Model save
Browse files- README.md +68 -0
- all_results.json +8 -0
- config.json +1 -1
- generation_config.json +14 -0
- train_results.json +8 -0
- trainer_state.json +1092 -0
README.md
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| 1 |
+
---
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| 2 |
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base_model: chinmaydk99/Qwen2.5-0.5B-Open-R1-Distill-Small
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library_name: transformers
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| 4 |
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model_name: qwen2.5-0.5b-grpo-math
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tags:
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- generated_from_trainer
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| 7 |
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- trl
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| 8 |
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- grpo
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| 9 |
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licence: license
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| 10 |
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---
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# Model Card for qwen2.5-0.5b-grpo-math
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This model is a fine-tuned version of [chinmaydk99/Qwen2.5-0.5B-Open-R1-Distill-Small](https://huggingface.co/chinmaydk99/Qwen2.5-0.5B-Open-R1-Distill-Small).
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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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| 20 |
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from transformers import pipeline
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| 22 |
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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="chinmaydk99/qwen2.5-0.5b-grpo-math", 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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This model was trained with GRPO, a method introduced in [DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models](https://huggingface.co/papers/2402.03300).
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### Framework versions
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- TRL: 0.14.0
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| 38 |
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- Transformers: 4.48.3
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- Pytorch: 2.5.1+cu121
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- Datasets: 3.2.0
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- Tokenizers: 0.21.0
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| 42 |
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## Citations
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Cite GRPO as:
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```bibtex
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| 48 |
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@article{zhihong2024deepseekmath,
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| 49 |
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title = {{DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models}},
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| 50 |
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author = {Zhihong Shao and Peiyi Wang and Qihao Zhu and Runxin Xu and Junxiao Song and Mingchuan Zhang and Y. K. Li and Y. Wu and Daya Guo},
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| 51 |
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year = 2024,
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eprint = {arXiv:2402.03300},
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}
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| 54 |
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```
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Cite TRL as:
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| 58 |
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| 59 |
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```bibtex
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| 60 |
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@misc{vonwerra2022trl,
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| 61 |
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title = {{TRL: Transformer Reinforcement Learning}},
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| 62 |
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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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| 63 |
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year = 2020,
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| 64 |
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journal = {GitHub repository},
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| 65 |
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publisher = {GitHub},
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| 66 |
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howpublished = {\url{https://github.com/huggingface/trl}}
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| 67 |
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}
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```
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all_results.json
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{
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"total_flos": 0.0,
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"train_loss": 0.00017194549279035223,
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| 4 |
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"train_runtime": 4065.9132,
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| 5 |
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"train_samples": 45000,
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| 6 |
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"train_samples_per_second": 0.59,
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| 7 |
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"train_steps_per_second": 0.037
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}
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config.json
CHANGED
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"tie_word_embeddings": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.48.3",
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-
"use_cache":
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"use_sliding_window": false,
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"vocab_size": 151936
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}
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"tie_word_embeddings": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.48.3",
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| 26 |
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"use_cache": true,
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| 27 |
"use_sliding_window": false,
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"vocab_size": 151936
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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": "4.48.3"
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}
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train_results.json
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{
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"total_flos": 0.0,
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"train_loss": 0.00017194549279035223,
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"train_runtime": 4065.9132,
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"train_samples": 45000,
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"train_samples_per_second": 0.59,
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"train_steps_per_second": 0.037
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}
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trainer_state.json
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