commit 4e17d767988ea9a7db83dd6a383abb34bd5265d0 Author: ModelHub XC Date: Tue Jun 16 06:06:15 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: QpiEImitation/opd_math500_S-Qwen2-0.5B-Instruct_T-Qwen2-7B-Instruct Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz 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a/README.md b/README.md new file mode 100644 index 0000000..76f4e77 --- /dev/null +++ b/README.md @@ -0,0 +1,69 @@ +--- +base_model: Qwen/Qwen2-0.5B-Instruct +library_name: transformers +model_name: opd_math500_S-Qwen2-0.5B-Instruct_T-Qwen2-7B-Instruct +tags: +- generated_from_trainer +- trl +- gkd +licence: license +--- + +# Model Card for opd_math500_S-Qwen2-0.5B-Instruct_T-Qwen2-7B-Instruct + +This model is a fine-tuned version of [Qwen/Qwen2-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2-0.5B-Instruct). +It has been trained using [TRL](https://github.com/huggingface/trl). + +## Quick start + +```python +from transformers import pipeline + +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?" +generator = pipeline("text-generation", model="QpiEImitation/opd_math500_S-Qwen2-0.5B-Instruct_T-Qwen2-7B-Instruct", device="cuda") +output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0] +print(output["generated_text"]) +``` + +## Training procedure + +[Visualize in Weights & Biases](https://wandb.ai/viano/huggingface/runs/xndmaxpp) + + + +This model was trained with GKD, a method introduced in [On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes](https://huggingface.co/papers/2306.13649). + +### Framework versions + +- TRL: 1.0.0.dev0 +- Transformers: 5.3.0 +- Pytorch: 2.6.0+cu124 +- Datasets: 4.8.2 +- Tokenizers: 0.22.2 + +## Citations + +Cite GKD as: + +```bibtex +@inproceedings{agarwal2024on-policy, + title = {{On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes}}, + author = {Rishabh Agarwal and Nino Vieillard and Yongchao Zhou and Piotr Stanczyk and Sabela Ramos Garea and Matthieu Geist and Olivier Bachem}, + year = 2024, + booktitle = {The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024}, + publisher = {OpenReview.net}, + url = {https://openreview.net/forum?id=3zKtaqxLhW}, +} +``` + +Cite TRL as: + +```bibtex +@software{vonwerra2020trl, + title = {{TRL: Transformers Reinforcement Learning}}, + 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}, + license = {Apache-2.0}, + url = {https://github.com/huggingface/trl}, + year = {2020} +} +``` \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..a4c0b59 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,6 @@ +{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system +You are a helpful assistant.<|im_end|> +' }}{% endif %}{{'<|im_start|>' + message['role'] + ' +' + message['content'] + '<|im_end|>' + ' +'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant +' }}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..1c42d76 --- /dev/null +++ b/config.json @@ -0,0 +1,57 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": null, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 896, + "initializer_range": 0.02, + "intermediate_size": 4864, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 24, + "model_type": "qwen2", + "num_attention_heads": 14, + "num_hidden_layers": 24, + "num_key_value_heads": 2, + "pad_token_id": 151643, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.3.0", + "use_cache": false, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..7e4dad7 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,13 @@ +{ + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.1, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.3.0" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..092d5f1 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abfda77e79047bc45d86e52cea01501c5d73b14f00e89848e4859b38d64e1d91 +size 988097824 diff --git a/run_config.json b/run_config.json new file mode 100644 index 0000000..e5ff75a --- /dev/null +++ b/run_config.json @@ -0,0 +1,28 @@ +{ + "method": "opd", + "student_model": "Qwen/Qwen2-0.5B-Instruct", + "teacher_model": "Qwen/Qwen2-7B-Instruct", + "train_dataset": "EleutherAI/hendrycks_math/all", + "eval_dataset": "HuggingFaceH4/MATH-500", + "train_samples": 7500, + "eval_samples": 500, + "opd_mode": "expectation", + "trust_region": true, + "ppo_clip_eps": 0.2, + "use_correction": false, + "correction_alpha": 0.2, + "correction_lr": 0.001, + "num_inner_steps": 10, + "replay_buffer_size": 10, + "max_steps": 800, + "num_epochs": 1.0, + "lr": 2e-06, + "batch_size": 1, + "grad_accum": 8, + "output_dir": "opd_math500_S-Qwen2-0.5B-Instruct_T-Qwen2-7B-Instruct_expectation_tr_L10_buf10_20260420_154437", + "use_lora": false, + "lora_r": null, + "lora_alpha": null, + "lora_dropout": null, + 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