https://github.com/pmuens/tfhe-py
Python implementation of the Fully Homomorphic Encryption Scheme TFHE
https://github.com/pmuens/tfhe-py
cryptography fully-homomorphic-encryption homomorphic-encryption tfhe
Last synced: 26 days ago
JSON representation
Python implementation of the Fully Homomorphic Encryption Scheme TFHE
- Host: GitHub
- URL: https://github.com/pmuens/tfhe-py
- Owner: pmuens
- Created: 2023-06-08T13:12:23.000Z (almost 2 years ago)
- Default Branch: master
- Last Pushed: 2023-06-19T08:08:12.000Z (almost 2 years ago)
- Last Synced: 2025-04-24T03:13:14.085Z (26 days ago)
- Topics: cryptography, fully-homomorphic-encryption, homomorphic-encryption, tfhe
- Language: Python
- Homepage:
- Size: 83 KB
- Stars: 16
- Watchers: 2
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# TFHE-py
Python implementation of the [Fully Homomorphic Encryption (FHE)](https://en.wikipedia.org/wiki/Homomorphic_encryption#Fully_homomorphic_encryption) scheme [TFHE: Fast Fully Homomorphic Encryption over the Torus](https://eprint.iacr.org/2018/421.pdf).
You can see example usages in the [Jupyter Notebook](./main.ipynb) and the [tests](./tests/) directory.
The starting point of this implementation was the code written by [NuCypher](https://www.nucypher.com) for their [NuFHE](https://github.com/nucypher/nufhe) library. More specifically the code in commit [17f3b62](https://github.com/nucypher/nufhe/commit/17f3b6200425a42b84ff844928550e9add684280) was used which itself seems to be a port of their Julia version [nucypher/TFHE.jl](https://github.com/nucypher/TFHE.jl) which looks like a port (see [this commit](https://github.com/nucypher/TFHE.jl/commit/bf33742310a369c6da133593cbbefd75374bbefb)) of the original [tfhe/tfhe](https://github.com/tfhe/tfhe) codebase that's written in C / C++.
## Setup
1. `git clone `
2. `asdf install`
3. `pipenv install -e .`
4. `pipenv shell`
5. `python tests/e2e_half_adder_test.py`
6. `pipenv run test`
7. `pipenv run coverage`
8. `pipenv scripts`
_Optional_: Update the properties marked with `TODO:` in the [`.vscode/settings.json`](./.vscode/settings.json) file. To get the correct paths run `which ` within a Pipenv shell.
## Useful Commands
```sh
asdf install
pipenv install -e .
pipenv install [-d] [~=]
pipenv shell
pipenv scripts
pipenv run
python
flake8
pylint --recursive true
mypy
pytest [-s] [-v] [-k ] []
coverage html
coverage report -m
py-spy record -o profile.svg --pid
py-spy record -o profile.svg -- python
py-spy top -- python
```
## Useful Resources
### (T)FHE
- [tfhe/tfhe](https://github.com/tfhe/tfhe)
- [nucypher/nufhe](https://github.com/nucypher/nufhe)
- [zama-ai/tfhe-rs](https://github.com/zama-ai/tfhe-rs)
- [nucypher/TFHE.jl](https://github.com/nucypher/TFHE.jl)
- [thedonutfactory/go-tfhe](https://github.com/thedonutfactory/go-tfhe)
- [thedonutfactory/rs_tfhe](https://github.com/thedonutfactory/rs_tfhe)
- [virtualsecureplatform/pyFHE](https://github.com/virtualsecureplatform/pyFHE)
- [openfheorg/openfhe-development](https://github.com/openfheorg/openfhe-development)
- [TFHE: Fast Fully Homomorphic Encryption over the Torus](https://eprint.iacr.org/2018/421)
- [Guide to Fully Homomorphic Encryption over the [Discretized] Torus](https://eprint.iacr.org/2021/1402)
- [SoK: Fully Homomorphic Encryption over the [Discretized] Torus](https://tches.iacr.org/index.php/TCHES/article/view/9836)
- [TFHE Deep Dive - Part I - Ciphertext types](https://www.zama.ai/post/tfhe-deep-dive-part-1)
- [TFHE Deep Dive - Part II - Encodings and linear leveled operations](https://www.zama.ai/post/tfhe-deep-dive-part-2)
- [TFHE Deep Dive - Part III - Key switching and leveled multiplications](https://www.zama.ai/post/tfhe-deep-dive-part-3)
- [TFHE Deep Dive - Part IV - Programmable Bootstrapping](https://www.zama.ai/post/tfhe-deep-dive-part-4)
- [Introduction to practical FHE and the TFHE scheme - Ilaria Chillotti, Simons Institute 2020](https://www.youtube.com/watch?v=FFox2S4uqEo)
- [TFHE Deep Dive - Ilaria Chillotti, FHE.org](https://www.youtube.com/watch?v=LZuEr4jpyUw)
- [003 TFHE Deep Dive (by Ilaria Chillotti)](https://www.youtube.com/watch?v=npoHSR6-oRw)
- [Part 1 Introduction to FHE and the TFHE scheme - Ilaria Chillotti, ICMS](https://www.youtube.com/watch?v=e_76kZ9j2-M)
- [Part 2 Introduction to FHE and the TFHE Scheme - Ilaria Chillotti, ICMS](https://www.youtube.com/watch?v=o7_WNbVuZqQ)
- [Introduction to FHE (Fully Homomorphic Encryption) - Pascal Paillier, FHE.org Meetup](https://www.youtube.com/watch?v=aruz58RarVA)
### Python
- [Real Python](https://realpython.com)
- [Python Cheatsheet](https://www.pythoncheatsheet.org)
- [Learn X in Y minutes](https://learnxinyminutes.com/docs/python)
- [TheAlgorithms/Python](https://github.com/TheAlgorithms/Python)
- [gto76/python-cheatsheet](https://github.com/gto76/python-cheatsheet)
- [Writing Python like it's Rust](https://kobzol.github.io/rust/python/2023/05/20/writing-python-like-its-rust.html)