Seeking VRAM Optimization for LTX Video Model on Single GPU

Ecstatic_Sale1739 · reddit · 2026-07-12

The author encountered an out-of-memory (OOM) issue when trying to run the LTX 2.3 dev model (with distill lora) using ComfyUI on a single RTX 5090 to generate videos. Currently, using the NVFP4 model version (20GB), LoRA (7GB), and Gemma 3 encoder (10GB) consumes over 30GB of VRAM in total. Even switching to the GGUF version doesn't fully fit into memory. The author is seeking configuration advice for VRAM optimization.

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