Radeon™ Machine Learning (Radeon™ ML or RML) is an AMD SDK for high-performance deep learning inference on GPUs. This library is designed to support any desktop OS and any vendor’s GPU with a single API to simplify the usage of ML inference.
RML is built on DirectML (DirectX®12), MIOpen (OpenCL™) and MPS (Metal).
It uses the native low-level API to achieve the best possible performance as on every OS.
RML provides for interoperability with your application via DirectX®/OpenCL™/Metal.
Backend support in Radeon™ ML
Radeon™ ML can use one of the following underlying backends for inference:
- Microsoft® DirectML
- AMD MIOpen
- Apple® MPS
The choice of the backend depends on your operating system:
Backend
Windows
Linux
OSX
Microsoft® DirectML
AMD MIOpen
Apple® MPS
For DirectML: Windows® 10 SDK version 1903 or later
For MIOpen: pre-built MIOpen libraries/binaries
For Apple® MPS: OSX 10.13.4 or later
Our other SDKs
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Capsaicin is a Direct3D12 framework for real-time graphics research which implements the GI-1.0 technique and a reference path-tracer.
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ADLX is a modern library designed to access features and functionality of AMD systems such as Display, 3D graphics, Performance Monitoring, GPU Tuning, and more.
Brotli-G is an open-source compression/decompression standard for digital assets (based on Brotli) that is compatible with GPU hardware.
HIP RT is a ray tracing library for HIP, making it easy to write ray tracing applications in HIP.
Orochi is a library which loads HIP and CUDA® APIs dynamically, allowing the user to switch APIs at runtime.
AMD Radeon™ ProRender is our fast, easy, and incredible physically-based rendering engine built on industry standards that enables accelerated rendering on virtually any GPU, any CPU, and any OS in over a dozen leading digital content creation and CAD applications.
Harness the power of machine learning to enhance images with denoising, enabling your application to produce high quality images in a fraction of the time traditional denoising filters take.
The Advanced Media Framework SDK provides developers with optimal access to AMD GPUs for multimedia processing.