https://github.com/filapro/cad-recode

CAD-Recode: Reverse Engineering CAD Code from Point Clouds
https://github.com/filapro/cad-recode

cad cadquery llm pytorch qwen2

Last synced: about 1 year ago
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CAD-Recode: Reverse Engineering CAD Code from Point Clouds

• Host: GitHub
• URL: https://github.com/filapro/cad-recode
• Owner: filaPro
• License: other
• Created: 2024-12-18T17:27:07.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2025-03-19T16:13:24.000Z (about 1 year ago)
• Last Synced: 2025-04-09T09:05:23.247Z (about 1 year ago)
• Topics: cad, cadquery, llm, pytorch, qwen2
• Language: Jupyter Notebook
• Homepage:
• Size: 179 KB
• Stars: 93
• Watchers: 4
• Forks: 10
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • License: LICENSE.md

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README

          
## CAD-Recode: Reverse Engineering CAD Code from Point Clouds

:hugs: Model [v1](https://huggingface.co/filapro/cad-recode), [v1.5](https://huggingface.co/filapro/cad-recode-v1.5) :hugs: ZeroGPU Space [v1.5](https://huggingface.co/spaces/filapro/cad-recode) :hugs: Dataset [v1](https://huggingface.co/datasets/filapro/cad-recode), [v1.5](https://huggingface.co/datasets/filapro/cad-recode-v1.5)

**News**:

 * :rocket: March, 2025. We update CAD-Recode to v1.5. More details in [changelog](CHANGELOG.md).

 * :fire: December, 2024. CAD-Recode is state-of-the-art in three CAD reconstruction benchmarks: 


  DeepCAD [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cad-recode-reverse-engineering-cad-code-from/cad-reconstruction-on-deepcad)](https://paperswithcode.com/sota/cad-reconstruction-on-deepcad?p=cad-recode-reverse-engineering-cad-code-from) 


  Fusion360 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cad-recode-reverse-engineering-cad-code-from/cad-reconstruction-on-fusion-360-gallery)](https://paperswithcode.com/sota/cad-reconstruction-on-fusion-360-gallery?p=cad-recode-reverse-engineering-cad-code-from) 


  CC3D [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cad-recode-reverse-engineering-cad-code-from/cad-reconstruction-on-cc3d)](https://paperswithcode.com/sota/cad-reconstruction-on-cc3d?p=cad-recode-reverse-engineering-cad-code-from)

This repository contains an implementation of CAD-Recode, a 3D CAD reverse engineering method introduced in our paper:

> **CAD-Recode: Reverse Engineering CAD Code from Point Clouds**


> [Danila Rukhovich](https://github.com/filaPro),

> [Elona Dupont](https://scholar.google.com/citations?user=i9J6YFMAAAAJ),

> [Dimitrios Mallis](https://scholar.google.com/citations?user=Gfc5ZXoAAAAJ),

> [Kseniya Cherenkova](https://scholar.google.com/citations?user=VepvFBkAAAAJ),

> [Anis Kacem](https://scholar.google.com/citations?user=K3EWusMAAAAJ),

> [Djamila Aouada](https://scholar.google.com/citations?user=WBmJVSkAAAAJ) 


> Univesity of Luxembourg 


> https://arxiv.org/abs/2412.14042

### Inference Demo

CAD-Recode transforms point cloud to 3D CAD model in form of Python code ([CadQuery](https://github.com/CadQuery/cadquery) library). CAD-Recode is trained upon Qwen2-1.5B, keeping original tokenizer, and adding a single additional linear layer. 

In this repo we provide simple inference demo. Install python packages according to our [Dockerfile](Dockerfile) and run [demo.ipynb](demo.ipynb) in jupyter.



  





  



### Citation

If you find this work useful for your research, please cite our paper:

```

@article{rukhovich2024cadrecode,

  title={CAD-Recode: Reverse Engineering CAD Code from Point Clouds},

  author={Danila Rukhovich, Elona Dupont, Dimitrios Mallis, Kseniya Cherenkova, Anis Kacem, Djamila Aouada},

  journal={arXiv preprint arXiv:2412.14042},

  year={2024}

}

```