https://github.com/smallstepman/ic-mnist

`dfx new --type=rust` + burn-rs MNIST web inference example
https://github.com/smallstepman/ic-mnist

Last synced: 5 days ago
JSON representation

`dfx new --type=rust` + burn-rs MNIST web inference example

• Host: GitHub
• URL: https://github.com/smallstepman/ic-mnist
• Owner: smallstepman
• Created: 2023-05-25T12:27:50.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-05-25T15:40:11.000Z (over 1 year ago)
• Last Synced: 2024-08-02T06:19:20.568Z (3 months ago)
• Language: Rust
• Size: 1.42 MB
• Stars: 7
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

• awesome-internet-computer - ic-mnist - MNIST (considered to be `hello world` of machine learning) running on IC using [burn](https://github.com/tracel-ai/burn) crate. [Try it here](https://jsi2g-jyaaa-aaaam-abnia-cai.icp0.io/). (Decentralized AI / Solana)

README

        
# ic-mnist

1. The frontend provides a canvas where users can draw a digit. 

2. The drawn digit is then sent to the backend canister running `burn-rs` for inference using a pretrained MNIST model. 

3. The backend performs the inference and returns the predicted digit to the frontend.

# Installation 

To set up the project, follow these steps:

0. Have Rust and Nodejs installed.

1. Installl [IC-SDK](https://github.com/dfinity/sdk/) (building from `master` branch because we need `gzip` feature which is not available in the latest release) 

``` bash

git clone https://github.com/dfinity/sdk.git ./ic-sdk

cargo build --manifest-path=ic-sdk/Cargo.toml -p dfx

```

2. Clone and deploy this project

``` bash

git clone https://github.com/smallstepman/ic-mnist.git ./ic-mnist

cd ic-mnist

../ic-sdk/target/debug/dfx start --background --clean

../ic-sdk/target/debug/dfx deploy

```

# License

The code in this repository is licensed under the MIT License.

# Acknowledgements

Based on `burn` (https://burn-rs.github.io), backend and frontend implementation copied from this example https://github.com/burn-rs/burn/tree/main/examples/mnist-inference-web,