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The dataset generation failed because of a cast error
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 70 new columns ({'Fwd_IAT_Min', 'Flow_IAT_Std', 'Idle_Std', 'Flow_Byts/s', 'Pkt_Len_Min', 'Pkt_Len_Max', 'Fwd_IAT_Std', 'Bwd_Pkt_Len_Max', 'URG_Flag_Cnt', 'Bwd_Pkts/b_Avg', 'Init_Fwd_Win_Byts', 'Fwd_URG_Flags', 'Fwd_Seg_Size_Min', 'Bwd_IAT_Tot', 'Protocol', 'Flow_IAT_Min', 'Idle_Min', 'Bwd_IAT_Min', 'Fwd_IAT_Tot', 'Dst_Port', 'Fwd_Pkts/b_Avg', 'Active_Std', 'Pkt_Len_Mean', 'Bwd_Pkt_Len_Std', 'Pkt_Len_Std', 'Bwd_Byts/b_Avg', 'Bwd_IAT_Std', 'Dst_IP', 'Flow_Duration', 'Fwd_Pkts/s', 'Bwd_Pkt_Len_Mean', 'Fwd_Header_Len', 'Idle_Mean', 'TotLen_Fwd_Pkts', 'Bwd_URG_Flags', 'RST_Flag_Cnt', 'Src_Port', 'ACK_Flag_Cnt', 'SYN_Flag_Cnt', 'Fwd_Act_Data_Pkts', 'Down/Up_Ratio', 'Fwd_PSH_Flags', 'Fwd_Pkt_Len_Std', 'Flow_IAT_Max', 'Flow_IAT_Mean', 'Bwd_Pkts/s', 'Bwd_IAT_Mean', 'Fwd_Pkt_Len_Min', 'Fwd_Byts/b_Avg', 'Bwd_Blk_Rate_Avg', 'Bwd_Header_Len', 'Tot_Fwd_Pkts', 'Bwd_PSH_Flags', 'Bwd_Pkt_Len_Min', 'Fwd_Pkt_Len_Mean', 'Src_IP', 'Fwd_Pkt_Len_Max', 'ECE_Flag_Cnt', 'FIN_Flag_Cnt', 'Tot_Bwd_Pkts', 'Active_Min', 'Init_Bwd_Win_Byts', 'Active_Mean', 'Flow_Pkts/s', 'Flow_ID', 'Fwd_Blk_Rate_Avg', 'Fwd_IAT_Mean', 'TotLen_Bwd_Pkts', 'CWE_Flag_Count', 'Pkt_Len_Var'}) and 3 missing columns ({'DLC', 'Data', 'Arbitration_ID'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Thi-Thu-Huong/resampled_IDS_datasets/resampled_train_IoTID20.csv (at revision 0320877d48042b3ec0b83e09f05e4d12db5ad6a5)
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 1871, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 623, 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 2293, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Tot_Fwd_Pkts: int64
Fwd_Pkts/b_Avg: int64
Pkt_Len_Mean: double
Flow_IAT_Min: double
Fwd_PSH_Flags: int64
Active_Std: double
Protocol: int64
Fwd_Pkts/s: double
Bwd_Byts/b_Avg: int64
Fwd_Pkt_Len_Min: double
Fwd_IAT_Std: double
Idle_Mean: double
Flow_IAT_Mean: double
Pkt_Len_Max: double
Src_IP: double
Dst_Port: int64
Bwd_IAT_Min: double
Flow_ID: double
TotLen_Fwd_Pkts: double
Init_Fwd_Win_Byts: int64
Bwd_Pkt_Len_Min: double
Fwd_Pkt_Len_Std: double
Bwd_Pkt_Len_Max: double
Fwd_Byts/b_Avg: int64
Active_Mean: double
Bwd_Pkt_Len_Std: double
Flow_Duration: int64
TotLen_Bwd_Pkts: double
Active_Min: double
Tot_Bwd_Pkts: int64
Flow_Byts/s: double
Fwd_Pkt_Len_Mean: double
Bwd_Pkts/s: double
Pkt_Len_Var: double
Fwd_Pkt_Len_Max: double
Bwd_URG_Flags: int64
Fwd_Header_Len: int64
Bwd_IAT_Std: double
Dst_IP: double
Flow_IAT_Std: double
ECE_Flag_Cnt: int64
Pkt_Len_Std: double
Fwd_URG_Flags: int64
Flow_IAT_Max: double
CWE_Flag_Count: int64
ACK_Flag_Cnt: int64
Flow_Pkts/s: double
Bwd_Blk_Rate_Avg: int64
Idle_Std: double
Bwd_Header_Len: int64
Init_Bwd_Win_Byts: int64
FIN_Flag_Cnt: int64
Bwd_PSH_Flags: int64
