mehmetkeremturkcan
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Model save
Browse files
README.md
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---
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base_model: mehmetkeremturkcan/SmollerLM-20M-Instruct-Pruned-sft5
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library_name: transformers
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model_name: SmollerLM-20M-Instruct-Pruned-sft5-dpo3
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tags:
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- generated_from_trainer
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- trl
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- dpo
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licence: license
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---
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# Model Card for SmollerLM-20M-Instruct-Pruned-sft5-dpo3
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This model is a fine-tuned version of [mehmetkeremturkcan/SmollerLM-20M-Instruct-Pruned-sft5](https://huggingface.co/mehmetkeremturkcan/SmollerLM-20M-Instruct-Pruned-sft5).
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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="mehmetkeremturkcan/SmollerLM-20M-Instruct-Pruned-sft5-dpo3", 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/mkturkcan/huggingface/runs/4ebajh4c)
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This model was trained with DPO, a method introduced in [Direct Preference Optimization: Your Language Model is Secretly a Reward Model](https://huggingface.co/papers/2305.18290).
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### Framework versions
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- TRL: 0.14.0
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- Transformers: 4.48.2
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- Pytorch: 2.5.1
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- Datasets: 3.2.0
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- Tokenizers: 0.21.0
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## Citations
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Cite DPO as:
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```bibtex
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@inproceedings{rafailov2023direct,
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title = {{Direct Preference Optimization: Your Language Model is Secretly a Reward Model}},
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author = {Rafael Rafailov and Archit Sharma and Eric Mitchell and Christopher D. Manning and Stefano Ermon and Chelsea Finn},
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year = 2023,
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booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
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url = {http://papers.nips.cc/paper_files/paper/2023/hash/a85b405ed65c6477a4fe8302b5e06ce7-Abstract-Conference.html},
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editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
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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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all_results.json
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{
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"epoch": 2.9993562508046865,
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"eval_logits/chosen": NaN,
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"eval_logits/rejected": -6.718367099761963,
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"eval_logps/chosen": -708.9367065429688,
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"eval_logps/rejected": -595.2987670898438,
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"eval_loss": 0.6400840878486633,
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"eval_rewards/accuracies": 0.593999981880188,
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"eval_rewards/chosen": -0.11233817785978317,
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"eval_rewards/margins": 0.16944476962089539,
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"eval_rewards/rejected": -0.28178295493125916,
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"eval_runtime": 30.4441,
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"eval_samples_per_second": 32.847,
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"eval_steps_per_second": 4.106
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}
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eval_results.json
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{
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"epoch": 2.9993562508046865,
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"eval_logits/chosen": NaN,
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"eval_logits/rejected": -6.718367099761963,
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"eval_logps/chosen": -708.9367065429688,
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"eval_logps/rejected": -595.2987670898438,
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"eval_loss": 0.6400840878486633,
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"eval_rewards/accuracies": 0.593999981880188,
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"eval_rewards/chosen": -0.11233817785978317,
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"eval_rewards/margins": 0.16944476962089539,
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"eval_rewards/rejected": -0.28178295493125916,
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"eval_runtime": 30.4441,
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"eval_samples_per_second": 32.847,
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"eval_steps_per_second": 4.106
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"pad_token_id": 2,
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"transformers_version": "4.48.2"
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}
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runs/Feb02_15-37-22_srv4-lg2.bed.cosmos-lab.org/events.out.tfevents.1738528337.srv4-lg2.bed.cosmos-lab.org.25268.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:33ad1ab6ca0b7f9e1935957b33a2a6273272d78f4c23c061f9bd6a93c19e1e08
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size 828
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