DAG ICML 2026 Reproduction
Collection
Reproduction artifacts for DAG (OpenReview jntRRU4zcb / arXiv 2509.14933) • 3 items • Updated
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 ({'transition', 'trend', 'size', 'if_univariate', 'length', 'freq', 'file_name', 'shifting', 'correlation', 'seasonal', 'stationary'}) and 3 missing columns ({'date', 'data', 'cols'}).
This happened while the csv dataset builder was generating data using
hf://datasets/dstrijker/dag-icml2026-datasets/FORECAST_META.csv (at revision e3b53f13b8a88574db702d9f4322a1fb9495bf01), ['hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/BE.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Colbun.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/DE.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTh1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTh2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTm1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTm2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Energy.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Exchange.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/FORECAST_META.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/FR.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/NP.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/PJM.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Rapel.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfh1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfh2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfm1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfm2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Weather.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/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/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/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
file_name: string
freq: string
if_univariate: bool
size: string
length: int64
trend: double
seasonal: double
stationary: double
transition: double
shifting: double
correlation: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1552
to
{'date': Value('string'), 'data': Value('float64'), 'cols': Value('string')}
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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
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 ({'transition', 'trend', 'size', 'if_univariate', 'length', 'freq', 'file_name', 'shifting', 'correlation', 'seasonal', 'stationary'}) and 3 missing columns ({'date', 'data', 'cols'}).
This happened while the csv dataset builder was generating data using
hf://datasets/dstrijker/dag-icml2026-datasets/FORECAST_META.csv (at revision e3b53f13b8a88574db702d9f4322a1fb9495bf01), ['hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/BE.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Colbun.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/DE.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTh1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTh2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTm1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/ETTm2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Energy.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Exchange.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/FORECAST_META.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/FR.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/NP.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/PJM.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Rapel.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfh1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfh2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfm1.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Sdwpfm2.csv', 'hf://datasets/dstrijker/dag-icml2026-datasets@e3b53f13b8a88574db702d9f4322a1fb9495bf01/Weather.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)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.
date string | data float64 | cols string |
|---|---|---|
2011/1/9 0:00 | 63,065 | Generation forecast |
2011/1/9 1:00 | 62,715 | Generation forecast |
2011/1/9 2:00 | 61,952 | Generation forecast |
2011/1/9 3:00 | 59,262 | Generation forecast |
2011/1/9 4:00 | 56,883 | Generation forecast |
2011/1/9 5:00 | 56,332 | Generation forecast |
2011/1/9 6:00 | 55,096 | Generation forecast |
2011/1/9 7:00 | 55,507 | Generation forecast |
2011/1/9 8:00 | 58,763 | Generation forecast |
