Datasets:

Mireu-Lab

/

CIC-IDS

like 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 84 new columns ({' Total Fwd Packets', ' Average Packet Size', ' PSH Flag Count', ' Destination IP', ' Fwd URG Flags', ' Active Min', 'Bwd Packet Length Max', ' Bwd Avg Bytes/Bulk', ' Bwd Packet Length Mean', 'Bwd IAT Total', ' Bwd IAT Min', 'FIN Flag Count', ' Subflow Bwd Packets', ' Idle Std', ' Source Port', ' Total Length of Bwd Packets', ' Fwd Packet Length Std', ' Packet Length Mean', ' Bwd Packets/s', ' Total Backward Packets', 'Total Length of Fwd Packets', ' Bwd IAT Max', ' Init_Win_bytes_backward', ' Flow IAT Std', ' ACK Flag Count', ' Subflow Fwd Bytes', ' min_seg_size_forward', ' Fwd Packet Length Mean', ' RST Flag Count', ' CWE Flag Count', ' Fwd Packet Length Min', ' Bwd PSH Flags', ' Active Max', ' Flow IAT Max', ' Fwd Header Length', 'Fwd IAT Total', ' Source IP', ' Max Packet Length', ' Packet Length Std', ' URG Flag Count', ' Bwd Packet Length Std', ' Min Packet Length', ' Fwd IAT Std', ' Bwd URG Flags', ' Packet Length Variance', 'Active Mean', 'Flow Bytes/s', ' Idle Max', ' Bwd IAT Std', ' Fwd Packet Length Max', 'Fwd Packets/s', ' Timestamp', ' Flow IAT Mean', ' Active Std', ' Fwd IAT Min', ' Flow Duration', ' Flow Packets/s', ' Avg Bwd Segment Size', ' act_data_pkt_fwd', ' Bwd Header Length', ' Fwd Avg Packets/Bulk', 'Fwd PSH Flags', ' Flow IAT Min', ' Idle Min', ' Avg Fwd Segment Size', ' Fwd IAT Max', 'Subflow Fwd Packets', ' Bwd Packet Length Min', ' Fwd Header Length.1', ' ECE Flag Count', ' Label', ' Destination Port', ' Down/Up Ratio', ' Protocol', ' Bwd IAT Mean', ' Subflow Bwd Bytes', 'Flow ID', ' Fwd Avg Bulk Rate', ' SYN Flag Count', 'Idle Mean', 'Bwd Avg Bulk Rate', 'Fwd Avg Bytes/Bulk', ' Bwd Avg Packets/Bulk', ' Fwd IAT Mean'}) and 78 missing columns ({'Bwd_URG_Flags', 'Fwd_Avg_Packets/Bulk', 'FIN_Flag_Count', 'RST_Flag_Count', 'Bwd_IAT_Total', 'Destination_Port', 'Bwd_IAT_Max', 'Bwd_Packet_Length_Max', 'PSH_Flag_Count', 'Bwd_IAT_Std', 'Min_Packet_Length', 'Idle_Std', 'Subflow_Bwd_Packets', 'Flow_IAT_Max', 'ACK_Flag_Count', 'Bwd_IAT_Min', 'Idle_Mean', 'Subflow_Fwd_Packets', 'Avg_Fwd_Segment_Size', 'Packet_Length_Std', 'Fwd_Packet_Length_Max', 'Average_Packet_Size', 'Fwd_IAT_Mean', 'Fwd_IAT_Std', 'Bwd_Packet_Length_Mean', 'Total_Length_of_Fwd_Packets', 'Fwd_Packets/s', 'Fwd_Header_Length.1', 'Active_Std', 'CWE_Flag_Count', 'Bwd_Packets/s', 'Bwd_Avg_Bytes/Bulk', 'Flow_Bytes/s', 'Subflow_Fwd_Bytes', 'Bwd_Header_Length', 'Fwd_PSH_Flags', 'act_data_pkt_fwd', 'Init_Win_bytes_backward', 'Fwd_URG_Flags', 'Bwd_Avg_Bulk_Rate', 'Fwd_IAT_Min', 'Bwd_Packet_Length_Std', 'Active_Mean', 'ECE_Flag_Count', 'Flow_IAT_Std', 'Fwd_Avg_Bulk_Rate', 'Flow_Packets/s', 'Idle_Min', 'min_seg_size_forward', 'Fwd_Packet_Length_Mean', 'Total_Fwd_Packets', 'Packet_Length_Mean', 'SYN_Flag_Count', 'Flow_Duration', 'URG_Flag_Count', 'Bwd_PSH_Flags', 'Fwd_IAT_Total', 'Bwd_Packet_Length_Min', 'Avg_Bwd_Segment_Size', 'Fwd_Header_Length', 'Fwd_IAT_Max', 'Subflow_Bwd_Bytes', 'Label', 'Packet_Length_Variance', 'Total_Backward_Packets', 'Total_Length_of_Bwd_Packets', 'Fwd_Packet_Length_Min', 'Bwd_IAT_Mean', 'Flow_IAT_Mean', 'Active_Min', 'Active_Max', 'Down/Up_Ratio', 'Fwd_Avg_Bytes/Bulk', 'Bwd_Avg_Packets/Bulk', 'Max_Packet_Length', 'Fwd_Packet_Length_Std', 'Flow_IAT_Min', 'Idle_Max'}).

