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Ideogram 4 LoRA training achieved on AMD Strix Halo with ROCm

By PulseAugur Editorial · [1 sources] ·

A user successfully trained an Ideogram 4 face LoRA on an AMD Strix Halo APU using ROCm and the AI-Toolkit. The process involved several AMD-specific challenges, including the incompatibility of bitsandbytes, issues with the Qwen3-VL text encoder under fused attention, and a silent failure with trigger words in JSON captions. Despite these hurdles, the training completed successfully, yielding usable results. AI

IMPACT Demonstrates successful LoRA training on AMD hardware, potentially opening up new possibilities for users with similar setups.

RANK_REASON User-generated guide on using specific hardware and software for a niche AI task.

Read on r/StableDiffusion →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Ideogram 4 LoRA training achieved on AMD Strix Halo with ROCm

COVERAGE [1]

  1. r/StableDiffusion TIER_2 English(EN) · /u/cleverestx ·

    Trained an Ideogram 4 face LoRA on AMD Strix Halo (Ryzen AI MAX+ 395, gfx1151) with ROCm + AI-Toolkit. Full writeup, and the 3 gotchas that almost killed it.

    <!-- SC_OFF --><div class="md"><p># Trained an Ideogram 4 face LoRA on AMD Strix Halo (Ryzen AI MAX+ 395, gfx1151) with ROCm + AI-Toolkit. Full writeup, and the 3 gotchas that almost killed it.</p> <p>Ideogram 4 LoRA training landed in AI-Toolkit only a couple of weeks ago, and l…

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