Developers Blogs

Developers Blogs#

GEAK HIP: Expanding GEAK for HIP Code Optimization

Explore the GEAK frameworks AI-driven HIP code optimization for improved performance on AMD GPUs, including speedup examples and benefits for AI workloads.

December 23, 2025 by Ethan Yang, Chao Xu, Jianghui Wang, Bin Ding, Saptarshi Majumder, Ziqiong Liu, Pratik Prabhanjan Brahma, Dong Li, Zicheng Liu, Emad Barsoum

A Step-by-Step Walkthrough of Decentralized LLM Training on AMD GPUs

Learn how to train LLMs across decentralized clusters on AMD Instinct MI300 GPUs with DiLoCo and Prime—scale beyond one datacenter.

December 18, 2025 by Mohammad Abdul Basit, Adeem Jassani

MoE Training Best Practices on AMD GPUs

Learn how to optimize Mixture-of-Experts (MoE) model training on AMD Instinct GPUs with ROCm. Maximize your AI training performance now!

December 16, 2025 by Wen Xie, Xiaoming Peng, Xiaobo Chen, Lihuan Zhang, Liying Li, Ruibin Zhang, Cheng Yao, Kyle Zhao, Zhen Huang, Yuankai Chen, Yanyuan Qin, Mou Li, Chaojun Hou, Yao Fu, Liz Li, Andy Luo, Zhenyu Gu

3D Scene Reconstruction from the Inside: Explore the Mathematics Behind gsplat

December 16, 2025 by Ish Kool, Mark Granroth Wilding, Shaghayegh Roohi, Deeksha Goplani, Karthik Kashyap Thatipamula, Vikas C Sajjan, Pier Luigi Dovesi, Mittul Singh, Niko Vuokko

Ecosystems & Partners

Continuing the Momentum: Refining ROCm For The Next Wave Of AI and HPC

ROCm 7.1 builds on 7.0’s AI and HPC advances with faster performance, stronger reliability, and streamlined tools for developers and system builders.

November 05, 2025 by Anshul Gupta, Liam Berry, Saad Rahim

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

Day 0 Developer Guide: Running the Latest Open Models from OpenAI on AMD AI Hardware

Day 0 support across our AI hardware ecosystem from our flagship AMD InstinctTM MI355X and MI300X GPUs, AMD Radeon™ AI PRO R700 GPUs and AMD Ryzen™ AI Processors

August 05, 2025 by Andy Luo, Shekhar Pandey, Hongxia Yang, Mahdi Ghodsi, Charles Yang, Niles Burbank, George Wang, Kailash Gogineni, Xun Wang, Zhenyu Gu, Yao Fu, Yanyuan Qin, Anshul Gupta

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

Applications & Models

Medical Imaging on MI300X: SwinUNETR Inference Optimization

A practical guide to optimizing SwinUNETR inference on AMD Instinct™ MI300X GPUs for fast 3D segmentation of tumors in medical imaging.

December 10, 2025 by Joaquin Rives Gambin

Scaling AI Inference Performance with vLLM on AMD Instinct MI355X GPUs

Explore how MI355X performs against B200 in vLLM benchmarks across DeepSeek-R1, GPT-OSS-120B, Qwen3-235B and Llama-3.3-70B.

December 08, 2025 by Jouni Hartikainen, Aarne Talman, Reima Karhila, Teemu Virolainen, Mikko Tukiainen, Bishwo Adhikari, Xavier Aguilar Fruto, Chun Fang, Stig-Arne Gronroos, Markus Hartikainen, Mustafa Khalid Masood, Olga Miroshnichenko, Tres Popp, Tuukka Sarvi, Olha Shkaravska, Jin Tao, Matti Varjokallio, Nico Holmberg, Jaakko Vainio, Faisal Azhar