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
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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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| "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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| "widgets_values": [ | |
| 8 | |
| ] | |
| }, | |
| { | |
| "id": 326, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2279.1721405758562, | |
| 4552.113284022357 | |
| ], | |
| "size": [ | |
| 400, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 25, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 888 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_frames" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 542, | |
| "type": "GetNode", | |
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| ], | |
| "size": [ | |
| 400, | |
| 58 | |
| ], | |
| "flags": { | |
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| }, | |
| "order": 26, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 915 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_frames" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
| }, | |
| { | |
| "id": 508, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 4038.5659538029413 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 27, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 1082 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_image" | |
| ] | |
| }, | |
| { | |
| "id": 602, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 4081.699053015578 | |
| ], | |
| "size": [ | |
| 225.0376953125, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 28, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": [ | |
| 1089 | |
| ] | |
| } | |
| ], | |
| "title": "Get_enable_promptenhance", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "enable_promptenhance" | |
| ] | |
| }, | |
| { | |
| "id": 600, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 4005.4471777006233 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 29, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CLIP", | |
| "type": "CLIP", | |
| "links": [ | |
| 1087 | |
| ] | |
| } | |
| ], | |
| "title": "Get_clip", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "clip" | |
| ] | |
| }, | |
| { | |
| "id": 514, | |
| "type": "GetNode", | |
| "pos": [ | |
| 237.50172949929154, | |
| 3663.2465681019544 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 30, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 881, | |
| 882, | |
| 883 | |
| ] | |
| } | |
| ], | |
| "title": "Get_overlap_seconds", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "overlap_seconds" | |
| ] | |
| }, | |
| { | |
| "id": 357, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| 259.86395456154247, | |
| 3716.6258665152177 | |
| ], | |
| "size": [ | |
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| 148 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 80, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 652 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 883 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "variables.c", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 653, | |
| 654 | |
| ] | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": null | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "title": "Overlap + extend", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "a + b" | |
| ] | |
| }, | |
| { | |
| "id": 223, | |
| "type": "GetNode", | |
| "pos": [ | |
| 281.10233432461246, | |
| 3656.0430580200778 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 31, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 447 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 356, | |
| "type": "GetNode", | |
| "pos": [ | |
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| 3615.366975234383 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 32, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 652 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ext_seconds", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ext_seconds" | |
| ] | |
| }, | |
| { | |
| "id": 258, | |
| "type": "SamplerCustomAdvanced", | |
| "pos": [ | |
| 1904.0103326484054, | |
| 3585.973589736791 | |
| ], | |
| "size": [ | |
| 273.748791075407, | |
| 267.26447322693235 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 149, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "noise", | |
| "type": "NOISE", | |
| "link": 478 | |
| }, | |
| { | |
| "name": "guider", | |
| "type": "GUIDER", | |
| "link": 479 | |
| }, | |
| { | |
| "name": "sampler", | |
| "type": "SAMPLER", | |
| "link": 480 | |
| }, | |
| { | |
| "name": "sigmas", | |
| "type": "SIGMAS", | |
| "link": 834 | |
| }, | |
| { | |
| "name": "latent_image", | |
| "type": "LATENT", | |
| "link": 807 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "output", | |
| "type": "LATENT", | |
| "links": [ | |
| 1007 | |
| ] | |
| }, | |
| { | |
| "name": "denoised_output", | |
| "type": "LATENT", | |
| "links": [] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.75", | |
| "Node name for S&R": "SamplerCustomAdvanced", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 601, | |
| "type": "SetNode", | |
| "pos": [ | |
| -462.33437603934016, | |
