Applications & models#
Explore the latest blogs about applications and models in the ROCm ecosystem, including machine learning frameworks, AI models, and application case studies.
AMD Integrates llm-d on AMD Instinct MI300X Cluster For Distributed LLM Serving
AMD Integrates llm-d on AMD Instinct MI300X Cluster For Distributed LLM Serving
Accelerate DeepSeek-R1 Inference: Integrate AITER into SGLang
Boost DeepSeek-R1 with AITER: Step-by-step SGLang integration for high-performance MoE, GEMM, and attention ops on AMD GPUs
Step-Video-T2V Inference with xDiT on AMD Instinct MI300X GPUs
Learn how to accelerate text-to-video generation using Step-Video-T2V, a 30B parameter T2V model, on AMD MI300X GPUs with ROCm—enabling scalable, high-fidelity video generation from text
Accelerated JPEG decoding on AMD Instinct™ GPUs with rocJPEG
Learn how to decompress JPEG files at breakneck speeds for your AI, vision, and content delivery workloads using rocJPEG and AMD Instinct GPUs.
DataFrame Acceleration: hipDF and hipDF.pandas on AMD GPUs
This blog post demonstrates how hipDF significantly enhances and accelerates data manipulation, aggregation, and transformation tasks on AMD hardware using ROCm.
CuPy and hipDF on AMD: The Basics and Beyond
Learn how to deploy CuPy and hipDF on AMD GPUs. See their high-performance computing advantages, and use CuPy and hipDF in a detailed example of an investment portfolio allocation optimization using the Markowitz model.
Power Up Qwen 3 with AMD Instinct: A Developer’s Day 0 Quickstart
Explore the power of Alibaba's QWEN3 models on AMD Instinct™ MI300X and MI325X GPUs - available from Day 0 with seamless SGLang and vLLM integration
Reinforcement Learning from Human Feedback on AMD GPUs with verl and ROCm Integration
Deploy verl on AMD GPUs for fast, scalable RLHF training with ROCm optimization, Docker scripts, and impressive throughput-convergence results
Shrink LLMs, Boost Inference: INT4 Quantization on AMD GPUs with GPTQModel
Learn how to compress LLMs with GPTQModel and run them efficiently on AMD GPUs using INT4 quantization, reducing memory use, shrinking model size, and enabling fast inference
Power Up Llama 4 with AMD Instinct: A Developer’s Day 0 Quickstart
Explore the power of Meta’s Llama 4 multimodal models on AMD Instinct™ MI300X and MI325X GPUs - available from Day 0 with seamless vLLM integration
AMD Instinct™ MI325X GPUs Produce Strong Performance in MLPerf Inference v5.0
We showcase MI325X GPU optimizations that power our MLPerf v5.0 results on Llama 2 70B, highlighting performance tuning, quantization, and vLLM advancements.
Reproducing the AMD Instinct™ GPUs MLPerf Inference v5.0 Submission
A step-by-step guide to reproducing AMD’s MLPerf v5.0 results for Llama 2 70B & SDXL using ROCm on MI325X