kkangle / zkml

zkml

zkml is a framework for constructing proofs of ML model execution in ZK-SNARKs. Read our blog post and paper for implementation details.

zkml requires the nightly build of Rust:

rustup override set nightly

Quickstart

Run the following commands:

# Installs rust, skip if you already have rust installed
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

git clone https://github.com/ddkang/zkml.git
cd zkml
rustup override set nightly
cargo build --release
mkdir params_kzg
mkdir params_ipa

# This should take ~16s to run the first time
# and ~8s to run the second time
./target/release/time_circuit examples/mnist/model.msgpack examples/mnist/inp.msgpack kzg

This will prove an MNIST circuit! It will require around 2GB of memory and take around 8 seconds to run.

Contact us

If you're interested in extending or using zkml, please contact us at ddkang [at] g.illinois.edu.