This happened while the csv dataset builder was generating data using

zip://TrafficLabelling /Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv::/tmp/hf-datasets-cache/medium/datasets/55837509495140-config-parquet-and-info-Mireu-Lab-CIC-IDS-05e90af7/downloads/e892486f888a8d86e93f7fc299a4029088eaf47b8d94eeaf47ca20e2f0612807

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Flow ID: string
               Source IP: string
               Source Port: int64
               Destination IP: string
               Destination Port: int64
               Protocol: int64
               Timestamp: string
               Flow Duration: int64
               Total Fwd Packets: int64
               Total Backward Packets: int64
              Total Length of Fwd Packets: int64
               Total Length of Bwd Packets: int64
               Fwd Packet Length Max: int64
               Fwd Packet Length Min: int64
               Fwd Packet Length Mean: double
               Fwd Packet Length Std: double
              Bwd Packet Length Max: int64
               Bwd Packet Length Min: int64
               Bwd Packet Length Mean: double
               Bwd Packet Length Std: double
              Flow Bytes/s: double
               Flow Packets/s: double
               Flow IAT Mean: double
               Flow IAT Std: double
               Flow IAT Max: int64
               Flow IAT Min: int64
              Fwd IAT Total: int64
               Fwd IAT Mean: double
               Fwd IAT Std: double
               Fwd IAT Max: int64
               Fwd IAT Min: int64
              Bwd IAT Total: int64
               Bwd IAT Mean: double
               Bwd IAT Std: double
               Bwd IAT Max: int64
               Bwd IAT Min: int64
              Fwd PSH Flags: int64
               Bwd PSH Flags: int64
               Fwd URG Flags: int64
               Bwd URG Flags: int64
               Fwd Header Length: int64
               Bwd Header Length: int64
              Fwd Packets/s: double
               Bwd Packets/s: double
               Min Packet Length: int64
               Max Packet Length: int64
               Packet Length Mean: double
               Packet Length Std: double
               Packet Length Variance: double
              FIN Flag Count: int64
               SYN Flag Count: int64
               RST Flag Count: int64
               PSH Flag Count: int64
               ACK Flag Count: int64
               URG Flag Count: int64
               CWE Flag Count: int64
               ECE Flag Count: int64
               Down/Up Ratio: int64
               Average Packet Size: double
               Avg Fwd Segment Size: double
               Avg Bwd Segment Size: double
               Fwd Header Length.1: int64
              Fwd Avg Bytes/Bulk: int64
               Fwd Avg Packets/Bulk: int64
               Fwd Avg Bulk Rate: int64
               Bwd Avg Bytes/Bulk: int64
               Bwd Avg Packets/Bulk: int64
              Bwd Avg Bulk Rate: int64
              Subflow Fwd Packets: int64
               Subflow Fwd Bytes: int64
               Subflow Bwd Packets: int64
               Subflow Bwd Bytes: int64
              Init_Win_bytes_forward: int64
               Init_Win_bytes_backward: int64
               act_data_pkt_fwd: int64
               min_seg_size_forward: int64
              Active Mean: double
               Active Std: double
               Active Max: int64
               Active Min: int64
              Idle Mean: double
               Idle Std: double
               Idle Max: int64
