Datasets:

---

0Shark

/

video_flow_classification

like 0

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 10 new columns ({'sum_of_iat', 'jitter', 'last_packet_timestamp', 'sum_of_packet_size_squared', 'sum_of_iat_cubed', 'sum_of_packet_size', 'sum_of_iat_squared', 'sum_of_packet_size_cubed', 'window_start_ns', 'packet_count'}) and 6 missing columns ({'source_id', 'timestamp_ns', 'orig_timestamp_ns', 'packet_index', 'payload_size', 'source_kind'}).

This happened while the csv dataset builder was generating data using

hf://datasets/0Shark/video_flow_classification/p4_features_combined.csv (at revision c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f), [/tmp/hf-datasets-cache/medium/datasets/34753110302923-config-parquet-and-info-0Shark-video_flow_classif-e48bcd56/hub/datasets--0Shark--video_flow_classification/snapshots/c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/full_dataset_packet_labels_400k.csv (origin=hf://datasets/0Shark/video_flow_classification@c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/full_dataset_packet_labels_400k.csv), /tmp/hf-datasets-cache/medium/datasets/34753110302923-config-parquet-and-info-0Shark-video_flow_classif-e48bcd56/hub/datasets--0Shark--video_flow_classification/snapshots/c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/p4_features_combined.csv (origin=hf://datasets/0Shark/video_flow_classification@c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/p4_features_combined.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 1887, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              src_ip: string
              dst_ip: string
              src_port: int64
              dst_port: int64
              protocol: int64
              window_start_ns: int64
              packet_count: int64
              last_packet_timestamp: int64
              sum_of_iat: int64
              sum_of_iat_squared: int64
              sum_of_iat_cubed: int64
              sum_of_packet_size: int64
              sum_of_packet_size_squared: int64
              sum_of_packet_size_cubed: int64
              jitter: int64
              label: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2238
              to
              {'packet_index': Value('int64'), 'timestamp_ns': Value('int64'), 'label': Value('string'), 'source_kind': Value('string'), 'source_id': Value('string'), 'orig_timestamp_ns': Value('int64'), 'src_ip': Value('string'), 'dst_ip': Value('string'), 'src_port': Value('int64'), 'dst_port': Value('int64'), 'protocol': Value('int64'), 'payload_size': 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 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, 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 1889, 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 10 new columns ({'sum_of_iat', 'jitter', 'last_packet_timestamp', 'sum_of_packet_size_squared', 'sum_of_iat_cubed', 'sum_of_packet_size', 'sum_of_iat_squared', 'sum_of_packet_size_cubed', 'window_start_ns', 'packet_count'}) and 6 missing columns ({'source_id', 'timestamp_ns', 'orig_timestamp_ns', 'packet_index', 'payload_size', 'source_kind'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/0Shark/video_flow_classification/p4_features_combined.csv (at revision c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f), [/tmp/hf-datasets-cache/medium/datasets/34753110302923-config-parquet-and-info-0Shark-video_flow_classif-e48bcd56/hub/datasets--0Shark--video_flow_classification/snapshots/c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/full_dataset_packet_labels_400k.csv (origin=hf://datasets/0Shark/video_flow_classification@c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/full_dataset_packet_labels_400k.csv), /tmp/hf-datasets-cache/medium/datasets/34753110302923-config-parquet-and-info-0Shark-video_flow_classif-e48bcd56/hub/datasets--0Shark--video_flow_classification/snapshots/c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/p4_features_combined.csv (origin=hf://datasets/0Shark/video_flow_classification@c64d5ab76a9ca5c6ec9d16f8375aa68d7cd7323f/p4_features_combined.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)