My first impressions on ROCm and Strix Halo

https://blog.marcoinacio.com/posts/my-first-impressions-rocm-strix-halo/

Article

  • Author runs LLMs on AMD Strix Halo (unified memory APU) via ROCm and llama.cpp
  • Covers setup, BIOS update requirement, GGUF quantization, and PyTorch GPU detection
  • Strix Halo’s unified memory avoids PCIe bottleneck for inference workloads

Discussion

  • Commenters recommend Unsloth/Bartowski imatrix quants over DIY GGUF conversion
  • AMD’s official Lemonade project cited as better starting point with Strix Halo support
  • Criticism: no benchmarks or token/sec numbers makes writeup hard to evaluate

Discuss on HN


Type Link
Added Apr 20, 2026
Modified Apr 20, 2026