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Image Editing on 10-Year-Old GPUs: NVIDIA P40 vs AMD Strix Halo

A deep dive into running FireRed-Image-Edit, a 57.7GB diffusion model, on two wildly different GPU platforms: four 10-year-old NVIDIA Tesla P40s from 2016 and a single AMD Strix Halo APU from 2025. Covers the precision and quantization challenges of Pascal GPUs, multi-GPU device orchestration, and the surprising performance parity between decade-old datacenter hardware and a modern integrated GPU.

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Written by Alex Jokela Software engineer by trade, tinkerer by nature, single-board computer hoarder by choice. More about me →