https://github.com/raulmurillo/annsim_22

Code for reproducing ANNSIM 2022 results
https://github.com/raulmurillo/annsim_22

deep-neural-networks floating-point physics-simulation posit simulation

Last synced: 19 days ago
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Code for reproducing ANNSIM 2022 results

• Host: GitHub
• URL: https://github.com/raulmurillo/annsim_22
• Owner: RaulMurillo
• License: gpl-3.0
• Created: 2022-02-14T10:48:51.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2024-02-07T22:18:48.000Z (11 months ago)
• Last Synced: 2024-02-07T23:27:10.638Z (11 months ago)
• Topics: deep-neural-networks, floating-point, physics-simulation, posit, simulation
• Language: Jupyter Notebook
• Homepage:
• Size: 20.3 MB
• Stars: 2
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# ANNSIM_22

Code for reproducing ANNSIM 2022 results.  

For more information, refer to the original paper: [The Effects of Numerical Precision In Scientific Applications](https://doi.org/10.23919/ANNSIM55834.2022.9859379)

## Quick start

Sources in `physic_probs/` make use of [Universal Numbers Library](https://github.com/stillwater-sc/universal), while the models in `DNN/` are implemented on [Qtorch+](https://github.com/minhhn2910/QPyTorch).

You would need to install those libraries to use the sources in this repo.

Universal library is necessary to compile the projects.  

Use the script `update_cmake.sh` with option `-p ` for quick setup.

## Citation 

If you find this repo useful, please cite our [paper](https://doi.org/10.23919/ANNSIM55834.2022.9859379) listed below.

```bib

@inproceedings{Murillo2022Effects,

  author={Murillo, Raul and Barrio, Alberto A. Del and Botella, Guillermo},

  booktitle={2022 Annual Modeling and Simulation Conference (ANNSIM)}, 

  title={The Effects of Numerical Precision In Scientific Applications}, 

  year={2022},

  volume={},

  number={},

  pages={152--163},

  doi={10.23919/ANNSIM55834.2022.9859379}

}

```

## Credits

Some of the original sources are taken from 

https://people.sc.fsu.edu/~jburkardt/

and 

https://people.math.sc.edu/Burkardt/