| 4820.984287274402 | |
| ], | |
| "size": [ | |
| 255.15791440429905, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 86, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "link": 1088 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_enable_promptenhance", | |
| "properties": { | |
| "previousName": "enable_promptenhance" | |
| }, | |
| "widgets_values": [ | |
| "enable_promptenhance" | |
| ] | |
| }, | |
| { | |
| "id": 599, | |
| "type": "6002fb3c-ab34-4ad8-894e-fccaa60fd8c9", | |
| "pos": [ | |
| 46.98791493481961, | |
| 4002.827678810055 | |
| ], | |
| "size": [ | |
| 317.8231468909505, | |
| 128 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 93, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "clip", | |
| "type": "CLIP", | |
| "link": 1087 | |
| }, | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 1082 | |
| }, | |
| { | |
| "label": "prompt", | |
| "name": "string_b", | |
| "type": "STRING", | |
| "widget": { | |
| "name": "string_b" | |
| }, | |
| "link": 1083 | |
| }, | |
| { | |
| "label": "Enabled", | |
| "name": "", | |
| "type": "*", | |
| "link": 1089 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "label": "generated_text", | |
| "name": "generated_text", | |
| "type": "STRING", | |
| "links": [ | |
| 1085, | |
| 1086 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "proxyWidgets": [ | |
| [ | |
| "482", | |
| "string_b" | |
| ] | |
| ], | |
| "cnr_id": "comfy-core", | |
| "ver": "0.17.0" | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 137, | |
| "type": "KSamplerSelect", | |
| "pos": [ | |
| 924.2787363234368, | |
| 3849.2507669043384 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 68.88020833333334 | |
| ], | |
| "flags": {}, | |
| "order": 33, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "SAMPLER", | |
| "type": "SAMPLER", | |
| "links": [ | |
| 261 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.56", | |
| "Node name for S&R": "KSamplerSelect", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| "euler_ancestral" | |
| ] | |
| }, | |
| { | |
| "id": 352, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| -1009.5760298237489, | |
| 4827.488777057224 | |
| ], | |
| "size": [ | |
| 210, | |
| 128 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 92, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 644 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 645 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "variables.c", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": null | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 646 | |
| ] | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "((round((a * b -1) / 8)) * 8) + 1 " | |
| ] | |
| }, | |
| { | |
| "id": 214, | |
| "type": "PrimitiveFloat", | |
| "pos": [ | |
| -795.4084355292805, | |
| 4797.244725236348 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 34, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 436, | |
| 645 | |
| ] | |
| } | |
| ], | |
| "title": "FPS", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.9.2", | |
| "Node name for S&R": "PrimitiveFloat" | |
| }, | |
| "widgets_values": [ | |
| 24 | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 606, | |
| "type": "GetNode", | |
| "pos": [ | |
| -88.59114917330933, | |
| 4827.869630267367 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 35, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 1116 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 605, | |
| "type": "SimpleCalculatorKJ", | |
| "pos": [ | |
| -109.29235020416111, | |
| 4820.894081995859 | |
| ], | |
| "size": [ | |
| 252.35870762815784, | |
| 128 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 82, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "label": "a", | |
| "name": "variables.a", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 1115 | |
| }, | |
| { | |
| "label": "b", | |
| "name": "variables.b", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": 1116 | |
| }, | |
| { | |
| "label": "c", | |
| "name": "variables.c", | |
| "shape": 7, | |
| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": null | |
| }, | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 1117 | |
| ] | |
| }, | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "50a0837f9aea602b184bbf6dbabf66ed2c7a1d22", | |
| "Node name for S&R": "SimpleCalculatorKJ" | |
| }, | |
| "widgets_values": [ | |
| "((round((a * b -1) / 8)) * 8) + 1 " | |
| ] | |
| }, | |
| { | |
| "id": 305, | |
| "type": "INTConstant", | |
| "pos": [ | |
| -124.2393955422387, | |
| 4796.330182680592 | |
| ], | |
| "size": [ | |
| 231.33702383205195, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 36, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 1115 | |
| ] | |
| } | |
| ], | |
| "title": "REF. LENGTH (in seconds)", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "f91daf93293ab7fb28836159595a5b088c86313a", | |
| "Node name for S&R": "INTConstant" | |
| }, | |
| "widgets_values": [ | |
| 3 | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 608, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| 163.37654920162976, | |
| 4746.066437840359 | |
| ], | |
| "size": [ | |
| 252.99166725862722, | |
