Image-to-Video
LTX.io
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-2.3-2.5-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX.io
How to use RuneXX/LTX-2.3-2.5-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 RuneXX/LTX-2.3-2.5-Workflows --local-dir models/LTX-2.3-2.5-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-2.3-2.5-Workflows/<distilled-checkpoint>.safetensors \ --spatial-upsampler-path models/LTX-2.3-2.5-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-2.3-2.5-Workflows/<checkpoint>.safetensors \ --distilled-lora models/LTX-2.3-2.5-Workflows/<distilled-lora>.safetensors 0.8 \ --spatial-upsampler-path models/LTX-2.3-2.5-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
LTX-2.3-2.5-Workflows / Video-2-Video /LTX-2.3_-_V2V_Just-Dub-It_multilanguage_dubbing_IC-Lora-LipDub.json
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| }, | |
| { | |
| "id": 202, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -1815.2151363315052, | |
| 1954.0463973324813 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 140 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 28, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About Size", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Width & height settings must be divisible by 32 + 1. \nFrame count must be divisible by 8 + 1. \n\n\nRunning with invalid parameters **will not cause errors**. Instead, the flow will silently choose the closest valid parameters. \n\nBy default, we are using 720p resolution. You can try 1920*1088 if you have a powerful GPU." | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 203, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -1829.420373174156, | |
| 2001.7566685446284 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 107.3859507080042 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 29, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Sampler Preview", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "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" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 201, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -1827.0035057455557, | |
| 1905.4880056137636 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 107.3859507080042 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 30, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "User Made Loras", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "If using some user made LTX-2 loras they sometimes are not trained on audio, so it will produce very noisy audio outputs. Try use KJNodes LTX-2 Lora Loader Advanced in such cases, and set the non video strenght to zero\n" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 204, | |
| "type": "UnetLoaderGGUF", | |
| "pos": [ | |
| -1628.8414301332616, | |
| 1920.1108181549262 | |
| ], | |
| "size": [ | |
| 355.55555555555475, | |
| 60.44444444444434 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 31, | |
| "mode": 4, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "ComfyUI-GGUF", | |
| "ver": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a", | |
| "Node name for S&R": "UnetLoaderGGUF" | |
| }, | |
| "widgets_values": [ | |
| "LTXvideo\\LTX-2\\quantstack\\LTX-2.3-distilled-Q4_K_S.gguf" | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)", | |
| "ndSuperSelectorEnabled": false, | |
| "ndPowerEnabled": false | |
| }, | |
| { | |
| "id": 205, | |
| "type": "DualCLIPLoaderGGUF", | |
| "pos": [ | |
| -1625.5824258632404, | |
| 1987.0216924183112 | |
| ], | |
| "size": [ | |
| 346.517577185067, | |
| 107.25438651123113 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 32, | |
| "mode": 4, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "ComfyUI-GGUF", | |
| "ver": "6ea2651e7df66d7585f6ffee804b20e92fb38b8a", | |
| "Node name for S&R": "DualCLIPLoaderGGUF" | |
| }, | |
| "widgets_values": [ | |
| "gemma-3-12b-it-Q2_K.gguf", | |
| "ltx-2.3_text_projection_bf16.safetensors", | |
| "ltxv" | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)", | |
| "ndSuperSelectorEnabled": false, | |
| "ndPowerEnabled": false | |
| }, | |
| { | |
| "id": 207, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -1796.964024710426, | |
| 2892.9936194005572 | |
| ], | |
| "size": [ | |
| 374.43232263102846, | |
| 91.73026398587763 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 33, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Video settings", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "**MAX SIZE** determine the longest side in pixels for the end output. And **MAX LENGTH** in second determine how long the output video should be\n" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 5422, | |
| "type": "SetNode", | |
| "pos": [ | |
| 1492.04821293606, | |
| 1965.8878701226513 | |
| ], | |
| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 78, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "SIGMAS", | |
| "type": "SIGMAS", | |
| "link": 14067 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "SIGMAS", | |
| "type": "SIGMAS", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_sigmas2", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "sigmas2" | |
| }, | |
| "widgets_values": [ | |
| "sigmas2" | |
| ] | |
| }, | |
| { | |
| "id": 5424, | |
| "type": "SetNode", | |
| "pos": [ | |
| 1504.592078048366, | |
| 2057.1159800303303 | |
| ], | |
| "size": [ | |
| 210, | |
| 34 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 75, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "SAMPLER", | |
| "type": "SAMPLER", | |
| "link": 14068 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "SAMPLER", | |
| "type": "SAMPLER", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_sampler2", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "sampler2" | |
| }, | |
| "widgets_values": [ | |
| "sampler2" | |
| ] | |
| }, | |
| { | |
| "id": 5425, | |
| "type": "KSamplerSelect", | |
| "pos": [ | |
| 1400.663705585935, | |
| 2050.240676596451 | |
| ], | |
| "size": [ | |
| 270, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 34, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "SAMPLER", | |
| "type": "SAMPLER", | |
| "links": [ | |
| 14068, | |
| 14086 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.75", | |
| "Node name for S&R": "KSamplerSelect", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| "euler" | |
| ] | |
| }, | |
| { | |
| "id": 5317, | |
| "type": "LTXVConditioning", | |
| "pos": [ | |
| -337.9746401780516, | |
| 2647.1662142395494 | |
| ], | |
| "size": [ | |
| 257.22064216070476, | |
| 78 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 103, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 13922 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 13923 | |
| }, | |
| { | |
| "name": "frame_rate", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "frame_rate" | |
