Magpie documentation

2026-07-17

1 min read time

Applies to Linux

Magpie is a lightweight, general-purpose framework for evaluating GPU kernel correctness and performance. It provides a single, reproducible workflow for checking that a kernel is correct, comparing competing implementations, and benchmarking full inference frameworks, on both AMD (HIP/ROCm) and NVIDIA (CUDA) hardware.

Magpie is a component of the Hyperloom toolkit (AMD’s multi-tool GPU evaluation platform), but can also be used as a standalone tool. The Magpie source code is hosted in the AMD-AGI/Magpie GitHub repository.

Install

• Install Magpie

How to

• Analyze and compare kernels

• Benchmark frameworks

• Run on a Ray cluster

• MCP server and agent skills

• Find kernel sources

Conceptual

• Benchmarking architecture

• Ray architecture

Examples

• Examples

Reference

• API reference

• Benchmark configuration

• Troubleshooting

To contribute to the documentation, see the Magpie GitHub repository.

Magpie is released under the MIT license. For details, see the License page.