Moose

Moose is a framework for secure multi-party computation, written in Rust.

Moose includes an API, a compiler, and a runtime. It’s designed to be secure, fast, scalable, and extensible. Moose is production ready and secure by default.

Components

• The Moose eDSL is an easy-to-use language for expressing programs of algebraic operations on n-dimensional arrays, which may contain inputs from one or more parties. Moose programs can be written in Python (PyMoose) or directly in Rust (examples).
• The Moose Compiler builds, type checks, and optimizes the operations into a distributed data flow graph. We call this encrypted data flow.
• The Moose Runtime securely and efficiently executes the graph across a network of (potentially untrusted) compute clusters while protecting the secrecy of the inputs.

Moose contains the mathematical primitives to compose machine learning and deep learning models.

Moose is designed to support many different secure multi-party computation protocols. Initially, replicated secret sharing is supported. Contributions of additional protocols are welcome.

Community

Moose is a community driven, open source project. Moose was created at Cape.

Installation

Bootstrapping

NOTE: We are using rust stable for the runtime.

Install python development headers for your OS. (eg - python3-dev for Ubuntu, or python38-devel for OpenSUSE).

Install OpenBLAS development headers via libopenblas-dev for Ubuntu.

To install the library and all of its dependencies, run:

make install

This unwraps into two other targets, which are kept separate for purposes of caching in CI:

make pydep  # install dependencies
make pylib  # install runtime Python library

You will also need to compile protobuf files before running any examples that use gRPC, which you can do via:

make build

Running locally for testing

python main.py --runtime test

Running with remote cluster

You can start a cluster locally using the following:

cd docker/dev
docker-compose up

Once done you can run the following to evaluate a computation on it:

python main.py --runtime remote

Developing

To ensure your changes will pass our CI, it's wise to run the following commands before committing:

make ci-ready

# or, more verbosely:

make fmt
make lint
make test-ci

Testing

There are three types of testing regimes which can be found in the Makefile:

make test
make test-ci
make test-long

When doing local development we suggest using make test command. The make-ci command is used mostly for ci purposes and runs a smaller range of test cases. For a more extensive test suite we recommend using make test-long command.

Documentation

To generate documentation provided by rust using the source files use:

cargo doc --no-deps --open

In order to fetch the latest documentation on the cryptographic protocols implemented in moose check our whitepaper!

Releasing

Follow these steps to release a new version:

0. Make sure cargo release is installed (cargo install cargo-release)

1. create a new branch from main, eg git checkout -b new-release

2. run make release

3. Update the CHANGELOG.md file to include notable changes since the last release.

4. if successful then git push to create a new PR

Once your PR has been merged to main:

1. checkout main branch: git checkout main

2. create a new tag matching the version of python-bindings: eg git tag v{x.y.z}

3. push tag: git push origin v{x.y.z}

4. create a release on GitHub based on your tag

5. additionally tag the new versioned release with the stable tag, if the release is deemed stable.

6. update to the next dev version with cargo release --workspace --no-publish beta --execute and create a PR for that

If needed then tags on GitHub can be deleted using git push --delete origin {tag-name}

Rust Development

You will need a working installation of Rust to compile and test this project.

We compile and test against the stable toolchain so make sure to either set the stable toolchain as the default using rustup default stable.

We require code to be formatted according to cargo fmt so make sure to run this command before submitted your work. You should also run cargo clippy to lint your code.

To ease your development we encourage you to install the following extra cargo commands:

• cargo watch will type check your code on every save; cargo watch --exec test will run all tests on every save.

• cargo outdated checks if your dependencies are up to date.

• cargo audit checks if any vulnerabilities have been detected for your current dependencies.

• cargo deny checks security advisories and licence conflicts.

• cargo release automates the release cycle, including bumping versions.

• cargo udeps to list unused dependencies.

• cargo expand to dump what macros expand into.

• cargo asm to dump assembly or LLVM IR (the latter via cargo llvm-ir).

• cargo llvm-lines to inspect code bloat.

Tokio Console is also interesting.

To keep all of these up-to-date once installed, we recommend using cargo-update.

License

Moose is distributed under the terms of Apache License (Version 2.0). Copyright as specified in NOTICE.