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85 lines
3.0 KiB
Python
85 lines
3.0 KiB
Python
import json
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import os
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from datasets import Dataset, DatasetDict
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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 RoleBenchBaseDataset(BaseDataset):
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@staticmethod
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def load_single(source_file, desc_list):
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with open(source_file, 'r', encoding='utf-8') as f:
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source_data = [json.loads(line) for line in f.readlines()]
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dataset = [{
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'role': item['role'],
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'desc': desc_list[item['role']],
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'question': item['question'],
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'answer': item['generated'][0]
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} for item in source_data]
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return dataset
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@staticmethod
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def load_desc(path):
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with open(path, 'r', encoding='utf-8') as f:
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desc_list = json.load(f)
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return desc_list
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@staticmethod
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def load_dataset(path, desc_list):
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train_data_list = RoleBenchBaseDataset.load_single(
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os.path.join(path, 'general/train.jsonl'), desc_list)
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train_data_list.extend(
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RoleBenchBaseDataset.load_single(
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os.path.join(path, 'role_specific/train.jsonl'), desc_list))
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test_dataset = RoleBenchBaseDataset.load_single(
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os.path.join(path, 'general/test.jsonl'), desc_list)
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test_dataset.extend(
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RoleBenchBaseDataset.load_single(
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os.path.join(path, 'role_specific/test.jsonl'), desc_list))
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return Dataset.from_list(train_data_list).shuffle(
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seed=42), Dataset.from_list(test_dataset).shuffle(seed=42)
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@LOAD_DATASET.register_module()
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class InstructionGeneralizationEnglishDataset(RoleBenchBaseDataset):
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@staticmethod
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def load(path):
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desc_list = RoleBenchBaseDataset.load_desc(
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os.path.join(path, 'profiles-eng/desc.json'))
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path = os.path.join(path, 'rolebench-eng/instruction-generalization')
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train_dataset, test_dataset = RoleBenchBaseDataset.load_dataset(
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path, desc_list)
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return DatasetDict({'train': train_dataset, 'test': test_dataset})
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@LOAD_DATASET.register_module()
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class RoleGeneralizationEnglishDataset(RoleBenchBaseDataset):
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@staticmethod
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def load(path):
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desc_list = RoleBenchBaseDataset.load_desc(
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os.path.join(path, 'profiles-eng/desc.json'))
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path = os.path.join(path, 'rolebench-eng/role-generalization')
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train_dataset, test_dataset = RoleBenchBaseDataset.load_dataset(
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path, desc_list)
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return DatasetDict({'train': train_dataset, 'test': test_dataset})
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@LOAD_DATASET.register_module()
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class InstructionGeneralizationChineseDataset(RoleBenchBaseDataset):
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@staticmethod
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def load(path):
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desc_list = RoleBenchBaseDataset.load_desc(
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os.path.join(path, 'profiles-zh/desc.json'))
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path = os.path.join(path, 'rolebench-zh')
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train_dataset, test_dataset = RoleBenchBaseDataset.load_dataset(
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path, desc_list)
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return DatasetDict({'train': train_dataset, 'test': test_dataset})
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