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* Update math with llm judge * Update math with llm judge * Update math with llm judge * Update math with llm judge * Update math with llm judge
114 lines
3.8 KiB
Python
114 lines
3.8 KiB
Python
import copy
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import json
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import re
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from datasets import Dataset
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from opencompass.registry import LOAD_DATASET, TEXT_POSTPROCESSORS
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from .base import BaseDataset
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def get_number(options):
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result_string = ''
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for i, option in enumerate(options, start=65):
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result_string += f'{chr(i)}. {option}\n'
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return result_string
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@LOAD_DATASET.register_module()
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class CompassBenchObjectiveV1_3(BaseDataset):
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@staticmethod
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def load(path: str, name: str):
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circular_patterns = ['ABCD', 'BCDA', 'CDAB', 'DABC']
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data = []
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with open(path, 'r', encoding='utf-8', errors='ignore') as infile:
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for id, line in enumerate(infile):
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entry = json.loads(line)
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if 'cloze' in name:
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data.append({
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'question': entry['question'].strip(),
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'answer': entry['answer'].strip(),
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})
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elif 'circular' in name:
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for c in circular_patterns:
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line = copy.deepcopy(entry)
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options = []
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for i in range(4):
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options.append(line['options'][ord(c[i]) -
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ord('A')])
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line['options'] = options
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line['answer'] = {
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c[0]: 'A',
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c[1]: 'B',
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c[2]: 'C',
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c[3]: 'D'
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}[line['answer']]
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line['answer'] = str(
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id) + '--' + line['answer'] + '--' + c
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line['question'] = (line['question'].strip() + '\n' +
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get_number(line['options']))
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data.append(line)
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else:
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# treat as normal single choice question
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entry['question'] = (entry['question'].strip() + '\n' +
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get_number(entry['options']))
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data.append(entry)
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dataset = Dataset.from_list(data)
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return dataset
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@LOAD_DATASET.register_module()
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class CompassBenchObjectiveMath(BaseDataset):
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@staticmethod
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def load(path: str):
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with open(path, 'r') as infile:
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data = [json.loads(line) for line in infile]
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for idx in range(len(data)):
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item = data[idx]
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prefix = ''
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if item.get('question_type',
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None) and item['question_type'] in [
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'multiple-answer', '多选题'
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]:
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if '_en_' in path:
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prefix = 'This question may has multiple answers, \
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please select all correct answers. like this: A, B, C as your final answer\n'
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else:
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prefix = '这道题可能有多个正确答案，请选择所有正确的答案，\
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例如：A, B, C 作为你的最终答案\n'
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if item.get('options', None) and len(item['options']) != 0:
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item['question'] = prefix + item[
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'question'] + '\n' + get_number(item['options'])
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dataset = Dataset.from_list(data)
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return dataset
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@TEXT_POSTPROCESSORS.register_module()
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def compassbench_objective_v1_3_postprocess(text: str, name) -> str:
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split = False
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ans = text
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if '_cn' in name:
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ans_line = ans.split('答案是')
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else:
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ans_line = ans.split('The answer is')
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if len(ans_line) != 1:
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ans = ans_line[1].strip()
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split = True
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output = re.sub(r'(\d),(\d)', r'\1\2', ans)
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numbers = re.findall(r'-?\d*\.?/?\d+|\d+', output)
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if numbers:
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return numbers[0] if split else numbers[-1]
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return ans
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