commit c33d5f0eb02ded7531c9f9a07655aaf90292c040 Author: ModelHub XC Date: Sun May 31 23:21:28 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: meta-math/MetaMath-7B-V1.0 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.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 filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..596b096 --- /dev/null +++ b/README.md @@ -0,0 +1,93 @@ +--- +license: llama2 +datasets: +- meta-math/MetaMathQA +--- +see our paper in https://arxiv.org/abs/2309.12284 + +View the project page: +https://meta-math.github.io/ + +## Note + +All MetaMathQA data are augmented from the training sets of GSM8K and MATH. +None of the augmented data is from the testing set. + +You can check the `original_question` in `meta-math/MetaMathQA`, each item is from the GSM8K or MATH train set. + +## Model Details + +MetaMath-Llemma-7B is fully fine-tuned on the MetaMathQA datasets and based on the powerful Llemma-7B model. It is glad to see using MetaMathQA datasets and change the base model from llama-2-7B to Llemma-7B can boost the MATH performance from 19.8 to **30.0**. + +## Installation + +``` +pip install transformers==4.35.0 +pip install torch==2.0.1 +pip install sentencepiece==0.1.99 +pip install tokenizers==0.13.3 +pip install accelerate==0.21.0 +pip install bitsandbytes==0.40.0 +pip install vllm +pip install fraction +pip install protobuf +``` + +## Model Usage + +prompting template: + +''' + +"Below is an instruction that describes a task. " +"Write a response that appropriately completes the request.\n\n" +"### Instruction:\n{instruction}\n\n### Response: Let's think step by step." + +''' + +where you need to use your query question to replace the {instruction} + +## Experiments + +| Model | GSM8k Pass@1 | MATH Pass@1 | +|---------------------|--------------|-------------| +| MPT-7B | 6.8 | 3.0 | +| Falcon-7B | 6.8 | 2.3 | +| LLaMA-1-7B | 11.0 | 2.9 | +| LLaMA-2-7B | 14.6 | 2.5 | +| MPT-30B | 15.2 | 3.1 | +| LLaMA-1-13B | 17.8 | 3.9 | +| GPT-Neo-2.7B | 19.5 | -- | +| Falcon-40B | 19.6 | 2.5 | +| Baichuan-chat-13B | 23.9 | -- | +| Vicuna-v1.3-13B | 27.6 | -- | +| LLaMA-2-13B | 28.7 | 3.9 | +| InternLM-7B | 31.2 | -- | +| ChatGLM-2-6B | 32.4 | -- | +| GPT-J-6B | 34.9 | -- | +| LLaMA-1-33B | 35.6 | 3.9 | +| LLaMA-2-34B | 42.2 | 6.24 | +| RFT-7B | 50.3 | -- | +| LLaMA-1-65B | 50.9 | 10.6 | +| Qwen-7B | 51.6 | -- | +| WizardMath-7B | 54.9 | 10.7 | +| LLaMA-2-70B | 56.8 | 13.5 | +| WizardMath-13B | 63.9 | 14.0 | +| MAmmoTH-7B (COT) | 50.5 | 10.4 | +| MAmmoTH-7B (POT+COT)| 53.6 | 31.5 | +| Arithmo-Mistral-7B | 74.7 | 25.3 | +| MetaMath-7B | 66.5 | 19.8 | +| MetaMath-13B | 72.3 | 22.4 | +| 🔥 **MetaMath-Llemma-7B** | **69.2** | **30.0** | +| 🔥 **MetaMath-Mistral-7B** | **77.7** | **28.2** | + +## Citation + +```bibtex +@article{yu2023metamath, + title={MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models}, + author={Yu, Longhui and Jiang, Weisen and Shi, Han and Yu, Jincheng and Liu, Zhengying and Zhang, Yu and Kwok, James T and Li, Zhenguo and Weller, Adrian and Liu, Weiyang}, + journal={arXiv preprint arXiv:2309.12284}, + year={2023} +} +``` \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..e41416d --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,3 @@ +{ + "[PAD]": 32000 +} diff --git a/config.json b/config.json new file mode 100644 index 0000000..d28ed9d --- /dev/null +++ b/config.json @@ -0,0 +1,26 @@ +{ + 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