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Browse files- README.md +66 -0
- generation_config.json +14 -0
README.md
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---
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base_model: Qwen/Qwen2-0.5B-Instruct
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library_name: transformers
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model_name: Qwen2-0.5B-OnlineDPO-AutoRM
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tags:
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- generated_from_trainer
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- trl
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- online-dpo
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licence: license
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---
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# Model Card for Qwen2-0.5B-OnlineDPO-AutoRM
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This model is a fine-tuned version of [Qwen/Qwen2-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2-0.5B-Instruct).
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It has been trained using [TRL](https://github.com/huggingface/trl).
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## Quick start
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```python
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from transformers import pipeline
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question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
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generator = pipeline("text-generation", model="qgallouedec/Qwen2-0.5B-OnlineDPO-AutoRM", device="cuda")
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output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
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print(output["generated_text"])
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```
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## Training procedure
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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="150" height="24"/>](https://wandb.ai/huggingface/huggingface/runs/hnzo995f)
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This model was trained with Online DPO, a method introduced in [Direct Language Model Alignment from Online AI Feedback](https://huggingface.co/papers/2402.04792).
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### Framework versions
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- TRL: 0.12.0.dev0
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- Transformers: 4.46.0.dev0
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- Pytorch: 2.4.0
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- Datasets: 3.0.2
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- Tokenizers: 0.20.0
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## Citations
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Cite Online DPO as:
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```bibtex
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@article{guo2024direct,
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title = {{Direct Language Model Alignment from Online AI Feedback}},
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author = {Shangmin Guo and Biao Zhang and Tianlin Liu and Tianqi Liu and Misha Khalman and Felipe Llinares and Alexandre Ram{'{e}} and Thomas Mesnard and Yao Zhao and Bilal Piot and Johan Ferret and Mathieu Blondel},
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year = 2024,
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eprint = {arXiv:2402.04792}
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}
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```
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Cite TRL as:
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```bibtex
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@misc{vonwerra2022trl,
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title = {{TRL: Transformer Reinforcement Learning}},
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author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallouédec},
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year = 2020,
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journal = {GitHub repository},
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publisher = {GitHub},
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howpublished = {\url{https://github.com/huggingface/trl}}
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}
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```
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generation_config.json
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{
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"bos_token_id": 151643,
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"do_sample": true,
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"eos_token_id": [
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151645,
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151643
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],
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"pad_token_id": 151643,
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"repetition_penalty": 1.1,
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"temperature": 0.7,
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"top_k": 20,
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"top_p": 0.8,
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"transformers_version": "4.47.0.dev0"
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}
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