Instructions to use jpruiz114/LTX-2-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX.io
How to use jpruiz114/LTX-2-Workflows with LTX.io:
# Install the LTX-2 pipelines git clone https://github.com/Lightricks/LTX-2.git cd LTX-2 uv sync --frozen
# Download the weights from this repo, plus the Gemma text encoder hf download jpruiz114/LTX-2-Workflows --local-dir models/LTX-2-Workflows hf download google/gemma-3-12b-it-qat-q4_0-unquantized --local-dir models/gemma-3-12b
# Fast pipeline (distilled model, no distilled LoRA needed) uv run python -m ltx_pipelines.distilled \ --distilled-checkpoint-path models/LTX-2-Workflows/<distilled-checkpoint>.safetensors \ --spatial-upsampler-path models/LTX-2-Workflows/<spatial-upsampler>.safetensors \ --gemma-root models/gemma-3-12b \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8# HQ pipeline (two-stage, higher quality) uv run python -m ltx_pipelines.ti2vid_two_stages_hq \ --checkpoint-path models/LTX-2-Workflows/<checkpoint>.safetensors \ --distilled-lora models/LTX-2-Workflows/<distilled-lora>.safetensors 0.8 \ --spatial-upsampler-path models/LTX-2-Workflows/<spatial-upsampler>.safetensors \ --gemma-root models/gemma-3-12b \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8 - Notebooks
- Google Colab
- Kaggle
The workflows are based on the extracted models from https://huggingface.co/Kijai/LTXV2_comfy The extracted models runs easier on the computer (as separate files), as well as GGUF support etc
(but you can easily swap out the model loader for the ComfyUI default model loader if you want to load the checkpoint with "all in one" vae built-in etc)
Gemma 3 12B it GGUF text encoder: https://huggingface.co/unsloth/gemma-3-12b-it-GGUF/
Needed nodes:
https://github.com/kijai/ComfyUI-KJNodes (NB! Must be up to date for LTX-2 support)
https://github.com/city96/ComfyUI-GGUF (NB! Must be up to date for LTX-2 support)
ComfyUI itself must be updated to very latest
(video made with LTX-2, Credit to https://www.reddit.com/user/fantazart/) https://www.reddit.com/r/StableDiffusion/comments/1qeovkh/ltx2_cinematic_love_letter_to_opensource_community/
A general guide: https://docs.ltx.video/open-source-model/integration-tools/comfy-ui
More workflows:
ComfyUI official workflows: https://docs.comfy.org/tutorials/video/ltx/ltx-2
LTX-Video official workflows: https://github.com/Lightricks/ComfyUI-LTXVideo/tree/master/example_workflows
Some really nice clean workflows here: https://comfyui.nomadoor.net/en/basic-workflows/ltx-2/
RunComfy (can download workflow to use locally):
LTX-2 Controlnet (pose, depth etc) https://www.runcomfy.com/comfyui-workflows/ltx-2-controlnet-in-comfyui-depth-controlled-video-workflow
LTX-2 First Last Frame https://www.runcomfy.com/comfyui-workflows/ltx-2-first-last-frame-in-comfyui-audio-visual-motion-control
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