Image-to-Video
LTX-2
GGUF
ltx-2
comfyui
comfy
ltx-video
ltx-2-3
ltx-2.5
ltxv
text-to-video
audio-to-video
video-to-video
Instructions to use RuneXX/LTX-2.3-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX-2
How to use RuneXX/LTX-2.3-Workflows with LTX-2:
# Install the LTX-2 pipelines git clone https://github.com/Lightricks/LTX-2.git cd LTX-2 uv sync --extra natten
# Download weights from this repo # Substitute filenames from this repo's "Files and versions" if they differ hf download RuneXX/LTX-2.3-Workflows \ diffusion_models/<distilled-transformer>.safetensors \ text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ vae/<video-vae>.safetensors \ vae/<audio-vae>.safetensors \ latent_upscale_models/<spatial-upsampler>.safetensors \ latent_upscale_models/<temporal-upsampler>.safetensors \ --local-dir models/LTX-2.3-Workflows # DFR requires the detailing IC-LoRA (separate repo; strength is fixed at 0.5) hf download Lightricks/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler --local-dir models/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler# Distilled LTX-2.5 pipeline (fast) uv run python -m ltx_pipelines.distilled \ --transformer-path models/LTX-2.3-Workflows/diffusion_models/<distilled-transformer>.safetensors \ --text-encoder-path models/LTX-2.3-Workflows/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ --video-vae-path models/LTX-2.3-Workflows/vae/<video-vae>.safetensors \ --audio-vae-path models/LTX-2.3-Workflows/vae/<audio-vae>.safetensors \ --spatial-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<spatial-upsampler>.safetensors \ --num-frames 121 \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8# DFR pipeline (higher detail fidelity; optional temporal 2x/4x) uv run python -m ltx_pipelines.dfr_pipeline \ --transformer-path models/LTX-2.3-Workflows/diffusion_models/<distilled-transformer>.safetensors \ --text-encoder-path models/LTX-2.3-Workflows/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ --video-vae-path models/LTX-2.3-Workflows/vae/<video-vae>.safetensors \ --audio-vae-path models/LTX-2.3-Workflows/vae/<audio-vae>.safetensors \ --spatial-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<spatial-upsampler>.safetensors \ --temporal-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<temporal-upsampler>.safetensors \ --detailing-lora models/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler/ltx-2.5-22b-ic-lora-pixel-spatial-upscaler-x2-1.0.safetensors \ --spatial-upscalings 1 \ --temporal-upscalings 1 \ --height 1088 \ --width 1920 \ --num-frames 121 \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For 4K: --spatial-upscalings 2 --width 3840 --height 2176 # For image-to-video, add: --image path/to/image.jpg 0 0.8 - Notebooks
- Google Colab
- Kaggle
LTX-2.3-Workflows / Video-2-Video /Inpaint /LTX-2.3_-_V2V_inpainting_Inpaint-T2V-lora_Sam3-Masking.json
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| { | |
| "name": "INT", | |
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| } | |
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| { | |
| "name": "IMAGE", | |
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| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| } | |
| ], | |
| "title": "Set_ref_video", | |
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| { | |
| "id": 1100, | |
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| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| "title": "Get_mask_preview", | |
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| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
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| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
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| 58 | |
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| "flags": { | |
| "collapsed": true | |
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| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| 1930 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_video", | |
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| "collapsed": true | |
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| { | |
| "name": "INT", | |
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| "outputs": [ | |
| { | |
| "name": "INT", | |
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| } | |
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| "title": "Set_height_output", | |
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| { | |
| "name": "INT", | |
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| "outputs": [ | |
| { | |
| "name": "INT", | |
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| "title": "Set_frames", | |
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| "name": "INT", | |
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| "name": "INT", | |
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| "title": "Set_height_first", | |
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| "name": "INT", | |
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| "title": "Set_width_first", | |
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| "name": "INT", | |
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| "name": "input", | |
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| { | |
| "name": "resize_type.longer_size", | |
| "type": "INT", | |
| "widget": { | |
| "name": "resize_type.longer_size" | |
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| "name": "resized", | |
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| 1926 | |
| ] | |
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| "secondTabWidth": 65 | |
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| 512, | |
| "lanczos" | |
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| "title": "Set_positive_guider2", | |
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| { | |
| "name": "CONDITIONING", | |
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| } | |
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| "title": "Set_negative_guider2", | |
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| "negative_guider2" | |
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| { | |
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| { | |
| "name": "negative", | |
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| { | |
| "name": "vae", | |
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| { | |
| "name": "latent", | |
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| }, | |
| { | |
| "label": "image_1", | |
| "name": "num_guides.image_1", | |
| "type": "IMAGE", | |
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| 1599, | |
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| { | |
| "name": "negative", | |
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| "name": "latent", | |
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| 1601 | |
| ] | |
| } | |
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| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
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| { | |
| "label": "positive_guider", | |
| "name": "output_1", | |
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| 2000 | |
| ] | |
| }, | |
| { | |
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| "properties": { | |
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| { | |
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| { | |
| "name": "latent", | |
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| 1802 | |
| ] | |
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| "widget_ue_connectable": {}, | |
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| }, | |
| "enableTabs": false, | |
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| "tabXOffset": 10, | |
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| "secondTabWidth": 65 | |
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| "widgets_values": [], | |
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| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
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| 58 | |
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| "order": 28, | |
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| "inputs": [], | |
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| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 1083 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": { | |
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| "aux_id": "kijai/ComfyUI-KJNodes", | |
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| "vae" | |
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| { | |
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| "order": 178, | |
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| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 1078 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
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| } | |
| ], | |
| "title": "Set_video_output", | |
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