2011/1/9 9:00 | 60,500 | Generation forecast |
2011/1/9 10:00 | 63,192 | Generation forecast |
2011/1/9 11:00 | 64,278 | Generation forecast |
2011/1/9 12:00 | 65,547 | Generation forecast |
2011/1/9 13:00 | 64,460 | Generation forecast |
2011/1/9 14:00 | 63,373 | Generation forecast |
2011/1/9 15:00 | 63,280 | Generation forecast |
2011/1/9 16:00 | 62,791 | Generation forecast |
2011/1/9 17:00 | 64,533 | Generation forecast |
2011/1/9 18:00 | 69,141 | Generation forecast |
2011/1/9 19:00 | 69,446 | Generation forecast |
2011/1/9 20:00 | 67,761 | Generation forecast |
2011/1/9 21:00 | 66,266 | Generation forecast |
2011/1/9 22:00 | 65,710 | Generation forecast |
2011/1/9 23:00 | 65,757 | Generation forecast |
2011/1/10 0:00 | 65,565 | Generation forecast |
2011/1/10 1:00 | 64,758 | Generation forecast |
2011/1/10 2:00 | 64,689 | Generation forecast |
2011/1/10 3:00 | 64,190 | Generation forecast |
2011/1/10 4:00 | 64,147 | Generation forecast |
2011/1/10 5:00 | 64,693 | Generation forecast |
2011/1/10 6:00 | 67,325 | Generation forecast |
2011/1/10 7:00 | 73,016 | Generation forecast |
2011/1/10 8:00 | 76,086 | Generation forecast |
2011/1/10 9:00 | 74,958 | Generation forecast |
2011/1/10 10:00 | 74,666 | Generation forecast |
2011/1/10 11:00 | 73,932 | Generation forecast |
2011/1/10 12:00 | 73,921 | Generation forecast |
2011/1/10 13:00 | 73,069 | Generation forecast |
2011/1/10 14:00 | 72,046 | Generation forecast |
2011/1/10 15:00 | 72,087 | Generation forecast |
2011/1/10 16:00 | 72,232 | Generation forecast |
2011/1/10 17:00 | 75,967 | Generation forecast |
2011/1/10 18:00 | 78,980 | Generation forecast |
2011/1/10 19:00 | 76,756 | Generation forecast |
2011/1/10 20:00 | 73,823 | Generation forecast |
2011/1/10 21:00 | 69,858 | Generation forecast |
2011/1/10 22:00 | 69,661 | Generation forecast |
2011/1/10 23:00 | 68,814 | Generation forecast |
2011/1/11 0:00 | 67,939 | Generation forecast |
2011/1/11 1:00 | 66,564 | Generation forecast |
2011/1/11 2:00 | 66,398 | Generation forecast |
2011/1/11 3:00 | 66,064 | Generation forecast |
2011/1/11 4:00 | 66,035 | Generation forecast |
2011/1/11 5:00 | 66,599 | Generation forecast |
2011/1/11 6:00 | 68,119 | Generation forecast |
2011/1/11 7:00 | 72,495 | Generation forecast |
2011/1/11 8:00 | 74,873 | Generation forecast |
2011/1/11 9:00 | 74,473 | Generation forecast |
2011/1/11 10:00 | 73,965 | Generation forecast |
2011/1/11 11:00 | 74,444 | Generation forecast |
2011/1/11 12:00 | 74,554 | Generation forecast |
2011/1/11 13:00 | 74,409 | Generation forecast |
2011/1/11 14:00 | 73,949 | Generation forecast |
2011/1/11 15:00 | 72,926 | Generation forecast |
2011/1/11 16:00 | 74,924 | Generation forecast |
2011/1/11 17:00 | 77,678 | Generation forecast |
2011/1/11 18:00 | 77,710 | Generation forecast |
2011/1/11 19:00 | 77,496 | Generation forecast |
2011/1/11 20:00 | 74,617 | Generation forecast |
2011/1/11 21:00 | 70,768 | Generation forecast |
2011/1/11 22:00 | 69,797 | Generation forecast |
2011/1/11 23:00 | 67,142 | Generation forecast |
2011/1/12 0:00 | 66,461 | Generation forecast |
2011/1/12 1:00 | 66,270 | Generation forecast |
2011/1/12 2:00 | 65,437 | Generation forecast |
2011/1/12 3:00 | 64,689 | Generation forecast |
2011/1/12 4:00 | 65,562 | Generation forecast |
2011/1/12 5:00 | 66,296 | Generation forecast |
2011/1/12 6:00 | 67,702 | Generation forecast |
2011/1/12 7:00 | 72,055 | Generation forecast |
2011/1/12 8:00 | 75,300 | Generation forecast |
2011/1/12 9:00 | 75,139 | Generation forecast |
2011/1/12 10:00 | 74,585 | Generation forecast |
2011/1/12 11:00 | 75,036 | Generation forecast |
2011/1/12 12:00 | 73,782 | Generation forecast |
2011/1/12 13:00 | 73,125 | Generation forecast |
2011/1/12 14:00 | 72,438 | Generation forecast |
2011/1/12 15:00 | 71,351 | Generation forecast |
2011/1/12 16:00 | 72,075 | Generation forecast |
2011/1/12 17:00 | 74,347 | Generation forecast |
2011/1/12 18:00 | 75,294 | Generation forecast |
2011/1/12 19:00 | 74,400 | Generation forecast |
2011/1/12 20:00 | 71,423 | Generation forecast |
2011/1/12 21:00 | 68,668 | Generation forecast |
2011/1/12 22:00 | 67,800 | Generation forecast |
2011/1/12 23:00 | 67,195 | Generation forecast |
2011/1/13 0:00 | 65,404 | Generation forecast |
2011/1/13 1:00 | 64,519 | Generation forecast |
2011/1/13 2:00 | 64,094 | Generation forecast |
2011/1/13 3:00 | 62,278 | Generation forecast |
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