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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 26 new columns ({'18', '120', '1710', '12', '2565', '27', '90', '150', '285', '180', '2850', '15', '60', '855', '270', '240', '2280', '24', '3', '1425', '6', '30', '1140', '300', '9', '570'}) and 26 missing columns ({'840', '7980', '9975', '147', '189', '2100', '15960', '630', '1680', '1890', '105', '1050', '3990', '11970', '19950', '63', '13965', '1260', '5985', '168', '1470', '126', '420', '84', '42', '17955'}).

This happened while the json dataset builder was generating data using

hf://datasets/q-rz/VLDB25-TUCKET/KRStock~queries.json (at revision a570932af3872ec55837440c6b11f3dff93a27dc)

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
              3: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              6: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              9: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              12: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              15: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              18: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              21: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              24: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              27: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              30: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              60: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              90: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              120: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              150: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              180: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              210: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              240: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              270: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              300: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              285: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              570: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              855: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              1140: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              1425: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              1710: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              1995: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              2280: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              2565: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              2850: list<item: list<item: int64>>
                child 0, item: list<item: int64>
                    child 0, item: int64
              to
              {'21': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '42': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '63': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '84': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '105': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '126': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '147': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '168': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '189': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '210': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '420': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '630': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '840': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '1050': Sequence(feat
              ...
               '1680': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '1890': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '2100': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '1995': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '3990': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '5985': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '7980': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '9975': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '11970': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '13965': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '15960': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '17955': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, id=None), '19950': Sequence(feature=Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), length=-1, 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 1529, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1100, in stream_convert_to_parquet
                  builder._prepare_split(
                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 26 new columns ({'18', '120', '1710', '12', '2565', '27', '90', '150', '285', '180', '2850', '15', '60', '855', '270', '240', '2280', '24', '3', '1425', '6', '30', '1140', '300', '9', '570'}) and 26 missing columns ({'840', '7980', '9975', '147', '189', '2100', '15960', '630', '1680', '1890', '105', '1050', '3990', '11970', '19950', '63', '13965', '1260', '5985', '168', '1470', '126', '420', '84', '42', '17955'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/q-rz/VLDB25-TUCKET/KRStock~queries.json (at revision a570932af3872ec55837440c6b11f3dff93a27dc)
              
              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)

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21
sequence
42
sequence
63
sequence
84
sequence
105
sequence
126
sequence
147
sequence
168
sequence
189
sequence
210
sequence
420
sequence
630
sequence
840
sequence
1050
sequence
1260
sequence
1470
sequence
1680
sequence
1890
sequence
2100
sequence
1995
sequence
3990
sequence
5985
sequence
7980
sequence
9975
sequence
11970
sequence
13965
sequence
15960
sequence
17955
sequence
19950
sequence
3
sequence
6
sequence
9
sequence
12
sequence
15
sequence
18
sequence
24
sequence
27
sequence
30
sequence
60
sequence
90
sequence
120
sequence
150
sequence
180
sequence
240
sequence
270
sequence
300
sequence
285
sequence
570
sequence
855
sequence
1140
sequence
1425
sequence
1710
sequence
2280
sequence
2565
sequence
2850
sequence
2
sequence
4
sequence
8
sequence
10
sequence
14
sequence
16
sequence
20
sequence
41
sequence
61
sequence
81
sequence
102
sequence
122
sequence
142
sequence
163
sequence
183
sequence
203
sequence
193
sequence
386
sequence
579
sequence
773
sequence
966
sequence
1159
sequence
1352
sequence
1545
sequence
1738
sequence
1931
sequence
40
sequence
80
sequence
100
sequence
140
sequence
160
sequence
200
sequence
190
sequence
380
sequence
760
sequence
950
sequence
1330
sequence
1520
sequence
1900
sequence
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TUCKET (VLDB 2025)

Official datasets for the TUCKET paper at VLDB 2025. Please see our GitHub repo for detail.

Illustration of TUCKET
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