Systems Blogs

Systems Blogs#

Debugging NaN Results in CK Tile GEMM: A rocgdb Detective Story

Learn GPU kernel debugging with rocgdb through a real case: tracing NaN outputs to a one-character typo in CK Tile GEMM

January 30, 2026 by Menghsuan Yang, Clement Lin, Bobo Fang, Yuchen Lin, Chunhung Wang

ROCm 7.2: Smarter, Faster, and More Scalable for Modern AI Workloads

we highlight the latest ROCm 7.2 enhancements for AMD Instinct GPUs, designed to boost AI and HPC performance

January 22, 2026 by Anshul Gupta

ROCm Becomes a First-Class Platform in the vLLM Ecosystem

ROCm is now a first-class vLLM platform: official wheels + Docker, stronger CI, and faster LLM & multimodal inference on AMD Instinct GPUs.

January 21, 2026 by Hongxia Yang, Peng Sun, Andy Luo, Tun Jian Tan, Pin Siang Tan, Kenny Roche, Gregory Shtrasberg, Doug Lehr, Simon Mo

Reimagining GPU Allocation in Kubernetes: Introducing the AMD GPU DRA Driver

Explore how the AMD GPU DRA Driver brings declarative, attribute-aware GPU scheduling to Kubernetes — learn how to request and manage GPUs natively

January 13, 2026 by Nitish Bhat, Yan Sun, Shrey Ajmera

Ecosystems & Partners

ROCm 7.0: An AI-Ready Powerhouse for Performance, Efficiency, and Productivity

Discover how ROCm 7.0 integrates AI across every layer, combining hardware enablement, frameworks, model support, and a suite of optimized tools

September 16, 2025 by Liam Berry, Mohammed Faraaz Mustafa, Danny Guan, Saad Rahim, Aditya Bhattacharji, Marilyn Basanta

Unlocking GPU-Accelerated Containers with the AMD Container Toolkit

Simplify GPU acceleration in containers with the AMD Container Toolkit—streamlined setup, runtime hooks, and full ROCm integration.

July 03, 2025 by Abhishek Patil

ROCm Revisited: Getting Started with HIP

New to HIP? This blog will introduce you to the HIP runtime API, its key concepts and installation and practical code examples to showcase its functionality.

June 06, 2025 by Liam Berry, Mohammed Faraaz Mustafa, Saad Rahim

ROCm Gets Modular: Meet the Instinct Datacenter GPU Driver

We introduce the new Instinct driver-a modular GPU driver with independent releases simplifying workflows, system setup, and enhancing compatibility across toolkit versions.

April 11, 2025 by Saad Rahim, Danny Guan

Applications & Models

Deploying Serverless AI Inference on AMD GPU Clusters

This blog helps targeted audience in setting up AI inference serverless deployment in a kubernetes cluster with AMD accelerators. Blog aims to provide a comprehensive guide for deploying and scaling AI inference workloads on serverless infrastructre.

February 25, 2025 by Rathnakara Malatesha