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LTXV2.3 GGUF I2V/T2V/FFLF+IDaudioLora 12gb Vram sageattn

Updated: May 16, 2026

conceptbeginnervideovramaudiolowvram

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Workflows

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Published

May 16, 2026

Base Model

SD 1.5

Hash

AutoV2
E1D9AEE9FD

A simple, color-coded GGUF workflow for running LTXV-2 in ComfyUI.
Designed to be straightforward and lightweight.

Common Issues

Error: LTXVEmptyLatentAudio – AttributeError

Update Kijai Node Pack to v1.2.8

Checkerboard / patterned noise output

Update all nodes + ComfyUI
(Outdated GGUF loader or ComfyUI build)


Required Node Packs

ComfyUI-GGUF
https://github.com/city96/ComfyUI-GGUF

ComfyUI-KJNodes
https://github.com/kijai/ComfyUI-KJNodes (install & update it to nightly)

additional install via manager


📦 Downloads

🧩 Kijai’s Repo (ALL files except diffusion models — choose ONE LoRA)

https://huggingface.co/Kijai/LTX2.3_comfy/tree/main

Includes:

  • Distilled LoRA (REQUIRED)

  • Text Projection (embedding connector)


🧠 Diffusion Models (GGUF)

https://huggingface.co/unsloth/LTX-2.3-GGUF/tree/main

Choose based on VRAM:

  • Q4_K_M → lower VRAM (recommended)

  • Q8_0 → higher quality, more VRAM

⚠️ Very low quants = basically unusable

Includes:

  • VAE (audio + video)

  • GGUF models


✍️ Text Encoders (REQUIRED)

Option 1 – Gemma (recommended for low VRAM)

https://huggingface.co/Comfy-Org/ltx-2/tree/main/split_files/text_encoders

Option 2 – Full version (higher VRAM, better quality)

➡️ You still ALSO need:

  • Text Projection (from Kijai’s repo)


🔍 Latent Upscaler

https://huggingface.co/Lightricks/LTX-2/tree/main/

Files:

  • ltx-2-spatial-upscaler-x2-1.0.safetensors

  • ltx-2-temporal-upscaler-x2-1.0.safetensors


⚠️ Important Notes

  • Use DEV GGUF diffusion models (no distilled base model yet)

  • Distilled LoRA is still REQUIRED

  • Most issues = outdated nodes or ComfyUI

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