| import pandas as pd | |
| import datasets | |
| from datasets import GeneratorBasedBuilder | |
| _URL = './data/EuclideaGame.csv' | |
| _CITATION = """\ | |
| @misc{mouselinos2024lines, | |
| title={Beyond Lines and Circles: Unveiling the Geometric Reasoning Gap in Large Language Models}, | |
| author={Spyridon Mouselinos and Henryk Michalewski and Mateusz Malinowski}, | |
| year={2024}, | |
| eprint={2402.03877}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| """ | |
| class EuclideaGame(GeneratorBasedBuilder): | |
| def __init__(self, pack=None, **kwargs): | |
| super().__init__(**kwargs) | |
| self.pack = pack | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description="This dataset is a collection of the Euclidea " | |
| "geometry game levels, alongside their provided solutions.", | |
| features=datasets.Features({ | |
| "pack": datasets.ClassLabel( | |
| names=["Alpha", | |
| "Beta", | |
| "Gamma", | |
| "Delta", | |
| "Epsilon", | |
| "Zeta", | |
| "Eta", | |
| "Theta", | |
| "Iota", | |
| "Kappa", | |
| "Lambda"]), | |
| "level_id": datasets.Value("string"), | |
| "question": datasets.Value("string"), | |
| "solution_nl": datasets.Value("string"), | |
| "solution_tool": datasets.Value("string"), | |
| "solution_symbol": datasets.Value("string"), | |
| "initial_symbol": datasets.Value("string") | |
| }), | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| """Point to local file path within the repository.""" | |
| data_path = dl_manager.download_and_extract(_URL) | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={"filepath": data_path, "pack": self.pack} | |
| ) | |
| ] | |
| def _generate_examples(self, filepath, pack=None): | |
| data = pd.read_csv(filepath) | |
| if pack: | |
| data = data[data['pack'].isin(pack)] | |
| for idx, row in data.iterrows(): | |
| yield idx, { | |
| 'pack': row['pack'], | |
| 'level_id': row['level_id'], | |
| 'question': row['question'], | |
| 'solution_nl': row['solution_nl'], | |
| 'solution_tool': row['solution_tool'], | |
| 'solution_symbol': row['solution_symbol'], | |
| 'initial_symbol': row['initial_symbol'] | |
| } | |