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64 lines
2.2 KiB
Python
64 lines
2.2 KiB
Python
import json
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from datasets import Dataset
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from opencompass.registry import LOAD_DATASET
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from .base import BaseDataset
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@LOAD_DATASET.register_module()
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class MultiRCDataset(BaseDataset):
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@staticmethod
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def load(path: str):
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with open(path, 'r', errors='ignore') as in_f:
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rows = []
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for line in in_f:
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sample = json.loads(line.strip())
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passage = sample['passage']
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text = passage['text']
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questions = passage['questions']
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for question_dict in questions:
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question = question_dict['question']
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answers = question_dict['answers']
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for answer_dict in answers:
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answer = answer_dict['text']
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label = answer_dict['label']
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rows.append({
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'text': text,
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'question': question,
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'answer': answer,
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'label': label
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})
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dataset = Dataset.from_dict({
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'text': [row['text'] for row in rows],
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'question': [row['question'] for row in rows],
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'answer': [row['answer'] for row in rows],
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'label': [row['label'] for row in rows]
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})
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return dataset
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@LOAD_DATASET.register_module()
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class MultiRCDataset_V2(BaseDataset):
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@staticmethod
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def load(path: str):
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with open(path, 'r', errors='ignore') as in_f:
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rows = []
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for line in in_f:
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sample = json.loads(line.strip())
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text = sample['passage']['text']
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for question_dict in sample['passage']['questions']:
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question = question_dict['question']
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answers = question_dict['answers']
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for answer in answers:
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rows.append({
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'text': text,
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'question': question,
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'answer': answer['text'],
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'label': 'BA'[answer['label']]
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})
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return Dataset.from_list(rows)
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