Fwd_Seg_Size_Min: int64
Bwd_IAT_Tot: double
Bwd_Pkt_Len_Mean: double
URG_Flag_Cnt: int64
Fwd_Blk_Rate_Avg: int64
Src_Port: int64
RST_Flag_Cnt: int64
Fwd_Act_Data_Pkts: int64
Down/Up_Ratio: double
Bwd_Pkts/b_Avg: int64
Fwd_IAT_Min: double
Fwd_IAT_Mean: double
SYN_Flag_Cnt: int64
Timestamp: double
Idle_Min: double
Fwd_IAT_Tot: double
Pkt_Len_Min: double
Bwd_IAT_Mean: double
Classes: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 9165
to
{'Timestamp': Value(dtype='float64', id=None), 'Arbitration_ID': Value(dtype='float64', id=None), 'DLC': Value(dtype='int64', id=None), 'Data': Value(dtype='float64', id=None), 'Classes': Value(dtype='int64', 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 1438, 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 1050, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, 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 1742, 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 1873, 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 70 new columns ({'Fwd_IAT_Min', 'Flow_IAT_Std', 'Idle_Std', 'Flow_Byts/s', 'Pkt_Len_Min', 'Pkt_Len_Max', 'Fwd_IAT_Std', 'Bwd_Pkt_Len_Max', 'URG_Flag_Cnt', 'Bwd_Pkts/b_Avg', 'Init_Fwd_Win_Byts', 'Fwd_URG_Flags', 'Fwd_Seg_Size_Min', 'Bwd_IAT_Tot', 'Protocol', 'Flow_IAT_Min', 'Idle_Min', 'Bwd_IAT_Min', 'Fwd_IAT_Tot', 'Dst_Port', 'Fwd_Pkts/b_Avg', 'Active_Std', 'Pkt_Len_Mean', 'Bwd_Pkt_Len_Std', 'Pkt_Len_Std', 'Bwd_Byts/b_Avg', 'Bwd_IAT_Std', 'Dst_IP', 'Flow_Duration', 'Fwd_Pkts/s', 'Bwd_Pkt_Len_Mean', 'Fwd_Header_Len', 'Idle_Mean', 'TotLen_Fwd_Pkts', 'Bwd_URG_Flags', 'RST_Flag_Cnt', 'Src_Port', 'ACK_Flag_Cnt', 'SYN_Flag_Cnt', 'Fwd_Act_Data_Pkts', 'Down/Up_Ratio', 'Fwd_PSH_Flags', 'Fwd_Pkt_Len_Std', 'Flow_IAT_Max', 'Flow_IAT_Mean', 'Bwd_Pkts/s', 'Bwd_IAT_Mean', 'Fwd_Pkt_Len_Min', 'Fwd_Byts/b_Avg', 'Bwd_Blk_Rate_Avg', 'Bwd_Header_Len', 'Tot_Fwd_Pkts', 'Bwd_PSH_Flags', 'Bwd_Pkt_Len_Min', 'Fwd_Pkt_Len_Mean', 'Src_IP', 'Fwd_Pkt_Len_Max', 'ECE_Flag_Cnt', 'FIN_Flag_Cnt', 'Tot_Bwd_Pkts', 'Active_Min', 'Init_Bwd_Win_Byts', 'Active_Mean', 'Flow_Pkts/s', 'Flow_ID', 'Fwd_Blk_Rate_Avg', 'Fwd_IAT_Mean', 'TotLen_Bwd_Pkts', 'CWE_Flag_Count', 'Pkt_Len_Var'}) and 3 missing columns ({'DLC', 'Data', 'Arbitration_ID'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Thi-Thu-Huong/resampled_IDS_datasets/resampled_train_IoTID20.csv (at revision 0320877d48042b3ec0b83e09f05e4d12db5ad6a5)
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)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Timestamp
float64 | Arbitration_ID
float64 | DLC
int64 | Data
float64 | Classes
int64 |
|---|---|---|---|---|
564,420
| 50
| 4
| 238,335
| 2
|
371,275
| 12
| 8
| 9,932
| 2
|
507,895
| 41
| 8
| 146,403
| 2
|
784,621
| 8
| 8
| 156,220
| 2
|
367,796
| 9
| 8
| 204,292
| 1
|
119,756
| 0
| 8
| 0
| 0
|
756,528
| 23
| 8
| 43,774
| 2
|
301,321
| 18
| 8
| 227,055
| 2
|
97,732
| 9
