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xpertsystems

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cyb003-sample

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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 11 new columns ({'api_call_name', 'network_dst_ip_class', 'registry_key_path', 'timestep', 'target_pid', 'sample_id', 'file_path_mutated', 'execution_phase', 'dns_query_domain_class', 'family_id', 'event_type'}) and 12 missing columns ({'sandbox_presence_flag', 'network_segment_type', 'patch_currency_score', 'platform_type', 'ep_stack', 'profile_id', 'segment_id', 'user_privilege_level', 'network_egress_filtered', 'av_signature_age_days', 'edr_behavioural_enabled', 'endpoint_os'}).

This happened while the csv dataset builder was generating data using

hf://datasets/xpertsystems/cyb003-sample/execution_events.csv (at revision ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea), [/tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/environment_profiles.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/environment_profiles.csv), /tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/execution_events.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/execution_events.csv), /tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/malware_samples.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/malware_samples.csv), /tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/sample_summary.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/sample_summary.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
              sample_id: string
              family_id: string
              event_type: string
              timestep: int64
              execution_phase: string
              target_pid: int64
              api_call_name: string
              registry_key_path: string
              file_path_mutated: string
              network_dst_ip_class: string
              dns_query_domain_class: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1656
              to
              {'profile_id': Value('string'), 'segment_id': Value('string'), 'endpoint_os': Value('string'), 'platform_type': Value('string'), 'ep_stack': Value('string'), 'patch_currency_score': Value('float64'), 'user_privilege_level': Value('string'), 'network_segment_type': Value('string'), 'sandbox_presence_flag': Value('int64'), 'av_signature_age_days': Value('int64'), 'edr_behavioural_enabled': Value('int64'), 'network_egress_filtered': Value('int64')}
              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 11 new columns ({'api_call_name', 'network_dst_ip_class', 'registry_key_path', 'timestep', 'target_pid', 'sample_id', 'file_path_mutated', 'execution_phase', 'dns_query_domain_class', 'family_id', 'event_type'}) and 12 missing columns ({'sandbox_presence_flag', 'network_segment_type', 'patch_currency_score', 'platform_type', 'ep_stack', 'profile_id', 'segment_id', 'user_privilege_level', 'network_egress_filtered', 'av_signature_age_days', 'edr_behavioural_enabled', 'endpoint_os'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/xpertsystems/cyb003-sample/execution_events.csv (at revision ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea), [/tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/environment_profiles.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/environment_profiles.csv), /tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/execution_events.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/execution_events.csv), /tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/malware_samples.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/malware_samples.csv), /tmp/hf-datasets-cache/medium/datasets/75406366313924-config-parquet-and-info-xpertsystems-cyb003-sampl-a9269a24/hub/datasets--xpertsystems--cyb003-sample/snapshots/ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/sample_summary.csv (origin=hf://datasets/xpertsystems/cyb003-sample@ecf6a426fd08be3f6e0cd5b682ac4926d59c37ea/sample_summary.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)