Image-to-Video
LTX.io
GGUF
ltx-2
comfyui
comfy
ltx-video
ltx-2-3
ltxv
text-to-video
audio-to-video
video-to-video
Instructions to use laoK888/LTX-2.3-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX.io
How to use laoK888/LTX-2.3-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 laoK888/LTX-2.3-Workflows --local-dir models/LTX-2.3-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-2.3-Workflows/<distilled-checkpoint>.safetensors \ --spatial-upsampler-path models/LTX-2.3-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-2.3-Workflows/<checkpoint>.safetensors \ --distilled-lora models/LTX-2.3-Workflows/<distilled-lora>.safetensors 0.8 \ --spatial-upsampler-path models/LTX-2.3-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
| tags: | |
| - ltx | |
| - ltx-2 | |
| - comfyui | |
| - comfy | |
| - gguf | |
| - ltx-video | |
| - ltx-2-3 | |
| - ltxv | |
| - text-to-video | |
| - image-to-video | |
| - audio-to-video | |
| - video-to-video | |
| <video controls> | |
| <source src="https://cdn-uploads.huggingface.co/production/uploads/64afc36a09727d75e9ca79aa/UisZ7XyIYhQgcnIKnt8h0.mp4" type="video/mp4"> | |
| Your browser does not support the video tag. | |
| </video> | |
| The workflows are based on the extracted models from https://huggingface.co/Kijai/LTX2.3_comfy | |
| The extracted models might run easier on your computer (as separate files). | |
| (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) | |
| **LTX-2.3 Main Model Downloads (split models):** | |
| - Main split models used in these workflows (LTX-2.3 dev & distilled safetensor, embeddings, audio & video vae & tiny vae): | |
| https://huggingface.co/Kijai/LTX2.3_comfy | |
| **Gemma - either safetensor or GGUF:** | |
| 1) Gemma 3 12B it safetensor: https://huggingface.co/Comfy-Org/ltx-2/tree/main/split_files/text_encoders | |
| 2) Gemma 3 12B it GGUF: https://huggingface.co/unsloth/gemma-3-12b-it-GGUF/ | |
| **Upscale Model** | |
| 1) ltx-2.3-spatial-upscaler (only need the 2x file) - : https://huggingface.co/Lightricks/LTX-2.3/tree/main | |
| **LTX-2.3 GGUF models (for GGUF workflows)** - one of the source below: | |
| 1) Quantstack: https://huggingface.co/QuantStack/LTX-2.3-GGUF | |
| 2) Unsloth : https://huggingface.co/unsloth/LTX-2.3-GGUF | |
| 3) Vantage : https://huggingface.co/vantagewithai/LTX-2.3-GGUF | |
| **Tiny Vae by madebyollin (for sampler previews)**: | |
| (Optional/Recommended. Without this vae you still get previews with latentrgb from KJnodes, at a lower res) | |
| If you are unsure where to put the files see <a href="https://huggingface.co/RuneXX/LTX-2.3-Workflows/discussions/10 | |
| ">here</a> | |
| ---- | |
| **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 | |
| ---- | |
| **LTX-2.3** | |
| Lighttricks LTX-2.3 main repro: https://huggingface.co/Lightricks/LTX-2.3 | |
| Lightricks LTX-2.3 Collection (loras etc): https://huggingface.co/collections/Lightricks/ltx-23 | |
| ---- | |
| More workflows : | |
| ComfyUI Official Workflows : https://blog.comfy.org/p/ltx-23-day-0-supporte-in-comfyui | |
| LTX-2 Video Official Workflows : https://github.com/Lightricks/ComfyUI-LTXVideo/tree/master/example_workflows/2.3 | |
| For ComfyUI's new "app mode" some to try here: https://huggingface.co/WanApp |