ZML is a high-performance machine learning inference stack designed to run AI models efficiently across heterogeneous hardware environments using a modern systems programming approach. Built with technologies such as Zig, MLIR, and Bazel, it focuses on production-grade deployment where performance, portability, and scalability are critical. The system allows models to be compiled and executed across multiple types of accelerators, including GPUs and TPUs, even when distributed across different machines or locations. One of its key strengths is cross-compilation, enabling developers to build once and deploy across various platforms without rewriting code. zml provides example implementations of models and workflows, demonstrating how to run inference tasks such as image classification or large language models. It is designed to handle complex distributed setups, including scenarios where model components are split across devices connected via networks.

Features

  • High-performance inference stack built with Zig and MLIR
  • Support for distributed execution across multiple hardware accelerators
  • Cross-compilation for deployment on different platforms
  • Integration with Bazel for build and dependency management
  • Example implementations for common machine learning tasks
  • Designed for production-scale AI inference and deployment

Project Samples

Project Activity

See All Activity >

License

Apache License V2.0

Follow ZML

ZML Web Site

Other Useful Business Software
AI-generated apps that pass security review Icon
AI-generated apps that pass security review

Stop waiting on engineering. Build production-ready internal tools with AI—on your company data, in your cloud.

Retool lets you generate dashboards, admin panels, and workflows directly on your data. Type something like “Build me a revenue dashboard on my Stripe data” and get a working app with security, permissions, and compliance built in from day one. Whether on our cloud or self-hosted, create the internal software your team needs without compromising enterprise standards or control.
Try Retool free
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of ZML!

Additional Project Details

Programming Language

Python

Related Categories

Python Artificial Intelligence Software

Registered

2026-03-18