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Turing-Incomplete Programming Language for Multi-Party Computation with Garbled Circuits

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Garble Language

Garble is a simple programming language for Secure Multi-Party Computation with Garbled Circuits. The circuits generated by Garble specify a function, with each input coming from a different party and the output computed collaboratively by all parties in a way that no party learns another party's input. Garble is statically typed, low-level, purely functional and uses a syntax heavily inspired by Rust.

All programs written in Garble are deliberately Turing-incomplete (only supporting bounded recursion), guaranteeing that they can be compiled to circuits using only AND, XOR and NOT gates (without any kind of stateful latches or registers). Here's an example of solving the Millionaire's Problem in Garble:

// A function for solving Yao's Millionaires' problem:

enum Richest {
    IsA,
    IsB,
    Tie,
}

pub fn main(a: u64, b: u64) -> Richest {
    if a > b {
        Richest::IsA
    } else if b > a {
        Richest::IsB
    } else {
        Richest::Tie
    }
}

For more examples, see the Language Tour.

How to Use Garble

The circuits generated by Garble are meant to be executed using a cryptographically secure MPC engine, which is not provided by this crate. Garble is agnostic about the details of the MPC engine and assumes only that the engine executes Garbled Circuits with support for AND, XOR and NOT gates. For local development and testing, Garble supports a direct and unencrypted evaluation of a generated circuit, with all inputs supplied by the local user.

To execute the Millionaire's problem example, first install the garble utility, checkout the repository to get the example programs, then run the function inside the repository directory:

$ cargo install garble_lang --features="bin"
$ git clone [email protected]:sine-fdn/garble-lang.git
$ cd garble-lang
$ garble run garble_examples/millionaires.garble.rs --function=main 10000000 10000
Richest::IsA
$ garble run garble_examples/millionaires.garble.rs --function=main 100 5000000
Richest::IsB
$ garble run garble_examples/millionaires.garble.rs --function=main 1000 1000
Richest::Tie

You can also type-check a program without running it by using garble check followed by the file name.

You might need to wrap input or metadata in single quotes if they contain whitespace.

Architecture of this Repository

The Garble compiler is relatively straightforward and turns a program &str into a circuit::Circuit (or aborts with a scan/parse/type error). The different steps and their modules are as follows (with steps 1-4 happening during compile time, step 5 during run time):

  1. scan.rs splits a program &str into a token::Token sequence.
  2. parse.rs parses a token::Token sequence into an untyped ast::Program.
  3. check.rs type-checks an untyped ast::Program, returning a typed ast::Program.
  4. compile.rs converts a well-typed ast::Program into a circuit::Circuit.
  5. eval.rs executes a circuit::Circuit with locally supplied inputs.