| 120.5573387655877 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 37, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About Reference Frames", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Set how many frames from the input video to use as guide reference. LTX official recommend a minimum 3 seconds (around 73 frames in 24fps), maximum 505 frames (around 21 seconds in 24fps). \n\nBut you can try with less, 1-2 seconds, but might lose consistency" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 580, | |
| "type": "GetNode", | |
| "pos": [ | |
| 2780.6225909292743, | |
| 3659.0196823826923 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 38, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 989 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 222, | |
| "type": "GetNode", | |
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| { | |
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| { | |
| "name": "video_latent", | |
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| }, | |
| { | |
| "name": "audio_latent", | |
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| "name": "latent", | |
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| { | |
| "name": "negative", | |
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| { | |
| "name": "latent", | |
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| 1227 | |
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| { | |
| "name": "start_index", | |
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| "widget": { | |
| "name": "start_index" | |
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| "outputs": [ | |
| { | |
| "name": "AUDIO", | |
| "type": "AUDIO", | |
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| 727 | |
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| 2048 | |
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| "name": "FLOAT", | |
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| 731 | |
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| { | |
| "name": "*", | |
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| "title": "Set_final_audio", | |
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| { | |
| "id": 403, | |
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| "name": "image_2", | |
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| "outputs": [ | |
| { | |
| "name": "images", | |
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| 819 | |
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| ], | |
| "properties": { | |
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| { | |
| "id": 393, | |
| "type": "AudioConcat", | |
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| 78 | |
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| { | |
| "name": "audio1", | |
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| { | |
| "name": "audio2", | |
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| { | |
| "name": "AUDIO", | |
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| 821 | |
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| "title": "Set_final_video_cut", | |
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| "previousName": "final_video_blend" | |
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| { | |
| "id": 527, | |
| "type": "VAEDecode", | |
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| { | |
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| { | |
| "name": "vae", | |
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| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
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| 1232 | |
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| "widgets_values": [ | |
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| "title": "Get_vae_audio", | |
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| { | |
| "id": 425, | |
| "type": "LTXVAudioVAEDecode", | |
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| { | |
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| { | |
| "label": "Audio VAE", | |
| "name": "audio_vae", | |
| "type": "VAE", | |
| "link": 787 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "Audio", | |
| "type": "AUDIO", | |
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| 789 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
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| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
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| { | |
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| }, | |
| { | |
| "name": "new_images", | |
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| "type": "IMAGE", | |
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| }, | |
| { | |
| "name": "overlap", | |
| "type": "INT", | |
| "widget": { | |
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| } | |
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| "outputs": [ | |
| { | |
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| }, | |
| { | |
| "name": "start_images", | |
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| }, | |
| { | |
| "name": "extended_images", | |
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| 976 | |
| ] | |
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| "properties": { | |
