import string import datasets from datasets import DatasetInfo, load_dataset def get_expre(example): seq = example["target_template"] new_seq = [] for comp in seq[2:]: if comp.startswith("temp"): new_seq.append("{" + comp + "}") elif comp == "PI": new_seq.append("3.14") elif comp == "^": new_seq.append("**") else: new_seq.append(comp) # num_list = list(set(sorted(num_list))) # alphabet = string.ascii_lowercase # num_list = list(map(lambda x: "temp_" + x, alphabet[: len(example["num_list"])])) eqs = "".join(new_seq) return {"expression": eqs} # 获取字母表 def regular(example): if example["id"] in ["17520"]: return False alphabet = string.ascii_lowercase num_list = list(map(lambda x: "temp_" + x, alphabet[: len(example["num_list"])])) eqs = example["expression"].format(**dict(zip(num_list, example["num_list"]))) return eval(eqs) == example["answer"] class DatasetBuilder(datasets.DatasetBuilder): def _info(self): return DatasetInfo() def __init__(self, **kwargs): super().__init__(**kwargs) def download_and_prepare(self, *args, **kwargs): return self def as_dataset(self, split, **kwargs): ds = load_dataset("Gxg/Math23K", self.config.name, split=split) ds = ds.map(get_expre).filter(regular) return ds