How I accelerated Python matrix ops by 1200x using Rust & C-ABI

TritonX — Mon, 07 Sep 2026 15:02:41 +0000

I built TritonX, an open-source high-performance matrix compute engine written in Rust using Rayon for parallel execution, bridged to Python via C-ABI bindings.

Benchmarks

It offloads heavy matrix math to multi-threaded Rust worker pools, achieving up to ~1200x speedups over pure Python loops.

Code & Setup

Check out the repository, run local benchmarks using .\run_tritonx.ps1, or contribute to open issues:
https://github.com/pulisherij-rgb/TritonX

DEV Community: TritonX

How I accelerated Python matrix ops by 1200x using Rust & C-ABI

Benchmarks

Code & Setup