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| }, | |
| { | |
| "id": 306, | |
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| "fullpath": "C:\\Users\\runeg\\AppData\\Local\\Temp\\latentsync_0315e009\\LTX-2_00020-audio.mp4" | |
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| "color": "#1f1f48", | |
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| "type": "LTX2AttentionTunerPatch", | |
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| "properties": { | |
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| "ver": "5b38397a6430fdb16c7bd14a6bd64c2b0e69a5f0", | |
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| "type": "MarkdownNote", | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "WHAT TO KEEP FROM INPUT VIDEO", | |
| "properties": {}, | |
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| "**A LITTLE USAGE TIP** \n\nIf you want to start extending earlier (aka cut some from end of input video) you can use **frame_load_cap** in the video loader node and set max frames to use. And vice verse if you want to cut off some of the start of your input video you can use **skip_first_frames** " | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
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| "id": 524, | |
| "type": "MarkdownNote", | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Video settings", | |
| "properties": {}, | |
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| "**MAX SIZE**: Max pixels of the output video (longest side). If lower ram/vram try reasonable sizes such as 768, 832 or 960. And if the original video is lower than that, set same as original video \n\n**EXTEND in seconds** : How much to add to your video. LTX works best with 5s, 10s or 15s\n\nYou can do multiple times though. For example first extend 10 seconds, then use the extended video and extend another 10 seconds and so on (you should be able to do this for quite a long shot, but the quality and consistency might degrade over time)\n" | |
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| "inputs": [], | |
| "outputs": [], | |
| "title": "SINGLE PASS vs 2-PASS WORKFLOW", | |
| "properties": {}, | |
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| "The single pass workflow mode can work best for since 2-pass workflow the frames runs through 2 samplers and might introduce slight difference in color tones and sharpness compared input video. The blend frames output at end will help make that be more seamless though. \n\n2-pass workflow is usually a faster and easier on ram/vram though. Feel free to try both modes with an easy toggle on/off\n" | |
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| "bgcolor": "#000" | |
| }, | |
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| "id": 319, | |
| "type": "VHS_LoadVideo", | |
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| "mode": 0, | |
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| "name": "meta_batch", | |
| "shape": 7, | |
| "type": "VHS_BatchManager", | |
| "link": null | |
| }, | |
| { | |
| "name": "vae", | |
| "shape": 7, | |
| "type": "VAE", | |
| "link": null | |
| }, | |
| { | |
| "name": "force_rate", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "force_rate" | |
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| "link": 847 | |
| } | |
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| "outputs": [ | |
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| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 851 | |
| ] | |
| }, | |
| { | |
| "name": "frame_count", | |
| "type": "INT", | |
| "links": [] | |
| }, | |
| { | |
| "name": "audio", | |
| "type": "AUDIO", | |
| "links": [ | |
| 809 | |
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| }, | |
| { | |
| "name": "video_info", | |
| "type": "VHS_VIDEOINFO", | |
| "links": [ | |
| 707, | |
| 848 | |
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| } | |
| ], | |
| "title": "Load Video", | |
| "properties": { | |
| "cnr_id": "comfyui-videohelpersuite", | |
| "ver": "993082e4f2473bf4acaf06f51e33877a7eb38960", | |
| "Node name for S&R": "VHS_LoadVideo" | |
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| "video": "joker_therapy.mp4", | |
| "force_rate": 24, | |
| "custom_width": 0, | |
| "custom_height": 0, | |
| "frame_load_cap": 0, | |
| "skip_first_frames": 0, | |
| "select_every_nth": 1, | |
| "format": "LTXV", | |
| "videopreview": { | |
| "hidden": false, | |
| "paused": false, | |
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| "filename": "joker_therapy.mp4", | |
| "type": "input", | |
| "format": "video/mp4", | |
| "force_rate": 24, | |
| "custom_width": 0, | |
| "custom_height": 0, | |
| "frame_load_cap": 0, | |
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| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)", | |
| "ndSuperSelectorEnabled": false, | |
| "ndPowerEnabled": false | |
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| "type": "Fast Groups Bypasser (rgthree)", | |
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| "name": "OPT_CONNECTION", | |
| "type": "*", | |
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| "title": "FOR SINGLE PASS TURN OFF BOTH TOGGLES", | |
