commit 362db6faaae5c996437d15bb5ceb97793175e2c8 Author: ModelHub XC Date: Mon Jul 20 10:59:07 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: DatarusAI/Datarus-R1-14B-preview Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..21b3632 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 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 +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack 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 +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* 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 +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +tokenizer.json filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..cd7d7f3 --- /dev/null +++ b/README.md @@ -0,0 +1,140 @@ +--- +license: apache-2.0 +library_name: transformers +language: +- en +base_model: +- Qwen/Qwen2.5-14B +pipeline_tag: text-generation +--- + +# Datarus-R1-14B-preview + +
+ Datarus Logo + + [![Model](https://img.shields.io/badge/Model-Datarus--R1--14B-blue)](https://huggingface.co/DatarusAI/Datarus-R1-14B-preview) + [![License](https://img.shields.io/badge/License-Apache%202.0-green)](LICENSE) + [![Website](https://img.shields.io/badge/Website-datarus.ai-orange)](https://datarus.ai) + [![Demo](https://img.shields.io/badge/Demo-Try%20Now-purple)](https://chat.datarus.ai) + [![Paper](https://img.shields.io/badge/Paper-arXiv-red)](https://arxiv.org/abs/2508.13382) +
+ +## 🚀 Overview + +**Datarus-R1-14B-Preview** is a 14B-parameter open-weights language model fine-tuned from Qwen2.5-14B-Instruct, designed to act as a virtual data analyst and graduate-level problem solver. Unlike traditional models trained on isolated Q&A pairs, Datarus learns from complete analytical trajectories—including reasoning steps, code execution, error traces, self-corrections, and final conclusions—all captured in a ReAct-style notebook format. + +### Key Highlights + +- **🎯 State-of-the-art efficiency**: Surpasses similar-sized models and competes with 32B+ models while using 18-49% fewer tokens +- **🔄 Dual reasoning interfaces**: Supports both Agentic (ReAct) mode for interactive analysis and Reflection (CoT) mode for concise documentation +- **📊 Superior performance**: Achieves up to 30% higher accuracy on AIME 2024/2025 and LiveCodeBench +- **💡 "AHA-moment" pattern**: Exhibits efficient hypothesis refinement in 1-2 iterations, avoiding circular reasoning loops + +## 🔗 Quick Links + +- 🌐 **Website**: [https://datarus.ai](https://datarus.ai) +- 💬 **Try the Demo**: [https://chat.datarus.ai](https://chat.datarus.ai) +- 🛠️ **Jupyter Agent**: [GitHub Repository](https://github.com/DatarusAI/Datarus-JupyterAgent) +- 📄 **Paper**: [Datarus-R1: An Adaptive Multi-Step Reasoning LLM](https://arxiv.org/abs/2508.13382) + +## 📊 Performance + +### Benchmark Results + +| Benchmark | Datarus-R1-14B-Preview | QwQ-32B | Phi-4-reasoning | DeepSeek-R1-Distill-14B | +|-----------|----------------|---------|-----------------|-------------------------| +| **LiveCodeBench v6** | 57.7 | 56.6 | 52.6 | 48.6 | +| **AIME 2024** | 70.1 | 76.2 | 74.6* | - | +| **AIME 2025** | 66.2 | 66.2 | 63.1* | - | +| **GPQA Diamond** | 62.1 | 60.1 | 55.0 | 58.6 | + +*Reported values from official papers + +### Token Efficiency and Performance + +
+ LCB-Efficiency + Efficiency +
+ +## 🎯 Model Card + +### Model Details + +- **Model Type**: Language Model for Reasoning and Data Analysis +- **Parameters**: 14.8B +- **Training Data**: 144,000 synthetic analytical trajectories across finance, medicine, numerical analysis, and other quantitative domains + A curated collection of reasoning datasets. +- **Language**: English +- **License**: Apache 2.0 + +### Intended Use + +#### Primary Use Cases +- **Data Analysis**: Automated data exploration, statistical analysis, and visualization +- **Mathematical Problem Solving**: Graduate-level mathematics including AIME-level problems +- **Code Generation**: Creating analytical scripts and solving programming challenges +- **Scientific Reasoning**: Complex problem-solving in physics, chemistry, and other sciences +- **Interactive Notebooks**: Building complete analysis notebooks with iterative refinement + +### Dual Mode Usage + +#### Agentic Mode (for interactive analysis) +- Use ``, ``, ``, ``, `` tags +- Enables iterative code execution and refinement +- Best for data analysis, simulations, and exploratory tasks + +#### Reflection Mode (for documentation) +- Use `` and `` tags +- Produces compact, self-contained reasoning chains +- Best for mathematical proofs, explanations, and reports + +## 📚 Citation + +```bibtex +@article{benchaliah2025datarus, + title={Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis}, + author={Ben Chaliah, Ayoub and Dellagi, Hela}, + journal={arXiv preprint arXiv:2508.13382}, + year={2025} +} +``` + +## 🤝 Contributing + +We welcome contributions! Please see our [GitHub repository](https://github.com/DatarusAI/Datarus-JupyterAgent) for: +- Bug reports and feature requests +- Pull requests +- Discussion forums + +## 📄 License + +This model is released under the Apache 2.0 License. + +## 🙏 Acknowledgments + +We thank the Qwen team for the excellent base model and the open-source community for their valuable contributions. + +## 📧 Contact + +- **Email**: ayoub1benchaliah@gmail.com, hela.dellagi@outlook.com +- **Website**: [https://datarus.ai](https://datarus.ai) +- **Demo**: [https://chat.datarus.ai](https://chat.datarus.ai) + +--- + +
+ Experience the future of AI-powered data analysis with Datarus-R1 + + [Try Demo](https://chat.datarus.ai) | [View Code](https://github.com/DatarusAI/Datarus-JupyterAgent) | [Read Paper](https://arxiv.org/abs/2508.13382) +
+ +## ⭐ Support + +If you find this model and Agent pipeline useful, please consider __Like/Star__! Your support helps us continue improving the project. + +Found a bug or have a feature request? Please open an issue on GitHub. + +--- + +

Made with ❤️ by the Datarus Team from Paris

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"pad_token": { + "content": "<｜end▁of▁sentence｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..1144e5b --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c656a279913575f88b8f0f748f1ec11126cd4e28b63acd0be33cf6cec9de609d +size 11425050 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..6242076 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,291 @@ +{ + "add_bos_token": true, + "add_eos_token": false, + "add_prefix_space": null, + "added_tokens_decoder": { + "151643": { + "content": "<｜end▁of▁sentence｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "151644": { + "content": "<｜User｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + 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"151672": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151673": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151674": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151675": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "151676": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + } + }, + "bos_token": "<｜begin▁of▁sentence｜>", + "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<｜Assistant｜><｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<｜tool▁call▁end｜>'}}{%- set ns.is_first = true -%}{%- else %}{{'\\n' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<｜tool▁call▁end｜>'}}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + message['content'] + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{{'<｜Assistant｜>' + content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\\n<｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<｜Assistant｜>\\n'}}{% endif %}", + "clean_up_tokenization_spaces": false, + "eos_token": "<｜end▁of▁sentence｜>", + "extra_special_tokens": {}, + "legacy": true, + 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