_id', 'partner_attacker_id', 'event_type'}) and 9 missing columns ({'attack_phase', 'evasion_budget_consumed', 'feature_delta_linf_norm', 'detection_outcome', 'feature_delta_l2_norm', 'attacker_capability_tier', 'perturbation_magnitude', 'detector_confidence_score', 'query_count_cumulative'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/xpertsystems/cyb011-sample/campaign_events.csv (at revision ff8b83d4691ab4a65f42dfdcac9087cdfefba54b), [/tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/attack_trajectories.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/attack_trajectories.csv), /tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_events.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_events.csv), /tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_summary.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/campaign_summary.csv), /tmp/hf-datasets-cache/medium/datasets/76384763363068-config-parquet-and-info-xpertsystems-cyb011-sampl-5ed0d001/hub/datasets--xpertsystems--cyb011-sample/snapshots/ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/network_topology.csv (origin=hf://datasets/xpertsystems/cyb011-sample@ff8b83d4691ab4a65f42dfdcac9087cdfefba54b/network_topology.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)