Instructions to use desidero32/Qwen2-0.5B-GRPO-test with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use desidero32/Qwen2-0.5B-GRPO-test with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("desidero32/Qwen2-0.5B-GRPO-test", dtype="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, step 10
Browse files- .gitattributes +1 -0
- README.md +67 -0
- adapter_config.json +43 -0
- adapter_model.safetensors +3 -0
- chat_template.jinja +6 -0
- runs/Apr15_15-07-26_ALIOZCELIK/events.out.tfevents.1776254846.ALIOZCELIK.24436.0 +3 -0
- runs/Apr15_15-16-42_ALIOZCELIK/events.out.tfevents.1776255402.ALIOZCELIK.25464.0 +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +20 -0
- training_args.bin +3 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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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-GRPO-test
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tags:
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- generated_from_trainer
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- grpo
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- trl
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licence: license
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---
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# Model Card for Qwen2-0.5B-GRPO-test
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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="desidero32/Qwen2-0.5B-GRPO-test", 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: 1.1.0
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- Transformers: 5.5.4
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- Pytorch: 2.11.0+cu130
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- Datasets: 4.8.4
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- Tokenizers: 0.22.2
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## Citations
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Cite GRPO as:
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```bibtex
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@article{shao2024deepseekmath,
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title = {{DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models}},
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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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year = 2024,
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eprint = {arXiv:2402.03300},
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}
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```
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Cite TRL as:
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```bibtex
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@software{vonwerra2020trl,
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title = {{TRL: Transformers Reinforcement Learning}},
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author = {von Werra, Leandro and Belkada, Younes and Tunstall, Lewis and Beeching, Edward and Thrush, Tristan and Lambert, Nathan and Huang, Shengyi and Rasul, Kashif and Gallouédec, Quentin},
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license = {Apache-2.0},
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url = {https://github.com/huggingface/trl},
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year = {2020}
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}
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```
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adapter_config.json
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{
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"alora_invocation_tokens": null,
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"alpha_pattern": {},
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"arrow_config": null,
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| 5 |
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"auto_mapping": null,
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| 6 |
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"base_model_name_or_path": "Qwen/Qwen2-0.5B-Instruct",
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"bias": "none",
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"corda_config": null,
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| 9 |
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"ensure_weight_tying": false,
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"eva_config": null,
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"exclude_modules": null,
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 32,
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"lora_bias": false,
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"lora_dropout": 0.1,
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"lora_ga_config": null,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"peft_version": "0.19.0",
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"qalora_group_size": 16,
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"r": 8,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"v_proj"
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],
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"target_parameters": null,
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"task_type": "CAUSAL_LM",
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"trainable_token_indices": null,
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"use_bdlora": null,
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| 40 |
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"use_dora": false,
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| 41 |
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"use_qalora": false,
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| 42 |
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1046cf8ba971122669abc976746f04ca2e8e603bfb857ef60382130dade05858
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size 2175168
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chat_template.jinja
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{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system
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You are a helpful assistant.<|im_end|>
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| 3 |
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' }}{% endif %}{{'<|im_start|>' + message['role'] + '
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' + message['content'] + '<|im_end|>' + '
|
| 5 |
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'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
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| 6 |
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' }}{% endif %}
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runs/Apr15_15-07-26_ALIOZCELIK/events.out.tfevents.1776254846.ALIOZCELIK.24436.0
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version https://git-lfs.github.com/spec/v1
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+
oid sha256:0184536db58f8d45c9f2d2251a04a8000f6f0322366c0d8f0b05623054555c67
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size 6870
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runs/Apr15_15-16-42_ALIOZCELIK/events.out.tfevents.1776255402.ALIOZCELIK.25464.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:61747892a7a3a89fd8f83600f6ce981be34f772a16cc292165b8d83629d34fec
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size 8502
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:48f722bc04c884e2fe1525fdcd85a1293a8499b6e620c1ac7c083c49632305fb
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size 11418262
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"backend": "tokenizers",
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| 4 |
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"bos_token": null,
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| 5 |
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"clean_up_tokenization_spaces": false,
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| 6 |
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"eos_token": "<|im_end|>",
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| 7 |
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"errors": "replace",
|
| 8 |
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"extra_special_tokens": [
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"<|im_start|>",
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| 10 |
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"<|im_end|>"
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| 11 |
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],
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| 12 |
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"is_local": false,
|
| 13 |
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"model_max_length": 32768,
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| 14 |
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"pad_token": "<|endoftext|>",
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| 15 |
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"padding_side": "left",
|
| 16 |
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"split_special_tokens": false,
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| 17 |
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"tokenizer_class": "Qwen2Tokenizer",
|
| 18 |
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"truncation_side": "left",
|
| 19 |
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"unk_token": null
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1d4b1251810712db2b965a85c7eb6587b6215a98274df95696e430b6fdfb309e
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| 3 |
+
size 7121
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