               Idle Min: int64
               Label: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 11337
              to
              {'Destination_Port': Value(dtype='int64', id=None), 'Flow_Duration': Value(dtype='int64', id=None), 'Total_Fwd_Packets': Value(dtype='int64', id=None), 'Total_Backward_Packets': Value(dtype='int64', id=None), 'Total_Length_of_Fwd_Packets': Value(dtype='int64', id=None), 'Total_Length_of_Bwd_Packets': Value(dtype='int64', id=None), 'Fwd_Packet_Length_Max': Value(dtype='int64', id=None), 'Fwd_Packet_Length_Min': Value(dtype='int64', id=None), 'Fwd_Packet_Length_Mean': Value(dtype='float64', id=None), 'Fwd_Packet_Length_Std': Value(dtype='float64', id=None), 'Bwd_Packet_Length_Max': Value(dtype='int64', id=None), 'Bwd_Packet_Length_Min': Value(dtype='int64', id=None), 'Bwd_Packet_Length_Mean': Value(dtype='float64', id=None), 'Bwd_Packet_Length_Std': Value(dtype='float64', id=None), 'Flow_Bytes/s': Value(dtype='float64', id=None), 'Flow_Packets/s': Value(dtype='float64', id=None), 'Flow_IAT_Mean': Value(dtype='float64', id=None), 'Flow_IAT_Std': Value(dtype='float64', id=None), 'Flow_IAT_Max': Value(dtype='int64', id=None), 'Flow_IAT_Min': Value(dtype='int64', id=None), 'Fwd_IAT_Total': Value(dtype='int64', id=None), 'Fwd_IAT_Mean': Value(dtype='float64', id=None), 'Fwd_IAT_Std': Value(dtype='float64', id=None), 'Fwd_IAT_Max': Value(dtype='int64', id=None), 'Fwd_IAT_Min': Value(dtype='int64', id=None), 'Bwd_IAT_Total': Value(dtype='int64', id=None), 'Bwd_IAT_Mean': Value(dtype='float64', id=None), 'Bwd_IAT_Std': Value(dtype='float64', id=None), 'Bwd_IAT_Max': Value(dtype='int64'
              ...
              type='int64', id=None), 'ECE_Flag_Count': Value(dtype='int64', id=None), 'Down/Up_Ratio': Value(dtype='int64', id=None), 'Average_Packet_Size': Value(dtype='float64', id=None), 'Avg_Fwd_Segment_Size': Value(dtype='float64', id=None), 'Avg_Bwd_Segment_Size': Value(dtype='float64', id=None), 'Fwd_Header_Length.1': Value(dtype='int64', id=None), 'Fwd_Avg_Bytes/Bulk': Value(dtype='int64', id=None), 'Fwd_Avg_Packets/Bulk': Value(dtype='int64', id=None), 'Fwd_Avg_Bulk_Rate': Value(dtype='int64', id=None), 'Bwd_Avg_Bytes/Bulk': Value(dtype='int64', id=None), 'Bwd_Avg_Packets/Bulk': Value(dtype='int64', id=None), 'Bwd_Avg_Bulk_Rate': Value(dtype='int64', id=None), 'Subflow_Fwd_Packets': Value(dtype='int64', id=None), 'Subflow_Fwd_Bytes': Value(dtype='int64', id=None), 'Subflow_Bwd_Packets': Value(dtype='int64', id=None), 'Subflow_Bwd_Bytes': Value(dtype='int64', id=None), 'Init_Win_bytes_forward': Value(dtype='int64', id=None), 'Init_Win_bytes_backward': Value(dtype='int64', id=None), 'act_data_pkt_fwd': Value(dtype='int64', id=None), 'min_seg_size_forward': Value(dtype='int64', id=None), 'Active_Mean': Value(dtype='float64', id=None), 'Active_Std': Value(dtype='float64', id=None), 'Active_Max': Value(dtype='int64', id=None), 'Active_Min': Value(dtype='int64', id=None), 'Idle_Mean': Value(dtype='float64', id=None), 'Idle_Std': Value(dtype='float64', id=None), 'Idle_Max': Value(dtype='int64', id=None), 'Idle_Min': Value(dtype='int64', id=None), 'Label': Value(dtype='string', id=None)}