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| "matchTitle": "2nd*", | |
| "showNav": false, | |
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| "toggleRestriction": "default" | |
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| "title": "MAX PIXEL SIZE (longest)", | |
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| "title": "๐ ๐ ฃ๐ ง LTXV Audio VAE Decode" | |
| } | |
| }, | |
| "15": { | |
| "inputs": { | |
| "frame_rate": [ | |
| "23", | |
| 0 | |
| ], | |
| "loop_count": 0, | |
| "filename_prefix": "AnimateDiff", | |
| "format": "video/h264-mp4", | |
| "pix_fmt": "yuv420p", | |
| "crf": 19, | |
| "save_metadata": true, | |
| "trim_to_audio": false, | |
| "pingpong": false, | |
| "save_output": true, | |
| "images": [ | |
| "12", | |
| 0 | |
| ], | |
| "audio": [ | |
| "14", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "VHS_VideoCombine", | |
| "_meta": { | |
| "title": "Video Combine ๐ฅ๐ ฅ๐ ๐ ข" | |
| } | |
| }, | |
| "17": { | |
| "inputs": { | |
| "skip_blocks": "29", | |
| "model": [ | |
| "28", | |
| 1 | |
| ], | |
| "positive": [ | |
| "22", | |
| 0 | |
| ], | |
| "negative": [ | |
| "22", | |
| 1 | |
| ], | |
| "parameters": [ | |
| "18", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "MultimodalGuider", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง Multimodal Guider" | |
| } | |
| }, | |
| "18": { | |
| "inputs": { | |
| "modality": "VIDEO", | |
| "cfg": 3, | |
| "stg": 0, | |
| "rescale": 0, | |
| "modality_scale": 3, | |
| "parameters": [ | |
| "19", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "GuiderParameters", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง Guider Parameters" | |
| } | |
| }, | |
| "19": { | |
| "inputs": { | |
| "modality": "AUDIO", | |
| "cfg": 7, | |
| "stg": 0, | |
| "rescale": 0, | |
| "modality_scale": 3 | |
| }, | |
| "class_type": "GuiderParameters", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง Guider Parameters" | |
| } | |
| }, | |
| "21": { | |
| "inputs": { | |
| "audioUI": "", | |
| "audio": [ | |
| "14", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "PreviewAudio", | |
| "_meta": { | |
| "title": "PreviewAudio" | |
| } | |
| }, | |
| "22": { | |
| "inputs": { | |
| "frame_rate": [ | |
| "23", | |
| 0 | |
| ], | |
| "positive": [ | |
| "3", | |
| 0 | |
| ], | |
| "negative": [ | |
| "4", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVConditioning", | |
| "_meta": { | |
| "title": "LTXVConditioning" | |
| } | |
| }, | |
| "23": { | |
| "inputs": { | |
| "value": 25 | |
| }, | |
| "class_type": "FloatConstant", | |
| "_meta": { | |
| "title": "Float Constant" | |
| } | |
| }, | |
| "26": { | |
| "inputs": { | |
| "frames_number": [ | |
| "27", | |
| 0 | |
| ], | |
| "frame_rate": [ | |
| "42", | |
| 0 | |
| ], | |
| "batch_size": 1 | |
| }, | |
| "class_type": "LTXVEmptyLatentAudio", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Empty Latent Audio" | |
| } | |
| }, | |
| "27": { | |
| "inputs": { | |
| "value": 105 | |
| }, | |
| "class_type": "INTConstant", | |
| "_meta": { | |
| "title": "INT Constant" | |
| } | |
| }, | |
| "28": { | |
| "inputs": { | |
| "video_latent": [ | |
| "43", | |
| 0 | |
| ], | |
| "audio_latent": [ | |
| "26", | |
| 0 | |
| ], | |
| "model": [ | |
| "44", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVConcatAVLatent", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Concat AV Latent" | |
| } | |
| }, | |
| "29": { | |
| "inputs": { | |
| "av_latent": [ | |
| "41", | |
| 0 | |
| ], | |
| "model": [ | |
| "28", | |
| 1 | |
| ] | |
| }, | |
| "class_type": "LTXVSeparateAVLatent", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง LTXV Separate AV Latent" | |
| } | |
| }, | |
| "41": { | |
| "inputs": { | |
| "noise": [ | |
| "11", | |
| 0 | |
| ], | |
| "guider": [ | |
| "17", | |
| 0 | |
| ], | |
| "sampler": [ | |
| "8", | |
| 0 | |
| ], | |
| "sigmas": [ | |
| "9", | |
| 0 | |
| ], | |
| "latent_image": [ | |
| "28", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "SamplerCustomAdvanced", | |
| "_meta": { | |
| "title": "SamplerCustomAdvanced" | |
| } | |
| }, | |
| "42": { | |
| "inputs": { | |
| "a": [ | |
| "23", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "CM_FloatToInt", | |
| "_meta": { | |
| "title": "FloatToInt" | |
| } | |
| }, | |
| "43": { | |
| "inputs": { | |
| "width": 768, | |
| "height": 512, | |
| "length": [ | |
| "27", | |
| 0 | |
| ], | |
| "batch_size": 1 | |
| }, | |
| "class_type": "EmptyLTXVLatentVideo", | |
| "_meta": { | |
| "title": "EmptyLTXVLatentVideo" | |
| } | |
| }, | |
| "44": { | |
| "inputs": { | |
| "torch_compile": true, | |
| "disable_backup": false, | |
| "model": [ | |
| "1", | |
| 0 | |
| ] | |
| }, | |
| "class_type": "LTXVSequenceParallelMultiGPUPatcher", | |
| "_meta": { | |
| "title": "LTXVSequenceParallelMultiGPUPatcher" | |
| } | |
| }, | |
| "45": { | |
| "inputs": { | |
| "frame_idx": 0, | |
| "strength": 1 | |
| }, | |
| "class_type": "LTXVAddGuide", | |
| "_meta": { | |
| "title": "LTXVAddGuide" | |
| } | |
| } | |
| }, | |
| "comfy_fork_version": "feature/av_inference@a6994ed1", | |
| "VHS_latentpreview": false, | |
| "VHS_latentpreviewrate": 0, | |
| "VHS_MetadataImage": false, | |
| "VHS_KeepIntermediate": false | |
| }, | |
| "version": 0.4 | |
| } |