OpenCompass/opencompass/datasets/wic.py

import json

from datasets import Dataset, load_dataset

from opencompass.registry import LOAD_DATASET

from .base import BaseDataset


@LOAD_DATASET.register_module()
class WiCDataset(BaseDataset):

    @staticmethod
    def load(**kwargs):

        dataset = load_dataset(**kwargs)

        def preprocess(example):
            if example['label'] == 'true':
                example['answer'] = 1
            else:
                example['answer'] = 0

            return example

        dataset = dataset.map(preprocess)
        return dataset


@LOAD_DATASET.register_module()
class WiCDataset_V2(BaseDataset):

    @staticmethod
    def load(path):
        dataset = []
        with open(path, 'r') as f:
            for line in f:
                line = json.loads(line)
                line['label'] = {'true': 'A', 'false': 'B'}[line['label']]
                dataset.append(line)
        return Dataset.from_list(dataset)