wehub-resource-sync
63 lines
2.2 KiB
Python
63 lines
2.2 KiB
Python
"""OPSD dataset plugin for open-r1/OpenThoughts-114k-math.
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Prepares the dataset for On-Policy Self-Distillation:
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- Student sees only the problem.
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- Teacher sees the problem + reference solution (privileged info via teacher_prompt).
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- Only verified-correct examples are used.
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Usage:
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# GKD path (teacher KL as a direct loss):
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swift rlhf --rlhf_type gkd --external_plugins opsd_plugin.py ...
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# OPD-RL path (teacher KL as a per-token RL advantage):
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swift rlhf --rlhf_type grpo --teacher_model <same-as-model> --external_plugins opsd_plugin.py ...
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"""
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from typing import Any, Dict, List, Optional
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from swift.dataset import DatasetMeta, RowPreprocessor, register_dataset
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SYSTEM_PROMPT = 'Please reason step by step, and put your final answer within \\boxed{}.'
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TRANSITION_PROMPT = ('After understanding the reference solution and the rationale behind each step, '
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'now articulate your own step-by-step reasoning that derives the final answer.')
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class OpenThoughtsOPSDPreprocessor(RowPreprocessor):
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"""Preprocessor that builds teacher_prompt from the reference solution.
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Both student and teacher share the same system prompt for format guidance.
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The teacher's user message additionally includes the reference solution as privileged info.
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"""
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def preprocess(self, row: Dict[str, Any]) -> Optional[Dict[str, Any]]:
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if not row.get('correct', True):
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return None
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problem = row.get('problem', '')
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solution = row.get('solution', '')
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teacher_prompt = (f'{problem}\n\n'
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f'Here is a reference solution to this problem:\n{solution}\n\n'
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f'{TRANSITION_PROMPT}')
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messages: List[Dict[str, str]] = [
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{
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'role': 'system',
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'content': SYSTEM_PROMPT
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},
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{
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'role': 'user',
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'content': problem
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},
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]
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return {'messages': messages, 'teacher_prompt': teacher_prompt}
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register_dataset(
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DatasetMeta(
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ms_dataset_id='open-r1/OpenThoughts-114k-math',
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hf_dataset_id='open-r1/OpenThoughts-114k-math',
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preprocess_func=OpenThoughtsOPSDPreprocessor(),
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tags=['math', 'opsd'],
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))
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