Warp-AI

Inspiration

The idea is to make running AI models easy and accessible to everyone. Using Warp smart-contracts allows any user to run AI models without having to install any software or libraries. The user only needs a web browser. Warp/smartweave have advantages over other smart-contract platforms.

What it does

Using Warp smart-contracts allows any user to run AI models without having to install any software or libraries. The user only needs a web browser. Warp/smartweave have advantages over other smart-contract platforms.

How we built it

Warp smart-contracts are written in JavaScript (with WASM support) and can run in any browser without any addition dependencies. Warp smart-contracts can be deployed to the Arweave permaweb. This allows users to run AI models without having to trust a third party. The user can run the smart-contract on their own computer and verify that the smart-contract is doing what it is supposed to do. This approach invite more people to interoperate with the smart-contract and build new applications on top of it.

Challenges we ran into

Dynamic Javascript dependecies not supported
Derterminism needed in AI model
Rust Wasm debugging
Converting AI to Onnx ...

Accomplishments that we're proud of

Creating at least the concept to build AI for everyone.

What we learned

Warp Arweave

What's next for Warp-AI

Since this hackathon idea was created in a hurry, there are a lot of things we wanted to do. I plan to add the following features:

Add more neural networks js libaries (TensorFlow.js, Keras.js, etc.)
Add more datasets (CIFAR-10, etc.)
Add model training on the smart contract
Add a web interface for training models

More complicated ideas:

Use Onnx standard to convert AI models to a standard format
Implement ONNX runtime native WASI or C-api bindings for performing inferences on ONNX models
Use Warp Wasm based smart-contracts to encapsulate the ONNX runtime and perform inferences on ONNX models

BOUNTIES