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 intuitt/LTX-2.3-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX.io
How to use intuitt/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 intuitt/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
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| "## LTX-2 Prompting Tips\n1. **Core Actions**: Describe events and actions as they occur over time \n2. **Audio**: Describe sounds and dialogue needed for the scene \n3. **Reference Image**: Do not repeat details already present \n4. **Consistency**: Avoid instructions that do not match the reference image, as this will degrade results" | |
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| "name": "INT", | |
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| "title": "Get_width", | |
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| { | |
| "name": "INT", | |
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| 127 | |
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| "title": "Get_height", | |
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| { | |
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| { | |
| "name": "latent_upscale_model", | |
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| "type": "LATENT_UPSCALE_MODEL", | |
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| { | |
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| { | |
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| 263 | |
| ] | |
| } | |
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| { | |
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| "type": "ResizeImagesByLongerEdge", | |
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| { | |
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| { | |
| "name": "IMAGE", | |
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| "title": "Set_lastframe", | |
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| { | |
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| { | |
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| 310 | |
| ] | |
| }, | |
| { | |
| "name": "height", | |
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| 311 | |
| ] | |
| }, | |
| { | |
| "name": "batch_size", | |
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| } | |
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| "properties": { | |
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| "name": "INT", | |
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| "Tiny VAE for sampler previews. \nOptionally you can drop this for a lower res latent RGB built into the node \n\nhttps://github.com/madebyollin/taehv/blob/main/safetensors/taeltx2_3.safetensors" | |
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| "mode": 0, | |
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| "title": "About Models", | |
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| "Download models from here:\n\n\nhttps://huggingface.co/Kijai/LTX2.3_comfy\n\nText encoder : https://huggingface.co/Comfy-Org/ltx-2" | |
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| { | |
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| "title": "LENGTH (in seconds)", | |
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| "title": "Get_width", | |
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| "name": "AUDIO", | |
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| "previousName": "org_audio", | |
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| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_latent_custom_audio", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "latent_custom_audio" | |
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| "widgets_values": [ | |
| "latent_custom_audio" | |
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| }, | |
| { | |
| "id": 2173, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
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| "size": [ | |
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| 108 | |
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| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 108, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
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| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
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| { | |
| "name": "a", | |
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| { | |
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| "shape": 7, | |
| "type": "*", | |
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| "name": "FLOAT", | |
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| 3876 | |
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| { | |
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| "links": [] | |
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| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
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| "Node name for S&R": "SimpleCalculatorKJ" | |
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| "id": 2174, | |
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| "flags": { | |
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| }, | |
| "order": 72, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 3869 | |
| ] | |
| } | |
| ], | |
| "title": "Get_frames", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "frames" | |
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| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| "id": 2175, | |
| "type": "GetNode", | |
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| 34 | |
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| "flags": { | |
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| "order": 73, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 3870 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
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| "fps" | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 2177, | |
| "type": "SetLatentNoiseMask", | |
| "pos": [ | |
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| "size": [ | |
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| 46 | |
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| "flags": {}, | |
| "order": 151, | |
| "mode": 0, | |
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| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 3871 | |
| }, | |
| { | |
| "name": "mask", | |
| "type": "MASK", | |
| "link": 3872 | |
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| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 3868 | |
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| "properties": { | |
| "cnr_id": "comfy-core", | |
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| "id": 2178, | |
| "type": "GetNode", | |
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| "order": 74, | |
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| "name": "VAE", | |
| "type": "VAE", | |
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| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "ue_properties": { | |
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| "vae_audio" | |
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| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 2181, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
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| "size": [ | |
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| "flags": { | |
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| "order": 75, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Custom Audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Use a reference audio instead of LTX own audio, and LTX video will lip-sync to the audio you provide. For best possible results you should prompt that the subject is talking. And if you transcribe what is said in your audio input, results might be even better \n\nMel-band RoFormer is optional for extracting a clean vocal only audio for the sampler\n\nhttps://huggingface.co/Kijai/MelBandRoFormer_comfy/tree/main\n\nfolder: models\\diffusion_models\n" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 2184, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 34 | |
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| "flags": { | |
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| "order": 76, | |
| "mode": 0, | |
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| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 3880 | |
| ] | |
| } | |
| ], | |
| "title": "Get_latent_custom_audio", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "latent_custom_audio" | |
| ], | |
| "color": "#422342", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 2185, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 4565.30215070705 | |
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| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
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| }, | |
| "order": 77, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 3879 | |
| ] | |
| } | |
| ], | |
| "title": "Get_latent_audio", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "latent_audio" | |
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| "color": "#422342", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 2108, | |
| "type": "PrimitiveFloat", | |
| "pos": [ | |
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| 4552.057856375664 | |
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| "size": [ | |
| 223.51767105437784, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 78, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 3742 | |
| ] | |
| } | |
| ], | |
| "title": "LAST FRAME STRENGTH", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.19.3", | |
| "Node name for S&R": "PrimitiveFloat" | |
| }, | |
| "widgets_values": [ | |
| 1 | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 2110, | |
| "type": "PrimitiveFloat", | |
| "pos": [ | |
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| 4552.987106292432 | |
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| "size": [ | |
| 231.88575313565934, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 79, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 3743 | |
| ] | |
| } | |
| ], | |
| "title": "FIRST FRAME STRENGTH", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.19.3", | |
| "Node name for S&R": "PrimitiveFloat" | |
| }, | |
| "widgets_values": [ | |
| 0.5 | |
| ], | |
| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 2109, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| 2489.309326009724, | |
| 4497.298899370972 | |
| ], | |
| "size": [ | |
| 305.44734039874265, | |
| 137.56662239483467 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 80, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About Last Frame Stength", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "**LAST FRAME STRENGTH**\n\nIf this is set too strong the very last frame might not \"glitch\" a little bit exposure and colors if the LTX doesn't render exactly same. For a more smooth end frame set it lower (even to zero) to give the model a bit more freedom. \n\nIf you plan to continue from last frame and need it to be more exactly as input image set it to about 0.7 or so" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 2187, | |
| "type": "SetNode", | |
| "pos": [ | |
| 1670.067541013861, | |
| 4588.008244161863 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 125, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "link": 3881 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_latent_selected", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "latent_selected" | |
| }, | |
| "widgets_values": [ | |
| "latent_selected" | |
| ] | |
| }, | |
| { | |
| "id": 2186, | |
| "type": "ComfySwitchNode", | |
| "pos": [ | |
| 1589.2350218009608, | |
| 4544.270766884612 | |
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| "size": [ | |
| 295.12063733483717, | |
| 78 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 109, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "on_false", | |
| "type": "LATENT", | |
| "link": 3879 | |
| }, | |
| { | |
| "name": "on_true", | |
| "type": "LATENT", | |
| "link": 3880 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "output", | |
| "type": "LATENT", | |
| "links": [ | |
| 3881 | |
| ] | |
| } | |
| ], | |
| "title": "Custom Audio = true | LTX = false", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.9.1", | |
| "Node name for S&R": "ComfySwitchNode" | |
| }, | |
| "widgets_values": [ | |
| true | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 2188, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1922.1012165950237, | |
| 4026.057828002861 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 81, | |
| "mode": 0, | |
| "inputs": [], | |
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