https://gitlab.com/tumult-labs/core

Tumult Core is a collection of composable components for implementing algorithms to perform differentially private computations.
https://gitlab.com/tumult-labs/core

differential-privacy privacy pyspark

Last synced: 2 days ago
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Tumult Core is a collection of composable components for implementing algorithms to perform differentially private computations.

• Host: GitLab.com
• URL: https://gitlab.com/tumult-labs/core
• Owner: tumult-labs
• License: apache-2.0
• Created: 2022-03-11T20:49:45.495Z (over 2 years ago)
• Default Branch: dev
• Last Synced: 2024-06-26T19:28:26.155Z (4 days ago)
• Topics: differential-privacy, privacy, pyspark
• Stars: 10
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.rst
  • Contributing: CONTRIBUTING.md
  • License: LICENSE

Lists

• awesome-differential-privacy - Tumult's privacy programming framework

README

        
# Tumult Core

Tumult Core is a programming framework for implementing [differentially private](https://en.wikipedia.org/wiki/Differential_privacy) algorithms.

The design of Tumult Core is based on the design proposed in the [OpenDP White Paper](https://projects.iq.harvard.edu/files/opendifferentialprivacy/files/opendp_white_paper_11may2020.pdf), and can automatically verify the privacy properties of algorithms constructed from Tumult Core components. Tumult Core is scalable, includes a wide variety of components, and supports multiple privacy definitions.

## Installation

See the [installation instructions in the documentation](https://docs.tmlt.dev/core/latest/installation.html#installation-instructions) for information about setting up prerequisites such as Spark and Java.

Once the prerequisites are installed, you can install Tumult Core using [pip](https://pypi.org/project/pip/).

```bash

pip install tmlt.core

```

## Documentation

The full documentation is located at https://docs.tmlt.dev/core/latest.

## Support

If you have any questions/concerns, please [create an issue](https://gitlab.com/tumult-labs/core/-/issues) or reach out to us on [Slack](https://tmltdev.slack.com/join/shared_invite/zt-1bky0mh9v-vOB8azKAVoxmzJDUdWd5Wg#).

## Contributing

We are not yet accepting external contributions, but please let us know if you are interested in contributing via [Slack](https://tmltdev.slack.com/join/shared_invite/zt-1bky0mh9v-vOB8azKAVoxmzJDUdWd5Wg#).

See [CONTRIBUTING.md](CONTRIBUTING.md) for information about installing our development dependencies and running tests.

## License

Copyright Tumult Labs 2024

The Tumult Platform source code is licensed under the Apache License, version 2.0 (Apache-2.0).

The Tumult Platform documentation is licensed under

Creative Commons Attribution-ShareAlike 4.0 International (CC-BY-SA-4.0).