# ONNX

AI-powered file-type detection at Google scale

Open-source AI-powered file-type detection tool from Google that uses a custom deep-learning model under a few megabytes to identify more than 200 binary and textual content types in milliseconds, even on a single CPU. Magika ships as a CLI, Python package, JavaScript/TypeScript library, and an ONNX model, achieves around 99% accuracy on its test set, and is already used at Google scale across Gmail, Drive, and Safe Browsing as well as by VirusTotal and abuse.ch.

Edge AI deployment SDK for heterogeneous SoCs

Roofline AI is a contact-sales edge AI deployment toolkit built around an MLIR- and IREE-based compiler. Its SDK compiles models ahead of time, a lightweight C runtime executes them across CPUs, GPUs, and NPUs, and a performance dashboard tracks latency, throughput, memory use, and model coverage across devices.