Ideogram 4 LoRA Training Tools for Low VRAM

Zealousideal-Car4724 · reddit · 2026-07-12

The author attempted to train a LoRA for Ideogram 4 on a machine with 8GB of VRAM and 32GB of RAM. However, using AI-Toolkit caused severe memory issues (consuming 25GB of RAM instantly) and frequent out-of-memory (OOM) errors. The author seeks optimization advice for LoRA training on low-VRAM devices and explores whether alternative tools like Musubi Tuner could better solve this resource bottleneck.

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