              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 1321, 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 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, 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 84 new columns ({' Total Fwd Packets', ' Average Packet Size', ' PSH Flag Count', ' Destination IP', ' Fwd URG Flags', ' Active Min', 'Bwd Packet Length Max', ' Bwd Avg Bytes/Bulk', ' Bwd Packet Length Mean', 'Bwd IAT Total', ' Bwd IAT Min', 'FIN Flag Count', ' Subflow Bwd Packets', ' Idle Std', ' Source Port', ' Total Length of Bwd Packets', ' Fwd Packet Length Std', ' Packet Length Mean', ' Bwd Packets/s', ' Total Backward Packets', 'Total Length of Fwd Packets', ' Bwd IAT Max', ' Init_Win_bytes_backward', ' Flow IAT Std', ' ACK Flag Count', ' Subflow Fwd Bytes', ' min_seg_size_forward', ' Fwd Packet Length Mean', ' RST Flag Count', ' CWE Flag Count', ' Fwd Packet Length Min', ' Bwd PSH Flags', ' Active Max', ' Flow IAT Max', ' Fwd Header Length', 'Fwd IAT Total', ' Source IP', ' Max Packet Length', ' Packet Length Std', ' URG Flag Count', ' Bwd Packet Length Std', ' Min Packet Length', ' Fwd IAT Std', ' Bwd URG Flags', ' Packet Length Variance', 'Active Mean', 'Flow Bytes/s', ' Idle Max', ' Bwd IAT Std', ' Fwd Packet Length Max', 'Fwd Packets/s', ' Timestamp', ' Flow IAT Mean', ' Active Std', ' Fwd IAT Min', ' Flow Duration', ' Flow Packets/s', ' Avg Bwd Segment Size', ' act_data_pkt_fwd', ' Bwd Header Length', ' Fwd Avg Packets/Bulk', 'Fwd PSH Flags', ' Flow IAT Min', ' Idle Min', ' Avg Fwd Segment Size', ' Fwd IAT Max', 'Subflow Fwd Packets', ' Bwd Packet Length Min', ' Fwd Header Length.1', ' ECE Flag Count', ' Label', ' Destination Port', ' Down/Up Ratio', ' Protocol', ' Bwd IAT Mean', ' Subflow Bwd Bytes', 'Flow ID', ' Fwd Avg Bulk Rate', ' SYN Flag Count', 'Idle Mean', 'Bwd Avg Bulk Rate', 'Fwd Avg Bytes/Bulk', ' Bwd Avg Packets/Bulk', ' Fwd IAT Mean'}) and 78 missing columns ({'Bwd_URG_Flags', 'Fwd_Avg_Packets/Bulk', 'FIN_Flag_Count', 'RST_Flag_Count', 'Bwd_IAT_Total', 'Destination_Port', 'Bwd_IAT_Max', 'Bwd_Packet_Length_Max', 'PSH_Flag_Count', 'Bwd_IAT_Std', 'Min_Packet_Length', 'Idle_Std', 'Subflow_Bwd_Packets', 'Flow_IAT_Max', 'ACK_Flag_Count', 'Bwd_IAT_Min', 'Idle_Mean', 'Subflow_Fwd_Packets', 'Avg_Fwd_Segment_Size', 'Packet_Length_Std', 'Fwd_Packet_Length_Max', 'Average_Packet_Size', 'Fwd_IAT_Mean', 'Fwd_IAT_Std', 'Bwd_Packet_Length_Mean', 'Total_Length_of_Fwd_Packets', 'Fwd_Packets/s', 'Fwd_Header_Length.1', 'Active_Std', 'CWE_Flag_Count', 'Bwd_Packets/s', 'Bwd_Avg_Bytes/Bulk', 'Flow_Bytes/s', 'Subflow_Fwd_Bytes', 'Bwd_Header_Length', 'Fwd_PSH_Flags', 'act_data_pkt_fwd', 'Init_Win_bytes_backward', 'Fwd_URG_Flags', 'Bwd_Avg_Bulk_Rate', 'Fwd_IAT_Min', 'Bwd_Packet_Length_Std', 'Active_Mean', 'ECE_Flag_Count', 'Flow_IAT_Std', 'Fwd_Avg_Bulk_Rate', 'Flow_Packets/s', 'Idle_Min', 'min_seg_size_forward', 'Fwd_Packet_Length_Mean', 'Total_Fwd_Packets', 'Packet_Length_Mean', 'SYN_Flag_Count', 'Flow_Duration', 'URG_Flag_Count', 'Bwd_PSH_Flags', 'Fwd_IAT_Total', 'Bwd_Packet_Length_Min', 'Avg_Bwd_Segment_Size', 'Fwd_Header_Length', 'Fwd_IAT_Max', 'Subflow_Bwd_Bytes', 'Label', 'Packet_Length_Variance', 'Total_Backward_Packets', 'Total_Length_of_Bwd_Packets', 'Fwd_Packet_Length_Min', 'Bwd_IAT_Mean', 'Flow_IAT_Mean', 'Active_Min', 'Active_Max', 'Down/Up_Ratio', 'Fwd_Avg_Bytes/Bulk', 'Bwd_Avg_Packets/Bulk', 'Max_Packet_Length', 'Fwd_Packet_Length_Std', 'Flow_IAT_Min', 'Idle_Max'}).
              
              This happened while the csv dataset builder was generating data using
              
              zip://TrafficLabelling /Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv::/tmp/hf-datasets-cache/medium/datasets/55837509495140-config-parquet-and-info-Mireu-Lab-CIC-IDS-05e90af7/downloads/e892486f888a8d86e93f7fc299a4029088eaf47b8d94eeaf47ca20e2f0612807
              
              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)