Error Detection and Constraint Recovery in Hierarchical Multi-Label Classification without Prior Knowledge
Paper • 2407.15192 • Published • 2
Error code: DatasetGenerationError
Exception: ValueError
Message: Invalid string class label train_fine
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1593, in _prepare_split_single
example = self.info.features.encode_example(record) if self.info.features is not None else record
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 2152, in encode_example
return encode_nested_example(self, example)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1437, in encode_nested_example
{k: encode_nested_example(schema[k], obj.get(k), level=level + 1) for k in schema}
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1460, in encode_nested_example
return schema.encode_example(obj) if obj is not None else None
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1143, in encode_example
example_data = self.str2int(example_data)
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1080, in str2int
output = [self._strval2int(value) for value in values]
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1101, in _strval2int
raise ValueError(f"Invalid string class label {value}")
ValueError: Invalid string class label train_fine
The above exception was the direct cause of the following exception:
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 1633, in _download_and_prepare
super()._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 1438, 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 1616, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
image image | label class label |
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2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
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2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
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2Air Defense | |
2Air Defense | |
2Air Defense | |
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2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense | |
2Air Defense |
If you use this dataset, please cite the following paper:
@article{kricheli2024error,
title={Error Detection and Constraint Recovery in Hierarchical Multi-Label Classification without Prior Knowledge},
author={Kricheli, Joshua Shay and Vo, Khoa and Datta, Aniruddha and Ozgur, Spencer and Shakarian, Paulo},
journal={arXiv preprint arXiv:2407.15192},
year={2024}
}