| 8
| 57,819
| 2
|
253,840
| 14
| 7
| 127,830
| 2
|
74,425
| 34
| 8
| 47,064
| 2
|
368,335
| 56
| 8
| 0
| 2
|
134,724
| 57
| 8
| 67,603
| 2
|
217,778
| 50
| 4
| 169,231
| 2
|
272,312
| 19
| 8
| 57,315
| 2
|
309,282
| 23
| 8
| 44,357
| 2
|
250,613
| 12
| 8
| 275,407
| 2
|
40,489
| 8
| 8
| 218,938
| 2
|
328,542
| 13
| 8
| 10,191
| 2
|
709,494
| 27
| 8
| 277,738
| 2
|
37,804
| 10
| 6
| 206,774
| 2
|
13,871
| 17
| 8
| 194,625
| 2
|
575,221
| 13
| 8
| 10,169
| 2
|
115,269
| 31
| 5
| 42,573
| 2
|
146,732
| 16
| 8
| 13,614
| 2
|
443,417
| 71
| 8
| 0
| 2
|
309,522
| 4
| 8
| 150,174
| 2
|
298,386
| 26
| 8
| 144,793
| 2
|
704,472
| 19
| 8
| 174,890
| 2
|
588,505
| 9
| 8
| 60,129
| 2
|
11,834
| 34
| 8
| 48,719
| 2
|
664,808
| 3
| 8
| 153,263
| 2
|
528,830
| 34
| 8
| 47,533
| 2
|
767,058
| 5
| 8
| 106,350
| 2
|
764,218
| 10
| 6
| 128,823
| 2
|
139,080
| 15
| 8
| 1,962
| 2
|
132,697
| 26
| 8
| 238,257
| 2
|
625,986
| 22
| 8
| 11
| 2
|
470,542
| 38
| 8
| 10,955
| 2
|
667,701
| 3
| 8
| 213,944
| 2
|
437,216
| 28
| 8
| 81
| 2
|
297,912
| 42
| 8
| 10,912
| 2
|
3,745
| 5
| 8
| 106,353
| 2
|
797,743
| 50
| 4
| 144,613
| 2
|
87,090
| 10
| 6
| 84,040
| 2
|
67,276
| 22
| 8
| 14
| 2
|
754,948
| 9
| 8
| 56,798
| 2
|
270,237
| 6
| 4
| 18,387
| 2
|
472,343
| 0
| 8
| 0
| 0
|
684,690
| 12
| 8
| 275,407
| 2
|
179,189
| 10
| 6
| 89,228
| 2
|
332,398
| 69
| 8
| 0
| 2
|
806,226
| 9
| 8
| 49,527
| 2
|
465,103
| 13
| 8
| 10,187
| 2
|
21,404
| 27
| 8
| 277,684
| 2
|
481,467
| 0
| 8
| 0
| 0
|
389,988
| 14
| 7
| 142,359
| 2
|
670,152
| 13
| 8
| 10,218
| 2
|
722,826
| 9
| 8
| 51,492
| 2
|
291,657
| 11
| 8
| 81,724
| 2
|
465,324
| 10
| 6
| 208,493
| 2
|
586,205
| 10
| 6
| 152,819
| 2
|
588,139
| 31
| 5
| 42,849
| 2
|
553,959
| 18
| 8
| 97,426
| 2
|
491,585
| 0
| 8
| 0
| 0
|
736,866
| 3
| 8
| 115,767
| 2
|
115,436
| 12
| 8
| 275,410
| 2
|
796,084
| 27
| 8
| 277,683
| 2
|
420,253
| 26
| 8
| 256,571
| 2
|
641,661
| 14
| 7
| 128,462
| 2
|
408,776
| 27
| 8
| 277,739
| 2
|
543,362
| 13
| 8
| 10,171
| 2
|
37,349
| 7
| 8
| 75,852
| 2
|
204,119
| 63
| 8
| 11,203
| 2
|
78,253
| 6
| 4
| 18,660
| 2
|
495,833
| 0
| 8
| 0
| 0
|
795,186
| 4
| 8
| 120,088
| 2
|
758,286
| 8
| 8
| 72,121
| 2
|
483,813
| 0
| 8
| 0
| 0
|
580,338
| 20
| 8
| 9,936
| 2
|
120,770
| 0
| 8
| 0
| 0
|
193,501
| 34
| 8
| 47,344
| 2
|
707,219
| 15
| 8
| 5,825
| 2
|
444,697
| 16
| 8
| 16,925
| 2
|
432,845
| 9
| 8
| 63,331
| 2
|
4,797
| 50
| 4
| 104,376
| 2
|
472,678
| 11
| 8
| 205,429
| 2
|
572,300
| 16
| 8
| 30,756
| 2
|
50,095
| 3
| 8
| 257,258
| 2
|
155,951
| 14
| 7
| 147,194
| 2
|
672,976
| 32
| 8
| 89,894
| 2
|
532,962
| 13
| 8
| 10,199
| 2
|
549,797
| 19
| 8
| 210,808
| 2
|
68,001
| 50
| 4
| 238,151
| 2
|
3,253
| 23
| 8
| 43,459
| 2
|
776,466
| 5
| 8
| 106,352
| 2
|
330,263
| 5
| 8
| 106,351
| 2
|
101,244
| 0
| 8
| 0
| 0
|
409,774
| 12
| 8
| 275,399
| 2
|
466,091
| 6
| 4
| 18,520
| 2
|
End of preview.