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Fine-tuning a 270M model on my rocm with unsloth libs

I ran a full LoRA fine-tune of Gemma 3 270M on my AMD Strix Halo iGPU. It froze the whole machine twice before three lines of config fixed it — here's the run, the fix, and what it taught a backend dev about how LLMs actually work.

22 Aug 2026 · 8 min read

#lora
#rocm
#fine-tuning
#unsloth
#llm