| }, | |
| "link": 13924 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "slot_index": 0, | |
| "links": [ | |
| 13914, | |
| 14089 | |
| ] | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "slot_index": 1, | |
| "links": [ | |
| 13915, | |
| 14090 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.28", | |
| "Node name for S&R": "LTXVConditioning" | |
| }, | |
| "widgets_values": [ | |
| 24 | |
| ] | |
| }, | |
| { | |
| "id": 5336, | |
| "type": "SetNode", | |
| "pos": [ | |
| 132.2426453171292, | |
| 2037.8333743957635 | |
| ], | |
| "size": [ | |
| 223.53515625, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 115, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 14096 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_negative_guider", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "negative_guider" | |
| }, | |
| "widgets_values": [ | |
| "negative_guider" | |
| ] | |
| }, | |
| { | |
| "id": 5335, | |
| "type": "SetNode", | |
| "pos": [ | |
| 130.24766722965438, | |
| 2084.358034905378 | |
| ], | |
| "size": [ | |
| 223.53515625, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 114, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "link": 14097 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_positive_guider", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "positive_guider" | |
| }, | |
| "widgets_values": [ | |
| "positive_guider" | |
| ] | |
| }, | |
| { | |
| "id": 102, | |
| "type": "GetNode", | |
| "pos": [ | |
| 127.76358718824424, | |
| 2096.152144857236 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 35, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 14094 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "ue_properties": { | |
| "widget_ue_connectable": {}, | |
| "version": "7.5.1", | |
| "input_ue_unconnectable": {} | |
| } | |
| }, | |
| "widgets_values": [ | |
| "vae" | |
| ], | |
| "color": "rgba(0,0,0,.8)", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 5442, | |
| "type": "GetNode", | |
| "pos": [ | |
| 75.2366474979626, | |
| 2487.5529198491245 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 36, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "AUDIO", | |
| "type": "AUDIO", | |
| "links": [ | |
| 14105 | |
| ] | |
| } | |
| ], | |
| "title": "Get_audio_original", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "audio_original" | |
| ] | |
| }, | |
| { | |
| "id": 5443, | |
| "type": "GetNode", | |
| "pos": [ | |
| 84.37395131749125, | |
| 2493.644455728812 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 37, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 14106 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ] | |
| }, | |
| { | |
| "id": 34, | |
| "type": "GetNode", | |
| "pos": [ | |
| 85.92010699804734, | |
| 1731.0335370579871 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 38, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 31 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_audio", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "ue_properties": { | |
| "widget_ue_connectable": {}, | |
| "version": "7.5.1", | |
| "input_ue_unconnectable": {} | |
| } | |
| }, | |
| "widgets_values": [ | |
| "vae_audio" | |
| ] | |
| }, | |
| { | |
| "id": 5399, | |
| "type": "GetNode", | |
| "pos": [ | |
| 91.17596612989922, | |
| 1709.5866010251698 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 39, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 14046 | |
| ] | |
| } | |
| ], | |
| "title": "Get_frames", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "frames" | |
| ] | |
| }, | |
| { | |
| "id": 5412, | |
| "type": "SetNode", | |
| "pos": [ | |
| 154.658507842247, | |
| 1689.7416413632277 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 102, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "link": 14056 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_latent_audio", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "latent_audio" | |
| }, | |
| "widgets_values": [ | |
| "latent_audio" | |
| ] | |
| }, | |
| { | |
| "id": 841, | |
| "type": "GetNode", | |
| "pos": [ | |
| -774.8270540321765, | |
| 1799.543184301593 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 40, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 1797 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 5397, | |
| "type": "SetNode", | |
| "pos": [ | |
| -760.7852591434768, | |
| 1925.0743094062411 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 88, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 14044 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_input_video", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "input_video" | |
| }, | |
| "widgets_values": [ | |
| "input_video" | |
| ] | |
| }, | |
| { | |
| "id": 5456, | |
| "type": "GetNode", | |
| "pos": [ | |
| 102.20162484383059, | |
| 2056.0979796158917 | |
| ], | |
| "size": [ | |
| 216.13046875, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 41, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 14123 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_video_downscaled", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "ref_video_downscaled" | |
| ] | |
| }, | |
| { | |
| "id": 5343, | |
| "type": "Power Lora Loader (rgthree)", | |
| "pos": [ | |
| -409.22643485255725, | |
| 1654.2731344726742 | |
| ], | |
| "size": [ | |
| 398.0747346459458, | |
| 142 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 110, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "dir": 3, | |
| "name": "model", | |
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| "# How to Prompt a Good Lipdub/Rephrase\n\nThis workflow supports both **dubbing** (translating speech into another language) and **rephrasing** (changing what the speaker says while keeping the same language). In both cases, the model will generate new lip movements and audio to match the text you provide.\n\n## 1. Include the translated words in your prompt\n\nThe prompt should contain the translated words you want the speaker to say. The model will **not** translate it for you.\n\n## 2. Use native script\n\nUse the alphabet of the language you want the model to speak - for example, Cyrillic for Russian or Chinese characters for Chinese.\n\n## 3. Single speaker only\n\nThe current LoRA supports only one speaker.\n\n## 4. Match the length of the original for the best audio\n\nTry to keep your translation close to the length of the original dialogue.\n\n- **Too long** — The model might skip words.\n- **Too short** — The output might sound slow and unnatural.\n\n> **Tip:** Since there are many ways to say the same thing, play around with your wording until the length is right.\n" | |
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| 14157 | |
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