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README.md
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---
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base_model: Qwen/Qwen2.5-Coder-7B-Instruct
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tags:
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- reinforcement-learning
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- ppo
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- lora
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- code-generation
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- clarification
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license: apache-2.0
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---
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# rl-clarify-orig-prompt-d1-0p75
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LoRA fine-tune of [Qwen2.5-Coder-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-7B-Instruct)
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trained with PPO-Lagrangian constrained RL on [HumanEvalComm](https://huggingface.co/datasets/jie-jw-wu/HumanEvalComm).
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## Training setup
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- **Algorithm:** PPO with Lagrangian constraint on avg questions per episode
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- **LoRA rank:** 16, alpha 32
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- **Question budget (d1):** 0.75
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- **Iterations:** 80
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- **Checkpoint dir:** checkpoints/orig_prompt_v2/d1_0.75
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## Eval results (selected checkpoint: `iter_0039`)
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- **Final eval pass@1:** 0.748 (417 problems, greedy decoding)
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- **Final eval avg questions:** 0.7
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## Checkpoints
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Each `iter_XXXX/` folder contains LoRA adapter weights and a `log.json`
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with per-iteration training metrics (avg_reward, avg_questions, lambda1, lambda2, kl_per_seq).
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## Usage
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```python
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from peft import PeftModel
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from transformers import AutoModelForCausalLM, AutoTokenizer
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base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-Coder-7B-Instruct")
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model = PeftModel.from_pretrained(base, "acv1229/rl-clarify-orig-prompt-d1-0p75", subfolder="iter_0039")
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tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-Coder-7B-Instruct")
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```
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