From 540df61db4a2e1273a5c62e1a22a24f6b965e23f Mon Sep 17 00:00:00 2001 From: xxl <505279206@qq.com> Date: Tue, 21 Jan 2025 10:48:19 +0800 Subject: [PATCH] first commit --- README.md | 98 +- acemath-pic.png | Bin 0 -> 240450 bytes config.json | 28 + evaluation/README.md | 10 + evaluation/calculate_scores.py | 79 + evaluation/grader.py | 600 + generation_config.json | 7 + merges.txt | 151388 ++++++++++++++ model-00004-of-00004.safetensors | 3 + model.safetensors.index.json | 346 + tokenizer.json | 303282 ++++++++++++++++++++++++++++ tokenizer_config.json | 207 + vocab.json | 1 + 13 files changed, 456047 insertions(+), 2 deletions(-) create mode 100644 acemath-pic.png create mode 100644 config.json create mode 100644 evaluation/README.md create mode 100644 evaluation/calculate_scores.py create mode 100644 evaluation/grader.py create mode 100644 generation_config.json create mode 100644 merges.txt create mode 100644 model-00004-of-00004.safetensors create mode 100644 model.safetensors.index.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json create mode 100644 vocab.json diff --git a/README.md b/README.md index 251809d..9d2dad7 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,97 @@ -# AceMath-7B-Instruct +--- +license: cc-by-nc-4.0 +language: +- en +pipeline_tag: text-generation +tags: +- nvidia +- AceMath +- math +- CoT +- pytorch +--- -AceMath-7B-Instruct \ No newline at end of file + +## Introduction +We introduce AceMath, a family of frontier models designed for mathematical reasoning. The models in AceMath family, including AceMath-1.5B/7B/72B-Instruct and AceMath-7B/72B-RM, are Improved using Qwen. +The AceMath-1.5B/7B/72B-Instruct models excel at solving English mathematical problems using Chain-of-Thought (CoT) reasoning, while the AceMath-7B/72B-RM models, as outcome reward models, specialize in evaluating and scoring mathematical solutions. + +The AceMath-1.5B/7B/72B-Instruct models are developed from the Qwen2.5-Math-1.5B/7B/72B-Base models, leveraging a multi-stage supervised fine-tuning (SFT) process: first with general-purpose SFT data, followed by math-specific SFT data. We are releasing all training data to support further research in this field. + +We only recommend using the AceMath models for solving math problems. To support other tasks, we also release AceInstruct-1.5B/7B/72B, a series of general-purpose SFT models designed to handle code, math, and general knowledge tasks. These models are built upon the Qwen2.5-1.5B/7B/72B-Base. + +For more information about AceMath, check our [website](https://research.nvidia.com/labs/adlr/acemath/) and [paper](https://arxiv.org/abs/2412.15084). + + +## All Resources +### AceMath Instruction Models +- [AceMath-1.5B-Instruct](https://huggingface.co/nvidia/AceMath-1.5B-Instruct), [AceMath-7B-Instruct](https://huggingface.co/nvidia/AceMath-7B-Instruct), [AceMath-72B-Instruct](https://huggingface.co/nvidia/AceMath-72B-Instruct) + +### AceMath Reward Models +- [AceMath-7B-RM](https://huggingface.co/nvidia/AceMath-7B-RM), [AceMath-72B-RM](https://huggingface.co/nvidia/AceMath-72B-RM) + +### Evaluation & Training Data +- [AceMath-RewardBench](https://huggingface.co/datasets/nvidia/AceMath-RewardBench), [AceMath-Instruct Training Data](https://huggingface.co/datasets/nvidia/AceMath-Instruct-Training-Data), [AceMath-RM Training Data](https://huggingface.co/datasets/nvidia/AceMath-RM-Training-Data) + +### General Instruction Models +- [AceInstruct-1.5B](https://huggingface.co/nvidia/AceInstruct-1.5B), [AceInstruct-7B](https://huggingface.co/nvidia/AceInstruct-7B), [AceInstruct-72B](https://huggingface.co/nvidia/AceInstruct-72B) + + +## Benchmark Results (AceMath-Instruct + AceMath-72B-RM) + +
+
+
+@article{acemath2024, + title={AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling}, + author={Liu, Zihan and Chen, Yang and Shoeybi, Mohammad and Catanzaro, Bryan and Ping, Wei}, + journal={arXiv preprint}, + year={2024} +} ++ + +## License +All models in the AceMath family are for non-commercial use only, subject to [Terms of Use](https://openai.com/policies/row-terms-of-use/) of the data generated by OpenAI. We put the AceMath models under the license of [Creative Commons Attribution: Non-Commercial 4.0 International](https://spdx.org/licenses/CC-BY-NC-4.0). \ No newline at end of file diff --git a/acemath-pic.png b/acemath-pic.png new file mode 100644 index 0000000000000000000000000000000000000000..8d51cd037a27a1e5cc76dd73f9b9b4901e2ef5ba GIT binary patch literal 240450 zcmeFZWmH_-wl#`FfMCHPXbA4X9fAjUr_kUog%d2nEw}}D3+_&k0)k6$cPShSUUAOZ zSH63`clV$7@3ppQZMDT>O&g=nKKdAwZ_0|&uThCnVPIfh%gTIIg@Hkufq{Ylh=K%t zGESS*3IhX6Yb7C}Y$G8p;b80FtmX(XH5W5;Ffmt^7H8+<
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