OpenCompass/opencompass/datasets/hellaswag.py

import json

from datasets import Dataset, load_dataset

from opencompass.registry import LOAD_DATASET

from .base import BaseDataset


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

    @staticmethod
    def load(**kwargs):
        dataset = load_dataset(**kwargs)

        def preprocess(example):
            for i in range(4):
                example[chr(ord('A') + i)] = example['endings'][i]
            return example

        dataset = dataset.map(preprocess).remove_columns(['endings'])
        return dataset


@LOAD_DATASET.register_module()
class hellaswagDataset_V2(BaseDataset):

    @staticmethod
    def load(**kwargs):
        dataset = load_dataset(**kwargs)

        def preprocess(example):
            for i in range(4):
                example[chr(ord('A') + i)] = example['endings'][i]
            if example['label']:
                example['label'] = 'ABCD'[int(example['label'])]
            else:
                example['label'] = 'NULL'
            return example

        dataset = dataset.map(preprocess).remove_columns(['endings'])
        return dataset


@LOAD_DATASET.register_module()
class hellaswagDataset_V3(BaseDataset):

    @staticmethod
    def load(path):
        dataset = []
        with open(path, 'r') as f:
            for line in f:
                data = json.loads(line)
                dataset.append({
                    'query': data['query'],
                    'A': data['choices'][0],
                    'B': data['choices'][1],
                    'C': data['choices'][2],
                    'D': data['choices'][3],
                    'gold': data['gold'],
                })
        dataset = Dataset.from_list(dataset)
        return dataset